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[CUB] Use mbarriers for L2-free cluster sync in DeviceBatchedTopK - #12252

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@pauleonix pauleonix commented Oct 25, 2026 •

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Description

Certain features used on the new mbarrier-based fast path require PTX ISA 8.6 (has no corresponding public CTK, CTK 12.8 gives PTX ISA 8.7). Therefore the original barrier.cluster-based path is currently preserved for older CTKs. For CTK 12.1-12.6 we could instead use a slower mbarrier-based path that has fences doing L2 roundtrips but might still profit from more fine-grained synchronization. As long as we keep support for CTK 12.0 we need to keep the barrier.cluster-path though since CTK 12.0 does not yet have red.async/st.async which we need in the mbarrier-based path. So for now I plan to leave it in the current state as long as there is no request for (maybe) better CTK 12.1-12.6 performance. Especially since we have not tuned yet for Hopper in the first place and this additional work would only be help on Hopper.

closes #9994

Checklist

  • New or existing tests cover these changes.
  • The documentation is up to date with these changes.

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@github-project-automation github-project-automation Bot moved this to Todo in CCCL Oct 25, 2026
@cccl-authenticator-app cccl-authenticator-app Bot moved this from Todo to In Progress in CCCL Oct 25, 2026
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🔬 Benchmark SASS comparison

⚠️ The SASS changed for 4 of 100 CUB and 0 of 75 Thrust benchmark target(s). A benchmark run may be necessary

How to request a benchmark run
Request a benchmark run for this PR:

1. Replace the `benchmarks:` block of ci/bench.yaml with exactly this:

benchmarks:
  filters:
    cpp:
      - '^cub\.bench\.segmented_topk\.variable\.indexed\.base$'
      - '^cub\.bench\.segmented_topk\.variable\.indexed\.cluster\.base$'
      - '^cub\.bench\.segmented_topk\.variable\.keys\.base$'
      - '^cub\.bench\.segmented_topk\.variable\.keys\.cluster\.base$'
  gpus:
    - "h100"   # pick the GPUs that this change can affect

2. Commit with `[bench-only]` at the end of the commit summary, so that
   the unrelated CI jobs are skipped. Then push.

ci/bench.yaml must match ci/bench.template.yaml before the PR can merge.
Reset it once the measurement is done.
Run Value
Baseline 036ecd2d7aeaf85075cd5222c2f000416f10f74b
Tested HEAD
Architectures 75-real;80-real;90-real;100-real;110-real;120-real;120-virtual
Targets with a SASS change
Target Architectures with a SASS change
cub.bench.segmented_topk.variable.indexed.base sm_120, sm_110, sm_90, sm_100
cub.bench.segmented_topk.variable.indexed.cluster.base sm_120, sm_110, sm_90, sm_100
cub.bench.segmented_topk.variable.keys.base sm_120, sm_110, sm_90, sm_100
cub.bench.segmented_topk.variable.keys.cluster.base sm_120, sm_110, sm_90, sm_100

‼️ Summary of Differences ‼️

Showing 4/4 summaries.

cub.bench.segmented_topk.variable.indexed.base - sm_120 - ⚠️ Significant

Segmented top-k synchronization and reduction sequence changed The batched top-k kernels remove global atomics, GPU memory barriers, and error barriers, and add REDAS, SYNCS, STAS, and asynchronous fence operations. The instruction mix, branch structure, and memory operations change in all four variable segmented-top-k targets on sm_90, sm_100, sm_110, and sm_120.

Showing 40/34205 diff lines, 32703 changes. - ⬇️ Full diff

--- base/cub.bench.segmented_topk.variable.indexed.base.sm_120
+++ test/cub.bench.segmented_topk.variable.indexed.base.sm_120
@@ -4522,12 +4522,12 @@ void cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::device_batched_topk_kernel<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::policy_selector_from_types<float, int, (long)1024, (long)8192, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::constant_iterator<cuda::__4::counting_iterator<int, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<int *, long, (int)0, (int)0, (int)0>, long>, cuda::args::__4::constant<(int)1024, int>, const cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::constant_iterator<cuda::__4::counting_iterator<int, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<int *, long, (int)0, (int)0, (int)0>, long>, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::args::__4::constant<(int)1024, int>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0>(T2, T3, T4, T5, T6, T7, T8, T9, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::baseline_kernel_args<cuda::args::__4::__traits<T9>::element_type, T10>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::cluster_kernel_args)
 BRA <+0x0>;
 Function : void cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::device_batched_topk_kernel<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::policy_selector_from_types<float, int, (long)1024, (long)8192, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::constant_iterator<cuda::__4::counting_iterator<int, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<int *, long, (int)0, (int)0, (int)0>, long>, cuda::args::__4::constant<(int)1024, int>, const cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::constant_iterator<cuda::__4::counting_iterator<int, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<int *, long, (int)0, (int)0, (int)0>, long>, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::args::__4::constant<(int)1024, int>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0>(T2, T3, T4, T5, T6, T7, T8, T9, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::baseline_kernel_args<cuda::args::__4::__traits<T9>::element_type, T10>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::cluster_kernel_args)
 LDC R1, c[0x0][0x24] ;
-CS2R.32 R40, SR_CgaSize ;
-IMAD R40, R40, -0xa0, RZ ;
-R2UR UR8, R40 ;
+CS2R.32 R36, SR_CgaSize ;
+IMAD R36, R36, -0xa0, RZ ;
+R2UR UR8, R36 ;
 LDCU UR8, c[0x0][UR8+0x2a0] ;
 S2UR UR4, SR_CTAID.X ;
-S2R R38, SR_TID.X ;
+S2R R7, SR_TID.X ;
 IADD R1, R1, -0x20 ;
 PLOP3.LUT P0, PT, PT, PT, PT, 0x8, 0x80 ;
 UI2FP.F32.U32 UR5, UR8 ;
@@ -4535,7 +4535,7 @@ void cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::device_batched_topk_kernel<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::policy_selector_from_types<float, int, (long)1024, (long)8192, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::constant_iterator<cuda::__4::counting_iterator<int, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<int *, long, (int)0, (int)0, (int)0>, long>, cuda::args::__4::constant<(int)1024, int>, const cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::constant_iterator<cuda::__4::counting_iterator<int, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<int *, long, (int)0, (int)0, (int)0>, long>, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::args::__4::constant<(int)1024, int>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0>(T2, T3, T4, T5, T6, T7, T8, T9, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::baseline_kernel_args<cuda::args::__4::__traits<T9>::element_type, T10>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::cluster_kernel_args)
 R2UR UR6, R2 ;
 MUFU.RCP R0, UR5 ;
 UI2FP.F32.U32.RZ UR5, UR4 ;
-SHF.R.U32.HI R40, RZ, 0x5, R38 ;
+SHF.R.U32.HI R36, RZ, 0x5, R7 ;
 IADD R0, R0, -0x2 ;
 FMUL.RZ R3, R0, UR5 ;
 R2UR UR5, R3 ;
@@ -4545,7 +4545,7 @@ void cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::device_batched_topk_kernel<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::policy_selector_from_types<float, int, (long)1024, (long)8192, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::constant_iterator<cuda::__4::counting_iterator<int, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<int *, long, (int)0, (int)0, (int)0>, long>, cuda::args::__4::constant<(int)1024, int>, const cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::constant_iterator<cuda::__4::counting_iterator<int, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<int *, long, (int)0, (int)0, (int)0>, long>, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::args::__4::constant<(int)1024, int>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0>(T2, T3, T4, T5, T6, T7, T8, T9, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::baseline_kernel_args<cuda::args::__4::__traits<T9>::element_type, T10>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::cluster_kernel_args)
 FMUL.RZ R0, R0, UR6 ;
 R2UR UR6, R0 ;
 MOV R0, R2 ;
-SHFL.IDX PT, R2, R40, RZ, 0x1f ;
+SHFL.IDX PT, R2, R36, RZ, 0x1f ;
 R2UR UR7, R0 ;
 LDC R0, c[0x0][0x80] ;
 UF2I.U32.TRUNC.NTZ UR6, UR6 ;
@@ -4556,26 +4556,26 @@ void cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::device_batched_topk_kernel<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::policy_selector_from_types<float, int, (long)1024, (long)8192, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::constant_iterator<cuda::__4::counting_iterator<int, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<int *, long, (int)0, (int)0, (int)0>, long>, cuda::args::__4::constant<(int)1024, int>, const cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::constant_iterator<cuda::__4::counting_iterator<int, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<int *, long, (int)0, (int)0, (int)0>, long>, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::args::__4::constant<(int)1024, int>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0>(T2, T3, T4, T5, T6, T7, T8, T9, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::baseline_kernel_args<cuda::args::__4::__traits<T9>::element_type, T10>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::cluster_kernel_args)
 USEL UR4, URZ, 0xffffffff, !UP0 ;
 UISETP.EQ.U32.AND UP0, UPT, UR8, URZ, UPT ;
cub.bench.segmented_topk.variable.indexed.cluster.base - sm_120 - ⚠️ Significant

Segmented top-k synchronization and reduction sequence changed The batched top-k kernels remove global atomics, GPU memory barriers, and error barriers, and add REDAS, SYNCS, STAS, and asynchronous fence operations. The instruction mix, branch structure, and memory operations change in all four variable segmented-top-k targets on sm_90, sm_100, sm_110, and sm_120.

Showing 40/230808 diff lines, 227328 changes. - ⬇️ Full diff

--- base/cub.bench.segmented_topk.variable.indexed.cluster.base.sm_120
+++ test/cub.bench.segmented_topk.variable.indexed.cluster.base.sm_120
@@ -5,61 +5,54 @@ void cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::device_batched_topk_kernel<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::policy_selector_from_types<float, int, (long)1024, (long)1024, (cuda::execution::__4::determinism::__determinism_t)2, (cuda::execution::__4::tie_break::__tie_break_t)1, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)1024>>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::constant_iterator<cuda::__4::counting_iterator<int, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<int *, long, (int)0, (int)0, (int)0>, long>, cuda::args::__4::constant<(int)1024, int>, const cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::constant_iterator<cuda::__4::counting_iterator<int, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<int *, long, (int)0, (int)0, (int)0>, long>, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)1024>>, cuda::args::__4::constant<(int)1024, int>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long, (cuda::execution::__4::determinism::__determinism_t)2, (cuda::execution::__4::tie_break::__tie_break_t)1>(T2, T3, T4, T5, T6, T7, T8, T9, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::baseline_kernel_args<cuda::args::__4::__traits<T9>::element_type, T10>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::cluster_kernel_args)
 BRA <+0x0>;
 Function : void cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::device_batched_topk_kernel<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::policy_selector_from_types<float, int, (long)1024, (long)1024, (cuda::execution::__4::determinism::__determinism_t)2, (cuda::execution::__4::tie_break::__tie_break_t)1, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)1024>>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::constant_iterator<cuda::__4::counting_iterator<int, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<int *, long, (int)0, (int)0, (int)0>, long>, cuda::args::__4::constant<(int)1024, int>, const cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::constant_iterator<cuda::__4::counting_iterator<int, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<int *, long, (int)0, (int)0, (int)0>, long>, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)1024>>, cuda::args::__4::constant<(int)1024, int>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long, (cuda::execution::__4::determinism::__determinism_t)2, (cuda::execution::__4::tie_break::__tie_break_t)1>(T2, T3, T4, T5, T6, T7, T8, T9, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::baseline_kernel_args<cuda::args::__4::__traits<T9>::element_type, T10>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::cluster_kernel_args)
 LDC R1, c[0x0][0x24] ;
-CS2R.32 R36, SR_CgaSize ;
-IMAD R36, R36, -0xa0, RZ ;
-R2UR UR8, R36 ;
-LDCU UR8, c[0x0][UR8+0x2a0] ;
-S2UR UR4, SR_CTAID.X ;
+CS2R.32 R4, SR_CgaSize ;
+IMAD R4, R4, -0xa0, RZ ;
+LDC R4, c[0x0][R4+0x2a0] ;
+S2R R2, SR_CTAID.X ;
+LDCU UR4, c[0x0][0x80] ;
 IADD R1, R1, -0x20 ;
-PLOP3.LUT P1, PT, PT, PT, PT, 0x8, 0x80 ;
-UI2FP.F32.U32 UR5, UR8 ;
-IADD R2, RZ, -UR8 ;
-R2UR UR6, R2 ;
-S2R R2, SR_TID.X ;
-MUFU.RCP R0, UR5 ;
-UI2FP.F32.U32.RZ UR5, UR4 ;
-IADD R0, R0, -0x2 ;
-FMUL.RZ R3, R0, UR5 ;
-R2UR UR5, R3 ;
-IADD R3, RZ, -UR8 ;
-SHF.R.U32.HI R36, RZ, 0x5, R2 ;
-UF2I.U32.TRUNC.NTZ UR5, UR5 ;
-UIMAD UR6, UR6, UR5, UR4 ;
-UI2FP.F32.U32.RZ UR6, UR6 ;
-FMUL.RZ R0, R0, UR6 ;
-R2UR UR6, R0 ;
-MOV R0, R3 ;
-SHFL.IDX PT, R3, R36, RZ, 0x1f ;
-R2UR UR7, R0 ;
-LDC R0, c[0x0][0x80] ;
-UF2I.U32.TRUNC.NTZ UR6, UR6 ;
-UIADD3 UR6, UPT, UPT, UR5, UR6, URZ ;
cub.bench.segmented_topk.variable.keys.base - sm_120 - ⚠️ Significant

Segmented top-k synchronization and reduction sequence changed The batched top-k kernels remove global atomics, GPU memory barriers, and error barriers, and add REDAS, SYNCS, STAS, and asynchronous fence operations. The instruction mix, branch structure, and memory operations change in all four variable segmented-top-k targets on sm_90, sm_100, sm_110, and sm_120.

Showing 40/32204 diff lines, 31098 changes. - ⬇️ Full diff

--- base/cub.bench.segmented_topk.variable.keys.base.sm_120
+++ test/cub.bench.segmented_topk.variable.keys.base.sm_120
@@ -4091,12 +4091,12 @@ void cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::device_batched_topk_kernel<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::policy_selector_from_types<float, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType, (long)1024, (long)8192, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cuda::args::__4::constant<(int)1024, int>, const cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::args::__4::constant<(int)1024, int>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0>(T2, T3, T4, T5, T6, T7, T8, T9, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::baseline_kernel_args<cuda::args::__4::__traits<T9>::element_type, T10>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::cluster_kernel_args)
 BRA <+0x0>;
 Function : void cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::device_batched_topk_kernel<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::policy_selector_from_types<float, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType, (long)1024, (long)8192, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cuda::args::__4::constant<(int)1024, int>, const cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::args::__4::constant<(int)1024, int>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0>(T2, T3, T4, T5, T6, T7, T8, T9, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::baseline_kernel_args<cuda::args::__4::__traits<T9>::element_type, T10>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::cluster_kernel_args)
 LDC R1, c[0x0][0x24] ;
-CS2R.32 R40, SR_CgaSize ;
-IMAD R40, R40, -0xa0, RZ ;
-R2UR UR8, R40 ;
+CS2R.32 R36, SR_CgaSize ;
+IMAD R36, R36, -0xa0, RZ ;
+R2UR UR8, R36 ;
 LDCU UR8, c[0x0][UR8+0x2a0] ;
 S2UR UR4, SR_CTAID.X ;
-S2R R38, SR_TID.X ;
+S2R R35, SR_TID.X ;
 IADD R1, R1, -0x20 ;
 PLOP3.LUT P0, PT, PT, PT, PT, 0x8, 0x80 ;
 UI2FP.F32.U32 UR5, UR8 ;
@@ -4104,7 +4104,7 @@ void cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::device_batched_topk_kernel<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::policy_selector_from_types<float, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType, (long)1024, (long)8192, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cuda::args::__4::constant<(int)1024, int>, const cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::args::__4::constant<(int)1024, int>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0>(T2, T3, T4, T5, T6, T7, T8, T9, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::baseline_kernel_args<cuda::args::__4::__traits<T9>::element_type, T10>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::cluster_kernel_args)
 R2UR UR6, R2 ;
 MUFU.RCP R0, UR5 ;
 UI2FP.F32.U32.RZ UR5, UR4 ;
-SHF.R.U32.HI R40, RZ, 0x5, R38 ;
+SHF.R.U32.HI R36, RZ, 0x5, R35 ;
 IADD R0, R0, -0x2 ;
 FMUL.RZ R3, R0, UR5 ;
 R2UR UR5, R3 ;
@@ -4114,7 +4114,7 @@ void cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::device_batched_topk_kernel<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::policy_selector_from_types<float, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType, (long)1024, (long)8192, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cuda::args::__4::constant<(int)1024, int>, const cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::args::__4::constant<(int)1024, int>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0>(T2, T3, T4, T5, T6, T7, T8, T9, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::baseline_kernel_args<cuda::args::__4::__traits<T9>::element_type, T10>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::cluster_kernel_args)
 FMUL.RZ R0, R0, UR6 ;
 R2UR UR6, R0 ;
 MOV R0, R2 ;
-SHFL.IDX PT, R2, R40, RZ, 0x1f ;
+SHFL.IDX PT, R2, R36, RZ, 0x1f ;
 R2UR UR7, R0 ;
 LDC R0, c[0x0][0x70] ;
 UF2I.U32.TRUNC.NTZ UR6, UR6 ;
@@ -4125,26 +4125,26 @@ void cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::device_batched_topk_kernel<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::policy_selector_from_types<float, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType, (long)1024, (long)8192, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cuda::args::__4::constant<(int)1024, int>, const cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::args::__4::constant<(int)1024, int>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0>(T2, T3, T4, T5, T6, T7, T8, T9, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::baseline_kernel_args<cuda::args::__4::__traits<T9>::element_type, T10>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::cluster_kernel_args)
 USEL UR4, URZ, 0xffffffff, !UP0 ;
 UISETP.EQ.U32.AND UP0, UPT, UR8, URZ, UPT ;
cub.bench.segmented_topk.variable.keys.cluster.base - sm_120 - ⚠️ Significant

Segmented top-k synchronization and reduction sequence changed The batched top-k kernels remove global atomics, GPU memory barriers, and error barriers, and add REDAS, SYNCS, STAS, and asynchronous fence operations. The instruction mix, branch structure, and memory operations change in all four variable segmented-top-k targets on sm_90, sm_100, sm_110, and sm_120.

Showing 40/32204 diff lines, 31098 changes. - ⬇️ Full diff

--- base/cub.bench.segmented_topk.variable.keys.cluster.base.sm_120
+++ test/cub.bench.segmented_topk.variable.keys.cluster.base.sm_120
@@ -4091,12 +4091,12 @@ void cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::device_batched_topk_kernel<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::policy_selector_from_types<float, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType, (long)1024, (long)8192, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cuda::args::__4::constant<(int)1024, int>, const cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::args::__4::constant<(int)1024, int>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0>(T2, T3, T4, T5, T6, T7, T8, T9, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::baseline_kernel_args<cuda::args::__4::__traits<T9>::element_type, T10>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::cluster_kernel_args)
 BRA <+0x0>;
 Function : void cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::device_batched_topk_kernel<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::policy_selector_from_types<float, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType, (long)1024, (long)8192, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cuda::args::__4::constant<(int)1024, int>, const cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::args::__4::constant<(int)1024, int>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0>(T2, T3, T4, T5, T6, T7, T8, T9, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::baseline_kernel_args<cuda::args::__4::__traits<T9>::element_type, T10>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::cluster_kernel_args)
 LDC R1, c[0x0][0x24] ;
-CS2R.32 R40, SR_CgaSize ;
-IMAD R40, R40, -0xa0, RZ ;
-R2UR UR8, R40 ;
+CS2R.32 R36, SR_CgaSize ;
+IMAD R36, R36, -0xa0, RZ ;
+R2UR UR8, R36 ;
 LDCU UR8, c[0x0][UR8+0x2a0] ;
 S2UR UR4, SR_CTAID.X ;
-S2R R38, SR_TID.X ;
+S2R R35, SR_TID.X ;
 IADD R1, R1, -0x20 ;
 PLOP3.LUT P0, PT, PT, PT, PT, 0x8, 0x80 ;
 UI2FP.F32.U32 UR5, UR8 ;
@@ -4104,7 +4104,7 @@ void cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::device_batched_topk_kernel<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::policy_selector_from_types<float, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType, (long)1024, (long)8192, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cuda::args::__4::constant<(int)1024, int>, const cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::args::__4::constant<(int)1024, int>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0>(T2, T3, T4, T5, T6, T7, T8, T9, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::baseline_kernel_args<cuda::args::__4::__traits<T9>::element_type, T10>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::cluster_kernel_args)
 R2UR UR6, R2 ;
 MUFU.RCP R0, UR5 ;
 UI2FP.F32.U32.RZ UR5, UR4 ;
-SHF.R.U32.HI R40, RZ, 0x5, R38 ;
+SHF.R.U32.HI R36, RZ, 0x5, R35 ;
 IADD R0, R0, -0x2 ;
 FMUL.RZ R3, R0, UR5 ;
 R2UR UR5, R3 ;
@@ -4114,7 +4114,7 @@ void cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::device_batched_topk_kernel<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::policy_selector_from_types<float, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType, (long)1024, (long)8192, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cuda::args::__4::constant<(int)1024, int>, const cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::args::__4::constant<(int)1024, int>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0>(T2, T3, T4, T5, T6, T7, T8, T9, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::baseline_kernel_args<cuda::args::__4::__traits<T9>::element_type, T10>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::cluster_kernel_args)
 FMUL.RZ R0, R0, UR6 ;
 R2UR UR6, R0 ;
 MOV R0, R2 ;
-SHFL.IDX PT, R2, R40, RZ, 0x1f ;
+SHFL.IDX PT, R2, R36, RZ, 0x1f ;
 R2UR UR7, R0 ;
 LDC R0, c[0x0][0x70] ;
 UF2I.U32.TRUNC.NTZ UR6, UR6 ;
@@ -4125,26 +4125,26 @@ void cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::device_batched_topk_kernel<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::policy_selector_from_types<float, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType, (long)1024, (long)8192, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cuda::args::__4::constant<(int)1024, int>, const cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cuda::__4::strided_iterator<cuda::__4::counting_iterator<float *, long, (int)0, (int)0, (int)0>, long>, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cub::_V_300700_SM_750_800_900_1000_1100_1200::NullType **, cuda::args::__4::deferred_sequence<const int *, cuda::args::__4::static_bounds<(int)1, (int)8192>>, cuda::args::__4::constant<(int)1024, int>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::params::static_discrete_param<cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select, (cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::topk::select)1>, cuda::args::__4::immediate<long, cuda::args::__4::no_bounds>, long, (cuda::execution::__4::determinism::__determinism_t)0, (cuda::execution::__4::tie_break::__tie_break_t)0>(T2, T3, T4, T5, T6, T7, T8, T9, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::baseline_kernel_args<cuda::args::__4::__traits<T9>::element_type, T10>, cub::_V_300700_SM_750_800_900_1000_1100_1200::detail::batched_topk::cluster_kernel_args)
 USEL UR4, URZ, 0xffffffff, !UP0 ;
 UISETP.EQ.U32.AND UP0, UPT, UR8, URZ, UPT ;

@pauleonix

pauleonix commented Oct 25, 2026 •

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Perf results on B200 for variable segment sizes indexed TopK w/o re-tuning

Note that the regressions for small sizes are in an area that is handled by the non-cluster backend. According to the robust comparison the data in that area is not to be trusted anyway.

Legacy Comparison

['/home/pgrossebley/scratch/b200_134_seg_topk_var_ind_cluster-10-24_tie-large_ref.json', '/home/pgrossebley/scratch/b200_134_seg_topk_var_ind_cluster-10-24_tie-large_010.json']

decode_style_variable_topk_indexed

[0] NVIDIA B200

|  KeyT{ct}  |  IndexT{ct}  |  MaxSegmentSize{ct}  |  K{ct}  |  NumSegments  |     Pattern      |   Ref Time |   Ref Noise |   Cmp Time |   Cmp Noise |       Diff |   %Diff |  Status  |
|------------|--------------|----------------------|---------|---------------|------------------|------------|-------------|------------|-------------|------------|---------|----------|
|    F32     |     I32      |         512          |   512   |       1       |      random      |   6.137 us |       1.06% |   6.135 us |       0.76% |  -0.002 us |  -0.03% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       2       |      random      |   6.198 us |       5.06% |   6.172 us |       4.76% |  -0.026 us |  -0.42% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       4       |      random      |   6.144 us |       2.33% |   6.140 us |       0.83% |  -0.003 us |  -0.06% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       8       |      random      |   7.100 us |      13.93% |   7.082 us |      13.44% |  -0.018 us |  -0.26% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      16       |      random      |   6.917 us |      14.22% |   7.049 us |      14.38% |   0.132 us |   1.91% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      32       |      random      |   7.539 us |      11.39% |   7.552 us |      11.30% |   0.013 us |   0.17% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      64       |      random      |   7.323 us |      13.77% |   7.350 us |      13.59% |   0.028 us |   0.38% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       1       | quantized_random |   6.140 us |       0.79% |   6.146 us |       1.63% |   0.005 us |   0.09% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       2       | quantized_random |   6.144 us |       1.22% |   6.136 us |       1.01% |  -0.008 us |  -0.12% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       4       | quantized_random |   6.142 us |       2.82% |   6.129 us |       1.24% |  -0.014 us |  -0.22% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       8       | quantized_random |   6.984 us |      14.29% |   7.083 us |      14.22% |   0.099 us |   1.41% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      16       | quantized_random |   7.169 us |      14.17% |   7.131 us |      14.31% |  -0.037 us |  -0.52% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      32       | quantized_random |   7.275 us |      13.85% |   7.283 us |      13.76% |   0.009 us |   0.12% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      64       | quantized_random |   7.519 us |      12.48% |   7.541 us |      12.39% |   0.022 us |   0.29% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       1       |  relu_quantized  |   6.136 us |       1.27% |   6.138 us |       1.27% |   0.002 us |   0.04% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       2       |  relu_quantized  |   6.140 us |       1.15% |   6.141 us |       0.87% |   0.001 us |   0.01% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       4       |  relu_quantized  |   6.165 us |       3.36% |   6.148 us |       2.50% |  -0.017 us |  -0.28% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       8       |  relu_quantized  |   6.988 us |      14.29% |   6.907 us |      14.20% |  -0.081 us |  -1.15% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      16       |  relu_quantized  |   7.185 us |      14.22% |   7.188 us |      14.10% |   0.003 us |   0.04% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      32       |  relu_quantized  |   7.329 us |      13.63% |   7.274 us |      13.91% |  -0.056 us |  -0.76% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      64       |  relu_quantized  |   7.356 us |      13.60% |   7.317 us |      13.74% |  -0.040 us |  -0.54% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       1       |    tie_heavy     |   6.138 us |       1.21% |   6.143 us |       1.85% |   0.004 us |   0.07% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       2       |    tie_heavy     |   6.135 us |       1.45% |   6.131 us |       1.31% |  -0.004 us |  -0.07% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       4       |    tie_heavy     |   6.168 us |       4.05% |   6.160 us |       3.27% |  -0.007 us |  -0.12% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       8       |    tie_heavy     |   6.983 us |      14.27% |   6.898 us |      14.16% |  -0.085 us |  -1.21% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      16       |    tie_heavy     |   7.186 us |      14.26% |   7.159 us |      14.28% |  -0.027 us |  -0.38% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      32       |    tie_heavy     |   7.266 us |      13.80% |   7.315 us |      13.70% |   0.049 us |   0.67% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      64       |    tie_heavy     |   7.312 us |      13.89% |   7.353 us |      13.64% |   0.041 us |   0.56% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       1       |    pivot_tie     |   6.144 us |       1.13% |   6.137 us |       1.06% |  -0.007 us |  -0.12% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       2       |    pivot_tie     |   6.139 us |       1.48% |   6.137 us |       1.44% |  -0.002 us |  -0.04% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       4       |    pivot_tie     |   6.153 us |       2.99% |   6.149 us |       2.59% |  -0.004 us |  -0.06% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       8       |    pivot_tie     |   6.886 us |      14.12% |   6.942 us |      14.29% |   0.056 us |   0.81% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      16       |    pivot_tie     |   7.185 us |      14.27% |   7.142 us |      14.28% |  -0.043 us |  -0.60% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      32       |    pivot_tie     |   7.316 us |      13.65% |   7.264 us |      13.93% |  -0.052 us |  -0.71% |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      64       |    pivot_tie     |   7.266 us |      14.01% |   7.327 us |      13.69% |   0.061 us |   0.84% |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       1       |      random      |  10.242 us |       0.76% |  10.234 us |       0.51% |  -0.008 us |  -0.08% |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       2       |      random      |  10.226 us |       1.23% |  10.237 us |       0.48% |   0.012 us |   0.11% |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       4       |      random      |  11.279 us |       9.09% |  12.203 us |       3.19% |   0.924 us |   8.19% |  🔴 SLOW  |
|    F32     |     I32      |         1024         |   512   |       8       |      random      |  12.281 us |       0.70% |  12.284 us |       0.60% |   0.003 us |   0.03% |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |      16       |      random      |  12.287 us |       0.56% |  12.300 us |       1.60% |   0.013 us |   0.11% |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |      32       |      random      |  12.280 us |       0.42% |  12.290 us |       1.12% |   0.010 us |   0.08% |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |      64       |      random      |  12.277 us |       0.75% |  12.292 us |       1.33% |   0.015 us |   0.12% |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       1       | quantized_random |  12.278 us |       0.79% |  12.283 us |       0.40% |   0.005 us |   0.04% |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       2       | quantized_random |  12.283 us |       0.48% |  12.282 us |       0.43% |  -0.001 us |  -0.01% |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       4       | quantized_random |  12.281 us |       0.69% |  12.287 us |       0.47% |   0.005 us |   0.04% |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       8       | quantized_random |  12.282 us |       0.83% |  12.399 us |       3.77% |   0.118 us |   0.96% |  🔴 SLOW  |
|    F32     |     I32      |         1024         |   512   |      16       | quantized_random |  12.281 us |       0.65% |  12.296 us |       1.36% |   0.016 us |   0.13% |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |      32       | quantized_random |  12.282 us |       0.42% |  12.788 us |       6.83% |   0.506 us |   4.12% |  🔴 SLOW  |
|    F32     |     I32      |         1024         |   512   |      64       | quantized_random |  12.292 us |       0.93% |  12.515 us |       5.09% |   0.223 us |   1.82% |  🔴 SLOW  |
|    F32     |     I32      |         1024         |   512   |       1       |  relu_quantized  |  12.288 us |       0.64% |  12.291 us |       0.71% |   0.003 us |   0.02% |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       2       |  relu_quantized  |  12.284 us |       0.62% |  12.282 us |       0.62% |  -0.003 us |  -0.02% |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       4       |  relu_quantized  |  12.278 us |       0.70% |  12.292 us |       1.09% |   0.014 us |   0.12% |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       8       |  relu_quantized  |  12.279 us |       0.41% |  12.374 us |       3.37% |   0.095 us |   0.77% |  🔴 SLOW  |
|    F32     |     I32      |         1024         |   512   |      16       |  relu_quantized  |  13.004 us |       7.46% |  14.330 us |       0.33% |   1.326 us |  10.20% |  🔴 SLOW  |
|    F32     |     I32      |         1024         |   512   |      32       |  relu_quantized  |  12.671 us |       6.34% |  13.988 us |       5.45% |   1.317 us |  10.40% |  🔴 SLOW  |
|    F32     |     I32      |         1024         |   512   |      64       |  relu_quantized  |  12.759 us |       6.73% |  14.287 us |       2.15% |   1.527 us |  11.97% |  🔴 SLOW  |
|    F32     |     I32      |         1024         |   512   |       1       |    tie_heavy     |  12.286 us |       0.57% |  12.281 us |       0.40% |  -0.005 us |  -0.04% |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       2       |    tie_heavy     |  12.285 us |       0.61% |  12.283 us |       0.53% |  -0.001 us |  -0.01% |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       4       |    tie_heavy     |  12.284 us |       0.44% |  12.282 us |       0.51% |  -0.002 us |  -0.02% |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       8       |    tie_heavy     |  12.291 us |       0.66% |  12.293 us |       1.07% |   0.002 us |   0.01% |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |      16       |    tie_heavy     |  12.482 us |       4.93% |  13.571 us |       7.30% |   1.089 us |   8.72% |  🔴 SLOW  |
|    F32     |     I32      |         1024         |   512   |      32       |    tie_heavy     |  12.391 us |       3.70% |  13.015 us |       7.50% |   0.624 us |   5.04% |  🔴 SLOW  |
|    F32     |     I32      |         1024         |   512   |      64       |    tie_heavy     |  12.327 us |       2.56% |  13.496 us |       7.37% |   1.169 us |   9.48% |  🔴 SLOW  |
|    F32     |     I32      |         1024         |   512   |       1       |    pivot_tie     |  12.279 us |       0.81% |  12.292 us |       0.51% |   0.013 us |   0.11% |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       2       |    pivot_tie     |  12.280 us |       0.42% |  12.290 us |       0.64% |   0.010 us |   0.08% |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       4       |    pivot_tie     |  12.282 us |       0.37% |  12.285 us |       0.39% |   0.003 us |   0.03% |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       8       |    pivot_tie     |  12.279 us |       0.63% |  12.285 us |       1.30% |   0.006 us |   0.04% |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |      16       |    pivot_tie     |  12.658 us |       6.24% |  13.958 us |       5.69% |   1.300 us |  10.27% |  🔴 SLOW  |
|    F32     |     I32      |         1024         |   512   |      32       |    pivot_tie     |  12.421 us |       4.07% |  13.869 us |       6.13% |   1.449 us |  11.66% |  🔴 SLOW  |
|    F32     |     I32      |         1024         |   512   |      64       |    pivot_tie     |  12.648 us |       6.17% |  13.994 us |       5.36% |   1.346 us |  10.64% |  🔴 SLOW  |
|    F32     |     I32      |         1024         |  1024   |       1       |      random      |   6.161 us |       3.90% |   6.153 us |       2.65% |  -0.008 us |  -0.13% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       2       |      random      |   6.158 us |       2.93% |   6.163 us |       3.72% |   0.005 us |   0.09% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       4       |      random      |   6.174 us |       4.35% |   6.212 us |       6.11% |   0.038 us |   0.62% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       8       |      random      |   7.200 us |      14.25% |   7.235 us |      14.11% |   0.035 us |   0.49% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |      16       |      random      |   7.268 us |      13.85% |   7.554 us |      12.41% |   0.285 us |   3.93% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |      32       |      random      |   7.320 us |      13.73% |   7.459 us |      13.17% |   0.139 us |   1.90% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |      64       |      random      |   8.085 us |       5.30% |   8.155 us |       2.83% |   0.071 us |   0.87% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       1       | quantized_random |   6.135 us |       1.20% |   6.140 us |       1.72% |   0.005 us |   0.08% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       2       | quantized_random |   6.165 us |       3.60% |   6.244 us |       7.32% |   0.079 us |   1.28% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       4       | quantized_random |   6.149 us |       2.15% |   6.142 us |       0.83% |  -0.006 us |  -0.10% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       8       | quantized_random |   7.250 us |      14.09% |   7.308 us |      13.87% |   0.057 us |   0.79% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |      16       | quantized_random |   7.335 us |      13.51% |   7.676 us |      11.39% |   0.341 us |   4.65% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |      32       | quantized_random |   7.363 us |      13.58% |   7.478 us |      12.84% |   0.115 us |   1.56% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |      64       | quantized_random |   8.082 us |       5.42% |   8.123 us |       4.42% |   0.040 us |   0.50% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       1       |  relu_quantized  |   6.147 us |       1.80% |   6.159 us |       2.92% |   0.013 us |   0.20% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       2       |  relu_quantized  |   6.190 us |       5.05% |   6.242 us |       7.24% |   0.052 us |   0.84% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       4       |  relu_quantized  |   6.146 us |       2.10% |   6.143 us |       2.66% |  -0.003 us |  -0.05% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       8       |  relu_quantized  |   7.251 us |      14.08% |   7.226 us |      14.18% |  -0.025 us |  -0.35% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |      16       |  relu_quantized  |   7.315 us |      13.61% |   7.621 us |      11.95% |   0.306 us |   4.18% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |      32       |  relu_quantized  |   7.332 us |      13.70% |   7.481 us |      12.90% |   0.149 us |   2.03% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |      64       |  relu_quantized  |   8.127 us |       3.79% |   8.157 us |       2.88% |   0.030 us |   0.37% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       1       |    tie_heavy     |   6.163 us |       3.27% |   6.164 us |       3.53% |   0.002 us |   0.03% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       2       |    tie_heavy     |   6.139 us |       1.51% |   6.154 us |       2.70% |   0.016 us |   0.26% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       4       |    tie_heavy     |   6.152 us |       2.88% |   6.156 us |       3.07% |   0.005 us |   0.08% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       8       |    tie_heavy     |   7.257 us |      14.01% |   7.203 us |      14.22% |  -0.054 us |  -0.74% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |      16       |    tie_heavy     |   7.297 us |      13.66% |   7.648 us |      11.69% |   0.351 us |   4.81% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |      32       |    tie_heavy     |   7.333 us |      13.76% |   7.469 us |      13.03% |   0.136 us |   1.85% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |      64       |    tie_heavy     |   8.121 us |       4.14% |   8.142 us |       3.54% |   0.021 us |   0.25% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       1       |    pivot_tie     |   6.151 us |       2.34% |   6.156 us |       3.54% |   0.005 us |   0.09% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       2       |    pivot_tie     |   6.147 us |       1.32% |   6.151 us |       2.73% |   0.004 us |   0.07% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       4       |    pivot_tie     |   6.190 us |       5.18% |   6.231 us |       6.49% |   0.042 us |   0.68% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       8       |    pivot_tie     |   7.219 us |      14.07% |   7.245 us |      14.05% |   0.026 us |   0.37% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |      16       |    pivot_tie     |   7.333 us |      13.56% |   7.628 us |      11.71% |   0.295 us |   4.03% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |      32       |    pivot_tie     |   7.337 us |      13.70% |   7.527 us |      12.69% |   0.190 us |   2.59% |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |      64       |    pivot_tie     |   8.093 us |       5.27% |   8.149 us |       2.95% |   0.056 us |   0.70% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       1       |      random      |  10.235 us |       0.51% |  10.231 us |       0.65% |  -0.004 us |  -0.03% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       2       |      random      |  12.922 us |       7.31% |  13.270 us |       7.73% |   0.348 us |   2.69% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       4       |      random      |  12.456 us |       4.43% |  13.136 us |       7.64% |   0.680 us |   5.46% |  🔴 SLOW  |
|    F32     |     I32      |         2048         |   512   |       8       |      random      |  13.379 us |       7.61% |  13.487 us |       7.48% |   0.108 us |   0.81% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      16       |      random      |  13.403 us |       7.56% |  13.477 us |       7.50% |   0.074 us |   0.55% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      32       |      random      |  13.700 us |       6.81% |  14.259 us |       2.64% |   0.560 us |   4.08% |  🔴 SLOW  |
|    F32     |     I32      |         2048         |   512   |      64       |      random      |  14.334 us |       0.34% |  14.332 us |       0.55% |  -0.002 us |  -0.02% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       1       | quantized_random |  12.291 us |       0.71% |  12.389 us |       3.61% |   0.097 us |   0.79% |  🔴 SLOW  |
|    F32     |     I32      |         2048         |   512   |       2       | quantized_random |  12.882 us |       7.23% |  13.261 us |       7.76% |   0.379 us |   2.94% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       4       | quantized_random |  12.669 us |       6.23% |  13.213 us |       7.67% |   0.545 us |   4.30% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       8       | quantized_random |  13.417 us |       7.56% |  13.605 us |       7.17% |   0.187 us |   1.40% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      16       | quantized_random |  14.271 us |       2.38% |  14.326 us |       0.97% |   0.055 us |   0.39% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      32       | quantized_random |  14.326 us |       0.30% |  14.327 us |       0.59% |   0.002 us |   0.01% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      64       | quantized_random |  14.327 us |       0.57% |  14.325 us |       0.54% |  -0.002 us |  -0.01% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       1       |  relu_quantized  |  12.304 us |       1.55% |  12.372 us |       3.19% |   0.068 us |   0.55% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       2       |  relu_quantized  |  12.848 us |       7.09% |  13.245 us |       7.70% |   0.396 us |   3.09% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       4       |  relu_quantized  |  12.640 us |       6.09% |  13.210 us |       7.66% |   0.570 us |   4.51% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       8       |  relu_quantized  |  13.614 us |       7.11% |  13.617 us |       7.12% |   0.003 us |   0.02% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      16       |  relu_quantized  |  14.301 us |       1.81% |  14.331 us |       0.47% |   0.030 us |   0.21% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      32       |  relu_quantized  |  14.333 us |       0.38% |  14.332 us |       0.33% |  -0.001 us |  -0.01% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      64       |  relu_quantized  |  14.322 us |       0.81% |  14.324 us |       0.35% |   0.002 us |   0.01% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       1       |    tie_heavy     |  12.275 us |       0.41% |  12.289 us |       1.03% |   0.014 us |   0.12% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       2       |    tie_heavy     |  12.329 us |       2.47% |  12.397 us |       3.75% |   0.068 us |   0.55% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       4       |    tie_heavy     |  12.288 us |       1.08% |  12.314 us |       2.17% |   0.027 us |   0.22% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       8       |    tie_heavy     |  12.971 us |       7.39% |  13.206 us |       7.72% |   0.235 us |   1.81% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      16       |    tie_heavy     |  13.530 us |       7.37% |  13.524 us |       7.35% |  -0.006 us |  -0.05% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      32       |    tie_heavy     |  14.321 us |       1.32% |  14.325 us |       0.55% |   0.004 us |   0.03% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      64       |    tie_heavy     |  14.328 us |       0.61% |  14.331 us |       0.53% |   0.003 us |   0.02% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       1       |    pivot_tie     |  12.851 us |       7.08% |  13.263 us |       7.63% |   0.411 us |   3.20% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       2       |    pivot_tie     |  13.566 us |       7.19% |  14.187 us |       3.54% |   0.621 us |   4.58% |  🔴 SLOW  |
|    F32     |     I32      |         2048         |   512   |       4       |    pivot_tie     |  13.344 us |       7.70% |  13.431 us |       7.52% |   0.086 us |   0.65% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       8       |    pivot_tie     |  14.333 us |       0.47% |  14.328 us |       0.53% |  -0.006 us |  -0.04% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      16       |    pivot_tie     |  13.825 us |       6.38% |  13.978 us |       5.48% |   0.153 us |   1.11% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      32       |    pivot_tie     |  14.322 us |       0.59% |  14.321 us |       0.72% |  -0.001 us |  -0.01% |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      64       |    pivot_tie     |  14.329 us |       0.32% |  14.324 us |       0.73% |  -0.006 us |  -0.04% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       1       |      random      |  12.288 us |       0.59% |  12.279 us |       1.10% |  -0.009 us |  -0.07% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       2       |      random      |  11.847 us |       7.02% |  12.244 us |       2.24% |   0.397 us |   3.35% |  🔴 SLOW  |
|    F32     |     I32      |         2048         |  1024   |       4       |      random      |  12.845 us |       7.07% |  13.093 us |       7.63% |   0.248 us |   1.93% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       8       |      random      |  14.329 us |       0.76% |  14.334 us |       0.36% |   0.005 us |   0.04% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      16       |      random      |  13.917 us |       5.94% |  14.206 us |       3.45% |   0.289 us |   2.08% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      32       |      random      |  14.333 us |       0.33% |  14.328 us |       0.32% |  -0.005 us |  -0.03% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      64       |      random      |  14.330 us |       0.44% |  14.329 us |       0.36% |  -0.001 us |  -0.00% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       1       | quantized_random |  13.291 us |       7.66% |  13.779 us |       6.49% |   0.488 us |   3.67% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       2       | quantized_random |  13.308 us |       7.72% |  13.393 us |       7.61% |   0.085 us |   0.64% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       4       | quantized_random |  13.085 us |       7.58% |  13.667 us |       6.82% |   0.583 us |   4.45% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       8       | quantized_random |  14.323 us |       0.80% |  14.331 us |       0.51% |   0.008 us |   0.06% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      16       | quantized_random |  14.335 us |       0.36% |  14.332 us |       0.52% |  -0.003 us |  -0.02% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      32       | quantized_random |  14.335 us |       0.55% |  14.334 us |       0.59% |  -0.001 us |  -0.01% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      64       | quantized_random |  14.331 us |       0.56% |  14.331 us |       0.86% |   0.001 us |   0.01% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       1       |  relu_quantized  |  13.728 us |       6.70% |  14.318 us |       0.86% |   0.590 us |   4.30% |  🔴 SLOW  |
|    F32     |     I32      |         2048         |  1024   |       2       |  relu_quantized  |  13.394 us |       7.62% |  13.614 us |       7.17% |   0.220 us |   1.64% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       4       |  relu_quantized  |  13.660 us |       6.92% |  14.308 us |       1.49% |   0.648 us |   4.75% |  🔴 SLOW  |
|    F32     |     I32      |         2048         |  1024   |       8       |  relu_quantized  |  14.331 us |       0.63% |  14.341 us |       0.93% |   0.010 us |   0.07% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      16       |  relu_quantized  |  14.328 us |       0.55% |  14.330 us |       0.72% |   0.002 us |   0.01% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      32       |  relu_quantized  |  14.327 us |       0.32% |  14.331 us |       0.51% |   0.004 us |   0.03% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      64       |  relu_quantized  |  14.333 us |       0.62% |  14.340 us |       0.98% |   0.007 us |   0.05% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       1       |    tie_heavy     |  13.189 us |       7.64% |  13.775 us |       6.46% |   0.586 us |   4.44% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       2       |    tie_heavy     |  13.148 us |       7.65% |  13.681 us |       6.83% |   0.532 us |   4.05% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       4       |    tie_heavy     |  13.305 us |       7.70% |  13.343 us |       7.66% |   0.038 us |   0.28% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       8       |    tie_heavy     |  14.329 us |       0.33% |  14.335 us |       0.54% |   0.006 us |   0.04% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      16       |    tie_heavy     |  14.327 us |       0.89% |  14.334 us |       0.34% |   0.007 us |   0.05% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      32       |    tie_heavy     |  14.328 us |       0.53% |  14.336 us |       0.65% |   0.008 us |   0.06% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      64       |    tie_heavy     |  14.330 us |       0.33% |  14.327 us |       0.34% |  -0.003 us |  -0.02% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       1       |    pivot_tie     |  13.375 us |       7.64% |  13.700 us |       6.89% |   0.325 us |   2.43% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       2       |    pivot_tie     |  13.988 us |       5.36% |  14.336 us |       0.52% |   0.349 us |   2.49% |  🔴 SLOW  |
|    F32     |     I32      |         2048         |  1024   |       4       |    pivot_tie     |  13.434 us |       7.57% |  13.727 us |       6.78% |   0.293 us |   2.18% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       8       |    pivot_tie     |  14.336 us |       0.45% |  14.335 us |       0.41% |  -0.001 us |  -0.01% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      16       |    pivot_tie     |  14.332 us |       0.33% |  14.332 us |       0.45% |   0.000 us |   0.00% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      32       |    pivot_tie     |  14.330 us |       0.69% |  14.329 us |       0.44% |  -0.001 us |  -0.01% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      64       |    pivot_tie     |  14.324 us |       0.34% |  14.319 us |       0.38% |  -0.005 us |  -0.03% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       1       |      random      |   6.251 us |       7.32% |   6.291 us |       8.29% |   0.040 us |   0.64% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       2       |      random      |   6.153 us |       2.81% |   6.177 us |       4.43% |   0.023 us |   0.38% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       4       |      random      |   6.278 us |       8.23% |   6.350 us |       9.68% |   0.072 us |   1.15% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       8       |      random      |   8.027 us |       6.55% |   8.003 us |       7.09% |  -0.025 us |  -0.31% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      16       |      random      |   7.450 us |      13.07% |   7.535 us |      12.61% |   0.084 us |   1.13% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      32       |      random      |   8.160 us |       2.48% |   8.186 us |       0.61% |   0.026 us |   0.32% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      64       |      random      |   7.993 us |       7.20% |   8.068 us |       5.87% |   0.075 us |   0.93% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       1       | quantized_random |   6.145 us |       1.37% |   6.160 us |       3.83% |   0.015 us |   0.25% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       2       | quantized_random |   6.160 us |       3.60% |   6.184 us |       4.81% |   0.024 us |   0.39% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       4       | quantized_random |   6.279 us |       8.01% |   6.341 us |       9.44% |   0.062 us |   0.99% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       8       | quantized_random |   7.998 us |       7.19% |   8.006 us |       7.16% |   0.008 us |   0.10% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      16       | quantized_random |   7.456 us |      13.15% |   7.530 us |      12.51% |   0.075 us |   1.00% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      32       | quantized_random |   7.687 us |      11.33% |   7.711 us |      11.14% |   0.023 us |   0.30% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      64       | quantized_random |   8.177 us |       1.17% |   8.172 us |       1.24% |  -0.005 us |  -0.06% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       1       |  relu_quantized  |   6.252 us |       7.36% |   6.325 us |       9.43% |   0.073 us |   1.16% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       2       |  relu_quantized  |   6.151 us |       2.68% |   6.169 us |       3.98% |   0.018 us |   0.29% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       4       |  relu_quantized  |   6.173 us |       4.11% |   6.186 us |       4.68% |   0.013 us |   0.21% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       8       |  relu_quantized  |   7.347 us |      13.72% |   7.434 us |      13.13% |   0.087 us |   1.19% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      16       |  relu_quantized  |   7.943 us |       8.16% |   8.162 us |       2.24% |   0.219 us |   2.75% |  🔴 SLOW  |
|    F32     |     I32      |         2048         |  2048   |      32       |  relu_quantized  |   7.591 us |      12.15% |   7.853 us |       9.51% |   0.263 us |   3.46% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      64       |  relu_quantized  |   8.184 us |       0.97% |   8.176 us |       1.46% |  -0.008 us |  -0.09% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       1       |    tie_heavy     |   6.262 us |       7.69% |   6.377 us |      10.10% |   0.115 us |   1.84% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       2       |    tie_heavy     |   6.150 us |       3.32% |   6.200 us |       5.58% |   0.050 us |   0.82% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       4       |    tie_heavy     |   6.258 us |       7.70% |   6.330 us |       9.50% |   0.072 us |   1.14% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       8       |    tie_heavy     |   7.321 us |      13.85% |   7.352 us |      13.60% |   0.031 us |   0.43% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      16       |    tie_heavy     |   7.943 us |       8.15% |   8.142 us |       3.65% |   0.198 us |   2.49% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      32       |    tie_heavy     |   7.624 us |      11.87% |   7.797 us |      10.06% |   0.173 us |   2.27% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      64       |    tie_heavy     |   8.184 us |       0.66% |   8.177 us |       1.02% |  -0.007 us |  -0.09% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       1       |    pivot_tie     |   6.242 us |       7.10% |   6.327 us |       9.10% |   0.085 us |   1.37% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       2       |    pivot_tie     |   6.165 us |       3.50% |   6.210 us |       6.06% |   0.045 us |   0.72% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       4       |    pivot_tie     |   6.289 us |       8.39% |   6.410 us |      10.77% |   0.122 us |   1.94% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       8       |    pivot_tie     |   8.017 us |       6.83% |   8.033 us |       6.59% |   0.017 us |   0.21% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      16       |    pivot_tie     |   7.944 us |       8.23% |   8.147 us |       3.53% |   0.203 us |   2.56% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      32       |    pivot_tie     |   7.678 us |      11.40% |   7.756 us |      10.69% |   0.078 us |   1.02% |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      64       |    pivot_tie     |   8.183 us |       0.78% |   8.168 us |       1.39% |  -0.015 us |  -0.19% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       1       |      random      |  10.271 us |       2.64% |  10.266 us |       2.54% |  -0.006 us |  -0.05% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       2       |      random      |  12.283 us |       0.75% |  12.282 us |       0.66% |  -0.001 us |  -0.00% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       4       |      random      |  12.293 us |       0.79% |  12.283 us |       0.77% |  -0.010 us |  -0.08% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       8       |      random      |  12.273 us |       0.40% |  12.279 us |       0.55% |   0.006 us |   0.05% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      16       |      random      |  14.340 us |       1.21% |  14.329 us |       0.53% |  -0.011 us |  -0.08% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      32       |      random      |  14.418 us |       2.91% |  14.338 us |       1.18% |  -0.080 us |  -0.55% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      64       |      random      |  14.373 us |       2.19% |  14.360 us |       1.86% |  -0.013 us |  -0.09% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       1       | quantized_random |  13.522 us |       7.40% |  13.613 us |       7.15% |   0.091 us |   0.67% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       2       | quantized_random |  14.335 us |       0.35% |  14.327 us |       0.70% |  -0.008 us |  -0.05% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       4       | quantized_random |  14.335 us |       0.34% |  14.322 us |       0.67% |  -0.013 us |  -0.09% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       8       | quantized_random |  14.300 us |       1.89% |  14.322 us |       1.02% |   0.023 us |   0.16% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      16       | quantized_random |  16.248 us |       3.01% |  16.221 us |       3.37% |  -0.028 us |  -0.17% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      32       | quantized_random |  15.979 us |       5.10% |  15.641 us |       6.29% |  -0.338 us |  -2.12% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      64       | quantized_random |  16.282 us |       2.69% |  16.178 us |       3.79% |  -0.103 us |  -0.64% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       1       |  relu_quantized  |  14.168 us |       3.82% |  14.248 us |       2.88% |   0.080 us |   0.57% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       2       |  relu_quantized  |  13.662 us |       7.04% |  13.872 us |       6.12% |   0.210 us |   1.54% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       4       |  relu_quantized  |  14.325 us |       0.72% |  14.334 us |       0.33% |   0.009 us |   0.06% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       8       |  relu_quantized  |  14.283 us |       2.16% |  14.327 us |       0.59% |   0.044 us |   0.30% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      16       |  relu_quantized  |  16.316 us |       2.19% |  16.282 us |       2.69% |  -0.034 us |  -0.21% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      32       |  relu_quantized  |  16.056 us |       4.61% |  15.776 us |       5.92% |  -0.280 us |  -1.74% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      64       |  relu_quantized  |  16.375 us |       0.52% |  16.377 us |       0.42% |   0.002 us |   0.01% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       1       |    tie_heavy     |  13.359 us |       7.66% |  13.329 us |       7.72% |  -0.030 us |  -0.22% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       2       |    tie_heavy     |  13.363 us |       7.68% |  13.394 us |       7.62% |   0.031 us |   0.23% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       4       |    tie_heavy     |  14.291 us |       2.00% |  14.320 us |       1.46% |   0.029 us |   0.21% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       8       |    tie_heavy     |  14.160 us |       3.92% |  14.286 us |       1.99% |   0.126 us |   0.89% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      16       |    tie_heavy     |  15.842 us |       5.71% |  15.808 us |       5.72% |  -0.033 us |  -0.21% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      32       |    tie_heavy     |  16.376 us |       0.57% |  16.304 us |       2.33% |  -0.073 us |  -0.44% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      64       |    tie_heavy     |  16.366 us |       0.71% |  16.375 us |       0.30% |   0.009 us |   0.06% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       1       |    pivot_tie     |  13.329 us |       7.72% |  13.295 us |       7.71% |  -0.034 us |  -0.25% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       2       |    pivot_tie     |  13.650 us |       6.98% |  13.751 us |       6.62% |   0.101 us |   0.74% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       4       |    pivot_tie     |  14.325 us |       0.76% |  14.331 us |       0.51% |   0.006 us |   0.04% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       8       |    pivot_tie     |  14.332 us |       0.31% |  14.327 us |       0.52% |  -0.005 us |  -0.04% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      16       |    pivot_tie     |  16.030 us |       4.71% |  16.044 us |       4.68% |   0.014 us |   0.09% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      32       |    pivot_tie     |  16.374 us |       0.68% |  16.366 us |       1.05% |  -0.008 us |  -0.05% |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      64       |    pivot_tie     |  16.358 us |       1.18% |  16.173 us |       3.75% |  -0.185 us |  -1.13% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       1       |      random      |  12.285 us |       0.73% |  12.279 us |       0.59% |  -0.006 us |  -0.05% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       2       |      random      |  12.283 us |       0.79% |  12.281 us |       0.64% |  -0.002 us |  -0.02% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       4       |      random      |  12.287 us |       0.48% |  12.281 us |       0.43% |  -0.006 us |  -0.05% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       8       |      random      |  14.330 us |       0.34% |  14.331 us |       0.33% |   0.001 us |   0.01% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      16       |      random      |  14.864 us |       6.05% |  14.862 us |       6.02% |  -0.002 us |  -0.01% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      32       |      random      |  14.818 us |       5.88% |  14.947 us |       6.23% |   0.129 us |   0.87% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      64       |      random      |  15.128 us |       6.56% |  15.262 us |       6.68% |   0.134 us |   0.88% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       1       | quantized_random |  14.333 us |       0.49% |  14.331 us |       0.33% |  -0.003 us |  -0.02% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       2       | quantized_random |  14.326 us |       0.53% |  14.331 us |       0.40% |   0.006 us |   0.04% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       4       | quantized_random |  14.329 us |       0.49% |  14.324 us |       0.36% |  -0.004 us |  -0.03% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       8       | quantized_random |  14.337 us |       0.49% |  14.333 us |       0.37% |  -0.004 us |  -0.03% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      16       | quantized_random |  15.340 us |       6.68% |  15.378 us |       6.62% |   0.038 us |   0.25% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      32       | quantized_random |  16.383 us |       0.62% |  16.365 us |       0.93% |  -0.017 us |  -0.11% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      64       | quantized_random |  16.034 us |       4.72% |  16.273 us |       2.67% |   0.239 us |   1.49% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       1       |  relu_quantized  |  14.336 us |       0.34% |  14.330 us |       0.52% |  -0.006 us |  -0.04% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       2       |  relu_quantized  |  14.331 us |       0.97% |  14.337 us |       0.58% |   0.006 us |   0.04% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       4       |  relu_quantized  |  14.327 us |       0.47% |  14.328 us |       0.33% |   0.001 us |   0.01% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       8       |  relu_quantized  |  14.324 us |       0.36% |  14.329 us |       0.64% |   0.004 us |   0.03% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      16       |  relu_quantized  |  15.414 us |       6.58% |  15.331 us |       6.59% |  -0.083 us |  -0.54% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      32       |  relu_quantized  |  16.370 us |       0.63% |  16.380 us |       0.32% |   0.011 us |   0.07% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      64       |  relu_quantized  |  15.982 us |       5.03% |  16.165 us |       3.80% |   0.183 us |   1.14% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       1       |    tie_heavy     |  13.883 us |       5.99% |  14.075 us |       4.75% |   0.192 us |   1.38% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       2       |    tie_heavy     |  14.337 us |       0.60% |  14.333 us |       0.43% |  -0.004 us |  -0.03% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       4       |    tie_heavy     |  14.338 us |       0.65% |  14.334 us |       0.53% |  -0.004 us |  -0.03% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       8       |    tie_heavy     |  14.329 us |       0.55% |  14.327 us |       0.40% |  -0.001 us |  -0.01% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      16       |    tie_heavy     |  16.033 us |       4.73% |  16.232 us |       3.20% |   0.199 us |   1.24% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      32       |    tie_heavy     |  15.514 us |       6.49% |  15.634 us |       6.28% |   0.120 us |   0.77% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      64       |    tie_heavy     |  15.693 us |       6.17% |  15.844 us |       5.68% |   0.151 us |   0.96% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       1       |    pivot_tie     |  14.327 us |       0.66% |  14.338 us |       0.42% |   0.011 us |   0.07% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       2       |    pivot_tie     |  14.331 us |       0.39% |  14.329 us |       0.69% |  -0.002 us |  -0.01% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       4       |    pivot_tie     |  14.330 us |       0.43% |  14.338 us |       0.55% |   0.008 us |   0.05% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       8       |    pivot_tie     |  14.326 us |       0.32% |  14.331 us |       0.35% |   0.006 us |   0.04% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      16       |    pivot_tie     |  15.199 us |       6.64% |  15.441 us |       6.59% |   0.243 us |   1.60% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      32       |    pivot_tie     |  15.739 us |       5.98% |  15.736 us |       6.01% |  -0.002 us |  -0.01% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      64       |    pivot_tie     |  15.303 us |       6.71% |  15.459 us |       6.59% |   0.156 us |   1.02% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       1       |      random      |  12.285 us |       0.38% |  12.281 us |       0.91% |  -0.004 us |  -0.03% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       2       |      random      |  12.278 us |       0.41% |  12.277 us |       0.88% |  -0.002 us |  -0.01% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       4       |      random      |  12.285 us |       0.74% |  12.279 us |       0.41% |  -0.006 us |  -0.05% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       8       |      random      |  12.342 us |       2.73% |  12.349 us |       2.99% |   0.007 us |   0.06% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      16       |      random      |  16.382 us |       0.46% |  16.378 us |       0.50% |  -0.004 us |  -0.03% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      32       |      random      |  16.372 us |       0.53% |  16.374 us |       0.47% |   0.002 us |   0.01% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      64       |      random      |  16.371 us |       0.52% |  16.381 us |       0.28% |   0.010 us |   0.06% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       1       | quantized_random |  14.909 us |       6.13% |  14.942 us |       6.22% |   0.032 us |   0.22% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       2       | quantized_random |  15.061 us |       6.51% |  15.051 us |       6.51% |  -0.010 us |  -0.06% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       4       | quantized_random |  15.021 us |       6.41% |  14.974 us |       6.35% |  -0.047 us |  -0.32% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       8       | quantized_random |  15.617 us |       6.28% |  15.737 us |       5.94% |   0.121 us |   0.77% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      16       | quantized_random |  16.370 us |       1.10% |  16.376 us |       0.30% |   0.006 us |   0.04% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      32       | quantized_random |  16.376 us |       0.60% |  16.375 us |       0.55% |  -0.001 us |  -0.01% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      64       | quantized_random |  16.378 us |       0.49% |  16.373 us |       0.56% |  -0.005 us |  -0.03% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       1       |  relu_quantized  |  14.518 us |       4.03% |  14.629 us |       4.92% |   0.111 us |   0.77% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       2       |  relu_quantized  |  14.970 us |       6.34% |  14.995 us |       6.41% |   0.025 us |   0.17% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       4       |  relu_quantized  |  14.547 us |       4.26% |  14.441 us |       3.23% |  -0.106 us |  -0.73% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       8       |  relu_quantized  |  16.104 us |       4.19% |  15.883 us |       5.50% |  -0.221 us |  -1.37% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      16       |  relu_quantized  |  16.368 us |       0.64% |  16.380 us |       0.47% |   0.012 us |   0.07% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      32       |  relu_quantized  |  16.382 us |       0.46% |  16.378 us |       0.49% |  -0.004 us |  -0.03% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      64       |  relu_quantized  |  16.375 us |       0.40% |  16.381 us |       0.40% |   0.006 us |   0.04% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       1       |    tie_heavy     |  15.397 us |       6.69% |  15.434 us |       6.63% |   0.037 us |   0.24% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       2       |    tie_heavy     |  15.646 us |       6.27% |  15.892 us |       5.42% |   0.246 us |   1.57% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       4       |    tie_heavy     |  15.344 us |       6.71% |  15.484 us |       6.57% |   0.141 us |   0.92% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       8       |    tie_heavy     |  16.380 us |       0.25% |  16.377 us |       0.33% |  -0.003 us |  -0.02% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      16       |    tie_heavy     |  16.380 us |       0.57% |  16.382 us |       0.60% |   0.002 us |   0.01% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      32       |    tie_heavy     |  16.380 us |       0.33% |  16.380 us |       0.32% |   0.000 us |   0.00% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      64       |    tie_heavy     |  16.374 us |       0.28% |  16.381 us |       0.53% |   0.008 us |   0.05% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       1       |    pivot_tie     |  15.137 us |       6.59% |  15.275 us |       6.72% |   0.138 us |   0.91% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       2       |    pivot_tie     |  15.102 us |       6.54% |  15.360 us |       6.64% |   0.257 us |   1.70% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       4       |    pivot_tie     |  15.084 us |       6.57% |  15.238 us |       6.68% |   0.153 us |   1.02% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       8       |    pivot_tie     |  16.243 us |       3.11% |  16.321 us |       2.26% |   0.078 us |   0.48% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      16       |    pivot_tie     |  16.381 us |       0.32% |  16.385 us |       0.48% |   0.004 us |   0.02% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      32       |    pivot_tie     |  16.373 us |       0.32% |  16.377 us |       0.30% |   0.004 us |   0.02% |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      64       |    pivot_tie     |  16.379 us |       0.40% |  16.372 us |       0.44% |  -0.007 us |  -0.05% |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       1       |      random      |  12.824 us |       7.02% |  12.710 us |       6.53% |  -0.114 us |  -0.89% |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       2       |      random      |  16.379 us |       0.31% |  14.467 us |       3.50% |  -1.912 us | -11.67% |  🟢 FAST  |
|    F32     |     I32      |         8192         |   512   |       4       |      random      |  16.100 us |       4.36% |  14.689 us |       5.22% |  -1.411 us |  -8.76% |  🟢 FAST  |
|    F32     |     I32      |         8192         |   512   |       8       |      random      |  16.200 us |       3.56% |  15.222 us |       6.61% |  -0.978 us |  -6.04% |  🟢 FAST  |
|    F32     |     I32      |         8192         |   512   |      16       |      random      |  15.615 us |       6.34% |  15.417 us |       6.63% |  -0.198 us |  -1.27% |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |      32       |      random      |  16.680 us |       4.32% |  16.376 us |       0.35% |  -0.304 us |  -1.82% |  🟢 FAST  |
|    F32     |     I32      |         8192         |   512   |      64       |      random      |  16.596 us |       3.85% |  16.409 us |       1.46% |  -0.187 us |  -1.12% |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       1       | quantized_random |  16.378 us |       0.63% |  15.655 us |       6.22% |  -0.722 us |  -4.41% |  🟢 FAST  |
|    F32     |     I32      |         8192         |   512   |       2       | quantized_random |  16.383 us |       0.34% |  16.250 us |       3.08% |  -0.134 us |  -0.82% |  🟢 FAST  |
|    F32     |     I32      |         8192         |   512   |       4       | quantized_random |  16.061 us |       4.62% |  15.673 us |       6.22% |  -0.387 us |  -2.41% |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       8       | quantized_random |  16.366 us |       0.61% |  16.379 us |       0.34% |   0.013 us |   0.08% |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |      16       | quantized_random |  16.883 us |       5.20% |  16.432 us |       1.95% |  -0.451 us |  -2.67% |  🟢 FAST  |
|    F32     |     I32      |         8192         |   512   |      32       | quantized_random |  18.344 us |       2.18% |  17.807 us |       5.20% |  -0.537 us |  -2.93% |  🟢 FAST  |
|    F32     |     I32      |         8192         |   512   |      64       | quantized_random |  17.207 us |       5.83% |  16.723 us |       4.48% |  -0.484 us |  -2.81% |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       1       |  relu_quantized  |  16.386 us |       0.55% |  15.614 us |       6.33% |  -0.773 us |  -4.72% |  🟢 FAST  |
|    F32     |     I32      |         8192         |   512   |       2       |  relu_quantized  |  16.372 us |       0.60% |  16.241 us |       3.13% |  -0.131 us |  -0.80% |  🟢 FAST  |
|    F32     |     I32      |         8192         |   512   |       4       |  relu_quantized  |  16.046 us |       4.74% |  15.608 us |       6.36% |  -0.438 us |  -2.73% |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       8       |  relu_quantized  |  16.378 us |       0.55% |  16.366 us |       0.88% |  -0.012 us |  -0.07% |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |      16       |  relu_quantized  |  16.526 us |       3.19% |  16.379 us |       0.40% |  -0.147 us |  -0.89% |  🟢 FAST  |
|    F32     |     I32      |         8192         |   512   |      32       |  relu_quantized  |  17.685 us |       5.56% |  17.505 us |       5.84% |  -0.180 us |  -1.02% |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |      64       |  relu_quantized  |  16.911 us |       5.22% |  16.431 us |       2.03% |  -0.480 us |  -2.84% |  🟢 FAST  |
|    F32     |     I32      |         8192         |   512   |       1       |    tie_heavy     |  16.388 us |       0.41% |  15.798 us |       5.87% |  -0.590 us |  -3.60% |  🟢 FAST  |
|    F32     |     I32      |         8192         |   512   |       2       |    tie_heavy     |  16.091 us |       4.39% |  15.668 us |       6.21% |  -0.423 us |  -2.63% |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       4       |    tie_heavy     |  16.362 us |       1.18% |  16.274 us |       2.75% |  -0.088 us |  -0.54% |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       8       |    tie_heavy     |  16.334 us |       1.93% |  16.309 us |       2.34% |  -0.025 us |  -0.15% |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |      16       |    tie_heavy     |  18.047 us |       4.39% |  16.720 us |       4.50% |  -1.328 us |  -7.36% |  🟢 FAST  |
|    F32     |     I32      |         8192         |   512   |      32       |    tie_heavy     |  18.408 us |       0.83% |  18.427 us |       0.25% |   0.019 us |   0.10% |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |      64       |    tie_heavy     |  18.422 us |       0.43% |  18.408 us |       1.00% |  -0.014 us |  -0.08% |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       1       |    pivot_tie     |  16.383 us |       0.56% |  16.384 us |       0.29% |   0.000 us |   0.00% |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       2       |    pivot_tie     |  16.380 us |       0.34% |  16.375 us |       0.31% |  -0.005 us |  -0.03% |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       4       |    pivot_tie     |  16.372 us |       0.69% |  16.375 us |       0.58% |   0.003 us |   0.02% |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       8       |    pivot_tie     |  16.375 us |       0.43% |  16.374 us |       0.45% |  -0.001 us |  -0.01% |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |      16       |    pivot_tie     |  16.423 us |       1.74% |  16.385 us |       0.71% |  -0.038 us |  -0.23% |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |      32       |    pivot_tie     |  16.399 us |       1.29% |  16.416 us |       1.78% |   0.017 us |   0.10% |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |      64       |    pivot_tie     |  16.388 us |       1.05% |  16.374 us |       0.76% |  -0.014 us |  -0.08% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       1       |      random      |  12.206 us |       3.17% |  12.174 us |       3.76% |  -0.032 us |  -0.26% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       2       |      random      |  14.333 us |       0.35% |  14.334 us |       0.66% |   0.001 us |   0.01% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       4       |      random      |  14.315 us |       1.17% |  14.328 us |       0.70% |   0.013 us |   0.09% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       8       |      random      |  14.337 us |       0.74% |  14.330 us |       0.52% |  -0.008 us |  -0.05% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      16       |      random      |  16.384 us |       0.74% |  16.499 us |       2.89% |   0.115 us |   0.70% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      32       |      random      |  16.428 us |       1.86% |  16.596 us |       3.81% |   0.167 us |   1.02% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      64       |      random      |  18.437 us |       0.51% |  18.431 us |       0.36% |  -0.006 us |  -0.03% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       1       | quantized_random |  14.352 us |       1.59% |  14.521 us |       4.16% |   0.169 us |   1.18% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       2       | quantized_random |  16.376 us |       0.52% |  16.377 us |       0.47% |   0.001 us |   0.00% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       4       | quantized_random |  16.389 us |       0.42% |  16.378 us |       0.40% |  -0.011 us |  -0.07% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       8       | quantized_random |  16.385 us |       0.29% |  16.384 us |       0.40% |  -0.001 us |  -0.01% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      16       | quantized_random |  18.419 us |       0.60% |  18.421 us |       0.47% |   0.002 us |   0.01% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      32       | quantized_random |  18.423 us |       0.42% |  18.426 us |       0.40% |   0.003 us |   0.02% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      64       | quantized_random |  18.426 us |       0.30% |  18.435 us |       0.71% |   0.009 us |   0.05% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       1       |  relu_quantized  |  14.333 us |       0.89% |  14.339 us |       1.18% |   0.006 us |   0.04% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       2       |  relu_quantized  |  16.380 us |       0.32% |  16.377 us |       0.47% |  -0.002 us |  -0.01% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       4       |  relu_quantized  |  16.371 us |       0.57% |  16.373 us |       0.45% |   0.002 us |   0.01% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       8       |  relu_quantized  |  16.380 us |       0.46% |  16.382 us |       0.57% |   0.002 us |   0.01% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      16       |  relu_quantized  |  18.434 us |       0.38% |  18.430 us |       0.30% |  -0.005 us |  -0.03% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      32       |  relu_quantized  |  18.424 us |       0.50% |  18.425 us |       0.28% |   0.001 us |   0.00% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      64       |  relu_quantized  |  18.424 us |       0.36% |  18.418 us |       0.23% |  -0.006 us |  -0.03% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       1       |    tie_heavy     |  14.731 us |       5.42% |  15.413 us |       6.58% |   0.682 us |   4.63% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       2       |    tie_heavy     |  16.384 us |       0.33% |  16.377 us |       0.47% |  -0.007 us |  -0.04% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       4       |    tie_heavy     |  16.383 us |       0.42% |  16.377 us |       0.34% |  -0.006 us |  -0.04% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       8       |    tie_heavy     |  16.381 us |       0.37% |  16.378 us |       0.42% |  -0.002 us |  -0.01% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      16       |    tie_heavy     |  18.431 us |       0.42% |  18.432 us |       0.28% |   0.001 us |   0.01% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      32       |    tie_heavy     |  18.443 us |       1.08% |  18.674 us |       3.52% |   0.231 us |   1.25% |  🔴 SLOW  |
|    F32     |     I32      |         8192         |  1024   |      64       |    tie_heavy     |  18.446 us |       1.16% |  18.482 us |       1.82% |   0.036 us |   0.19% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       1       |    pivot_tie     |  14.331 us |       0.55% |  14.331 us |       0.85% |   0.000 us |   0.00% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       2       |    pivot_tie     |  16.385 us |       0.49% |  16.369 us |       1.30% |  -0.016 us |  -0.10% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       4       |    pivot_tie     |  16.377 us |       0.31% |  16.376 us |       0.47% |  -0.001 us |  -0.01% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       8       |    pivot_tie     |  16.381 us |       0.55% |  16.374 us |       0.56% |  -0.007 us |  -0.04% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      16       |    pivot_tie     |  16.923 us |       5.32% |  17.745 us |       5.40% |   0.822 us |   4.86% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      32       |    pivot_tie     |  18.426 us |       0.44% |  18.420 us |       0.57% |  -0.006 us |  -0.03% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      64       |    pivot_tie     |  18.430 us |       0.46% |  18.432 us |       0.48% |   0.002 us |   0.01% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       1       |      random      |  12.562 us |       5.54% |  12.615 us |       5.95% |   0.053 us |   0.43% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       2       |      random      |  12.602 us |       5.87% |  12.765 us |       6.81% |   0.163 us |   1.29% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       4       |      random      |  12.386 us |       3.53% |  12.452 us |       4.44% |   0.066 us |   0.53% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       8       |      random      |  13.294 us |       7.71% |  13.347 us |       7.69% |   0.053 us |   0.40% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |      16       |      random      |  18.208 us |       3.43% |  17.079 us |       5.61% |  -1.128 us |  -6.20% |  🟢 FAST  |
|    F32     |     I32      |         8192         |  2048   |      32       |      random      |  18.164 us |       3.77% |  16.632 us |       4.04% |  -1.532 us |  -8.43% |  🟢 FAST  |
|    F32     |     I32      |         8192         |  2048   |      64       |      random      |  18.077 us |       4.29% |  17.340 us |       5.87% |  -0.737 us |  -4.08% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       1       | quantized_random |  16.378 us |       0.31% |  16.268 us |       2.91% |  -0.110 us |  -0.67% |  🟢 FAST  |
|    F32     |     I32      |         8192         |  2048   |       2       | quantized_random |  16.379 us |       0.31% |  16.358 us |       1.41% |  -0.021 us |  -0.13% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       4       | quantized_random |  16.385 us |       0.52% |  16.373 us |       0.68% |  -0.012 us |  -0.07% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       8       | quantized_random |  16.381 us |       0.30% |  16.384 us |       0.31% |   0.003 us |   0.02% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |      16       | quantized_random |  17.751 us |       5.43% |  17.529 us |       5.81% |  -0.223 us |  -1.25% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |      32       | quantized_random |  18.427 us |       0.29% |  18.425 us |       0.41% |  -0.002 us |  -0.01% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |      64       | quantized_random |  18.423 us |       0.48% |  18.249 us |       3.20% |  -0.174 us |  -0.94% |  🟢 FAST  |
|    F32     |     I32      |         8192         |  2048   |       1       |  relu_quantized  |  16.382 us |       0.30% |  16.262 us |       2.93% |  -0.120 us |  -0.73% |  🟢 FAST  |
|    F32     |     I32      |         8192         |  2048   |       2       |  relu_quantized  |  16.380 us |       0.34% |  16.364 us |       1.18% |  -0.016 us |  -0.10% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       4       |  relu_quantized  |  16.377 us |       0.66% |  16.376 us |       0.49% |  -0.002 us |  -0.01% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       8       |  relu_quantized  |  16.382 us |       0.44% |  16.380 us |       0.29% |  -0.002 us |  -0.01% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |      16       |  relu_quantized  |  17.965 us |       4.77% |  17.558 us |       5.81% |  -0.407 us |  -2.27% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |      32       |  relu_quantized  |  18.426 us |       0.54% |  18.419 us |       0.46% |  -0.007 us |  -0.04% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |      64       |  relu_quantized  |  18.423 us |       0.74% |  18.225 us |       3.33% |  -0.198 us |  -1.08% |  🟢 FAST  |
|    F32     |     I32      |         8192         |  2048   |       1       |    tie_heavy     |  16.376 us |       0.76% |  16.385 us |       0.30% |   0.009 us |   0.05% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       2       |    tie_heavy     |  16.624 us |       4.03% |  16.385 us |       0.40% |  -0.239 us |  -1.44% |  🟢 FAST  |
|    F32     |     I32      |         8192         |  2048   |       4       |    tie_heavy     |  16.392 us |       1.06% |  16.380 us |       0.45% |  -0.013 us |  -0.08% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       8       |    tie_heavy     |  16.847 us |       5.12% |  16.386 us |       0.88% |  -0.460 us |  -2.73% |  🟢 FAST  |
|    F32     |     I32      |         8192         |  2048   |      16       |    tie_heavy     |  18.427 us |       0.30% |  18.412 us |       0.73% |  -0.014 us |  -0.08% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |      32       |    tie_heavy     |  18.424 us |       0.46% |  18.425 us |       0.66% |   0.000 us |   0.00% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |      64       |    tie_heavy     |  18.424 us |       0.48% |  17.996 us |       4.58% |  -0.428 us |  -2.32% |  🟢 FAST  |
|    F32     |     I32      |         8192         |  2048   |       1       |    pivot_tie     |  16.404 us |       1.53% |  16.379 us |       0.48% |  -0.025 us |  -0.16% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       2       |    pivot_tie     |  16.671 us |       4.28% |  16.382 us |       0.90% |  -0.288 us |  -1.73% |  🟢 FAST  |
|    F32     |     I32      |         8192         |  2048   |       4       |    pivot_tie     |  16.465 us |       2.45% |  16.394 us |       1.23% |  -0.071 us |  -0.43% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       8       |    pivot_tie     |  16.857 us |       5.12% |  16.395 us |       1.14% |  -0.461 us |  -2.74% |  🟢 FAST  |
|    F32     |     I32      |         8192         |  2048   |      16       |    pivot_tie     |  18.416 us |       0.73% |  18.425 us |       0.41% |   0.009 us |   0.05% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |      32       |    pivot_tie     |  18.436 us |       0.51% |  18.422 us |       0.24% |  -0.014 us |  -0.07% |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |      64       |    pivot_tie     |  18.430 us |       0.54% |  18.417 us |       0.55% |  -0.013 us |  -0.07% |  🔵 SAME  |
|    F32     |     I32      |        16384         |   512   |       1       |      random      |  14.336 us |       0.99% |  12.326 us |       2.35% |  -2.011 us | -14.03% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       2       |      random      |  14.333 us |       0.55% |  12.445 us |       4.35% |  -1.888 us | -13.18% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       4       |      random      |  17.608 us |       5.69% |  16.369 us |       0.59% |  -1.239 us |  -7.04% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       8       |      random      |  18.343 us |       2.27% |  16.382 us |       0.49% |  -1.960 us | -10.69% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |      16       |      random      |  18.060 us |       4.30% |  16.375 us |       0.60% |  -1.685 us |  -9.33% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |      32       |      random      |  18.458 us |       1.31% |  16.381 us |       0.76% |  -2.077 us | -11.25% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |      64       |      random      |  20.473 us |       0.25% |  18.424 us |       0.38% |  -2.049 us | -10.01% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       1       | quantized_random |  16.383 us |       0.46% |  14.390 us |       2.29% |  -1.993 us | -12.16% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       2       | quantized_random |  16.379 us |       0.37% |  14.394 us |       2.40% |  -1.985 us | -12.12% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       4       | quantized_random |  17.450 us |       5.84% |  16.348 us |       1.51% |  -1.103 us |  -6.32% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       8       | quantized_random |  18.098 us |       4.05% |  16.370 us |       0.68% |  -1.728 us |  -9.55% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |      16       | quantized_random |  18.343 us |       2.13% |  16.383 us |       0.32% |  -1.960 us | -10.69% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |      32       | quantized_random |  18.436 us |       0.86% |  16.422 us |       1.83% |  -2.014 us | -10.92% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |      64       | quantized_random |  20.842 us |       3.74% |  19.918 us |       4.54% |  -0.924 us |  -4.43% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       1       |  relu_quantized  |  16.384 us |       0.59% |  14.341 us |       0.99% |  -2.043 us | -12.47% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       2       |  relu_quantized  |  16.389 us |       0.73% |  14.378 us |       2.19% |  -2.011 us | -12.27% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       4       |  relu_quantized  |  17.517 us |       5.80% |  16.355 us |       1.44% |  -1.162 us |  -6.63% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       8       |  relu_quantized  |  18.212 us |       3.42% |  16.372 us |       0.68% |  -1.840 us | -10.10% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |      16       |  relu_quantized  |  18.291 us |       2.79% |  16.374 us |       0.51% |  -1.916 us | -10.48% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |      32       |  relu_quantized  |  18.435 us |       0.72% |  16.400 us |       1.20% |  -2.036 us | -11.04% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |      64       |  relu_quantized  |  20.701 us |       3.09% |  19.814 us |       4.82% |  -0.887 us |  -4.28% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       1       |    tie_heavy     |  16.377 us |       0.38% |  14.371 us |       1.96% |  -2.006 us | -12.25% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       2       |    tie_heavy     |  16.375 us |       0.59% |  14.614 us |       4.87% |  -1.762 us | -10.76% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       4       |    tie_heavy     |  16.898 us |       5.24% |  15.963 us |       5.10% |  -0.935 us |  -5.53% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       8       |    tie_heavy     |  16.958 us |       5.37% |  16.354 us |       1.21% |  -0.603 us |  -3.56% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |      16       |    tie_heavy     |  17.732 us |       5.45% |  16.361 us |       0.85% |  -1.370 us |  -7.73% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |      32       |    tie_heavy     |  18.421 us |       0.27% |  16.391 us |       0.96% |  -2.029 us | -11.02% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |      64       |    tie_heavy     |  20.738 us |       3.26% |  20.329 us |       2.60% |  -0.408 us |  -1.97% |  🔵 SAME  |
|    F32     |     I32      |        16384         |   512   |       1       |    pivot_tie     |  16.379 us |       0.30% |  14.338 us |       0.92% |  -2.041 us | -12.46% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       2       |    pivot_tie     |  16.386 us |       0.64% |  14.340 us |       1.21% |  -2.046 us | -12.48% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       4       |    pivot_tie     |  16.852 us |       5.11% |  16.065 us |       4.53% |  -0.787 us |  -4.67% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       8       |    pivot_tie     |  17.393 us |       5.89% |  16.346 us |       1.74% |  -1.046 us |  -6.02% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |      16       |    pivot_tie     |  18.210 us |       3.42% |  16.378 us |       0.55% |  -1.832 us | -10.06% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |      32       |    pivot_tie     |  18.584 us |       2.94% |  16.580 us |       3.67% |  -2.004 us | -10.79% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |      64       |    pivot_tie     |  20.475 us |       0.61% |  20.471 us |       0.24% |  -0.004 us |  -0.02% |  🔵 SAME  |
|    F32     |     I32      |        16384         |  1024   |       1       |      random      |  14.333 us |       0.71% |  12.507 us |       5.06% |  -1.826 us | -12.74% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       2       |      random      |  14.337 us |       0.58% |  12.361 us |       3.20% |  -1.976 us | -13.78% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       4       |      random      |  14.324 us |       0.38% |  13.123 us |       7.67% |  -1.201 us |  -8.39% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       8       |      random      |  16.378 us |       0.45% |  14.330 us |       0.52% |  -2.049 us | -12.51% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |      16       |      random      |  16.386 us |       0.52% |  15.811 us |       5.77% |  -0.575 us |  -3.51% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |      32       |      random      |  18.433 us |       0.55% |  17.464 us |       5.85% |  -0.969 us |  -5.26% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |      64       |      random      |  22.522 us |       0.33% |  22.245 us |       3.13% |  -0.277 us |  -1.23% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       1       | quantized_random |  16.382 us |       0.40% |  14.368 us |       2.01% |  -2.014 us | -12.29% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       2       | quantized_random |  16.384 us |       0.49% |  14.345 us |       0.93% |  -2.039 us | -12.45% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       4       | quantized_random |  16.379 us |       0.30% |  14.577 us |       4.54% |  -1.802 us | -11.00% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       8       | quantized_random |  16.375 us |       0.33% |  15.049 us |       6.45% |  -1.327 us |  -8.10% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |      16       | quantized_random |  16.375 us |       0.57% |  16.367 us |       0.28% |  -0.008 us |  -0.05% |  🔵 SAME  |
|    F32     |     I32      |        16384         |  1024   |      32       | quantized_random |  18.434 us |       0.74% |  18.427 us |       0.43% |  -0.007 us |  -0.04% |  🔵 SAME  |
|    F32     |     I32      |        16384         |  1024   |      64       | quantized_random |  20.747 us |       3.27% |  20.473 us |       0.35% |  -0.273 us |  -1.32% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       1       |  relu_quantized  |  16.381 us |       0.56% |  14.405 us |       2.66% |  -1.976 us | -12.06% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       2       |  relu_quantized  |  16.385 us |       0.59% |  14.344 us |       1.16% |  -2.040 us | -12.45% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       4       |  relu_quantized  |  16.379 us |       0.46% |  14.626 us |       4.86% |  -1.753 us | -10.71% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       8       |  relu_quantized  |  16.375 us |       0.40% |  15.078 us |       6.51% |  -1.297 us |  -7.92% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |      16       |  relu_quantized  |  16.378 us |       0.55% |  16.379 us |       0.60% |   0.002 us |   0.01% |  🔵 SAME  |
|    F32     |     I32      |        16384         |  1024   |      32       |  relu_quantized  |  18.429 us |       0.61% |  18.376 us |       1.74% |  -0.053 us |  -0.29% |  🔵 SAME  |
|    F32     |     I32      |        16384         |  1024   |      64       |  relu_quantized  |  20.708 us |       3.12% |  20.475 us |       0.54% |  -0.233 us |  -1.12% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       1       |    tie_heavy     |  15.355 us |       6.56% |  14.332 us |       0.55% |  -1.023 us |  -6.66% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       2       |    tie_heavy     |  16.188 us |       3.63% |  14.334 us |       0.74% |  -1.854 us | -11.45% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       4       |    tie_heavy     |  16.377 us |       0.50% |  14.326 us |       0.45% |  -2.051 us | -12.53% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       8       |    tie_heavy     |  16.382 us |       0.38% |  14.510 us |       4.02% |  -1.872 us | -11.43% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |      16       |    tie_heavy     |  16.374 us |       0.31% |  16.380 us |       0.48% |   0.006 us |   0.04% |  🔵 SAME  |
|    F32     |     I32      |        16384         |  1024   |      32       |    tie_heavy     |  18.429 us |       0.43% |  17.597 us |       5.69% |  -0.832 us |  -4.51% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |      64       |    tie_heavy     |  22.511 us |       0.44% |  20.477 us |       0.32% |  -2.034 us |  -9.04% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       1       |    pivot_tie     |  16.381 us |       0.35% |  14.337 us |       0.88% |  -2.044 us | -12.48% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       2       |    pivot_tie     |  16.377 us |       0.38% |  14.348 us |       1.36% |  -2.029 us | -12.39% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       4       |    pivot_tie     |  16.377 us |       0.34% |  14.529 us |       4.13% |  -1.849 us | -11.29% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       8       |    pivot_tie     |  16.383 us |       0.54% |  14.866 us |       6.02% |  -1.517 us |  -9.26% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |      16       |    pivot_tie     |  16.379 us |       0.32% |  16.382 us |       0.30% |   0.004 us |   0.02% |  🔵 SAME  |
|    F32     |     I32      |        16384         |  1024   |      32       |    pivot_tie     |  18.431 us |       0.34% |  16.432 us |       2.06% |  -1.998 us | -10.84% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |      64       |    pivot_tie     |  20.856 us |       3.78% |  20.471 us |       0.38% |  -0.385 us |  -1.85% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       1       |      random      |  14.234 us |       3.20% |  12.289 us |       0.63% |  -1.945 us | -13.66% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       2       |      random      |  14.331 us |       0.35% |  12.281 us |       0.56% |  -2.050 us | -14.30% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       4       |      random      |  16.375 us |       0.64% |  14.333 us |       0.38% |  -2.043 us | -12.47% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       8       |      random      |  16.378 us |       0.55% |  14.336 us |       0.85% |  -2.043 us | -12.47% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      16       |      random      |  16.375 us |       0.60% |  14.339 us |       1.33% |  -2.035 us | -12.43% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      32       |      random      |  18.427 us |       0.43% |  16.190 us |       3.66% |  -2.237 us | -12.14% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      64       |      random      |  20.477 us |       0.39% |  18.430 us |       0.33% |  -2.048 us | -10.00% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       1       | quantized_random |  16.376 us |       0.42% |  14.330 us |       0.68% |  -2.046 us | -12.49% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       2       | quantized_random |  16.382 us |       0.43% |  14.326 us |       0.72% |  -2.056 us | -12.55% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       4       | quantized_random |  16.379 us |       0.38% |  14.387 us |       2.21% |  -1.992 us | -12.16% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       8       | quantized_random |  16.388 us |       0.65% |  14.547 us |       4.28% |  -1.841 us | -11.23% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      16       | quantized_random |  16.399 us |       1.45% |  16.370 us |       0.53% |  -0.029 us |  -0.18% |  🔵 SAME  |
|    F32     |     I32      |        16384         |  2048   |      32       | quantized_random |  18.435 us |       0.70% |  16.376 us |       0.51% |  -2.059 us | -11.17% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      64       | quantized_random |  20.540 us |       1.80% |  18.445 us |       1.23% |  -2.095 us | -10.20% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       1       |  relu_quantized  |  16.383 us |       0.41% |  14.332 us |       0.53% |  -2.051 us | -12.52% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       2       |  relu_quantized  |  16.381 us |       0.30% |  14.331 us |       0.52% |  -2.051 us | -12.52% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       4       |  relu_quantized  |  16.379 us |       0.45% |  14.354 us |       1.66% |  -2.024 us | -12.36% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       8       |  relu_quantized  |  16.385 us |       0.52% |  14.458 us |       3.44% |  -1.927 us | -11.76% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      16       |  relu_quantized  |  16.500 us |       2.88% |  15.976 us |       5.06% |  -0.524 us |  -3.17% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      32       |  relu_quantized  |  18.422 us |       0.30% |  16.376 us |       0.43% |  -2.046 us | -11.11% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      64       |  relu_quantized  |  20.587 us |       2.31% |  18.424 us |       0.62% |  -2.164 us | -10.51% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       1       |    tie_heavy     |  16.388 us |       0.51% |  14.333 us |       0.53% |  -2.055 us | -12.54% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       2       |    tie_heavy     |  16.379 us |       0.29% |  14.330 us |       0.37% |  -2.049 us | -12.51% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       4       |    tie_heavy     |  16.374 us |       0.59% |  14.386 us |       2.35% |  -1.988 us | -12.14% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       8       |    tie_heavy     |  16.364 us |       0.30% |  14.701 us |       5.30% |  -1.663 us | -10.16% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      16       |    tie_heavy     |  16.418 us |       1.88% |  16.365 us |       1.20% |  -0.054 us |  -0.33% |  🔵 SAME  |
|    F32     |     I32      |        16384         |  2048   |      32       |    tie_heavy     |  18.437 us |       0.49% |  16.383 us |       0.75% |  -2.054 us | -11.14% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      64       |    tie_heavy     |  20.788 us |       3.51% |  19.586 us |       5.15% |  -1.202 us |  -5.78% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       1       |    pivot_tie     |  16.381 us |       0.59% |  14.339 us |       0.39% |  -2.042 us | -12.46% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       2       |    pivot_tie     |  16.392 us |       0.82% |  14.357 us |       1.62% |  -2.034 us | -12.41% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       4       |    pivot_tie     |  16.403 us |       1.32% |  15.595 us |       6.29% |  -0.808 us |  -4.93% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       8       |    pivot_tie     |  16.478 us |       2.66% |  15.548 us |       6.44% |  -0.930 us |  -5.64% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      16       |    pivot_tie     |  18.423 us |       0.46% |  16.381 us |       0.70% |  -2.041 us | -11.08% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      32       |    pivot_tie     |  18.474 us |       1.83% |  17.155 us |       5.79% |  -1.320 us |  -7.14% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      64       |    pivot_tie     |  20.619 us |       2.50% |  19.082 us |       4.96% |  -1.537 us |  -7.46% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       1       |      random      |  12.284 us |       0.36% |  10.279 us |       3.02% |  -2.005 us | -16.32% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       2       |      random      |  13.811 us |       6.39% |  12.282 us |       0.47% |  -1.529 us | -11.07% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       4       |      random      |  16.361 us |       1.08% |  14.335 us |       0.54% |  -2.025 us | -12.38% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       8       |      random      |  16.375 us |       0.92% |  14.328 us |       0.51% |  -2.047 us | -12.50% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      16       |      random      |  18.422 us |       0.28% |  16.380 us |       0.45% |  -2.043 us | -11.09% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      32       |      random      |  18.798 us |       4.18% |  17.454 us |       5.80% |  -1.344 us |  -7.15% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      64       |      random      |  23.529 us |       4.32% |  21.733 us |       4.55% |  -1.796 us |  -7.63% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       1       | quantized_random |  12.288 us |       0.00% |  10.281 us |       2.97% |  -2.007 us | -16.33% |  🟡 ????  |
|    F32     |     I32      |        32768         |   512   |       2       | quantized_random |  14.415 us |       2.86% |  14.324 us |       0.77% |  -0.091 us |  -0.63% |  🔵 SAME  |
|    F32     |     I32      |        32768         |   512   |       4       | quantized_random |  15.650 us |       6.26% |  14.319 us |       0.88% |  -1.331 us |  -8.51% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       8       | quantized_random |  16.384 us |       0.93% |  14.327 us |       0.37% |  -2.057 us | -12.56% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      16       | quantized_random |  18.431 us |       0.60% |  16.378 us |       0.31% |  -2.053 us | -11.14% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      32       | quantized_random |  19.228 us |       5.15% |  17.913 us |       4.88% |  -1.315 us |  -6.84% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      64       | quantized_random |  22.587 us |       1.71% |  22.473 us |       1.20% |  -0.113 us |  -0.50% |  🔵 SAME  |
|    F32     |     I32      |        32768         |   512   |       1       |  relu_quantized  |  12.285 us |       0.43% |  10.296 us |       3.41% |  -1.990 us | -16.20% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       2       |  relu_quantized  |  14.679 us |       5.18% |  13.861 us |       6.17% |  -0.819 us |  -5.58% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       4       |  relu_quantized  |  15.646 us |       6.29% |  14.329 us |       0.35% |  -1.318 us |  -8.42% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       8       |  relu_quantized  |  16.387 us |       1.07% |  14.326 us |       0.85% |  -2.061 us | -12.58% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      16       |  relu_quantized  |  18.443 us |       0.71% |  16.375 us |       0.45% |  -2.068 us | -11.21% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      32       |  relu_quantized  |  19.258 us |       5.22% |  17.762 us |       5.37% |  -1.496 us |  -7.77% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      64       |  relu_quantized  |  22.538 us |       1.22% |  22.481 us |       1.38% |  -0.057 us |  -0.25% |  🔵 SAME  |
|    F32     |     I32      |        32768         |   512   |       1       |    tie_heavy     |  16.266 us |       2.79% |  14.327 us |       0.39% |  -1.940 us | -11.92% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       2       |    tie_heavy     |  15.696 us |       6.13% |  14.328 us |       0.42% |  -1.368 us |  -8.72% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       4       |    tie_heavy     |  16.377 us |       0.33% |  14.334 us |       0.61% |  -2.043 us | -12.48% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       8       |    tie_heavy     |  16.391 us |       1.17% |  14.515 us |       3.94% |  -1.876 us | -11.44% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      16       |    tie_heavy     |  20.285 us |       2.84% |  18.061 us |       4.29% |  -2.224 us | -10.96% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      32       |    tie_heavy     |  20.477 us |       0.27% |  18.427 us |       0.45% |  -2.050 us | -10.01% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      64       |    tie_heavy     |  24.576 us |       0.43% |  22.511 us |       0.27% |  -2.065 us |  -8.40% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       1       |    pivot_tie     |  16.377 us |       0.64% |  14.334 us |       0.32% |  -2.043 us | -12.47% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       2       |    pivot_tie     |  15.830 us |       5.70% |  14.329 us |       0.37% |  -1.501 us |  -9.48% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       4       |    pivot_tie     |  16.379 us |       0.65% |  14.336 us |       0.60% |  -2.043 us | -12.47% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       8       |    pivot_tie     |  16.390 us |       0.92% |  14.837 us |       5.90% |  -1.553 us |  -9.47% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      16       |    pivot_tie     |  19.780 us |       4.85% |  16.878 us |       5.21% |  -2.902 us | -14.67% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      32       |    pivot_tie     |  20.296 us |       2.77% |  18.241 us |       3.16% |  -2.055 us | -10.13% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      64       |    pivot_tie     |  22.521 us |       0.35% |  20.587 us |       2.26% |  -1.934 us |  -8.59% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       1       |      random      |  14.153 us |       4.00% |  12.284 us |       0.82% |  -1.869 us | -13.21% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       2       |      random      |  14.324 us |       0.56% |  12.292 us |       0.65% |  -2.032 us | -14.19% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       4       |      random      |  14.324 us |       0.33% |  12.286 us |       0.59% |  -2.038 us | -14.23% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       8       |      random      |  16.377 us |       0.70% |  14.338 us |       0.47% |  -2.039 us | -12.45% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      16       |      random      |  18.446 us |       1.05% |  16.384 us |       0.00% |  -2.062 us | -11.18% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      32       |      random      |  18.466 us |       1.68% |  17.463 us |       5.85% |  -1.003 us |  -5.43% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      64       |      random      |  22.544 us |       1.04% |  20.764 us |       3.41% |  -1.780 us |  -7.90% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       1       | quantized_random |  15.109 us |       6.53% |  14.332 us |       0.32% |  -0.778 us |  -5.15% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       2       | quantized_random |  15.952 us |       5.13% |  14.330 us |       0.57% |  -1.622 us | -10.17% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       4       | quantized_random |  16.376 us |       0.44% |  14.323 us |       0.57% |  -2.054 us | -12.54% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       8       | quantized_random |  16.386 us |       0.67% |  14.325 us |       0.47% |  -2.061 us | -12.58% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      16       | quantized_random |  19.884 us |       4.68% |  18.086 us |       4.21% |  -1.798 us |  -9.04% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      32       | quantized_random |  20.472 us |       0.34% |  18.424 us |       0.45% |  -2.048 us | -10.00% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      64       | quantized_random |  24.565 us |       0.32% |  22.513 us |       0.41% |  -2.052 us |  -8.35% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       1       |  relu_quantized  |  14.946 us |       6.22% |  14.330 us |       0.55% |  -0.615 us |  -4.12% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       2       |  relu_quantized  |  15.896 us |       5.45% |  14.343 us |       0.82% |  -1.553 us |  -9.77% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       4       |  relu_quantized  |  16.378 us |       0.43% |  14.327 us |       0.62% |  -2.051 us | -12.52% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       8       |  relu_quantized  |  16.372 us |       0.68% |  14.323 us |       0.39% |  -2.049 us | -12.51% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      16       |  relu_quantized  |  19.917 us |       4.56% |  18.060 us |       4.33% |  -1.857 us |  -9.32% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      32       |  relu_quantized  |  20.472 us |       0.45% |  18.427 us |       0.24% |  -2.045 us |  -9.99% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      64       |  relu_quantized  |  24.577 us |       0.28% |  22.525 us |       0.36% |  -2.052 us |  -8.35% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       1       |    tie_heavy     |  14.334 us |       0.87% |  13.222 us |       7.64% |  -1.112 us |  -7.76% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       2       |    tie_heavy     |  16.365 us |       0.71% |  14.336 us |       0.48% |  -2.029 us | -12.40% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       4       |    tie_heavy     |  16.383 us |       0.56% |  14.334 us |       0.48% |  -2.050 us | -12.51% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       8       |    tie_heavy     |  16.377 us |       0.44% |  14.333 us |       0.58% |  -2.044 us | -12.48% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      16       |    tie_heavy     |  20.437 us |       1.25% |  18.008 us |       4.57% |  -2.429 us | -11.89% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      32       |    tie_heavy     |  20.470 us |       0.46% |  18.424 us |       0.37% |  -2.046 us |  -9.99% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      64       |    tie_heavy     |  24.590 us |       0.86% |  22.588 us |       1.61% |  -2.002 us |  -8.14% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       1       |    pivot_tie     |  15.412 us |       6.64% |  14.336 us |       0.35% |  -1.076 us |  -6.98% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       2       |    pivot_tie     |  16.329 us |       1.92% |  14.332 us |       0.56% |  -1.997 us | -12.23% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       4       |    pivot_tie     |  16.381 us |       0.53% |  14.330 us |       0.62% |  -2.051 us | -12.52% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       8       |    pivot_tie     |  16.384 us |       0.00% |  14.885 us |       6.08% |  -1.499 us |  -9.15% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      16       |    pivot_tie     |  20.235 us |       3.22% |  17.385 us |       5.84% |  -2.849 us | -14.08% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      32       |    pivot_tie     |  20.467 us |       1.11% |  17.603 us |       5.73% |  -2.864 us | -13.99% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      64       |    pivot_tie     |  22.546 us |       1.09% |  21.896 us |       4.27% |  -0.650 us |  -2.88% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       1       |      random      |  16.383 us |       0.37% |  14.335 us |       0.63% |  -2.048 us | -12.50% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       2       |      random      |  16.377 us |       0.43% |  14.334 us |       0.32% |  -2.043 us | -12.48% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       4       |      random      |  16.377 us |       0.46% |  14.325 us |       0.33% |  -2.052 us | -12.53% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       8       |      random      |  16.375 us |       0.32% |  14.331 us |       0.81% |  -2.043 us | -12.48% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      16       |      random      |  18.430 us |       0.43% |  16.381 us |       0.41% |  -2.049 us | -11.12% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      32       |      random      |  20.482 us |       0.41% |  18.438 us |       0.98% |  -2.044 us |  -9.98% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      64       |      random      |  24.565 us |       0.26% |  22.514 us |       0.54% |  -2.050 us |  -8.35% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       1       | quantized_random |  16.356 us |       1.07% |  14.331 us |       0.46% |  -2.025 us | -12.38% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       2       | quantized_random |  16.382 us |       0.45% |  14.332 us |       0.36% |  -2.050 us | -12.51% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       4       | quantized_random |  16.383 us |       0.79% |  14.333 us |       0.57% |  -2.049 us | -12.51% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       8       | quantized_random |  16.374 us |       0.31% |  14.328 us |       0.46% |  -2.046 us | -12.49% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      16       | quantized_random |  20.475 us |       0.45% |  18.424 us |       0.33% |  -2.051 us | -10.02% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      32       | quantized_random |  22.534 us |       0.40% |  20.474 us |       0.31% |  -2.060 us |  -9.14% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      64       | quantized_random |  28.666 us |       0.40% |  26.616 us |       0.20% |  -2.050 us |  -7.15% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       1       |  relu_quantized  |  16.370 us |       0.55% |  14.329 us |       0.78% |  -2.042 us | -12.47% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       2       |  relu_quantized  |  16.377 us |       0.46% |  14.329 us |       0.46% |  -2.047 us | -12.50% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       4       |  relu_quantized  |  16.390 us |       0.88% |  14.328 us |       0.37% |  -2.061 us | -12.58% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       8       |  relu_quantized  |  16.382 us |       0.48% |  14.328 us |       0.43% |  -2.054 us | -12.54% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      16       |  relu_quantized  |  20.474 us |       0.40% |  18.425 us |       0.43% |  -2.049 us | -10.01% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      32       |  relu_quantized  |  22.510 us |       0.42% |  20.480 us |       0.62% |  -2.030 us |  -9.02% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      64       |  relu_quantized  |  28.661 us |       0.34% |  26.624 us |       0.28% |  -2.037 us |  -7.11% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       1       |    tie_heavy     |  16.373 us |       0.53% |  14.331 us |       0.48% |  -2.043 us | -12.48% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       2       |    tie_heavy     |  16.387 us |       0.66% |  14.329 us |       0.36% |  -2.058 us | -12.56% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       4       |    tie_heavy     |  16.376 us |       0.53% |  14.327 us |       0.36% |  -2.049 us | -12.51% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       8       |    tie_heavy     |  16.372 us |       0.31% |  14.334 us |       0.81% |  -2.038 us | -12.45% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      16       |    tie_heavy     |  20.477 us |       0.24% |  18.422 us |       0.26% |  -2.055 us | -10.04% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      32       |    tie_heavy     |  22.525 us |       0.77% |  20.795 us |       3.59% |  -1.730 us |  -7.68% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      64       |    tie_heavy     |  29.839 us |       3.38% |  28.562 us |       1.59% |  -1.277 us |  -4.28% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       1       |    pivot_tie     |  16.381 us |       0.31% |  14.333 us |       0.49% |  -2.048 us | -12.50% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       2       |    pivot_tie     |  16.378 us |       0.32% |  14.330 us |       0.34% |  -2.047 us | -12.50% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       4       |    pivot_tie     |  16.374 us |       0.58% |  14.329 us |       0.36% |  -2.045 us | -12.49% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       8       |    pivot_tie     |  16.376 us |       0.43% |  14.332 us |       0.32% |  -2.043 us | -12.48% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      16       |    pivot_tie     |  19.007 us |       4.82% |  18.352 us |       2.09% |  -0.655 us |  -3.44% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      32       |    pivot_tie     |  20.471 us |       0.36% |  18.591 us |       2.96% |  -1.880 us |  -9.18% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      64       |    pivot_tie     |  25.505 us |       3.99% |  23.417 us |       4.30% |  -2.088 us |  -8.19% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       1       |      random      |  14.262 us |       2.48% |  12.277 us |       0.45% |  -1.985 us | -13.92% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       2       |      random      |  14.291 us |       2.01% |  12.280 us |       0.38% |  -2.011 us | -14.07% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       4       |      random      |  14.324 us |       0.62% |  12.281 us |       0.38% |  -2.044 us | -14.27% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       8       |      random      |  16.381 us |       0.63% |  14.479 us |       3.67% |  -1.902 us | -11.61% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      16       |      random      |  18.226 us |       3.26% |  16.365 us |       0.71% |  -1.861 us | -10.21% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      32       |      random      |  20.532 us |       1.72% |  18.602 us |       3.05% |  -1.930 us |  -9.40% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      64       |      random      |  28.248 us |       2.95% |  26.623 us |       0.28% |  -1.625 us |  -5.75% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       1       | quantized_random |  16.365 us |       0.87% |  14.332 us |       0.45% |  -2.033 us | -12.42% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       2       | quantized_random |  16.368 us |       0.67% |  14.327 us |       0.52% |  -2.040 us | -12.47% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       4       | quantized_random |  16.385 us |       0.45% |  14.335 us |       0.93% |  -2.050 us | -12.51% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       8       | quantized_random |  16.376 us |       0.31% |  14.718 us |       5.34% |  -1.658 us | -10.12% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      16       | quantized_random |  18.932 us |       4.65% |  18.427 us |       0.26% |  -0.505 us |  -2.67% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      32       | quantized_random |  23.966 us |       3.89% |  22.517 us |       0.41% |  -1.449 us |  -6.05% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      64       | quantized_random |  29.924 us |       3.30% |  28.663 us |       0.33% |  -1.262 us |  -4.22% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       1       |  relu_quantized  |  16.376 us |       0.47% |  14.329 us |       0.47% |  -2.047 us | -12.50% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       2       |  relu_quantized  |  16.378 us |       0.32% |  14.340 us |       0.91% |  -2.038 us | -12.44% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       4       |  relu_quantized  |  16.379 us |       0.31% |  14.337 us |       0.85% |  -2.043 us | -12.47% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       8       |  relu_quantized  |  16.377 us |       0.60% |  14.605 us |       4.72% |  -1.772 us | -10.82% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      16       |  relu_quantized  |  18.912 us |       4.59% |  18.387 us |       1.55% |  -0.524 us |  -2.77% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      32       |  relu_quantized  |  24.114 us |       3.53% |  22.506 us |       0.57% |  -1.608 us |  -6.67% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      64       |  relu_quantized  |  29.909 us |       3.36% |  28.660 us |       0.35% |  -1.249 us |  -4.18% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       1       |    tie_heavy     |  16.376 us |       0.79% |  14.333 us |       0.79% |  -2.043 us | -12.47% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       2       |    tie_heavy     |  16.380 us |       0.29% |  14.360 us |       1.86% |  -2.020 us | -12.33% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       4       |    tie_heavy     |  16.380 us |       0.46% |  14.439 us |       3.16% |  -1.941 us | -11.85% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       8       |    tie_heavy     |  16.403 us |       1.57% |  15.758 us |       5.96% |  -0.645 us |  -3.93% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      16       |    tie_heavy     |  20.475 us |       0.34% |  18.426 us |       0.56% |  -2.049 us | -10.01% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      32       |    tie_heavy     |  26.617 us |       0.20% |  24.573 us |       0.44% |  -2.044 us |  -7.68% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      64       |    tie_heavy     |  32.602 us |       1.65% |  30.715 us |       0.21% |  -1.887 us |  -5.79% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       1       |    pivot_tie     |  16.374 us |       0.43% |  14.340 us |       0.88% |  -2.035 us | -12.43% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       2       |    pivot_tie     |  16.367 us |       0.62% |  14.374 us |       2.03% |  -1.993 us | -12.18% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       4       |    pivot_tie     |  16.379 us |       0.40% |  14.336 us |       0.00% |  -2.043 us | -12.47% |  🟡 ????  |
|    F32     |     I32      |        65536         |   512   |       8       |    pivot_tie     |  17.467 us |       5.85% |  16.378 us |       0.49% |  -1.089 us |  -6.24% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      16       |    pivot_tie     |  20.467 us |       0.42% |  18.416 us |       0.27% |  -2.051 us | -10.02% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      32       |    pivot_tie     |  24.573 us |       0.40% |  22.601 us |       1.79% |  -1.973 us |  -8.03% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      64       |    pivot_tie     |  28.669 us |       0.28% |  27.036 us |       3.04% |  -1.633 us |  -5.70% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       1       |      random      |  14.441 us |       3.25% |  14.328 us |       0.63% |  -0.113 us |  -0.78% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       2       |      random      |  16.402 us |       1.49% |  15.401 us |       6.61% |  -1.001 us |  -6.10% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       4       |      random      |  16.465 us |       2.58% |  16.382 us |       0.31% |  -0.083 us |  -0.50% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       8       |      random      |  18.016 us |       4.52% |  16.373 us |       0.80% |  -1.643 us |  -9.12% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |      16       |      random      |  21.235 us |       4.65% |  18.484 us |       1.82% |  -2.750 us | -12.95% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |      32       |      random      |  24.564 us |       0.29% |  22.512 us |       0.39% |  -2.052 us |  -8.35% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |      64       |      random      |  30.708 us |       0.23% |  24.808 us |       2.63% |  -5.900 us | -19.21% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       1       | quantized_random |  16.395 us |       1.28% |  15.717 us |       5.99% |  -0.678 us |  -4.13% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       2       | quantized_random |  16.442 us |       2.22% |  15.547 us |       6.41% |  -0.895 us |  -5.45% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       4       | quantized_random |  16.704 us |       4.46% |  16.371 us |       0.68% |  -0.334 us |  -2.00% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       8       | quantized_random |  18.427 us |       0.26% |  16.390 us |       1.13% |  -2.037 us | -11.06% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |      16       | quantized_random |  20.519 us |       1.51% |  20.328 us |       2.53% |  -0.191 us |  -0.93% |  🔵 SAME  |
|    F32     |     I32      |        65536         |  1024   |      32       | quantized_random |  24.564 us |       0.56% |  24.565 us |       0.43% |   0.001 us |   0.00% |  🔵 SAME  |
|    F32     |     I32      |        65536         |  1024   |      64       | quantized_random |  32.088 us |       3.00% |  28.664 us |       0.33% |  -3.424 us | -10.67% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       1       |  relu_quantized  |  16.423 us |       1.72% |  15.452 us |       6.58% |  -0.971 us |  -5.91% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       2       |  relu_quantized  |  16.386 us |       1.03% |  16.035 us |       4.66% |  -0.350 us |  -2.14% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       4       |  relu_quantized  |  16.873 us |       5.19% |  16.119 us |       4.19% |  -0.754 us |  -4.47% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       8       |  relu_quantized  |  18.437 us |       0.68% |  16.375 us |       0.42% |  -2.062 us | -11.18% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |      16       |  relu_quantized  |  20.518 us |       1.48% |  20.338 us |       2.49% |  -0.181 us |  -0.88% |  🔵 SAME  |
|    F32     |     I32      |        65536         |  1024   |      32       |  relu_quantized  |  24.551 us |       0.81% |  24.572 us |       0.52% |   0.021 us |   0.09% |  🔵 SAME  |
|    F32     |     I32      |        65536         |  1024   |      64       |  relu_quantized  |  32.073 us |       3.02% |  28.674 us |       0.50% |  -3.399 us | -10.60% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       1       |    tie_heavy     |  16.405 us |       1.48% |  15.928 us |       5.23% |  -0.477 us |  -2.91% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       2       |    tie_heavy     |  16.615 us |       3.95% |  15.489 us |       6.55% |  -1.125 us |  -6.77% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       4       |    tie_heavy     |  17.053 us |       5.64% |  16.157 us |       3.95% |  -0.896 us |  -5.26% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       8       |    tie_heavy     |  18.427 us |       0.51% |  16.371 us |       0.34% |  -2.056 us | -11.16% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |      16       |    tie_heavy     |  22.494 us |       0.92% |  20.475 us |       0.28% |  -2.019 us |  -8.97% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |      32       |    tie_heavy     |  24.598 us |       0.99% |  24.577 us |       0.48% |  -0.020 us |  -0.08% |  🔵 SAME  |
|    F32     |     I32      |        65536         |  1024   |      64       |    tie_heavy     |  32.767 us |       0.23% |  28.922 us |       2.35% |  -3.844 us | -11.73% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       1       |    pivot_tie     |  16.666 us |       4.27% |  16.379 us |       0.30% |  -0.287 us |  -1.72% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       2       |    pivot_tie     |  16.971 us |       5.43% |  16.016 us |       4.86% |  -0.955 us |  -5.63% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       4       |    pivot_tie     |  17.929 us |       4.81% |  16.382 us |       0.35% |  -1.547 us |  -8.63% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       8       |    pivot_tie     |  18.431 us |       0.64% |  16.476 us |       2.62% |  -1.955 us | -10.60% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |      16       |    pivot_tie     |  21.856 us |       4.32% |  20.589 us |       2.29% |  -1.266 us |  -5.79% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |      32       |    pivot_tie     |  24.576 us |       0.42% |  25.933 us |       3.73% |   1.357 us |   5.52% |  🔴 SLOW  |
|    F32     |     I32      |        65536         |  1024   |      64       |    pivot_tie     |  30.740 us |       0.85% |  28.682 us |       0.71% |  -2.058 us |  -6.69% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       1       |      random      |  14.330 us |       0.44% |  13.358 us |       7.69% |  -0.972 us |  -6.78% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       2       |      random      |  14.333 us |       0.90% |  13.992 us |       5.30% |  -0.341 us |  -2.38% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       4       |      random      |  14.387 us |       2.47% |  14.266 us |       2.42% |  -0.121 us |  -0.84% |  🔵 SAME  |
|    F32     |     I32      |        65536         |  2048   |       8       |      random      |  16.105 us |       4.26% |  14.324 us |       0.43% |  -1.781 us | -11.06% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |      16       |      random      |  18.317 us |       2.46% |  16.382 us |       0.66% |  -1.935 us | -10.56% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |      32       |      random      |  22.528 us |       0.00% |  20.474 us |       0.36% |  -2.054 us |  -9.12% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |      64       |      random      |  28.672 us |       0.00% |  26.617 us |       0.26% |  -2.055 us |  -7.17% |  🟡 ????  |
|    F32     |     I32      |        65536         |  2048   |       1       | quantized_random |  16.383 us |       0.70% |  14.895 us |       6.13% |  -1.488 us |  -9.08% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       2       | quantized_random |  16.379 us |       0.45% |  14.832 us |       5.85% |  -1.547 us |  -9.44% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       4       | quantized_random |  16.910 us |       5.28% |  15.809 us |       5.74% |  -1.102 us |  -6.52% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       8       | quantized_random |  18.430 us |       0.99% |  16.384 us |       0.00% |  -2.046 us | -11.10% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |      16       | quantized_random |  20.476 us |       0.33% |  18.434 us |       0.66% |  -2.043 us |  -9.98% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |      32       | quantized_random |  26.373 us |       2.60% |  24.564 us |       0.41% |  -1.809 us |  -6.86% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |      64       | quantized_random |  32.758 us |       0.21% |  30.721 us |       0.16% |  -2.038 us |  -6.22% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       1       |  relu_quantized  |  16.375 us |       0.32% |  14.858 us |       6.00% |  -1.517 us |  -9.26% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       2       |  relu_quantized  |  16.375 us |       0.30% |  14.946 us |       6.19% |  -1.429 us |  -8.73% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       4       |  relu_quantized  |  16.996 us |       5.42% |  15.801 us |       5.84% |  -1.196 us |  -7.03% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       8       |  relu_quantized  |  18.403 us |       0.83% |  16.378 us |       0.45% |  -2.024 us | -11.00% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |      16       |  relu_quantized  |  20.489 us |       0.81% |  18.431 us |       1.01% |  -2.057 us | -10.04% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |      32       |  relu_quantized  |  26.424 us |       2.27% |  24.574 us |       0.20% |  -1.850 us |  -7.00% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |      64       |  relu_quantized  |  32.761 us |       0.21% |  30.722 us |       0.16% |  -2.039 us |  -6.22% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       1       |    tie_heavy     |  16.387 us |       0.68% |  15.082 us |       6.52% |  -1.305 us |  -7.96% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       2       |    tie_heavy     |  16.375 us |       0.43% |  15.399 us |       6.59% |  -0.976 us |  -5.96% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       4       |    tie_heavy     |  16.832 us |       5.03% |  16.091 us |       4.31% |  -0.741 us |  -4.40% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       8       |    tie_heavy     |  18.424 us |       0.41% |  16.380 us |       0.40% |  -2.045 us | -11.10% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |      16       |    tie_heavy     |  20.537 us |       1.81% |  19.507 us |       5.25% |  -1.030 us |  -5.01% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |      32       |    tie_heavy     |  28.095 us |       3.26% |  25.904 us |       3.76% |  -2.191 us |  -7.80% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |      64       |    tie_heavy     |  34.816 us |       0.16% |  32.760 us |       0.37% |  -2.056 us |  -5.90% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       1       |    pivot_tie     |  16.381 us |       0.45% |  14.838 us |       5.95% |  -1.544 us |  -9.42% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       2       |    pivot_tie     |  16.377 us |       0.63% |  14.804 us |       5.81% |  -1.574 us |  -9.61% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       4       |    pivot_tie     |  16.554 us |       3.40% |  15.769 us |       5.91% |  -0.785 us |  -4.74% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       8       |    pivot_tie     |  18.429 us |       0.43% |  16.381 us |       0.47% |  -2.047 us | -11.11% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |      16       |    pivot_tie     |  22.477 us |       1.32% |  20.481 us |       0.26% |  -1.997 us |  -8.88% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |      32       |    pivot_tie     |  26.135 us |       3.34% |  24.330 us |       2.71% |  -1.804 us |  -6.90% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |      64       |    pivot_tie     |  30.508 us |       2.00% |  28.676 us |       0.25% |  -1.833 us |  -6.01% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       1       |      random      |  14.357 us |       1.59% |  14.335 us |       0.35% |  -0.023 us |  -0.16% |  🔵 SAME  |
|    F32     |     I32      |        131072        |   512   |       2       |      random      |  14.360 us |       1.82% |  14.333 us |       0.37% |  -0.027 us |  -0.19% |  🔵 SAME  |
|    F32     |     I32      |        131072        |   512   |       4       |      random      |  18.421 us |       0.48% |  16.379 us |       0.29% |  -2.042 us | -11.08% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       8       |      random      |  20.351 us |       2.37% |  18.422 us |       0.27% |  -1.928 us |  -9.47% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |      16       |      random      |  24.326 us |       2.74% |  20.478 us |       0.23% |  -3.849 us | -15.82% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |      32       |      random      |  26.622 us |       0.27% |  24.575 us |       0.31% |  -2.047 us |  -7.69% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |      64       |      random      |  42.829 us |       1.56% |  35.956 us |       2.90% |  -6.873 us | -16.05% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       1       | quantized_random |  16.386 us |       0.89% |  15.732 us |       6.03% |  -0.655 us |  -4.00% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       2       | quantized_random |  17.826 us |       5.12% |  16.382 us |       0.54% |  -1.444 us |  -8.10% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       4       | quantized_random |  18.440 us |       0.74% |  16.379 us |       0.45% |  -2.061 us | -11.18% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       8       | quantized_random |  20.471 us |       0.24% |  18.427 us |       0.29% |  -2.044 us |  -9.99% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |      16       | quantized_random |  22.587 us |       1.43% |  22.161 us |       3.51% |  -0.426 us |  -1.89% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |      32       | quantized_random |  28.679 us |       0.48% |  24.759 us |       2.42% |  -3.919 us | -13.67% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |      64       | quantized_random |  45.305 us |       1.81% |  38.586 us |       2.02% |  -6.719 us | -14.83% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       1       |  relu_quantized  |  16.379 us |       0.59% |  15.655 us |       6.22% |  -0.724 us |  -4.42% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       2       |  relu_quantized  |  17.780 us |       5.25% |  16.373 us |       0.64% |  -1.407 us |  -7.91% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       4       |  relu_quantized  |  18.421 us |       0.62% |  16.382 us |       0.44% |  -2.039 us | -11.07% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       8       |  relu_quantized  |  20.471 us |       0.41% |  18.426 us |       0.30% |  -2.045 us |  -9.99% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |      16       |  relu_quantized  |  22.547 us |       1.19% |  22.085 us |       3.73% |  -0.462 us |  -2.05% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |      32       |  relu_quantized  |  28.659 us |       0.34% |  24.783 us |       2.55% |  -3.876 us | -13.52% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |      64       |  relu_quantized  |  45.313 us |       1.76% |  38.562 us |       2.02% |  -6.752 us | -14.90% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       1       |    tie_heavy     |  18.425 us |       0.51% |  16.382 us |       0.53% |  -2.042 us | -11.08% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       2       |    tie_heavy     |  18.420 us |       0.29% |  16.376 us |       0.61% |  -2.044 us | -11.10% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       4       |    tie_heavy     |  18.417 us |       0.27% |  16.510 us |       3.08% |  -1.907 us | -10.36% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       8       |    tie_heavy     |  20.506 us |       1.29% |  18.523 us |       2.29% |  -1.983 us |  -9.67% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |      16       |    tie_heavy     |  24.841 us |       2.78% |  24.512 us |       1.36% |  -0.328 us |  -1.32% |  🔵 SAME  |
|    F32     |     I32      |        131072        |   512   |      32       |    tie_heavy     |  34.809 us |       0.18% |  30.689 us |       0.59% |  -4.119 us | -11.83% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |      64       |    tie_heavy     |  49.119 us |       1.09% |  41.730 us |       2.44% |  -7.388 us | -15.04% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       1       |    pivot_tie     |  18.430 us |       0.30% |  16.380 us |       0.42% |  -2.050 us | -11.12% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       2       |    pivot_tie     |  18.427 us |       0.27% |  16.373 us |       0.32% |  -2.054 us | -11.15% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       4       |    pivot_tie     |  18.426 us |       0.41% |  16.633 us |       3.98% |  -1.793 us |  -9.73% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       8       |    pivot_tie     |  20.678 us |       2.93% |  19.923 us |       4.57% |  -0.755 us |  -3.65% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |      16       |    pivot_tie     |  24.571 us |       0.21% |  24.571 us |       0.21% |   0.001 us |   0.00% |  🔵 SAME  |
|    F32     |     I32      |        131072        |   512   |      32       |    pivot_tie     |  31.257 us |       2.90% |  28.667 us |       0.17% |  -2.590 us |  -8.29% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |      64       |    pivot_tie     |  45.391 us |       1.75% |  40.356 us |       2.46% |  -5.035 us | -11.09% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       1       |      random      |  15.963 us |       5.10% |  14.329 us |       0.60% |  -1.634 us | -10.23% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       2       |      random      |  16.379 us |       0.32% |  14.331 us |       0.80% |  -2.048 us | -12.50% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       4       |      random      |  16.373 us |       0.28% |  14.356 us |       1.62% |  -2.017 us | -12.32% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       8       |      random      |  17.403 us |       5.88% |  16.369 us |       0.51% |  -1.034 us |  -5.94% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      16       |      random      |  24.564 us |       0.43% |  22.505 us |       0.49% |  -2.059 us |  -8.38% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      32       |      random      |  28.678 us |       0.49% |  26.325 us |       2.74% |  -2.352 us |  -8.20% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      64       |      random      |  43.035 us |       2.39% |  37.183 us |       3.21% |  -5.853 us | -13.60% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       1       | quantized_random |  18.418 us |       0.63% |  16.371 us |       0.51% |  -2.047 us | -11.11% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       2       | quantized_random |  18.417 us |       0.56% |  16.379 us |       0.41% |  -2.037 us | -11.06% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       4       | quantized_random |  18.426 us |       0.35% |  16.389 us |       1.05% |  -2.037 us | -11.05% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       8       | quantized_random |  20.473 us |       0.24% |  18.429 us |       0.47% |  -2.044 us |  -9.99% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      16       | quantized_random |  24.803 us |       2.60% |  22.494 us |       0.73% |  -2.310 us |  -9.31% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      32       | quantized_random |  30.969 us |       2.19% |  26.620 us |       0.46% |  -4.350 us | -14.05% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      64       | quantized_random |  47.921 us |       2.13% |  40.952 us |       1.27% |  -6.970 us | -14.54% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       1       |  relu_quantized  |  17.841 us |       5.18% |  16.381 us |       0.31% |  -1.460 us |  -8.18% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       2       |  relu_quantized  |  18.425 us |       0.47% |  16.374 us |       0.37% |  -2.051 us | -11.13% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       4       |  relu_quantized  |  18.420 us |       0.42% |  16.391 us |       1.16% |  -2.029 us | -11.02% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       8       |  relu_quantized  |  20.481 us |       0.26% |  18.426 us |       0.35% |  -2.055 us | -10.03% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      16       |  relu_quantized  |  24.761 us |       2.41% |  22.514 us |       0.40% |  -2.247 us |  -9.07% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      32       |  relu_quantized  |  30.896 us |       1.89% |  26.619 us |       0.43% |  -4.277 us | -13.84% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      64       |  relu_quantized  |  47.804 us |       2.05% |  40.885 us |       1.55% |  -6.919 us | -14.47% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       1       |    tie_heavy     |  18.438 us |       0.63% |  16.386 us |       0.79% |  -2.051 us | -11.13% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       2       |    tie_heavy     |  18.618 us |       3.19% |  17.463 us |       5.87% |  -1.155 us |  -6.20% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       4       |    tie_heavy     |  20.475 us |       0.25% |  18.433 us |       0.40% |  -2.042 us |  -9.97% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       8       |    tie_heavy     |  20.473 us |       0.59% |  18.535 us |       2.40% |  -1.938 us |  -9.47% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      16       |    tie_heavy     |  26.192 us |       3.16% |  24.541 us |       0.80% |  -1.651 us |  -6.30% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      32       |    tie_heavy     |  34.811 us |       0.19% |  28.971 us |       2.42% |  -5.841 us | -16.78% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      64       |    tie_heavy     |  49.846 us |       2.00% |  44.620 us |       2.11% |  -5.226 us | -10.48% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       1       |    pivot_tie     |  18.424 us |       0.29% |  16.384 us |       0.00% |  -2.040 us | -11.07% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       2       |    pivot_tie     |  18.423 us |       0.48% |  16.392 us |       1.01% |  -2.031 us | -11.02% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       4       |    pivot_tie     |  18.427 us |       0.46% |  16.418 us |       1.17% |  -2.009 us | -10.90% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       8       |    pivot_tie     |  20.181 us |       3.52% |  18.406 us |       0.97% |  -1.776 us |  -8.80% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      16       |    pivot_tie     |  24.562 us |       0.33% |  22.668 us |       2.28% |  -1.894 us |  -7.71% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      32       |    pivot_tie     |  32.602 us |       1.67% |  27.184 us |       3.36% |  -5.418 us | -16.62% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      64       |    pivot_tie     |  44.713 us |       2.26% |  38.486 us |       2.40% |  -6.227 us | -13.93% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       1       |      random      |  16.368 us |       0.53% |  14.362 us |       1.36% |  -2.007 us | -12.26% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       2       |      random      |  16.378 us |       0.31% |  14.348 us |       1.58% |  -2.030 us | -12.39% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       4       |      random      |  20.449 us |       1.06% |  18.416 us |       0.82% |  -2.033 us |  -9.94% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       8       |      random      |  20.320 us |       2.62% |  18.412 us |       0.91% |  -1.908 us |  -9.39% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |      16       |      random      |  22.515 us |       0.44% |  20.482 us |       1.12% |  -2.032 us |  -9.03% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |      32       |      random      |  28.070 us |       3.29% |  26.548 us |       1.10% |  -1.522 us |  -5.42% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |      64       |      random      |  42.749 us |       2.34% |  39.064 us |       1.85% |  -3.684 us |  -8.62% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       1       | quantized_random |  18.431 us |       0.47% |  16.638 us |       3.37% |  -1.793 us |  -9.73% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       2       | quantized_random |  18.424 us |       0.42% |  16.945 us |       5.16% |  -1.479 us |  -8.02% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       4       | quantized_random |  18.496 us |       2.06% |  17.592 us |       5.43% |  -0.904 us |  -4.89% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       8       | quantized_random |  20.870 us |       3.81% |  19.384 us |       4.97% |  -1.485 us |  -7.12% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |      16       | quantized_random |  25.427 us |       3.97% |  23.070 us |       3.69% |  -2.356 us |  -9.27% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |      32       | quantized_random |  32.974 us |       1.89% |  31.567 us |       3.06% |  -1.406 us |  -4.27% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |      64       | quantized_random |  48.954 us |       1.85% |  44.728 us |       1.79% |  -4.227 us |  -8.63% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       1       |  relu_quantized  |  18.430 us |       0.59% |  16.895 us |       4.76% |  -1.535 us |  -8.33% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       2       |  relu_quantized  |  18.424 us |       0.28% |  16.741 us |       4.13% |  -1.683 us |  -9.13% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       4       |  relu_quantized  |  18.479 us |       1.80% |  17.568 us |       5.57% |  -0.911 us |  -4.93% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       8       |  relu_quantized  |  20.917 us |       3.97% |  19.240 us |       5.08% |  -1.677 us |  -8.02% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |      16       |  relu_quantized  |  25.558 us |       4.02% |  22.998 us |       3.47% |  -2.560 us | -10.02% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |      32       |  relu_quantized  |  32.973 us |       1.86% |  31.493 us |       2.96% |  -1.480 us |  -4.49% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |      64       |  relu_quantized  |  48.859 us |       1.81% |  44.639 us |       1.86% |  -4.220 us |  -8.64% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       1       |    tie_heavy     |  18.629 us |       3.24% |  17.906 us |       4.90% |  -0.724 us |  -3.88% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       2       |    tie_heavy     |  18.533 us |       2.44% |  18.423 us |       0.73% |  -0.110 us |  -0.60% |  🔵 SAME  |
|    F32     |     I32      |        131072        |  2048   |       4       |    tie_heavy     |  19.713 us |       5.03% |  18.421 us |       0.60% |  -1.292 us |  -6.55% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       8       |    tie_heavy     |  22.516 us |       0.19% |  20.476 us |       0.25% |  -2.040 us |  -9.06% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |      16       |    tie_heavy     |  28.655 us |       0.52% |  26.426 us |       2.24% |  -2.229 us |  -7.78% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |      32       |    tie_heavy     |  38.662 us |       1.70% |  36.865 us |       0.33% |  -1.797 us |  -4.65% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |      64       |    tie_heavy     |  55.479 us |       2.56% |  51.339 us |       2.31% |  -4.140 us |  -7.46% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       1       |    pivot_tie     |  18.423 us |       0.50% |  16.382 us |       0.43% |  -2.041 us | -11.08% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       2       |    pivot_tie     |  18.420 us |       0.45% |  16.378 us |       0.58% |  -2.042 us | -11.09% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       4       |    pivot_tie     |  18.511 us |       2.27% |  17.376 us |       5.91% |  -1.135 us |  -6.13% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       8       |    pivot_tie     |  20.506 us |       1.20% |  20.373 us |       2.17% |  -0.132 us |  -0.65% |  🔵 SAME  |
|    F32     |     I32      |        131072        |  2048   |      16       |    pivot_tie     |  25.199 us |       3.76% |  23.475 us |       4.35% |  -1.724 us |  -6.84% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |      32       |    pivot_tie     |  32.072 us |       2.99% |  30.775 us |       1.13% |  -1.296 us |  -4.04% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |      64       |    pivot_tie     |  46.444 us |       2.34% |  42.808 us |       1.94% |  -3.635 us |  -7.83% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       1       |      random      |  16.377 us |       0.41% |  14.350 us |       1.33% |  -2.028 us | -12.38% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       2       |      random      |  21.617 us |       4.67% |  18.422 us |       0.28% |  -3.194 us | -14.78% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       4       |      random      |  22.233 us |       3.21% |  18.534 us |       2.43% |  -3.700 us | -16.64% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       8       |      random      |  22.525 us |       0.49% |  20.119 us |       3.81% |  -2.406 us | -10.68% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      16       |      random      |  28.252 us |       2.92% |  24.579 us |       0.56% |  -3.673 us | -13.00% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      32       |      random      |  46.164 us |       2.48% |  39.521 us |       2.94% |  -6.643 us | -14.39% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      64       |      random      |  61.554 us |       1.57% |  50.898 us |       2.12% | -10.656 us | -17.31% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       1       | quantized_random |  16.383 us |       0.45% |  14.347 us |       1.26% |  -2.036 us | -12.43% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       2       | quantized_random |  20.487 us |       0.88% |  18.431 us |       0.36% |  -2.056 us | -10.04% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       4       | quantized_random |  22.541 us |       0.88% |  20.492 us |       1.59% |  -2.049 us |  -9.09% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       8       | quantized_random |  23.400 us |       4.31% |  20.468 us |       0.37% |  -2.932 us | -12.53% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      16       | quantized_random |  30.642 us |       1.27% |  26.622 us |       0.36% |  -4.020 us | -13.12% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      32       | quantized_random |  51.740 us |       2.43% |  43.151 us |       1.44% |  -8.589 us | -16.60% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      64       | quantized_random |  71.257 us |       2.39% |  58.142 us |       2.45% | -13.115 us | -18.41% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       1       |  relu_quantized  |  16.371 us |       0.29% |  14.329 us |       0.27% |  -2.042 us | -12.47% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       2       |  relu_quantized  |  20.486 us |       0.78% |  18.433 us |       0.36% |  -2.052 us | -10.02% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       4       |  relu_quantized  |  22.541 us |       0.76% |  20.464 us |       0.65% |  -2.077 us |  -9.22% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       8       |  relu_quantized  |  23.500 us |       4.32% |  20.485 us |       0.37% |  -3.015 us | -12.83% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      16       |  relu_quantized  |  30.559 us |       1.75% |  26.646 us |       0.97% |  -3.913 us | -12.80% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      32       |  relu_quantized  |  51.676 us |       2.31% |  43.125 us |       1.48% |  -8.551 us | -16.55% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      64       |  relu_quantized  |  71.268 us |       2.09% |  58.345 us |       2.49% | -12.923 us | -18.13% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       1       |    tie_heavy     |  21.407 us |       4.76% |  18.427 us |       0.41% |  -2.980 us | -13.92% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       2       |    tie_heavy     |  21.996 us |       4.01% |  18.423 us |       0.67% |  -3.573 us | -16.24% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       4       |    tie_heavy     |  22.521 us |       0.40% |  20.302 us |       2.87% |  -2.219 us |  -9.85% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       8       |    tie_heavy     |  24.729 us |       2.27% |  20.514 us |       1.34% |  -4.215 us | -17.05% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      16       |    tie_heavy     |  34.482 us |       2.15% |  30.724 us |       0.44% |  -3.759 us | -10.90% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      32       |    tie_heavy     |  53.390 us |       2.36% |  44.274 us |       2.30% |  -9.116 us | -17.07% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      64       |    tie_heavy     |  72.857 us |       2.36% |  59.060 us |       1.94% | -13.796 us | -18.94% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       1       |    pivot_tie     |  21.112 us |       4.48% |  18.423 us |       0.30% |  -2.688 us | -12.73% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       2       |    pivot_tie     |  21.321 us |       4.67% |  18.427 us |       0.59% |  -2.894 us | -13.57% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       4       |    pivot_tie     |  22.521 us |       0.31% |  20.464 us |       0.78% |  -2.057 us |  -9.13% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       8       |    pivot_tie     |  24.934 us |       3.10% |  22.019 us |       3.94% |  -2.915 us | -11.69% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      16       |    pivot_tie     |  32.576 us |       1.81% |  29.294 us |       3.13% |  -3.282 us | -10.08% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      32       |    pivot_tie     |  51.856 us |       2.34% |  44.135 us |       2.30% |  -7.721 us | -14.89% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      64       |    pivot_tie     |  70.748 us |       1.86% |  59.003 us |       2.33% | -11.745 us | -16.60% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       1       |      random      |  20.715 us |       3.14% |  20.489 us |       1.57% |  -0.226 us |  -1.09% |  🔵 SAME  |
|    F32     |     I32      |        262144        |  1024   |       2       |      random      |  21.494 us |       4.74% |  20.472 us |       1.51% |  -1.022 us |  -4.76% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       4       |      random      |  22.522 us |       0.35% |  20.533 us |       1.22% |  -1.988 us |  -8.83% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       8       |      random      |  22.536 us |       0.83% |  22.338 us |       2.25% |  -0.198 us |  -0.88% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |      16       |      random      |  29.290 us |       3.19% |  28.571 us |       1.19% |  -0.720 us |  -2.46% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |      32       |      random      |  38.639 us |       1.87% |  35.513 us |       2.74% |  -3.126 us |  -8.09% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |      64       |      random      |  64.151 us |       1.70% |  59.394 us |       1.68% |  -4.757 us |  -7.41% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       1       | quantized_random |  21.712 us |       4.58% |  20.526 us |       1.50% |  -1.185 us |  -5.46% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       2       | quantized_random |  22.307 us |       2.81% |  20.560 us |       1.36% |  -1.747 us |  -7.83% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       4       | quantized_random |  22.528 us |       0.19% |  20.640 us |       2.37% |  -1.888 us |  -8.38% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       8       | quantized_random |  22.566 us |       1.39% |  22.483 us |       1.48% |  -0.083 us |  -0.37% |  🔵 SAME  |
|    F32     |     I32      |        262144        |  1024   |      16       | quantized_random |  32.741 us |       0.62% |  30.837 us |       1.12% |  -1.905 us |  -5.82% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |      32       | quantized_random |  46.886 us |       1.34% |  43.050 us |       0.72% |  -3.836 us |  -8.18% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |      64       | quantized_random |  69.452 us |       1.78% |  63.766 us |       1.49% |  -5.686 us |  -8.19% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       1       |  relu_quantized  |  21.769 us |       4.48% |  20.497 us |       1.19% |  -1.272 us |  -5.84% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       2       |  relu_quantized  |  22.518 us |       0.40% |  20.574 us |       1.51% |  -1.944 us |  -8.63% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       4       |  relu_quantized  |  22.525 us |       0.22% |  20.605 us |       1.98% |  -1.920 us |  -8.52% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       8       |  relu_quantized  |  22.560 us |       1.19% |  22.483 us |       1.53% |  -0.077 us |  -0.34% |  🔵 SAME  |
|    F32     |     I32      |        262144        |  1024   |      16       |  relu_quantized  |  32.748 us |       0.50% |  30.827 us |       1.08% |  -1.920 us |  -5.86% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |      32       |  relu_quantized  |  46.749 us |       1.63% |  43.027 us |       0.89% |  -3.723 us |  -7.96% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |      64       |  relu_quantized  |  69.190 us |       1.93% |  63.776 us |       1.49% |  -5.413 us |  -7.82% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       1       |    tie_heavy     |  22.549 us |       1.17% |  21.672 us |       4.44% |  -0.876 us |  -3.89% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       2       |    tie_heavy     |  22.571 us |       1.34% |  22.452 us |       1.31% |  -0.119 us |  -0.53% |  🔵 SAME  |
|    F32     |     I32      |        262144        |  1024   |       4       |    tie_heavy     |  24.342 us |       2.58% |  22.514 us |       1.49% |  -1.829 us |  -7.51% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       8       |    tie_heavy     |  24.576 us |       0.31% |  22.633 us |       1.37% |  -1.942 us |  -7.90% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |      16       |    tie_heavy     |  34.810 us |       0.19% |  32.865 us |       0.94% |  -1.944 us |  -5.59% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |      32       |    tie_heavy     |  52.995 us |       1.25% |  48.938 us |       1.50% |  -4.057 us |  -7.66% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |      64       |    tie_heavy     |  77.822 us |       1.27% |  71.121 us |       1.58% |  -6.701 us |  -8.61% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       1       |    pivot_tie     |  20.630 us |       2.57% |  20.426 us |       1.82% |  -0.204 us |  -0.99% |  🔵 SAME  |
|    F32     |     I32      |        262144        |  1024   |       2       |    pivot_tie     |  21.594 us |       4.73% |  20.479 us |       1.43% |  -1.115 us |  -5.16% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       4       |    pivot_tie     |  22.519 us |       0.41% |  20.560 us |       1.50% |  -1.959 us |  -8.70% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       8       |    pivot_tie     |  22.966 us |       3.67% |  22.459 us |       1.32% |  -0.507 us |  -2.21% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |      16       |    pivot_tie     |  31.236 us |       2.84% |  30.575 us |       1.63% |  -0.661 us |  -2.12% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |      32       |    pivot_tie     |  45.015 us |       0.65% |  41.215 us |       2.14% |  -3.800 us |  -8.44% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |      64       |    pivot_tie     |  67.343 us |       1.48% |  63.304 us |       1.56% |  -4.039 us |  -6.00% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |       1       |      random      |  18.422 us |       0.42% |  16.486 us |       2.30% |  -1.936 us | -10.51% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |       2       |      random      |  18.432 us |       0.38% |  17.184 us |       5.48% |  -1.248 us |  -6.77% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |       4       |      random      |  18.429 us |       0.41% |  18.342 us |       1.76% |  -0.087 us |  -0.47% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |       8       |      random      |  20.468 us |       0.32% |  20.432 us |       1.42% |  -0.035 us |  -0.17% |  🔵 SAME  |
|    F32     |     I32      |        262144        |  2048   |      16       |      random      |  30.998 us |       2.28% |  28.756 us |       1.11% |  -2.243 us |  -7.23% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |      32       |      random      |  44.839 us |       1.42% |  41.062 us |       0.98% |  -3.777 us |  -8.42% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |      64       |      random      |  63.068 us |       2.40% |  58.669 us |       2.24% |  -4.399 us |  -6.98% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |       1       | quantized_random |  20.581 us |       2.22% |  20.444 us |       1.11% |  -0.136 us |  -0.66% |  🔵 SAME  |
|    F32     |     I32      |        262144        |  2048   |       2       | quantized_random |  21.455 us |       4.78% |  20.435 us |       1.22% |  -1.020 us |  -4.75% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |       4       | quantized_random |  22.507 us |       0.81% |  20.475 us |       1.43% |  -2.032 us |  -9.03% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |       8       | quantized_random |  24.563 us |       0.50% |  22.583 us |       1.16% |  -1.980 us |  -8.06% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |      16       | quantized_random |  32.757 us |       0.34% |  30.745 us |       0.55% |  -2.012 us |  -6.14% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |      32       | quantized_random |  52.258 us |       1.95% |  48.348 us |       2.03% |  -3.911 us |  -7.48% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |      64       | quantized_random |  72.649 us |       2.37% |  67.738 us |       2.90% |  -4.911 us |  -6.76% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |       1       |  relu_quantized  |  20.624 us |       2.59% |  20.423 us |       1.17% |  -0.201 us |  -0.98% |  🔵 SAME  |
|    F32     |     I32      |        262144        |  2048   |       2       |  relu_quantized  |  21.449 us |       4.78% |  20.397 us |       1.83% |  -1.052 us |  -4.90% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |       4       |  relu_quantized  |  22.511 us |       0.54% |  20.493 us |       1.77% |  -2.018 us |  -8.97% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |       8       |  relu_quantized  |  24.577 us |       0.20% |  22.650 us |       1.49% |  -1.927 us |  -7.84% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |      16       |  relu_quantized  |  32.739 us |       0.71% |  30.720 us |       1.18% |  -2.019 us |  -6.17% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |      32       |  relu_quantized  |  52.385 us |       1.95% |  48.413 us |       1.94% |  -3.972 us |  -7.58% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |      64       |  relu_quantized  |  72.451 us |       2.43% |  67.525 us |       2.91% |  -4.926 us |  -6.80% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |       1       |    tie_heavy     |  22.529 us |       0.21% |  20.531 us |       1.12% |  -1.998 us |  -8.87% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |       2       |    tie_heavy     |  22.521 us |       0.22% |  20.533 us |       1.47% |  -1.988 us |  -8.83% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |       4       |    tie_heavy     |  22.525 us |       0.54% |  21.415 us |       4.79% |  -1.110 us |  -4.93% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |       8       |    tie_heavy     |  26.550 us |       1.33% |  24.573 us |       0.43% |  -1.977 us |  -7.44% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |      16       |    tie_heavy     |  34.066 us |       2.90% |  32.758 us |       0.26% |  -1.308 us |  -3.84% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |      32       |    tie_heavy     |  55.299 us |       1.54% |  52.058 us |       2.08% |  -3.242 us |  -5.86% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |      64       |    tie_heavy     |  79.009 us |       1.89% |  73.738 us |       1.79% |  -5.271 us |  -6.67% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |       1       |    pivot_tie     |  20.623 us |       2.60% |  20.365 us |       2.14% |  -0.257 us |  -1.25% |  🔵 SAME  |
|    F32     |     I32      |        262144        |  2048   |       2       |    pivot_tie     |  21.323 us |       4.69% |  20.019 us |       4.27% |  -1.304 us |  -6.12% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |       4       |    pivot_tie     |  22.034 us |       3.98% |  20.478 us |       0.38% |  -1.556 us |  -7.06% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |       8       |    pivot_tie     |  24.572 us |       0.40% |  22.521 us |       0.30% |  -2.050 us |  -8.34% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |      16       |    pivot_tie     |  30.758 us |       1.00% |  30.705 us |       0.36% |  -0.053 us |  -0.17% |  🔵 SAME  |
|    F32     |     I32      |        262144        |  2048   |      32       |    pivot_tie     |  49.672 us |       2.31% |  46.043 us |       2.51% |  -3.630 us |  -7.31% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |      64       |    pivot_tie     |  68.749 us |       1.89% |  64.785 us |       2.90% |  -3.964 us |  -5.77% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       1       |      random      |  22.961 us |       3.60% |  22.522 us |       0.42% |  -0.439 us |  -1.91% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       2       |      random      |  23.968 us |       3.86% |  22.516 us |       0.20% |  -1.452 us |  -6.06% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       4       |      random      |  24.575 us |       0.38% |  22.544 us |       0.93% |  -2.031 us |  -8.26% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       8       |      random      |  28.663 us |       0.30% |  26.607 us |       0.56% |  -2.056 us |  -7.17% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      16       |      random      |  52.003 us |       1.91% |  48.229 us |       2.10% |  -3.774 us |  -7.26% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      32       |      random      |  65.402 us |       0.76% |  59.563 us |       0.95% |  -5.839 us |  -8.93% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      64       |      random      | 112.832 us |       0.57% | 100.852 us |       0.97% | -11.980 us | -10.62% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       1       | quantized_random |  22.514 us |       0.64% |  20.491 us |       1.10% |  -2.023 us |  -8.99% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       2       | quantized_random |  25.633 us |       3.97% |  23.998 us |       3.81% |  -1.635 us |  -6.38% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       4       | quantized_random |  26.603 us |       0.66% |  24.577 us |       1.38% |  -2.027 us |  -7.62% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       8       | quantized_random |  30.295 us |       2.71% |  28.483 us |       2.03% |  -1.813 us |  -5.98% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      16       | quantized_random |  53.561 us |       1.35% |  49.146 us |       0.16% |  -4.415 us |  -8.24% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      32       | quantized_random |  75.776 us |       0.00% |  68.252 us |       1.41% |  -7.524 us |  -9.93% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      64       | quantized_random | 131.912 us |       0.87% | 115.940 us |       0.89% | -15.972 us | -12.11% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       1       |  relu_quantized  |  22.520 us |       0.41% |  20.475 us |       0.35% |  -2.045 us |  -9.08% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       2       |  relu_quantized  |  25.760 us |       3.89% |  24.297 us |       2.86% |  -1.463 us |  -5.68% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       4       |  relu_quantized  |  26.557 us |       1.21% |  24.563 us |       0.22% |  -1.994 us |  -7.51% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       8       |  relu_quantized  |  30.627 us |       1.27% |  28.667 us |       0.18% |  -1.961 us |  -6.40% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      16       |  relu_quantized  |  53.627 us |       1.43% |  48.928 us |       1.29% |  -4.699 us |  -8.76% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      32       |  relu_quantized  |  75.675 us |       0.64% |  68.009 us |       1.22% |  -7.666 us | -10.13% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      64       |  relu_quantized  | 132.025 us |       0.82% | 115.720 us |       0.91% | -16.305 us | -12.35% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       1       |    tie_heavy     |  26.438 us |       1.94% |  24.566 us |       0.24% |  -1.872 us |  -7.08% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       2       |    tie_heavy     |  26.595 us |       1.04% |  24.574 us |       0.36% |  -2.020 us |  -7.60% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       4       |    tie_heavy     |  26.733 us |       1.20% |  24.716 us |       2.12% |  -2.018 us |  -7.55% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       8       |    tie_heavy     |  33.083 us |       2.03% |  30.718 us |       0.44% |  -2.366 us |  -7.15% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      16       |    tie_heavy     |  59.055 us |       1.21% |  53.548 us |       1.39% |  -5.507 us |  -9.33% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      32       |    tie_heavy     |  84.182 us |       1.06% |  76.001 us |       0.84% |  -8.181 us |  -9.72% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      64       |    tie_heavy     | 141.981 us |       0.79% | 124.809 us |       1.03% | -17.173 us | -12.09% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       1       |    pivot_tie     |  26.318 us |       2.53% |  24.563 us |       0.17% |  -1.755 us |  -6.67% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       2       |    pivot_tie     |  26.590 us |       0.83% |  24.569 us |       0.23% |  -2.020 us |  -7.60% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       4       |    pivot_tie     |  26.647 us |       0.71% |  24.870 us |       2.89% |  -1.777 us |  -6.67% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       8       |    pivot_tie     |  31.166 us |       2.68% |  29.589 us |       3.41% |  -1.577 us |  -5.06% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      16       |    pivot_tie     |  54.661 us |       1.69% |  49.243 us |       0.90% |  -5.418 us |  -9.91% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      32       |    pivot_tie     |  79.696 us |       0.71% |  71.669 us |       0.12% |  -8.027 us | -10.07% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      64       |    pivot_tie     | 136.350 us |       0.86% | 118.716 us |       0.76% | -17.633 us | -12.93% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       1       |      random      |  19.186 us |       4.96% |  18.347 us |       1.67% |  -0.838 us |  -4.37% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       2       |      random      |  20.423 us |       1.38% |  18.415 us |       1.93% |  -2.008 us |  -9.83% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       4       |      random      |  20.438 us |       1.54% |  18.500 us |       1.48% |  -1.937 us |  -9.48% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       8       |      random      |  22.882 us |       3.18% |  22.419 us |       1.46% |  -0.462 us |  -2.02% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      16       |      random      |  47.191 us |       0.92% |  43.141 us |       0.94% |  -4.050 us |  -8.58% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      32       |      random      |  71.653 us |       0.67% |  64.147 us |       1.48% |  -7.505 us | -10.47% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      64       |      random      | 117.642 us |       0.87% | 102.994 us |       0.94% | -14.647 us | -12.45% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       1       | quantized_random |  25.223 us |       3.68% |  24.122 us |       3.33% |  -1.101 us |  -4.37% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       2       | quantized_random |  26.660 us |       1.15% |  24.502 us |       1.26% |  -2.158 us |  -8.09% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       4       | quantized_random |  26.561 us |       1.17% |  24.612 us |       1.42% |  -1.949 us |  -7.34% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       8       | quantized_random |  32.741 us |       1.01% |  29.930 us |       3.03% |  -2.811 us |  -8.59% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      16       | quantized_random |  51.193 us |       0.52% |  47.009 us |       0.76% |  -4.184 us |  -8.17% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      32       | quantized_random |  75.632 us |       0.76% |  67.979 us |       1.10% |  -7.652 us | -10.12% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      64       | quantized_random | 134.370 us |       0.90% | 119.480 us |       0.93% | -14.889 us | -11.08% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       1       |  relu_quantized  |  25.355 us |       3.73% |  24.045 us |       3.47% |  -1.311 us |  -5.17% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       2       |  relu_quantized  |  26.646 us |       0.91% |  24.485 us |       1.35% |  -2.161 us |  -8.11% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       4       |  relu_quantized  |  26.599 us |       1.24% |  24.472 us |       1.48% |  -2.128 us |  -8.00% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       8       |  relu_quantized  |  32.770 us |       0.97% |  29.936 us |       3.13% |  -2.833 us |  -8.65% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      16       |  relu_quantized  |  51.228 us |       0.62% |  46.541 us |       1.90% |  -4.686 us |  -9.15% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      32       |  relu_quantized  |  75.618 us |       0.73% |  67.788 us |       0.82% |  -7.830 us | -10.36% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      64       |  relu_quantized  | 134.193 us |       0.86% | 119.552 us |       0.91% | -14.641 us | -10.91% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       1       |    tie_heavy     |  26.526 us |       1.37% |  24.476 us |       1.44% |  -2.049 us |  -7.73% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       2       |    tie_heavy     |  26.623 us |       1.35% |  24.639 us |       1.28% |  -1.984 us |  -7.45% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       4       |    tie_heavy     |  26.693 us |       1.10% |  24.665 us |       1.18% |  -2.028 us |  -7.60% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       8       |    tie_heavy     |  33.201 us |       2.25% |  30.828 us |       1.36% |  -2.373 us |  -7.15% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      16       |    tie_heavy     |  60.702 us |       1.52% |  55.329 us |       0.44% |  -5.373 us |  -8.85% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      32       |    tie_heavy     |  86.471 us |       1.35% |  78.246 us |       1.09% |  -8.226 us |  -9.51% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      64       |    tie_heavy     | 142.754 us |       0.83% | 128.266 us |       1.01% | -14.489 us | -10.15% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       1       |    pivot_tie     |  26.724 us |       1.20% |  24.570 us |       0.46% |  -2.154 us |  -8.06% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       2       |    pivot_tie     |  26.791 us |       1.89% |  24.613 us |       1.40% |  -2.179 us |  -8.13% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       4       |    pivot_tie     |  26.818 us |       1.80% |  24.591 us |       0.94% |  -2.227 us |  -8.30% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       8       |    pivot_tie     |  32.293 us |       2.50% |  29.122 us |       2.89% |  -3.171 us |  -9.82% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      16       |    pivot_tie     |  55.051 us |       1.21% |  49.480 us |       1.53% |  -5.571 us | -10.12% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      32       |    pivot_tie     |  79.897 us |       0.51% |  71.646 us |       0.41% |  -8.251 us | -10.33% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      64       |    pivot_tie     | 137.333 us |       0.67% | 118.886 us |       0.96% | -18.447 us | -13.43% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       1       |      random      |  20.537 us |       1.22% |  18.435 us |       0.61% |  -2.102 us | -10.23% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       2       |      random      |  24.640 us |       1.29% |  22.531 us |       0.42% |  -2.110 us |  -8.56% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       4       |      random      |  24.647 us |       1.14% |  22.526 us |       0.47% |  -2.121 us |  -8.60% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       8       |      random      |  30.444 us |       2.22% |  26.619 us |       0.34% |  -3.825 us | -12.56% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      16       |      random      |  51.077 us |       0.92% |  45.076 us |       0.52% |  -6.001 us | -11.75% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      32       |      random      |  76.857 us |       1.28% |  67.603 us |       0.30% |  -9.255 us | -12.04% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      64       |      random      | 127.207 us |       0.50% | 109.522 us |       0.94% | -17.684 us | -13.90% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       1       | quantized_random |  26.693 us |       1.18% |  24.361 us |       2.51% |  -2.332 us |  -8.74% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       2       | quantized_random |  26.714 us |       1.25% |  24.271 us |       2.98% |  -2.443 us |  -9.14% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       4       | quantized_random |  26.717 us |       1.09% |  24.573 us |       0.35% |  -2.145 us |  -8.03% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       8       | quantized_random |  31.589 us |       3.07% |  28.665 us |       0.38% |  -2.923 us |  -9.25% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      16       | quantized_random |  54.610 us |       1.66% |  48.750 us |       1.65% |  -5.861 us | -10.73% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      32       | quantized_random |  79.686 us |       0.75% |  71.450 us |       0.89% |  -8.236 us | -10.34% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      64       | quantized_random | 135.931 us |       0.74% | 118.424 us |       0.90% | -17.506 us | -12.88% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       1       |  relu_quantized  |  26.779 us |       1.63% |  23.787 us |       4.16% |  -2.992 us | -11.17% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       2       |  relu_quantized  |  26.766 us |       1.39% |  24.059 us |       3.66% |  -2.707 us | -10.11% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       4       |  relu_quantized  |  26.700 us |       1.01% |  24.565 us |       0.43% |  -2.135 us |  -8.00% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       8       |  relu_quantized  |  31.632 us |       3.05% |  28.660 us |       0.46% |  -2.972 us |  -9.40% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      16       |  relu_quantized  |  54.553 us |       1.70% |  48.524 us |       1.92% |  -6.029 us | -11.05% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      32       |  relu_quantized  |  79.662 us |       0.75% |  70.799 us |       1.46% |  -8.862 us | -11.12% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      64       |  relu_quantized  | 135.782 us |       0.68% | 118.269 us |       0.77% | -17.513 us | -12.90% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       1       |    tie_heavy     |  27.704 us |       3.47% |  24.584 us |       1.11% |  -3.120 us | -11.26% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       2       |    tie_heavy     |  28.408 us |       2.01% |  24.618 us |       0.86% |  -3.790 us | -13.34% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       4       |    tie_heavy     |  28.582 us |       1.31% |  24.617 us |       0.86% |  -3.964 us | -13.87% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       8       |    tie_heavy     |  33.078 us |       2.00% |  30.820 us |       1.18% |  -2.258 us |  -6.83% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      16       |    tie_heavy     |  60.159 us |       1.55% |  54.669 us |       1.63% |  -5.491 us |  -9.13% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      32       |    tie_heavy     |  87.817 us |       0.71% |  77.723 us |       1.38% | -10.093 us | -11.49% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      64       |    tie_heavy     | 144.728 us |       0.78% | 126.695 us |       1.02% | -18.033 us | -12.46% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       1       |    pivot_tie     |  28.550 us |       1.36% |  24.690 us |       1.25% |  -3.860 us | -13.52% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       2       |    pivot_tie     |  28.562 us |       1.32% |  24.676 us |       1.31% |  -3.887 us | -13.61% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       4       |    pivot_tie     |  28.526 us |       1.53% |  24.693 us |       1.41% |  -3.833 us | -13.44% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       8       |    pivot_tie     |  32.760 us |       1.11% |  29.409 us |       3.16% |  -3.351 us | -10.23% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      16       |    pivot_tie     |  54.949 us |       1.37% |  49.228 us |       0.77% |  -5.720 us | -10.41% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      32       |    pivot_tie     |  79.882 us |       0.50% |  71.653 us |       0.49% |  -8.229 us | -10.30% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      64       |    pivot_tie     | 137.256 us |       0.95% | 117.627 us |       1.17% | -19.628 us | -14.30% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       1       |      random      |  22.729 us |       2.44% |  22.477 us |       1.09% |  -0.252 us |  -1.11% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       2       |      random      |  24.595 us |       1.05% |  23.005 us |       3.67% |  -1.589 us |  -6.46% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       4       |      random      |  24.781 us |       2.20% |  24.529 us |       1.48% |  -0.251 us |  -1.01% |  🔵 SAME  |
|    F32     |     I32      |       1048576        |   512   |       8       |      random      |  44.300 us |       2.18% |  38.966 us |       1.08% |  -5.334 us | -12.04% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      16       |      random      |  68.554 us |       1.65% |  61.457 us |       0.57% |  -7.097 us | -10.35% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      32       |      random      | 115.096 us |       0.94% | 104.649 us |       1.20% | -10.447 us |  -9.08% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      64       |      random      | 188.020 us |       0.43% | 170.483 us |       0.51% | -17.538 us |  -9.33% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       1       | quantized_random |  32.773 us |       0.71% |  30.713 us |       0.32% |  -2.060 us |  -6.29% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       2       | quantized_random |  33.735 us |       2.89% |  30.725 us |       0.46% |  -3.010 us |  -8.92% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       4       | quantized_random |  34.713 us |       1.01% |  30.950 us |       2.09% |  -3.763 us | -10.84% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       8       | quantized_random |  41.550 us |       2.12% |  37.470 us |       2.49% |  -4.080 us |  -9.82% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      16       | quantized_random |  72.157 us |       1.10% |  65.555 us |       0.40% |  -6.602 us |  -9.15% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      32       | quantized_random | 120.490 us |       0.65% | 110.612 us |       0.31% |  -9.878 us |  -8.20% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      64       | quantized_random | 211.160 us |       0.31% | 191.642 us |       0.53% | -19.518 us |  -9.24% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       1       |  relu_quantized  |  32.771 us |       0.46% |  30.715 us |       0.33% |  -2.056 us |  -6.27% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       2       |  relu_quantized  |  33.601 us |       2.96% |  30.723 us |       0.38% |  -2.878 us |  -8.56% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       4       |  relu_quantized  |  34.738 us |       0.92% |  30.871 us |       1.73% |  -3.867 us | -11.13% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       8       |  relu_quantized  |  41.475 us |       2.09% |  37.271 us |       2.21% |  -4.204 us | -10.14% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      16       |  relu_quantized  |  72.011 us |       0.96% |  65.540 us |       0.35% |  -6.471 us |  -8.99% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      32       |  relu_quantized  | 120.324 us |       0.73% | 110.635 us |       0.36% |  -9.690 us |  -8.05% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      64       |  relu_quantized  | 211.130 us |       0.30% | 196.687 us |      51.26% | -14.443 us |  -6.84% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       1       |    tie_heavy     |  35.609 us |       2.67% |  32.765 us |       0.27% |  -2.843 us |  -7.99% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       2       |    tie_heavy     |  37.000 us |       1.24% |  34.361 us |       2.44% |  -2.640 us |  -7.13% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       4       |    tie_heavy     |  38.050 us |       2.51% |  34.804 us |       0.24% |  -3.246 us |  -8.53% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       8       |    tie_heavy     |  47.144 us |       0.69% |  42.532 us |       2.04% |  -4.612 us |  -9.78% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      16       |    tie_heavy     |  75.817 us |       0.46% |  67.576 us |       0.22% |  -8.241 us | -10.87% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      32       |    tie_heavy     | 118.025 us |       0.79% | 106.478 us |       0.16% | -11.546 us |  -9.78% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      64       |    tie_heavy     | 208.910 us |       0.30% | 184.514 us |       0.32% | -24.397 us | -11.68% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       1       |    pivot_tie     |  33.774 us |       2.91% |  31.620 us |       3.04% |  -2.154 us |  -6.38% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       2       |    pivot_tie     |  34.807 us |       0.96% |  32.674 us |       1.05% |  -2.133 us |  -6.13% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       4       |    pivot_tie     |  34.892 us |       0.93% |  32.730 us |       1.05% |  -2.162 us |  -6.20% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       8       |    pivot_tie     |  45.244 us |       1.21% |  40.870 us |       1.06% |  -4.373 us |  -9.67% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      16       |    pivot_tie     |  71.491 us |       0.85% |  63.518 us |       0.43% |  -7.973 us | -11.15% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      32       |    pivot_tie     | 116.596 us |       0.77% | 103.872 us |       0.86% | -12.724 us | -10.91% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      64       |    pivot_tie     | 208.455 us |       0.47% | 182.649 us |       0.73% | -25.806 us | -12.38% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       1       |      random      |  24.472 us |       1.45% |  22.592 us |       1.12% |  -1.880 us |  -7.68% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       2       |      random      |  32.341 us |       2.35% |  30.638 us |       1.29% |  -1.703 us |  -5.26% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       4       |      random      |  32.662 us |       1.28% |  30.652 us |       1.12% |  -2.010 us |  -6.15% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       8       |      random      |  43.548 us |       1.96% |  38.937 us |       0.43% |  -4.611 us | -10.59% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      16       |      random      |  61.276 us |       0.89% |  56.895 us |       1.43% |  -4.381 us |  -7.15% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      32       |      random      | 112.406 us |       0.64% | 103.068 us |       0.88% |  -9.338 us |  -8.31% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      64       |      random      | 195.480 us |       0.50% | 176.496 us |       0.42% | -18.984 us |  -9.71% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       1       | quantized_random |  28.898 us |       1.98% |  27.415 us |       3.47% |  -1.483 us |  -5.13% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       2       | quantized_random |  33.276 us |       2.47% |  30.703 us |       1.06% |  -2.573 us |  -7.73% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       4       | quantized_random |  34.291 us |       2.37% |  30.824 us |       1.09% |  -3.467 us | -10.11% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       8       | quantized_random |  45.143 us |       0.83% |  40.931 us |       0.59% |  -4.212 us |  -9.33% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      16       | quantized_random |  73.754 us |       0.53% |  66.605 us |       1.53% |  -7.149 us |  -9.69% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      32       | quantized_random | 123.385 us |       0.71% | 113.372 us |       0.83% | -10.013 us |  -8.12% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      64       | quantized_random | 211.116 us |       0.31% | 190.450 us |       0.20% | -20.666 us |  -9.79% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       1       |  relu_quantized  |  29.028 us |       2.45% |  27.283 us |       3.39% |  -1.745 us |  -6.01% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       2       |  relu_quantized  |  33.208 us |       2.32% |  30.709 us |       0.59% |  -2.499 us |  -7.53% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       4       |  relu_quantized  |  33.947 us |       2.87% |  30.733 us |       0.52% |  -3.214 us |  -9.47% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       8       |  relu_quantized  |  45.120 us |       0.72% |  40.981 us |       0.89% |  -4.139 us |  -9.17% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      16       |  relu_quantized  |  73.701 us |       0.55% |  66.553 us |       1.56% |  -7.148 us |  -9.70% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      32       |  relu_quantized  | 123.128 us |       0.63% | 113.372 us |       0.86% |  -9.755 us |  -7.92% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      64       |  relu_quantized  | 211.065 us |       0.25% | 190.300 us |       0.28% | -20.765 us |  -9.84% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       1       |    tie_heavy     |  35.145 us |       1.99% |  32.764 us |       0.29% |  -2.381 us |  -6.77% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       2       |    tie_heavy     |  37.367 us |       2.19% |  34.832 us |       0.67% |  -2.534 us |  -6.78% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       4       |    tie_heavy     |  38.482 us |       2.01% |  35.820 us |       2.85% |  -2.662 us |  -6.92% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       8       |    tie_heavy     |  47.379 us |       1.35% |  43.007 us |       0.32% |  -4.372 us |  -9.23% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      16       |    tie_heavy     |  77.879 us |       0.45% |  69.796 us |       0.82% |  -8.083 us | -10.38% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      32       |    tie_heavy     | 129.327 us |       0.56% | 116.623 us |       0.56% | -12.704 us |  -9.82% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      64       |    tie_heavy     | 216.928 us |       0.69% | 194.256 us |       0.77% | -22.671 us | -10.45% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       1       |    pivot_tie     |  32.864 us |       1.08% |  30.746 us |       0.78% |  -2.118 us |  -6.45% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       2       |    pivot_tie     |  34.788 us |       0.96% |  32.768 us |       0.00% |  -2.020 us |  -5.81% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       4       |    pivot_tie     |  34.969 us |       1.21% |  32.761 us |       0.14% |  -2.208 us |  -6.31% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       8       |    pivot_tie     |  45.457 us |       1.63% |  40.035 us |       2.52% |  -5.423 us | -11.93% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      16       |    pivot_tie     |  71.663 us |       0.55% |  63.368 us |       0.75% |  -8.294 us | -11.57% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      32       |    pivot_tie     | 116.185 us |       0.71% | 114.335 us |     122.96% |  -1.850 us |  -1.59% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      64       |    pivot_tie     | 208.396 us |       0.58% | 181.531 us |       0.72% | -26.865 us | -12.89% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       1       |      random      |  34.674 us |       1.35% |  30.748 us |       0.84% |  -3.927 us | -11.32% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       2       |      random      |  35.546 us |       2.63% |  32.759 us |       0.25% |  -2.786 us |  -7.84% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       4       |      random      |  36.030 us |       2.66% |  32.922 us |       1.63% |  -3.109 us |  -8.63% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       8       |      random      |  42.999 us |       0.69% |  37.071 us |       1.68% |  -5.929 us | -13.79% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      16       |      random      |  68.186 us |       1.41% |  63.368 us |       0.82% |  -4.818 us |  -7.07% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      32       |      random      | 117.134 us |       0.68% | 106.722 us |       0.60% | -10.412 us |  -8.89% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      64       |      random      | 209.745 us |       0.48% | 188.347 us |       0.21% | -21.399 us | -10.20% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       1       | quantized_random |  30.798 us |       1.26% |  28.696 us |       0.60% |  -2.102 us |  -6.83% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       2       | quantized_random |  32.756 us |       0.42% |  30.693 us |       0.60% |  -2.064 us |  -6.30% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       4       | quantized_random |  32.751 us |       0.30% |  30.743 us |       0.67% |  -2.008 us |  -6.13% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       8       | quantized_random |  47.104 us |       0.33% |  41.044 us |       0.77% |  -6.060 us | -12.87% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      16       | quantized_random |  72.575 us |       1.41% |  66.411 us |       1.55% |  -6.164 us |  -8.49% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      32       | quantized_random | 125.421 us |       0.71% | 114.726 us |       0.35% | -10.695 us |  -8.53% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      64       | quantized_random | 229.384 us |       0.19% | 205.109 us |       0.35% | -24.275 us | -10.58% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       1       |  relu_quantized  |  31.090 us |       2.56% |  28.740 us |       1.31% |  -2.350 us |  -7.56% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       2       |  relu_quantized  |  32.579 us |       1.81% |  30.508 us |       1.82% |  -2.071 us |  -6.36% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       4       |  relu_quantized  |  32.764 us |       0.12% |  30.787 us |       0.94% |  -1.977 us |  -6.03% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       8       |  relu_quantized  |  47.095 us |       0.26% |  41.053 us |       0.79% |  -6.042 us | -12.83% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      16       |  relu_quantized  |  72.270 us |       1.28% |  66.363 us |       1.47% |  -5.907 us |  -8.17% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      32       |  relu_quantized  | 125.204 us |       0.56% | 114.680 us |       0.27% | -10.524 us |  -8.41% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      64       |  relu_quantized  | 229.106 us |       0.31% | 204.895 us |       0.22% | -24.211 us | -10.57% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       1       |    tie_heavy     |  34.805 us |       0.23% |  31.348 us |       3.00% |  -3.458 us |  -9.93% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       2       |    tie_heavy     |  34.810 us |       0.22% |  32.798 us |       0.60% |  -2.012 us |  -5.78% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       4       |    tie_heavy     |  34.883 us |       1.08% |  33.008 us |       1.92% |  -1.875 us |  -5.38% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       8       |    tie_heavy     |  49.149 us |       0.23% |  43.048 us |       0.57% |  -6.101 us | -12.41% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      16       |    tie_heavy     |  79.879 us |       0.24% |  71.765 us |       0.42% |  -8.114 us | -10.16% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      32       |    tie_heavy     | 130.494 us |       1.24% | 120.466 us |       1.06% | -10.028 us |  -7.68% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      64       |    tie_heavy     | 239.520 us |       0.72% | 214.450 us |       0.70% | -25.070 us | -10.47% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       1       |    pivot_tie     |  32.769 us |       0.38% |  30.752 us |       0.70% |  -2.017 us |  -6.16% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       2       |    pivot_tie     |  34.809 us |       0.15% |  32.844 us |       0.88% |  -1.965 us |  -5.64% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       4       |    pivot_tie     |  34.863 us |       0.94% |  33.164 us |       2.27% |  -1.699 us |  -4.87% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       8       |    pivot_tie     |  46.623 us |       1.85% |  40.896 us |       0.77% |  -5.727 us | -12.28% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      16       |    pivot_tie     |  71.693 us |       0.29% |  64.514 us |       1.55% |  -7.178 us | -10.01% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      32       |    pivot_tie     | 118.656 us |       0.43% | 108.544 us |       0.27% | -10.112 us |  -8.52% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      64       |    pivot_tie     | 217.106 us |       0.58% | 193.142 us |       0.48% | -23.964 us | -11.04% |  🟢 FAST  |

Summary

  • Total Matches: 1155
    • Pass (diff <= min_noise): 407
    • Unknown (infinite noise): 3
    • Failure (diff > min_noise): 745

The robust comparison table did not fit into the same comment due to the number of rows per table. See next comment.

@pauleonix

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Robust Comparison

decode_style_variable_topk_indexed

[0] NVIDIA B200

|  KeyT{ct}  |  IndexT{ct}  |  MaxSegmentSize{ct}  |  K{ct}  |  NumSegments  |     Pattern      |                         Ref |                         Cmp |    Change |  Status  |
|------------|--------------|----------------------|---------|---------------|------------------|-----------------------------|-----------------------------|-----------|----------|
|    F32     |     I32      |         512          |   512   |       1       |      random      |   6.144 [-0.224, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       2       |      random      |   6.144 [-0.224, +0.000] us |   6.144 [-0.256, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       4       |      random      |   6.144 [-0.224, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       8       |      random      |   6.944 [-1.024, +1.216] us |   6.976 [-1.024, +1.152] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      16       |      random      |   6.176 [-0.160, +1.984] us |   6.176 [-0.128, +1.984] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      32       |      random      |   8.032 [-1.984, +0.096] us |   8.032 [-2.016, +0.160] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      64       |      random      |   8.160 [-2.208, +0.032] us |   8.160 [-2.176, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       1       | quantized_random |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         512          |   512   |       2       | quantized_random |   6.144 [-0.192, +0.000] us |   6.144 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       4       | quantized_random |   6.144 [-0.224, +0.000] us |   6.144 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       8       | quantized_random |   6.176 [-0.160, +1.984] us |   6.208 [-0.192, +1.952] us |           |  🤷 AMBG  |
|    F32     |     I32      |         512          |   512   |      16       | quantized_random |   8.000 [-2.016, +0.192] us |   6.272 [-0.320, +1.920] us |           |  🤷 AMBG  |
|    F32     |     I32      |         512          |   512   |      32       | quantized_random |   8.128 [-2.048, +0.064] us |   8.128 [-2.048, +0.064] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      64       | quantized_random |   8.160 [-2.048, +0.032] us |   8.160 [-2.080, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       1       |  relu_quantized  |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       2       |  relu_quantized  |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       4       |  relu_quantized  |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       8       |  relu_quantized  |   6.176 [-0.160, +1.984] us |   6.176 [-0.192, +1.984] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      16       |  relu_quantized  |   8.032 [-2.080, +0.160] us |   8.000 [-2.016, +0.192] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      32       |  relu_quantized  |   8.128 [-2.048, +0.064] us |   8.128 [-2.048, +0.064] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      64       |  relu_quantized  |   8.160 [-2.208, +0.032] us |   8.128 [-2.176, +0.064] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       1       |    tie_heavy     |   6.144 [-0.192, +0.000] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         512          |   512   |       2       |    tie_heavy     |   6.144 [-0.224, +0.000] us |   6.112 [-0.160, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |         512          |   512   |       4       |    tie_heavy     |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       8       |    tie_heavy     |   6.176 [-0.128, +2.016] us |   6.176 [-0.160, +1.984] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      16       |    tie_heavy     |   8.064 [-2.080, +0.128] us |   6.944 [-0.992, +1.248] us |           |  🤷 AMBG  |
|    F32     |     I32      |         512          |   512   |      32       |    tie_heavy     |   8.064 [-2.016, +0.128] us |   8.128 [-2.080, +0.064] us |           |  🤷 AMBG  |
|    F32     |     I32      |         512          |   512   |      64       |    tie_heavy     |   8.160 [-2.240, +0.032] us |   8.160 [-2.176, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       1       |    pivot_tie     |   6.144 [-0.224, +0.000] us |   6.144 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       2       |    pivot_tie     |   6.144 [-0.224, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       4       |    pivot_tie     |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |       8       |    pivot_tie     |   6.176 [-0.160, +2.016] us |   6.176 [-0.160, +1.984] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      16       |    pivot_tie     |   8.064 [-2.080, +0.128] us |   6.272 [-0.320, +1.920] us |           |  🤷 AMBG  |
|    F32     |     I32      |         512          |   512   |      32       |    pivot_tie     |   8.128 [-2.080, +0.064] us |   8.128 [-2.080, +0.064] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |   512   |      64       |    pivot_tie     |   8.096 [-2.144, +0.096] us |   8.128 [-2.176, +0.064] us |           |  🔵 SAME  |
|    F32     |     I32      |         512          |  1024   |       1       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |       2       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |       4       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |       8       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |      16       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |      32       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |      64       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |       1       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |       2       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |       4       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |       8       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |      16       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |      32       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |      64       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |       1       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |       2       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |       4       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |       8       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |      16       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |      32       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |      64       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |       1       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |       2       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |       4       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |       8       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |      16       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |      32       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |      64       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |       1       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |       2       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |       4       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |       8       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |      16       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |      32       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  1024   |      64       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |       1       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |       2       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |       4       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |       8       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |      16       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |      32       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |      64       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |       1       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |       2       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |       4       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |       8       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |      16       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |      32       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |      64       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |       1       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |       2       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |       4       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |       8       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |      16       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |      32       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |      64       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |       1       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |       2       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |       4       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |       8       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |      16       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |      32       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |      64       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |       1       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |       2       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |       4       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |       8       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |      16       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |      32       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         512          |  2048   |      64       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |   512   |       1       |      random      |  10.240 [-0.192, +0.000] us |  10.240 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       2       |      random      |  10.240 [-1.344, +0.000] us |  10.240 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       4       |      random      |  12.192 [-2.112, +0.096] us |  12.288 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |   512   |       8       |      random      |  12.288 [-0.224, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |      16       |      random      |  12.288 [-0.192, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |   512   |      32       |      random      |  12.288 [-0.224, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |      64       |      random      |  12.288 [-0.224, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       1       | quantized_random |  12.288 [-1.312, +0.000] us |  12.288 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       2       | quantized_random |  12.288 [-0.192, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       4       | quantized_random |  12.288 [-1.184, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       8       | quantized_random |  12.288 [-0.224, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |   512   |      16       | quantized_random |  12.288 [-0.224, +0.000] us |  12.288 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |      32       | quantized_random |  12.288 [-0.192, +0.000] us |  12.288 [-0.224, +0.192] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |   512   |      64       | quantized_random |  12.288 [-0.224, +0.000] us |  12.288 [-0.192, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |   512   |       1       |  relu_quantized  |  12.288 [-0.192, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       2       |  relu_quantized  |  12.288 [-0.192, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       4       |  relu_quantized  |  12.288 [-1.056, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       8       |  relu_quantized  |  12.288 [-0.224, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |   512   |      16       |  relu_quantized  |  12.320 [-0.192, +1.984] us |  14.336 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |   512   |      32       |  relu_quantized  |  12.288 [-0.192, +0.064] us |  14.336 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |   512   |      64       |  relu_quantized  |  12.288 [-0.224, +0.160] us |  14.336 [-2.016, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |   512   |       1       |    tie_heavy     |  12.288 [-0.192, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       2       |    tie_heavy     |  12.288 [-0.224, +0.000] us |  12.288 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       4       |    tie_heavy     |  12.288 [-0.192, +0.000] us |  12.288 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       8       |    tie_heavy     |  12.288 [-0.160, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |      16       |    tie_heavy     |  12.288 [-0.224, +0.000] us |  14.304 [-2.176, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |   512   |      32       |    tie_heavy     |  12.288 [-0.192, +0.000] us |  12.320 [-0.224, +2.016] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |      64       |    tie_heavy     |  12.288 [-0.224, +0.000] us |  14.304 [-2.144, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |   512   |       1       |    pivot_tie     |  12.288 [-1.312, +0.000] us |  12.288 [-0.160, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       2       |    pivot_tie     |  12.288 [-0.224, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       4       |    pivot_tie     |  12.288 [-0.224, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |       8       |    pivot_tie     |  12.288 [-0.224, +0.000] us |  12.288 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |   512   |      16       |    pivot_tie     |  12.288 [-0.224, +0.064] us |  14.336 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |   512   |      32       |    pivot_tie     |  12.288 [-0.192, +0.000] us |  14.336 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |   512   |      64       |    pivot_tie     |  12.288 [-0.192, +0.064] us |  14.336 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |  1024   |       1       |      random      |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       2       |      random      |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |  1024   |       4       |      random      |   6.144 [-0.192, +0.000] us |   6.144 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       8       |      random      |   8.128 [-2.144, +0.064] us |   8.128 [-2.176, +0.064] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |      16       |      random      |   8.096 [-2.016, +0.096] us |   8.160 [-2.048, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |  1024   |      32       |      random      |   8.160 [-2.176, +0.032] us |   8.160 [-2.112, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |  1024   |      64       |      random      |   8.192 [-2.016, +0.000] us |   8.192 [-2.016, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       1       | quantized_random |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |  1024   |       2       | quantized_random |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |  1024   |       4       | quantized_random |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       8       | quantized_random |   8.128 [-2.176, +0.064] us |   8.096 [-2.112, +0.096] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |      16       | quantized_random |   8.096 [-2.016, +0.096] us |   8.160 [-2.080, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |  1024   |      32       | quantized_random |   8.160 [-2.208, +0.032] us |   8.160 [-2.208, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |      64       | quantized_random |   8.192 [-2.048, +0.000] us |   8.192 [-2.016, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       1       |  relu_quantized  |   6.144 [-0.192, +0.000] us |   6.144 [-0.160, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       2       |  relu_quantized  |   6.144 [-0.224, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       4       |  relu_quantized  |   6.144 [-0.224, +0.000] us |   6.144 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       8       |  relu_quantized  |   8.128 [-2.176, +0.064] us |   8.096 [-2.112, +0.096] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |      16       |  relu_quantized  |   8.096 [-2.048, +0.096] us |   8.192 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |  1024   |      32       |  relu_quantized  |   8.160 [-2.208, +0.032] us |   8.160 [-2.208, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |  1024   |      64       |  relu_quantized  |   8.160 [-2.016, +0.032] us |   8.192 [-2.016, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       1       |    tie_heavy     |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       2       |    tie_heavy     |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       4       |    tie_heavy     |   6.144 [-0.160, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |  1024   |       8       |    tie_heavy     |   8.128 [-2.144, +0.064] us |   8.064 [-2.112, +0.128] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |  1024   |      16       |    tie_heavy     |   8.096 [-2.016, +0.096] us |   8.192 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |  1024   |      32       |    tie_heavy     |   8.160 [-2.176, +0.032] us |   8.160 [-2.176, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |      64       |    tie_heavy     |   8.192 [-2.016, +0.000] us |   8.192 [-2.016, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       1       |    pivot_tie     |   6.144 [-0.224, +0.000] us |   6.144 [-0.256, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |  1024   |       2       |    pivot_tie     |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |       4       |    pivot_tie     |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |  1024   |       8       |    pivot_tie     |   8.064 [-2.112, +0.128] us |   8.128 [-2.144, +0.064] us |           |  🤷 AMBG  |
|    F32     |     I32      |         1024         |  1024   |      16       |    pivot_tie     |   8.128 [-2.048, +0.064] us |   8.160 [-2.080, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |      32       |    pivot_tie     |   8.160 [-2.208, +0.032] us |   8.160 [-2.208, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |  1024   |      64       |    pivot_tie     |   8.192 [-2.048, +0.000] us |   8.192 [-2.016, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         1024         |  2048   |       1       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |       2       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |       4       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |       8       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |      16       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |      32       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |      64       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |       1       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |       2       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |       4       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |       8       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |      16       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |      32       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |      64       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |       1       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |       2       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |       4       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |       8       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |      16       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |      32       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |      64       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |       1       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |       2       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |       4       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |       8       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |      16       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |      32       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |      64       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |       1       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |       2       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |       4       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |       8       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |      16       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |      32       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         1024         |  2048   |      64       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |     I32      |         2048         |   512   |       1       |      random      |  10.240 [-0.224, +0.000] us |  10.240 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       2       |      random      |  12.288 [-0.224, +2.016] us |  12.384 [-0.288, +1.952] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |   512   |       4       |      random      |  12.288 [-0.192, +0.032] us |  12.320 [-0.192, +2.016] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       8       |      random      |  14.240 [-2.144, +0.096] us |  14.304 [-2.144, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      16       |      random      |  14.272 [-2.144, +0.064] us |  14.304 [-2.176, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      32       |      random      |  14.304 [-2.080, +0.032] us |  14.336 [-2.016, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |   512   |      64       |      random      |  14.336 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       1       | quantized_random |  12.288 [-0.192, +0.000] us |  12.288 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |   512   |       2       | quantized_random |  12.288 [-0.192, +2.016] us |  12.352 [-0.256, +1.984] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |   512   |       4       | quantized_random |  12.288 [-0.160, +0.064] us |  12.352 [-0.192, +1.984] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |   512   |       8       | quantized_random |  14.272 [-2.080, +0.064] us |  14.336 [-2.240, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      16       | quantized_random |  14.336 [-2.016, +0.000] us |  14.336 [-2.016, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      32       | quantized_random |  14.336 [-0.192, +0.000] us |  14.336 [-1.248, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      64       | quantized_random |  14.336 [-1.248, +0.000] us |  14.336 [-1.280, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       1       |  relu_quantized  |  12.288 [-0.192, +0.000] us |  12.288 [-0.224, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       2       |  relu_quantized  |  12.288 [-0.192, +1.984] us |  12.352 [-0.288, +1.984] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |   512   |       4       |  relu_quantized  |  12.288 [-0.160, +0.064] us |  12.384 [-0.224, +1.952] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |   512   |       8       |  relu_quantized  |  14.304 [-2.176, +0.032] us |  14.304 [-2.176, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      16       |  relu_quantized  |  14.336 [-2.016, +0.000] us |  14.336 [-1.056, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      32       |  relu_quantized  |  14.336 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      64       |  relu_quantized  |  14.336 [-1.248, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       1       |    tie_heavy     |  12.288 [-0.224, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       2       |    tie_heavy     |  12.288 [-0.160, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       4       |    tie_heavy     |  12.288 [-0.192, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       8       |    tie_heavy     |  12.288 [-0.160, +2.016] us |  12.320 [-0.224, +2.016] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      16       |    tie_heavy     |  14.304 [-2.176, +0.032] us |  14.304 [-2.144, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      32       |    tie_heavy     |  14.336 [-2.016, +0.000] us |  14.336 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |   512   |      64       |    tie_heavy     |  14.336 [-1.408, +0.000] us |  14.336 [-1.216, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       1       |    pivot_tie     |  12.288 [-0.160, +1.984] us |  12.416 [-0.224, +1.920] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |   512   |       2       |    pivot_tie     |  14.304 [-2.048, +0.032] us |  14.336 [-2.048, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       4       |    pivot_tie     |  14.240 [-2.144, +0.096] us |  14.272 [-2.112, +0.064] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |       8       |    pivot_tie     |  14.336 [-1.056, +0.000] us |  14.336 [-1.024, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      16       |    pivot_tie     |  14.336 [-2.176, +0.000] us |  14.336 [-2.112, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      32       |    pivot_tie     |  14.336 [-1.184, +0.000] us |  14.336 [-1.280, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |   512   |      64       |    pivot_tie     |  14.336 [-0.256, +0.000] us |  14.336 [-1.216, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       1       |      random      |  12.288 [-1.280, +0.000] us |  12.288 [-1.344, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |  1024   |       2       |      random      |  12.288 [-2.112, +0.000] us |  12.288 [-2.048, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       4       |      random      |  12.288 [-0.160, +1.952] us |  12.320 [-0.224, +2.016] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       8       |      random      |  14.336 [-1.312, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      16       |      random      |  14.336 [-2.112, +0.000] us |  14.336 [-2.048, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      32       |      random      |  14.336 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      64       |      random      |  14.336 [-0.224, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       1       | quantized_random |  12.448 [-0.256, +1.888] us |  14.336 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |  1024   |       2       | quantized_random |  14.112 [-1.984, +0.224] us |  14.272 [-2.144, +0.064] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |  1024   |       4       | quantized_random |  12.320 [-0.160, +1.984] us |  14.304 [-2.048, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |  1024   |       8       | quantized_random |  14.336 [-1.216, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      16       | quantized_random |  14.336 [-0.192, +0.000] us |  14.336 [-1.056, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      32       | quantized_random |  14.336 [-0.192, +0.000] us |  14.336 [-0.256, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      64       | quantized_random |  14.336 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       1       |  relu_quantized  |  14.304 [-2.048, +0.032] us |  14.336 [-1.824, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |  1024   |       2       |  relu_quantized  |  14.272 [-2.208, +0.064] us |  14.304 [-2.176, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       4       |  relu_quantized  |  14.304 [-2.080, +0.032] us |  14.336 [-2.016, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       8       |  relu_quantized  |  14.336 [-1.056, +0.000] us |  14.336 [-1.184, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |  1024   |      16       |  relu_quantized  |  14.336 [-1.248, +0.000] us |  14.336 [-1.280, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      32       |  relu_quantized  |  14.336 [-0.192, +0.000] us |  14.336 [-0.256, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      64       |  relu_quantized  |  14.336 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       1       |    tie_heavy     |  12.352 [-0.192, +1.984] us |  14.304 [-2.048, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |  1024   |       2       |    tie_heavy     |  12.320 [-0.192, +2.016] us |  14.304 [-2.048, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |  1024   |       4       |    tie_heavy     |  12.480 [-0.384, +1.856] us |  14.208 [-2.112, +0.128] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |  1024   |       8       |    tie_heavy     |  14.336 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      16       |    tie_heavy     |  14.336 [-1.280, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |  1024   |      32       |    tie_heavy     |  14.336 [-1.280, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      64       |    tie_heavy     |  14.336 [-0.224, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       1       |    pivot_tie     |  14.272 [-2.176, +0.064] us |  14.336 [-2.144, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       2       |    pivot_tie     |  14.336 [-2.080, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |  1024   |       4       |    pivot_tie     |  14.304 [-2.208, +0.032] us |  14.336 [-2.144, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |       8       |    pivot_tie     |  14.336 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      16       |    pivot_tie     |  14.336 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      32       |    pivot_tie     |  14.304 [-0.160, +0.032] us |  14.336 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  1024   |      64       |    pivot_tie     |  14.336 [-0.224, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       1       |      random      |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       2       |      random      |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       4       |      random      |   6.144 [-0.224, +0.000] us |   6.144 [-0.192, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |  2048   |       8       |      random      |   8.192 [-2.048, +0.000] us |   8.192 [-2.048, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      16       |      random      |   8.160 [-2.176, +0.032] us |   8.192 [-2.208, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      32       |      random      |   8.192 [-1.984, +0.000] us |   8.192 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      64       |      random      |   8.160 [-2.080, +0.032] us |   8.192 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |  2048   |       1       | quantized_random |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       2       | quantized_random |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       4       | quantized_random |   6.144 [-0.192, +0.032] us |   6.144 [-0.192, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       8       | quantized_random |   8.192 [-2.048, +0.000] us |   8.192 [-2.048, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      16       | quantized_random |   8.160 [-2.176, +0.032] us |   8.160 [-2.144, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      32       | quantized_random |   8.192 [-2.208, +0.000] us |   8.192 [-2.112, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      64       | quantized_random |   8.192 [-1.440, +0.000] us |   8.192 [-1.248, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       1       |  relu_quantized  |   6.144 [-0.224, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       2       |  relu_quantized  |   6.144 [-0.192, +0.000] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |  2048   |       4       |  relu_quantized  |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       8       |  relu_quantized  |   8.160 [-2.144, +0.032] us |   8.160 [-2.144, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      16       |  relu_quantized  |   8.192 [-2.048, +0.000] us |   8.192 [-1.952, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |  2048   |      32       |  relu_quantized  |   8.160 [-2.144, +0.032] us |   8.160 [-2.112, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      64       |  relu_quantized  |   8.192 [-1.280, +0.000] us |   8.192 [-1.280, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       1       |    tie_heavy     |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       2       |    tie_heavy     |   6.144 [-0.224, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       4       |    tie_heavy     |   6.144 [-0.224, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       8       |    tie_heavy     |   8.160 [-2.144, +0.032] us |   8.160 [-2.144, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      16       |    tie_heavy     |   8.192 [-2.080, +0.000] us |   8.192 [-2.016, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      32       |    tie_heavy     |   8.160 [-2.112, +0.032] us |   8.160 [-2.144, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      64       |    tie_heavy     |   8.192 [-0.192, +0.000] us |   8.192 [-1.280, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       1       |    pivot_tie     |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       2       |    pivot_tie     |   6.144 [-0.160, +0.000] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         2048         |  2048   |       4       |    pivot_tie     |   6.144 [-0.224, +0.000] us |   6.144 [-0.224, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |       8       |    pivot_tie     |   8.192 [-2.016, +0.000] us |   8.192 [-2.048, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      16       |    pivot_tie     |   8.192 [-2.048, +0.000] us |   8.192 [-2.016, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      32       |    pivot_tie     |   8.192 [-2.144, +0.000] us |   8.192 [-2.144, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         2048         |  2048   |      64       |    pivot_tie     |   8.192 [-0.192, +0.000] us |   8.192 [-1.376, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       1       |      random      |  10.240 [-0.192, +0.000] us |  10.240 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       2       |      random      |  12.288 [-1.280, +0.000] us |  12.288 [-1.216, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       4       |      random      |  12.288 [-1.024, +0.032] us |  12.288 [-1.184, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       8       |      random      |  12.288 [-0.192, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      16       |      random      |  14.336 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      32       |      random      |  14.336 [-0.224, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      64       |      random      |  14.336 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       1       | quantized_random |  14.304 [-2.144, +0.032] us |  14.304 [-2.112, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       2       | quantized_random |  14.336 [-0.192, +0.000] us |  14.336 [-1.280, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       4       | quantized_random |  14.336 [-0.192, +0.000] us |  14.336 [-1.184, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       8       | quantized_random |  14.336 [-2.048, +0.000] us |  14.336 [-2.016, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      16       | quantized_random |  16.384 [-2.048, +0.000] us |  16.384 [-2.048, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      32       | quantized_random |  16.384 [-2.112, +0.000] us |  16.352 [-2.176, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      64       | quantized_random |  16.384 [-2.080, +0.000] us |  16.384 [-2.080, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       1       |  relu_quantized  |  14.336 [-2.048, +0.000] us |  14.336 [-2.048, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       2       |  relu_quantized  |  14.336 [-2.144, +0.000] us |  14.336 [-2.112, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       4       |  relu_quantized  |  14.336 [-1.280, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       8       |  relu_quantized  |  14.336 [-2.016, +0.000] us |  14.336 [-1.184, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      16       |  relu_quantized  |  16.384 [-2.048, +0.000] us |  16.384 [-2.048, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      32       |  relu_quantized  |  16.384 [-2.080, +0.000] us |  16.352 [-2.144, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      64       |  relu_quantized  |  16.384 [-1.248, +0.000] us |  16.384 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       1       |    tie_heavy     |  14.240 [-2.144, +0.096] us |  14.176 [-2.016, +0.160] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       2       |    tie_heavy     |  14.240 [-2.144, +0.096] us |  14.272 [-2.176, +0.064] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       4       |    tie_heavy     |  14.336 [-2.016, +0.000] us |  14.336 [-2.016, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       8       |    tie_heavy     |  14.336 [-2.048, +0.000] us |  14.336 [-2.016, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      16       |    tie_heavy     |  16.384 [-2.112, +0.000] us |  16.384 [-2.176, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         4096         |   512   |      32       |    tie_heavy     |  16.384 [-1.248, +0.000] us |  16.384 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         4096         |   512   |      64       |    tie_heavy     |  16.384 [-1.344, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       1       |    pivot_tie     |  14.208 [-2.144, +0.128] us |  12.480 [-0.384, +1.856] us |           |  🤷 AMBG  |
|    F32     |     I32      |         4096         |   512   |       2       |    pivot_tie     |  14.304 [-2.144, +0.032] us |  14.336 [-2.144, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       4       |    pivot_tie     |  14.336 [-1.248, +0.000] us |  14.336 [-1.184, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |       8       |    pivot_tie     |  14.336 [-0.192, +0.000] us |  14.336 [-1.184, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      16       |    pivot_tie     |  16.384 [-2.080, +0.000] us |  16.384 [-2.080, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      32       |    pivot_tie     |  16.384 [-1.216, +0.032] us |  16.384 [-1.984, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |   512   |      64       |    pivot_tie     |  16.384 [-2.016, +0.000] us |  16.384 [-2.080, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       1       |      random      |  12.288 [-0.192, +0.000] us |  12.288 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       2       |      random      |  12.288 [-0.224, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       4       |      random      |  12.288 [-0.192, +0.000] us |  12.288 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       8       |      random      |  14.336 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      16       |      random      |  14.336 [-0.192, +1.952] us |  14.336 [-0.160, +1.888] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      32       |      random      |  14.336 [-0.192, +0.128] us |  14.336 [-0.128, +1.984] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      64       |      random      |  14.368 [-0.224, +2.016] us |  14.400 [-0.224, +1.984] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       1       | quantized_random |  14.336 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       2       | quantized_random |  14.336 [-1.120, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       4       | quantized_random |  14.336 [-0.224, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       8       | quantized_random |  14.336 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      16       | quantized_random |  14.464 [-0.320, +1.920] us |  16.256 [-2.080, +0.128] us |           |  🤷 AMBG  |
|    F32     |     I32      |         4096         |  1024   |      32       | quantized_random |  16.384 [-1.088, +0.000] us |  16.384 [-1.376, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      64       | quantized_random |  16.384 [-2.112, +0.000] us |  16.384 [-2.080, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       1       |  relu_quantized  |  14.336 [-0.192, +0.000] us |  14.336 [-1.056, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       2       |  relu_quantized  |  14.336 [-1.344, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       4       |  relu_quantized  |  14.336 [-0.224, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       8       |  relu_quantized  |  14.336 [-0.224, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      16       |  relu_quantized  |  16.288 [-2.016, +0.096] us |  14.496 [-0.256, +1.888] us |           |  🤷 AMBG  |
|    F32     |     I32      |         4096         |  1024   |      32       |  relu_quantized  |  16.384 [-1.280, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      64       |  relu_quantized  |  16.384 [-2.080, +0.000] us |  16.384 [-2.080, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       1       |    tie_heavy     |  14.304 [-2.048, +0.032] us |  14.336 [-2.080, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       2       |    tie_heavy     |  14.336 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       4       |    tie_heavy     |  14.336 [-0.224, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       8       |    tie_heavy     |  14.336 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      16       |    tie_heavy     |  16.384 [-2.112, +0.000] us |  16.384 [-2.048, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      32       |    tie_heavy     |  16.352 [-2.144, +0.032] us |  16.352 [-2.144, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      64       |    tie_heavy     |  16.352 [-2.080, +0.032] us |  16.384 [-2.144, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       1       |    pivot_tie     |  14.336 [-1.024, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       2       |    pivot_tie     |  14.336 [-0.224, +0.000] us |  14.336 [-1.184, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       4       |    pivot_tie     |  14.336 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |       8       |    pivot_tie     |  14.336 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      16       |    pivot_tie     |  14.368 [-0.256, +1.984] us |  16.352 [-2.176, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |         4096         |  1024   |      32       |    pivot_tie     |  16.352 [-2.080, +0.032] us |  16.384 [-2.176, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  1024   |      64       |    pivot_tie     |  14.464 [-0.320, +1.920] us |  16.320 [-2.176, +0.064] us |           |  🤷 AMBG  |
|    F32     |     I32      |         4096         |  2048   |       1       |      random      |  12.288 [-0.192, +0.000] us |  12.288 [-1.280, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       2       |      random      |  12.288 [-0.224, +0.000] us |  12.288 [-1.248, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       4       |      random      |  12.288 [-0.992, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       8       |      random      |  12.288 [-0.224, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      16       |      random      |  16.384 [-1.024, +0.000] us |  16.384 [-1.056, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      32       |      random      |  16.384 [-1.248, +0.000] us |  16.384 [-1.056, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      64       |      random      |  16.384 [-1.216, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       1       | quantized_random |  14.336 [-0.160, +1.984] us |  14.336 [-0.192, +2.016] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       2       | quantized_random |  14.368 [-0.224, +1.984] us |  14.336 [-0.224, +2.048] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       4       | quantized_random |  14.336 [-0.160, +2.016] us |  14.336 [-0.256, +2.016] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       8       | quantized_random |  16.352 [-2.080, +0.032] us |  16.352 [-2.048, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      16       | quantized_random |  16.384 [-1.984, +0.032] us |  16.384 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         4096         |  2048   |      32       | quantized_random |  16.384 [-1.248, +0.000] us |  16.384 [-1.536, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      64       | quantized_random |  16.384 [-1.120, +0.000] us |  16.384 [-1.088, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       1       |  relu_quantized  |  14.336 [-0.160, +0.032] us |  14.336 [-0.128, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       2       |  relu_quantized  |  14.336 [-0.192, +2.016] us |  14.336 [-0.224, +2.016] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       4       |  relu_quantized  |  14.336 [-0.160, +0.032] us |  14.336 [-0.160, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       8       |  relu_quantized  |  16.352 [-2.048, +0.032] us |  16.384 [-2.112, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      16       |  relu_quantized  |  16.384 [-1.216, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      32       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  16.384 [-1.248, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      64       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       1       |    tie_heavy     |  16.256 [-2.112, +0.128] us |  16.320 [-2.144, +0.064] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       2       |    tie_heavy     |  16.352 [-2.048, +0.032] us |  16.352 [-2.048, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       4       |    tie_heavy     |  14.464 [-0.320, +1.920] us |  16.320 [-2.176, +0.064] us |           |  🤷 AMBG  |
|    F32     |     I32      |         4096         |  2048   |       8       |    tie_heavy     |  16.384 [-0.192, +0.000] us |  16.384 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      16       |    tie_heavy     |  16.384 [-0.192, +0.000] us |  16.384 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      32       |    tie_heavy     |  16.384 [-0.192, +0.000] us |  16.384 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      64       |    tie_heavy     |  16.384 [-0.192, +0.000] us |  16.384 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       1       |    pivot_tie     |  14.368 [-0.224, +2.016] us |  14.400 [-0.256, +1.984] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       2       |    pivot_tie     |  14.368 [-0.192, +1.984] us |  16.160 [-1.920, +0.224] us |           |  🤷 AMBG  |
|    F32     |     I32      |         4096         |  2048   |       4       |    pivot_tie     |  14.336 [-0.192, +2.016] us |  14.400 [-0.288, +1.984] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |       8       |    pivot_tie     |  16.384 [-2.048, +0.000] us |  16.384 [-2.048, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      16       |    pivot_tie     |  16.384 [-0.192, +0.000] us |  16.384 [-0.256, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      32       |    pivot_tie     |  16.384 [-0.224, +0.000] us |  16.384 [-0.160, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         4096         |  2048   |      64       |    pivot_tie     |  16.384 [-0.224, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       1       |      random      |  12.288 [-0.192, +1.952] us |  12.288 [-0.224, +0.096] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       2       |      random      |  16.384 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |         8192         |   512   |       4       |      random      |  16.384 [-2.112, +0.000] us |  14.336 [-0.192, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |   512   |       8       |      random      |  16.384 [-2.112, +0.000] us |  14.400 [-0.224, +1.984] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |   512   |      16       |      random      |  16.352 [-2.144, +0.032] us |  16.256 [-2.112, +0.128] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |   512   |      32       |      random      |  16.384 [-0.192, +0.032] us |  16.384 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |   512   |      64       |      random      |  16.384 [-0.224, +0.032] us |  16.384 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       1       | quantized_random |  16.384 [-1.248, +0.032] us |  16.352 [-2.144, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |   512   |       2       | quantized_random |  16.384 [-0.192, +0.032] us |  16.384 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |   512   |       4       | quantized_random |  16.384 [-2.176, +0.000] us |  16.352 [-2.176, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       8       | quantized_random |  16.384 [-1.376, +0.000] us |  16.384 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |      16       | quantized_random |  16.384 [-0.224, +0.768] us |  16.384 [-0.160, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |      32       | quantized_random |  18.432 [-2.080, +0.000] us |  18.400 [-2.112, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |      64       | quantized_random |  16.416 [-0.224, +2.016] us |  16.384 [-0.192, +0.064] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       1       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  16.352 [-2.176, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |   512   |       2       |  relu_quantized  |  16.384 [-1.216, +0.000] us |  16.384 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |   512   |       4       |  relu_quantized  |  16.384 [-2.144, +0.000] us |  16.352 [-2.176, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       8       |  relu_quantized  |  16.384 [-1.280, +0.000] us |  16.384 [-1.248, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |      16       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  16.384 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |   512   |      32       |  relu_quantized  |  18.400 [-2.208, +0.032] us |  18.368 [-2.144, +0.064] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |      64       |  relu_quantized  |  16.384 [-0.160, +1.856] us |  16.384 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       1       |    tie_heavy     |  16.384 [-0.192, +0.000] us |  16.384 [-2.208, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |   512   |       2       |    tie_heavy     |  16.384 [-2.048, +0.000] us |  16.352 [-2.112, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       4       |    tie_heavy     |  16.384 [-2.080, +0.000] us |  16.384 [-2.080, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       8       |    tie_heavy     |  16.384 [-2.048, +0.000] us |  16.384 [-2.048, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |      16       |    tie_heavy     |  18.432 [-2.112, +0.000] us |  16.384 [-0.192, +0.064] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |   512   |      32       |    tie_heavy     |  18.432 [-2.016, +0.000] us |  18.432 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |      64       |    tie_heavy     |  18.432 [-1.056, +0.000] us |  18.432 [-1.984, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       1       |    pivot_tie     |  16.384 [-1.216, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       2       |    pivot_tie     |  16.384 [-0.192, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       4       |    pivot_tie     |  16.384 [-1.248, +0.000] us |  16.384 [-1.248, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |       8       |    pivot_tie     |  16.384 [-0.192, +0.000] us |  16.384 [-1.120, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |      16       |    pivot_tie     |  16.384 [-0.192, +0.000] us |  16.384 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |      32       |    pivot_tie     |  16.384 [-0.224, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |   512   |      64       |    pivot_tie     |  16.384 [-0.192, +0.000] us |  16.384 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       1       |      random      |  12.288 [-2.048, +0.000] us |  12.288 [-2.048, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       2       |      random      |  14.336 [-0.192, +0.000] us |  14.336 [-1.344, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       4       |      random      |  14.336 [-1.984, +0.000] us |  14.336 [-2.016, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       8       |      random      |  14.336 [-1.024, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      16       |      random      |  16.384 [-0.192, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      32       |      random      |  16.384 [-0.224, +0.000] us |  16.384 [-0.192, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      64       |      random      |  18.432 [-0.192, +0.032] us |  18.432 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       1       | quantized_random |  14.336 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       2       | quantized_random |  16.384 [-1.216, +0.000] us |  16.384 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       4       | quantized_random |  16.384 [-0.192, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       8       | quantized_random |  16.384 [-0.192, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      16       | quantized_random |  18.432 [-1.216, +0.000] us |  18.432 [-1.248, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      32       | quantized_random |  18.432 [-0.992, +0.000] us |  18.432 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      64       | quantized_random |  18.432 [-0.192, +0.000] us |  18.432 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       1       |  relu_quantized  |  14.336 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       2       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  16.384 [-1.312, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       4       |  relu_quantized  |  16.384 [-1.216, +0.000] us |  16.384 [-0.992, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       8       |  relu_quantized  |  16.384 [-0.224, +0.000] us |  16.384 [-1.088, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      16       |  relu_quantized  |  18.432 [-0.224, +0.000] us |  18.432 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      32       |  relu_quantized  |  18.432 [-1.312, +0.000] us |  18.432 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      64       |  relu_quantized  |  18.432 [-0.192, +0.000] us |  18.432 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       1       |    tie_heavy     |  14.336 [-0.192, +0.096] us |  16.256 [-2.016, +0.128] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |  1024   |       2       |    tie_heavy     |  16.384 [-0.192, +0.000] us |  16.384 [-1.216, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       4       |    tie_heavy     |  16.384 [-0.192, +0.000] us |  16.384 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       8       |    tie_heavy     |  16.384 [-0.192, +0.000] us |  16.384 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      16       |    tie_heavy     |  18.432 [-1.024, +0.032] us |  18.432 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      32       |    tie_heavy     |  18.432 [-0.192, +0.000] us |  18.432 [-0.192, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      64       |    tie_heavy     |  18.432 [-0.224, +0.000] us |  18.432 [-0.160, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       1       |    pivot_tie     |  14.336 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       2       |    pivot_tie     |  16.384 [-0.192, +0.032] us |  16.384 [-1.696, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |  1024   |       4       |    pivot_tie     |  16.384 [-0.192, +0.000] us |  16.384 [-1.248, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |       8       |    pivot_tie     |  16.384 [-0.192, +0.000] us |  16.384 [-1.376, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      16       |    pivot_tie     |  16.384 [-0.160, +1.920] us |  18.400 [-2.112, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |  1024   |      32       |    pivot_tie     |  18.432 [-1.248, +0.000] us |  18.432 [-1.280, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  1024   |      64       |    pivot_tie     |  18.432 [-1.248, +0.000] us |  18.432 [-1.216, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       1       |      random      |  12.288 [-0.224, +0.032] us |  12.288 [-0.224, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       2       |      random      |  12.288 [-0.192, +0.032] us |  12.288 [-0.160, +0.128] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       4       |      random      |  12.288 [-0.160, +0.000] us |  12.288 [-0.192, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       8       |      random      |  12.416 [-0.320, +1.920] us |  14.208 [-2.112, +0.128] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |  2048   |      16       |      random      |  18.432 [-2.080, +0.000] us |  16.416 [-0.192, +1.984] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |  2048   |      32       |      random      |  18.432 [-2.080, +0.000] us |  16.384 [-0.160, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |  2048   |      64       |      random      |  18.432 [-2.144, +0.000] us |  16.480 [-0.288, +1.952] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |  2048   |       1       | quantized_random |  16.384 [-0.192, +0.000] us |  16.384 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |  2048   |       2       | quantized_random |  16.384 [-0.192, +0.000] us |  16.384 [-2.112, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       4       | quantized_random |  16.384 [-0.192, +0.000] us |  16.384 [-2.048, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       8       | quantized_random |  16.384 [-0.192, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |      16       | quantized_random |  18.432 [-2.240, +0.000] us |  18.368 [-2.176, +0.064] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |      32       | quantized_random |  18.432 [-0.224, +0.000] us |  18.432 [-1.152, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |      64       | quantized_random |  18.432 [-1.248, +0.000] us |  18.432 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |  2048   |       1       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  16.384 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |  2048   |       2       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  16.384 [-2.048, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       4       |  relu_quantized  |  16.384 [-1.120, +0.000] us |  16.384 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |  2048   |       8       |  relu_quantized  |  16.384 [-0.224, +0.000] us |  16.384 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |      16       |  relu_quantized  |  18.432 [-2.112, +0.000] us |  18.400 [-2.144, +0.032] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |      32       |  relu_quantized  |  18.432 [-1.312, +0.000] us |  18.432 [-1.280, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |      64       |  relu_quantized  |  18.432 [-1.344, +0.000] us |  18.432 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |  2048   |       1       |    tie_heavy     |  16.384 [-1.248, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |  2048   |       2       |    tie_heavy     |  16.384 [-0.192, +0.032] us |  16.384 [-0.160, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |  2048   |       4       |    tie_heavy     |  16.384 [-0.192, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       8       |    tie_heavy     |  16.384 [-0.192, +0.160] us |  16.384 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |  2048   |      16       |    tie_heavy     |  18.432 [-0.160, +0.000] us |  18.432 [-1.408, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |      32       |    tie_heavy     |  18.432 [-1.248, +0.000] us |  18.432 [-2.016, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |      64       |    tie_heavy     |  18.432 [-1.120, +0.000] us |  18.432 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |  2048   |       1       |    pivot_tie     |  16.384 [-0.192, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |  2048   |       2       |    pivot_tie     |  16.384 [-0.224, +0.032] us |  16.384 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       4       |    pivot_tie     |  16.384 [-0.192, +0.000] us |  16.384 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |       8       |    pivot_tie     |  16.384 [-0.160, +0.128] us |  16.384 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |         8192         |  2048   |      16       |    pivot_tie     |  18.432 [-1.984, +0.000] us |  18.432 [-1.088, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |      32       |    pivot_tie     |  18.432 [-0.224, +0.000] us |  18.432 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |         8192         |  2048   |      64       |    pivot_tie     |  18.432 [-1.184, +0.000] us |  18.432 [-1.312, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |        16384         |   512   |       1       |      random      |  14.336 [-1.152, +0.000] us |  12.288 [-0.224, +0.000] us |  <= -7.3% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       2       |      random      |  14.336 [-0.224, +0.000] us |  12.288 [-0.192, +0.000] us | <= -14.8% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       4       |      random      |  18.400 [-2.144, +0.032] us |  16.384 [-1.056, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |   512   |       8       |      random      |  18.432 [-2.048, +0.000] us |  16.384 [-1.024, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |   512   |      16       |      random      |  18.432 [-2.080, +0.000] us |  16.384 [-1.056, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |   512   |      32       |      random      |  18.432 [-0.192, +0.000] us |  16.384 [-0.192, +0.000] us | <= -11.3% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |      64       |      random      |  20.480 [-0.192, +0.000] us |  18.432 [-0.192, +0.000] us | <= -10.1% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       1       | quantized_random |  16.384 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       2       | quantized_random |  16.384 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       4       | quantized_random |  18.336 [-2.080, +0.096] us |  16.384 [-2.016, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |   512   |       8       | quantized_random |  18.432 [-2.112, +0.000] us |  16.384 [-1.312, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |   512   |      16       | quantized_random |  18.432 [-2.048, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |   512   |      32       | quantized_random |  18.432 [-0.192, +0.000] us |  16.384 [-0.192, +0.000] us | <= -11.3% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |      64       | quantized_random |  20.480 [-0.192, +0.064] us |  20.448 [-2.144, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |   512   |       1       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       2       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       4       |  relu_quantized  |  18.368 [-2.144, +0.064] us |  16.384 [-1.984, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |   512   |       8       |  relu_quantized  |  18.432 [-2.080, +0.000] us |  16.384 [-1.280, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |   512   |      16       |  relu_quantized  |  18.432 [-2.048, +0.000] us |  16.384 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |   512   |      32       |  relu_quantized  |  18.432 [-0.192, +0.000] us |  16.384 [-0.192, +0.000] us | <= -11.3% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |      64       |  relu_quantized  |  20.480 [-0.224, +0.032] us |  20.480 [-2.176, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |   512   |       1       |    tie_heavy     |  16.384 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       2       |    tie_heavy     |  16.384 [-1.248, +0.000] us |  14.336 [-0.224, +0.032] us |  <= -5.3% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       4       |    tie_heavy     |  16.384 [-0.192, +0.832] us |  16.384 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |   512   |       8       |    tie_heavy     |  16.384 [-0.192, +1.920] us |  16.384 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |   512   |      16       |    tie_heavy     |  18.400 [-2.176, +0.032] us |  16.384 [-1.952, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |   512   |      32       |    tie_heavy     |  18.432 [-0.192, +0.000] us |  16.384 [-0.224, +0.000] us | <= -11.3% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |      64       |    tie_heavy     |  20.480 [-0.192, +0.032] us |  20.480 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |   512   |       1       |    pivot_tie     |  16.384 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       2       |    pivot_tie     |  16.384 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |       4       |    pivot_tie     |  16.384 [-0.224, +0.128] us |  16.384 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |   512   |       8       |    pivot_tie     |  16.544 [-0.352, +1.888] us |  16.384 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |   512   |      16       |    pivot_tie     |  18.432 [-2.080, +0.000] us |  16.384 [-1.152, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |   512   |      32       |    pivot_tie     |  18.432 [-0.224, +0.000] us |  16.384 [-0.256, +0.000] us | <= -11.1% |  🟢 FAST  |
|    F32     |     I32      |        16384         |   512   |      64       |    pivot_tie     |  20.480 [-0.224, +0.000] us |  20.480 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |        16384         |  1024   |       1       |      random      |  14.336 [-1.248, +0.000] us |  12.288 [-0.224, +0.032] us |  <= -6.2% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       2       |      random      |  14.336 [-1.024, +0.000] us |  12.288 [-0.224, +0.000] us |  <= -8.3% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       4       |      random      |  14.336 [-0.224, +0.000] us |  12.320 [-0.224, +2.016] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |  1024   |       8       |      random      |  16.384 [-0.224, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |      16       |      random      |  16.384 [-0.192, +0.000] us |  16.384 [-2.208, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |  1024   |      32       |      random      |  18.432 [-0.192, +0.000] us |  18.304 [-2.112, +0.128] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |  1024   |      64       |      random      |  22.528 [-0.192, +0.000] us |  22.528 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |  1024   |       1       | quantized_random |  16.384 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       2       | quantized_random |  16.384 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       4       | quantized_random |  16.384 [-0.224, +0.000] us |  14.336 [-0.224, +0.032] us | <= -12.5% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       8       | quantized_random |  16.384 [-0.192, +0.000] us |  14.336 [-0.224, +2.016] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |  1024   |      16       | quantized_random |  16.352 [-0.192, +0.032] us |  16.384 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |        16384         |  1024   |      32       | quantized_random |  18.432 [-0.192, +0.000] us |  18.432 [-1.152, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |        16384         |  1024   |      64       | quantized_random |  20.480 [-0.224, +0.032] us |  20.480 [-1.088, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |  1024   |       1       |  relu_quantized  |  16.384 [-0.256, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.5% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       2       |  relu_quantized  |  16.384 [-0.224, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       4       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  14.336 [-0.192, +0.032] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       8       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  14.368 [-0.256, +1.984] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |  1024   |      16       |  relu_quantized  |  16.384 [-0.224, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |        16384         |  1024   |      32       |  relu_quantized  |  18.432 [-0.192, +0.000] us |  18.432 [-2.048, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |        16384         |  1024   |      64       |  relu_quantized  |  20.480 [-0.192, +0.000] us |  20.480 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |  1024   |       1       |    tie_heavy     |  14.496 [-0.224, +1.888] us |  14.336 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |  1024   |       2       |    tie_heavy     |  16.384 [-2.080, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |  1024   |       4       |    tie_heavy     |  16.384 [-1.024, +0.000] us |  14.336 [-0.192, +0.000] us |  <= -7.1% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       8       |    tie_heavy     |  16.384 [-0.224, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |      16       |    tie_heavy     |  16.384 [-0.224, +0.000] us |  16.384 [-1.024, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |        16384         |  1024   |      32       |    tie_heavy     |  18.432 [-0.224, +0.000] us |  18.400 [-2.176, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |  1024   |      64       |    tie_heavy     |  22.528 [-1.120, +0.000] us |  20.480 [-0.192, +0.000] us |  <= -4.5% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       1       |    pivot_tie     |  16.384 [-0.224, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       2       |    pivot_tie     |  16.384 [-0.224, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       4       |    pivot_tie     |  16.384 [-0.224, +0.000] us |  14.336 [-0.192, +0.032] us | <= -12.5% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |       8       |    pivot_tie     |  16.384 [-0.224, +0.000] us |  14.336 [-0.192, +1.920] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |  1024   |      16       |    pivot_tie     |  16.384 [-0.192, +0.000] us |  16.384 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |        16384         |  1024   |      32       |    pivot_tie     |  18.432 [-0.224, +0.000] us |  16.384 [-0.192, +0.000] us | <= -11.1% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  1024   |      64       |    pivot_tie     |  20.480 [-0.224, +0.064] us |  20.480 [-1.120, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |  2048   |       1       |      random      |  14.336 [-2.048, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |  2048   |       2       |      random      |  14.336 [-0.224, +0.000] us |  12.288 [-0.192, +0.000] us | <= -14.8% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       4       |      random      |  16.384 [-1.184, +0.032] us |  14.336 [-0.192, +0.000] us |  <= -6.0% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       8       |      random      |  16.384 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      16       |      random      |  16.352 [-0.192, +0.032] us |  14.336 [-0.224, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      32       |      random      |  18.432 [-1.120, +0.000] us |  16.384 [-2.080, +0.000] us |  <= -5.7% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      64       |      random      |  20.480 [-0.192, +0.000] us |  18.432 [-0.192, +0.000] us | <= -10.1% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       1       | quantized_random |  16.384 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       2       | quantized_random |  16.384 [-0.224, +0.000] us |  14.304 [-0.160, +0.032] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       4       | quantized_random |  16.384 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       8       | quantized_random |  16.384 [-0.192, +0.000] us |  14.336 [-0.192, +0.032] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      16       | quantized_random |  16.352 [-0.192, +0.032] us |  16.384 [-1.152, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |  2048   |      32       | quantized_random |  18.432 [-1.248, +0.000] us |  16.384 [-0.192, +0.000] us |  <= -4.9% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      64       | quantized_random |  20.480 [-0.192, +0.000] us |  18.432 [-0.224, +0.000] us | <= -10.1% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       1       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       2       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       4       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       8       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      16       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  16.384 [-2.176, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |  2048   |      32       |  relu_quantized  |  18.432 [-0.224, +0.000] us |  16.384 [-0.192, +0.000] us | <= -11.1% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      64       |  relu_quantized  |  20.480 [-0.192, +0.000] us |  18.432 [-0.224, +0.000] us | <= -10.1% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       1       |    tie_heavy     |  16.384 [-0.160, +0.000] us |  14.336 [-0.224, +0.000] us | <= -13.2% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       2       |    tie_heavy     |  16.384 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       4       |    tie_heavy     |  16.352 [-0.192, +0.032] us |  14.336 [-0.160, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       8       |    tie_heavy     |  16.352 [-0.160, +0.032] us |  14.336 [-0.224, +0.064] us | <= -12.4% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      16       |    tie_heavy     |  16.384 [-0.192, +0.000] us |  16.384 [-2.048, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |        16384         |  2048   |      32       |    tie_heavy     |  18.432 [-0.192, +0.032] us |  16.384 [-0.192, +0.000] us | <= -11.3% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      64       |    tie_heavy     |  20.480 [-0.192, +0.032] us |  20.448 [-2.176, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |  2048   |       1       |    pivot_tie     |  16.384 [-0.224, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       2       |    pivot_tie     |  16.384 [-0.992, +0.032] us |  14.336 [-0.256, +0.000] us |  <= -7.4% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |       4       |    pivot_tie     |  16.384 [-0.192, +0.000] us |  16.352 [-2.112, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |  2048   |       8       |    pivot_tie     |  16.384 [-0.192, +0.000] us |  16.352 [-2.112, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |  2048   |      16       |    pivot_tie     |  18.432 [-0.192, +0.000] us |  16.384 [-0.192, +0.000] us | <= -11.3% |  🟢 FAST  |
|    F32     |     I32      |        16384         |  2048   |      32       |    pivot_tie     |  18.432 [-0.224, +0.000] us |  16.384 [-0.192, +2.048] us |           |  🤷 AMBG  |
|    F32     |     I32      |        16384         |  2048   |      64       |    pivot_tie     |  20.480 [-0.160, +0.000] us |  18.432 [-0.160, +2.016] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |   512   |       1       |      random      |  12.288 [-0.192, +0.000] us |  10.240 [-0.192, +0.000] us | <= -18.1% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       2       |      random      |  14.304 [-2.112, +0.032] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |   512   |       4       |      random      |  16.384 [-1.440, +0.032] us |  14.336 [-0.192, +0.000] us |  <= -4.2% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       8       |      random      |  16.384 [-1.312, +0.032] us |  14.336 [-0.224, +0.000] us |  <= -5.1% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      16       |      random      |  18.432 [-0.224, +0.000] us |  16.384 [-0.224, +0.000] us | <= -11.1% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      32       |      random      |  18.432 [-0.160, +0.032] us |  18.304 [-2.112, +0.128] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |   512   |      64       |      random      |  22.656 [-0.320, +1.920] us |  22.464 [-2.176, +0.064] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |   512   |       1       | quantized_random |  12.288 [+0.000, +0.000] us |  10.240 [-0.192, +0.000] us | <= -20.0% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       2       | quantized_random |  14.336 [-0.192, +0.000] us |  14.336 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |   512   |       4       | quantized_random |  16.352 [-2.112, +0.032] us |  14.336 [-1.472, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |   512   |       8       | quantized_random |  16.384 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      16       | quantized_random |  18.432 [-0.192, +0.000] us |  16.384 [-0.192, +0.000] us | <= -11.3% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      32       | quantized_random |  18.464 [-0.224, +1.984] us |  18.400 [-2.112, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |   512   |      64       | quantized_random |  22.528 [-0.192, +0.000] us |  22.528 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |   512   |       1       |  relu_quantized  |  12.288 [-0.192, +0.000] us |  10.240 [-0.192, +0.000] us | <= -18.1% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       2       |  relu_quantized  |  14.336 [-0.224, +0.064] us |  14.336 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |   512   |       4       |  relu_quantized  |  16.352 [-2.144, +0.032] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |   512   |       8       |  relu_quantized  |  16.384 [-0.224, +0.000] us |  14.304 [-0.160, +0.032] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      16       |  relu_quantized  |  18.432 [-0.672, +0.000] us |  16.384 [-0.224, +0.000] us |  <= -8.4% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      32       |  relu_quantized  |  18.464 [-0.256, +2.016] us |  18.400 [-2.144, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |   512   |      64       |  relu_quantized  |  22.496 [-0.160, +0.032] us |  22.528 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |   512   |       1       |    tie_heavy     |  16.384 [-2.048, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |   512   |       2       |    tie_heavy     |  16.352 [-2.208, +0.032] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |   512   |       4       |    tie_heavy     |  16.384 [-0.224, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       8       |    tie_heavy     |  16.352 [-0.160, +0.032] us |  14.336 [-0.160, +0.032] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      16       |    tie_heavy     |  20.480 [-2.112, +0.000] us |  18.432 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |   512   |      32       |    tie_heavy     |  20.480 [-0.224, +0.000] us |  18.432 [-1.280, +0.000] us |  <= -9.9% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      64       |    tie_heavy     |  24.576 [-0.192, +0.000] us |  22.528 [-0.224, +0.000] us |  <= -8.2% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       1       |    pivot_tie     |  16.384 [-1.216, +0.032] us |  14.336 [-0.224, +0.000] us |  <= -5.8% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       2       |    pivot_tie     |  16.352 [-2.144, +0.032] us |  14.336 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |   512   |       4       |    pivot_tie     |  16.384 [-1.056, +0.000] us |  14.336 [-0.192, +0.000] us |  <= -6.9% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |       8       |    pivot_tie     |  16.384 [-0.224, +0.000] us |  14.336 [-0.160, +0.224] us | <= -11.0% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      16       |    pivot_tie     |  20.448 [-2.176, +0.032] us |  16.384 [-0.160, +0.128] us | <= -10.7% |  🟢 FAST  |
|    F32     |     I32      |        32768         |   512   |      32       |    pivot_tie     |  20.480 [-2.176, +0.000] us |  18.432 [-2.144, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |   512   |      64       |    pivot_tie     |  22.528 [-0.192, +0.000] us |  20.480 [-0.192, +0.000] us |  <= -9.1% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       1       |      random      |  14.336 [-2.048, +0.000] us |  12.288 [-1.152, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |  1024   |       2       |      random      |  14.336 [-1.248, +0.000] us |  12.288 [-0.192, +0.000] us |  <= -6.5% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       4       |      random      |  14.336 [-0.224, +0.000] us |  12.288 [-0.224, +0.000] us | <= -14.8% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       8       |      random      |  16.384 [-1.504, +0.000] us |  14.336 [-0.224, +0.000] us |  <= -3.8% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      16       |      random      |  18.432 [-0.192, +0.000] us |  16.384 [+0.000, +0.000] us | <= -11.3% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      32       |      random      |  18.432 [-0.192, +0.000] us |  18.304 [-2.080, +0.128] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |  1024   |      64       |      random      |  22.528 [-0.224, +0.000] us |  20.480 [-0.224, +0.032] us |  <= -8.7% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       1       | quantized_random |  14.368 [-0.224, +2.016] us |  14.336 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |  1024   |       2       | quantized_random |  16.384 [-2.080, +0.000] us |  14.336 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |  1024   |       4       | quantized_random |  16.384 [-1.056, +0.000] us |  14.336 [-1.280, +0.000] us |  <= -6.9% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       8       | quantized_random |  16.384 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      16       | quantized_random |  20.480 [-2.208, +0.000] us |  18.432 [-2.144, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |  1024   |      32       | quantized_random |  20.480 [-0.960, +0.000] us |  18.432 [-1.248, +0.000] us |  <= -5.9% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      64       | quantized_random |  24.576 [-1.056, +0.000] us |  22.528 [-1.120, +0.000] us |  <= -4.4% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       1       |  relu_quantized  |  14.368 [-0.224, +1.984] us |  14.336 [-1.024, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |  1024   |       2       |  relu_quantized  |  16.384 [-2.112, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |  1024   |       4       |  relu_quantized  |  16.384 [-1.056, +0.000] us |  14.336 [-1.184, +0.000] us |  <= -6.9% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       8       |  relu_quantized  |  16.384 [-1.248, +0.000] us |  14.336 [-0.224, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      16       |  relu_quantized  |  20.448 [-2.112, +0.032] us |  18.432 [-2.144, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |  1024   |      32       |  relu_quantized  |  20.480 [-1.472, +0.000] us |  18.432 [-0.192, +0.000] us |  <= -3.1% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      64       |  relu_quantized  |  24.576 [-0.224, +0.000] us |  22.528 [-1.024, +0.000] us |  <= -8.1% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       1       |    tie_heavy     |  14.336 [-0.224, +0.000] us |  12.384 [-0.192, +1.952] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |  1024   |       2       |    tie_heavy     |  16.384 [-1.344, +0.000] us |  14.336 [-0.192, +0.000] us |  <= -4.9% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       4       |    tie_heavy     |  16.384 [-0.224, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       8       |    tie_heavy     |  16.384 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      16       |    tie_heavy     |  20.480 [-2.112, +0.000] us |  18.432 [-2.176, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |  1024   |      32       |    tie_heavy     |  20.480 [-1.056, +0.000] us |  18.432 [-0.192, +0.000] us |  <= -5.4% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |      64       |    tie_heavy     |  24.576 [-0.192, +0.000] us |  22.528 [-0.160, +0.000] us |  <= -8.2% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       1       |    pivot_tie     |  16.288 [-2.208, +0.096] us |  14.336 [-0.192, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |  1024   |       2       |    pivot_tie     |  16.384 [-2.016, +0.000] us |  14.336 [-1.184, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |  1024   |       4       |    pivot_tie     |  16.384 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  1024   |       8       |    pivot_tie     |  16.384 [+0.000, +0.000] us |  14.336 [-0.192, +1.984] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |  1024   |      16       |    pivot_tie     |  20.480 [-2.112, +0.000] us |  16.576 [-0.384, +1.856] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |  1024   |      32       |    pivot_tie     |  20.480 [-2.080, +0.000] us |  18.400 [-2.144, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |  1024   |      64       |    pivot_tie     |  22.528 [-0.192, +0.000] us |  22.496 [-2.144, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |  2048   |       1       |      random      |  16.384 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       2       |      random      |  16.384 [-0.224, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       4       |      random      |  16.384 [-0.576, +0.000] us |  14.336 [-0.224, +0.000] us | <= -10.3% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       8       |      random      |  16.384 [-0.224, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      16       |      random      |  18.432 [-1.088, +0.000] us |  16.384 [-0.192, +0.000] us |  <= -5.9% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      32       |      random      |  20.480 [-0.192, +0.000] us |  18.432 [-0.224, +0.000] us | <= -10.1% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      64       |      random      |  24.576 [-0.224, +0.000] us |  22.528 [-0.224, +0.000] us |  <= -8.1% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       1       | quantized_random |  16.384 [-1.280, +0.000] us |  14.336 [-0.224, +0.000] us |  <= -5.4% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       2       | quantized_random |  16.384 [-0.224, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       4       | quantized_random |  16.384 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       8       | quantized_random |  16.384 [-0.224, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      16       | quantized_random |  20.480 [-0.192, +0.000] us |  18.432 [-0.192, +0.000] us | <= -10.1% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      32       | quantized_random |  22.528 [-0.192, +0.000] us |  20.480 [-0.224, +0.000] us |  <= -9.1% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      64       | quantized_random |  28.672 [-1.248, +0.032] us |  26.624 [-0.192, +0.000] us |  <= -3.0% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       1       |  relu_quantized  |  16.384 [-1.376, +0.000] us |  14.336 [-1.376, +0.000] us |  <= -4.7% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       2       |  relu_quantized  |  16.384 [-0.224, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       4       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       8       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      16       |  relu_quantized  |  20.480 [-0.192, +0.000] us |  18.432 [-0.224, +0.000] us | <= -10.1% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      32       |  relu_quantized  |  22.528 [-1.120, +0.000] us |  20.480 [-0.224, +0.000] us |  <= -4.5% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      64       |  relu_quantized  |  28.672 [-1.056, +0.000] us |  26.624 [-0.192, +0.000] us |  <= -3.7% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       1       |    tie_heavy     |  16.384 [-1.216, +0.000] us |  14.336 [-0.192, +0.000] us |  <= -5.8% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       2       |    tie_heavy     |  16.384 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       4       |    tie_heavy     |  16.384 [-0.384, +0.000] us |  14.336 [-0.224, +0.000] us | <= -11.6% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       8       |    tie_heavy     |  16.384 [-0.192, +0.000] us |  14.336 [-0.256, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      16       |    tie_heavy     |  20.480 [-0.192, +0.000] us |  18.432 [-0.192, +0.000] us | <= -10.1% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      32       |    tie_heavy     |  22.528 [-0.192, +0.000] us |  20.480 [-0.224, +0.032] us |  <= -8.9% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      64       |    tie_heavy     |  30.688 [-2.112, +0.032] us |  28.672 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |  2048   |       1       |    pivot_tie     |  16.384 [-0.224, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       2       |    pivot_tie     |  16.384 [-0.224, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       4       |    pivot_tie     |  16.384 [-0.224, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |       8       |    pivot_tie     |  16.384 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      16       |    pivot_tie     |  18.432 [-0.160, +1.952] us |  18.432 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        32768         |  2048   |      32       |    pivot_tie     |  20.480 [-0.192, +0.000] us |  18.432 [-0.192, +0.000] us | <= -10.1% |  🟢 FAST  |
|    F32     |     I32      |        32768         |  2048   |      64       |    pivot_tie     |  24.640 [-0.192, +1.984] us |  22.592 [-0.192, +1.952] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |   512   |       1       |      random      |  14.336 [-2.080, +0.000] us |  12.288 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |   512   |       2       |      random      |  14.336 [-2.048, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |   512   |       4       |      random      |  14.336 [-1.280, +0.000] us |  12.288 [-0.192, +0.000] us |  <= -6.2% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       8       |      random      |  16.384 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      16       |      random      |  18.432 [-2.144, +0.000] us |  16.384 [-1.088, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |   512   |      32       |      random      |  20.480 [-0.192, +0.000] us |  18.432 [-0.192, +0.000] us | <= -10.1% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      64       |      random      |  28.672 [-2.112, +0.000] us |  26.624 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |   512   |       1       | quantized_random |  16.384 [-1.248, +0.000] us |  14.336 [-0.192, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       2       | quantized_random |  16.384 [-1.280, +0.000] us |  14.336 [-0.224, +0.000] us |  <= -5.4% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       4       | quantized_random |  16.384 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       8       | quantized_random |  16.384 [-0.192, +0.000] us |  14.336 [-0.160, +0.064] us | <= -12.4% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      16       | quantized_random |  18.432 [-0.192, +0.192] us |  18.432 [-0.160, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |   512   |      32       | quantized_random |  24.544 [-2.144, +0.032] us |  22.528 [-1.920, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |   512   |      64       | quantized_random |  30.688 [-2.176, +0.032] us |  28.672 [-1.280, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |   512   |       1       |  relu_quantized  |  16.384 [-1.216, +0.000] us |  14.336 [-0.192, +0.000] us |  <= -5.8% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       2       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       4       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  14.336 [-0.160, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       8       |  relu_quantized  |  16.384 [-0.224, +0.000] us |  14.336 [-0.192, +0.032] us | <= -12.5% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      16       |  relu_quantized  |  18.432 [-0.160, +0.096] us |  18.432 [-2.080, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |   512   |      32       |  relu_quantized  |  24.576 [-2.208, +0.000] us |  22.528 [-1.184, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |   512   |      64       |  relu_quantized  |  30.688 [-2.208, +0.032] us |  28.672 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |   512   |       1       |    tie_heavy     |  16.384 [-1.248, +0.000] us |  14.336 [-0.192, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       2       |    tie_heavy     |  16.384 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       4       |    tie_heavy     |  16.384 [-0.224, +0.000] us |  14.336 [-0.160, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       8       |    tie_heavy     |  16.384 [-0.224, +0.000] us |  16.352 [-2.112, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |   512   |      16       |    tie_heavy     |  20.480 [-0.192, +0.000] us |  18.432 [-1.376, +0.000] us | <= -10.1% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      32       |    tie_heavy     |  26.624 [-0.192, +0.000] us |  24.576 [-1.184, +0.000] us |  <= -7.6% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      64       |    tie_heavy     |  32.768 [-2.112, +0.000] us |  30.720 [-0.160, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |   512   |       1       |    pivot_tie     |  16.384 [-0.224, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       2       |    pivot_tie     |  16.384 [-1.184, +0.000] us |  14.336 [-0.192, +0.000] us |  <= -6.0% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       4       |    pivot_tie     |  16.384 [-0.224, +0.000] us |  14.336 [+0.000, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |       8       |    pivot_tie     |  18.336 [-2.176, +0.096] us |  16.384 [-1.248, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |   512   |      16       |    pivot_tie     |  20.480 [-1.248, +0.000] us |  18.432 [-0.192, +0.000] us |  <= -4.3% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      32       |    pivot_tie     |  24.576 [-1.216, +0.000] us |  22.528 [-0.192, +0.000] us |  <= -3.7% |  🟢 FAST  |
|    F32     |     I32      |        65536         |   512   |      64       |    pivot_tie     |  28.672 [-0.192, +0.000] us |  26.624 [-0.192, +0.064] us |  <= -6.7% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       1       |      random      |  14.336 [-0.224, +0.000] us |  14.336 [-1.152, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  1024   |       2       |      random      |  16.384 [-0.224, +0.000] us |  16.256 [-2.112, +0.128] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  1024   |       4       |      random      |  16.384 [-0.192, +0.000] us |  16.384 [-0.192, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  1024   |       8       |      random      |  18.432 [-2.112, +0.000] us |  16.384 [-1.504, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  1024   |      16       |      random      |  20.480 [-0.192, +2.016] us |  18.432 [-0.192, +0.000] us | <= -10.1% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |      32       |      random      |  24.576 [-1.024, +0.000] us |  22.528 [-1.088, +0.000] us |  <= -4.5% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |      64       |      random      |  30.720 [-1.056, +0.000] us |  24.576 [-0.192, +0.032] us | <= -20.5% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       1       | quantized_random |  16.384 [-0.224, +0.000] us |  16.352 [-2.080, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  1024   |       2       | quantized_random |  16.384 [-0.192, +0.000] us |  16.352 [-2.208, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  1024   |       4       | quantized_random |  16.384 [-0.224, +0.032] us |  16.384 [-1.216, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  1024   |       8       | quantized_random |  18.432 [-0.192, +0.000] us |  16.384 [-0.192, +0.000] us | <= -11.3% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |      16       | quantized_random |  20.480 [-0.192, +0.000] us |  20.480 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  1024   |      32       | quantized_random |  24.576 [-2.016, +0.000] us |  24.576 [-1.984, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |        65536         |  1024   |      64       | quantized_random |  32.736 [-2.176, +0.032] us |  28.672 [-1.024, +0.000] us |  <= -6.6% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       1       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  16.288 [-2.144, +0.096] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  1024   |       2       |  relu_quantized  |  16.384 [-0.224, +0.000] us |  16.384 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  1024   |       4       |  relu_quantized  |  16.384 [-0.224, +0.192] us |  16.384 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  1024   |       8       |  relu_quantized  |  18.432 [-0.192, +0.000] us |  16.384 [-0.192, +0.000] us | <= -11.3% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |      16       |  relu_quantized  |  20.480 [-0.224, +0.000] us |  20.480 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  1024   |      32       |  relu_quantized  |  24.576 [-2.080, +0.000] us |  24.576 [-1.984, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |        65536         |  1024   |      64       |  relu_quantized  |  32.736 [-2.176, +0.032] us |  28.672 [-0.192, +0.000] us |  <= -6.6% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       1       |    tie_heavy     |  16.384 [-0.192, +0.000] us |  16.384 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  1024   |       2       |    tie_heavy     |  16.384 [-0.192, +0.032] us |  16.320 [-2.144, +0.064] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  1024   |       4       |    tie_heavy     |  16.384 [-0.192, +2.016] us |  16.384 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  1024   |       8       |    tie_heavy     |  18.432 [-1.216, +0.000] us |  16.384 [-0.224, +0.000] us |  <= -5.1% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |      16       |    tie_heavy     |  22.528 [-2.080, +0.000] us |  20.480 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  1024   |      32       |    tie_heavy     |  24.576 [-0.192, +0.000] us |  24.576 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |        65536         |  1024   |      64       |    tie_heavy     |  32.768 [-0.224, +0.000] us |  28.672 [-0.192, +0.032] us | <= -13.4% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |       1       |    pivot_tie     |  16.384 [-0.192, +0.032] us |  16.384 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  1024   |       2       |    pivot_tie     |  16.384 [-0.192, +1.952] us |  16.384 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  1024   |       4       |    pivot_tie     |  18.400 [-2.048, +0.032] us |  16.384 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  1024   |       8       |    pivot_tie     |  18.432 [-0.192, +0.000] us |  16.384 [-0.224, +0.000] us | <= -11.3% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  1024   |      16       |    pivot_tie     |  22.496 [-2.144, +0.032] us |  20.480 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  1024   |      32       |    pivot_tie     |  24.576 [-0.192, +0.000] us |  26.592 [-2.208, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  1024   |      64       |    pivot_tie     |  30.720 [-1.824, +0.000] us |  28.672 [-0.192, +0.000] us |  <= -0.8% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       1       |      random      |  14.336 [-0.192, +0.000] us |  14.272 [-2.176, +0.064] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  2048   |       2       |      random      |  14.336 [-0.192, +0.000] us |  14.304 [-2.048, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  2048   |       4       |      random      |  14.336 [-0.192, +0.000] us |  14.336 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  2048   |       8       |      random      |  16.384 [-2.080, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  2048   |      16       |      random      |  18.432 [-2.080, +0.000] us |  16.384 [-0.160, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  2048   |      32       |      random      |  22.528 [+0.000, +0.000] us |  20.480 [-0.192, +0.000] us | <= -10.0% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |      64       |      random      |  28.672 [+0.000, +0.000] us |  26.624 [-0.192, +0.000] us |  <= -7.7% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       1       | quantized_random |  16.384 [-0.224, +0.000] us |  14.336 [-0.192, +1.952] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  2048   |       2       | quantized_random |  16.384 [-0.192, +0.000] us |  14.336 [-0.160, +0.192] us | <= -11.5% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       4       | quantized_random |  16.384 [-0.160, +1.920] us |  16.352 [-2.080, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  2048   |       8       | quantized_random |  18.432 [-1.024, +0.000] us |  16.384 [+0.000, +0.000] us |  <= -6.3% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |      16       | quantized_random |  20.480 [-0.192, +0.000] us |  18.432 [-0.192, +0.000] us | <= -10.1% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |      32       | quantized_random |  26.624 [-2.240, +0.000] us |  24.576 [-1.184, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  2048   |      64       | quantized_random |  32.768 [-0.224, +0.000] us |  30.720 [-0.224, +0.032] us |  <= -5.8% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       1       |  relu_quantized  |  16.384 [-0.224, +0.000] us |  14.336 [-0.192, +1.888] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  2048   |       2       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  14.368 [-0.224, +1.984] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  2048   |       4       |  relu_quantized  |  16.384 [-0.192, +1.984] us |  16.384 [-2.176, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  2048   |       8       |  relu_quantized  |  18.432 [-1.280, +0.000] us |  16.384 [-0.192, +0.000] us |  <= -4.7% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |      16       |  relu_quantized  |  20.480 [-0.192, +0.000] us |  18.400 [-0.192, +0.032] us | <= -10.1% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |      32       |  relu_quantized  |  26.624 [-2.176, +0.000] us |  24.576 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  2048   |      64       |  relu_quantized  |  32.768 [-0.192, +0.000] us |  30.720 [-0.160, +0.000] us |  <= -6.0% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       1       |    tie_heavy     |  16.384 [-0.224, +0.000] us |  14.368 [-0.224, +2.016] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  2048   |       2       |    tie_heavy     |  16.384 [-0.224, +0.000] us |  16.224 [-1.984, +0.160] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  2048   |       4       |    tie_heavy     |  16.384 [-0.192, +0.096] us |  16.384 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  2048   |       8       |    tie_heavy     |  18.432 [-1.056, +0.000] us |  16.384 [-0.192, +0.000] us |  <= -6.1% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |      16       |    tie_heavy     |  20.448 [-0.192, +0.032] us |  20.352 [-2.112, +0.128] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  2048   |      32       |    tie_heavy     |  28.640 [-2.208, +0.032] us |  26.592 [-2.176, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  2048   |      64       |    tie_heavy     |  34.816 [-0.192, +0.000] us |  32.768 [-1.376, +0.000] us |  <= -5.7% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       1       |    pivot_tie     |  16.384 [-0.224, +0.000] us |  14.336 [-0.192, +0.160] us | <= -11.5% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       2       |    pivot_tie     |  16.384 [-0.224, +0.000] us |  14.336 [-0.192, +0.096] us | <= -12.0% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |       4       |    pivot_tie     |  16.384 [-0.160, +0.032] us |  16.352 [-2.144, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  2048   |       8       |    pivot_tie     |  18.432 [-0.224, +0.000] us |  16.384 [-0.192, +0.000] us | <= -11.1% |  🟢 FAST  |
|    F32     |     I32      |        65536         |  2048   |      16       |    pivot_tie     |  22.528 [-2.080, +0.000] us |  20.480 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  2048   |      32       |    pivot_tie     |  26.624 [-2.112, +0.000] us |  24.576 [-2.240, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        65536         |  2048   |      64       |    pivot_tie     |  30.720 [-2.080, +0.000] us |  28.672 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |   512   |       1       |      random      |  14.336 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |        131072        |   512   |       2       |      random      |  14.336 [-0.224, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |   512   |       4       |      random      |  18.432 [-1.344, +0.000] us |  16.384 [-0.192, +0.000] us |  <= -4.3% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       8       |      random      |  20.480 [-2.176, +0.000] us |  18.432 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |   512   |      16       |      random      |  24.576 [-2.080, +0.000] us |  20.480 [-0.192, +0.000] us |  <= -9.8% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |      32       |      random      |  26.624 [-0.192, +0.000] us |  24.576 [-0.160, +0.000] us |  <= -7.6% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |      64       |      random      |  43.008 [-2.112, +0.000] us |  36.800 [-2.080, +0.064] us | <= -10.9% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       1       | quantized_random |  16.384 [-0.224, +0.000] us |  16.352 [-2.144, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |   512   |       2       | quantized_random |  18.400 [-2.080, +0.032] us |  16.384 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |   512   |       4       | quantized_random |  18.432 [-0.192, +0.000] us |  16.384 [-0.192, +0.000] us | <= -11.3% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       8       | quantized_random |  20.480 [-0.192, +0.000] us |  18.432 [-0.192, +0.000] us | <= -10.1% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |      16       | quantized_random |  22.528 [-0.192, +0.000] us |  22.496 [-2.208, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |   512   |      32       | quantized_random |  28.672 [-0.192, +0.000] us |  24.576 [-0.224, +0.000] us | <= -15.9% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |      64       | quantized_random |  45.056 [-2.112, +0.032] us |  38.912 [-2.144, +0.000] us | <= -10.4% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       1       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  16.352 [-2.144, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |   512   |       2       |  relu_quantized  |  18.400 [-2.048, +0.032] us |  16.384 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |   512   |       4       |  relu_quantized  |  18.432 [-1.216, +0.032] us |  16.384 [-0.192, +0.000] us |  <= -5.1% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       8       |  relu_quantized  |  20.480 [-1.184, +0.000] us |  18.432 [-0.192, +0.000] us |  <= -4.7% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |      16       |  relu_quantized  |  22.528 [-0.224, +0.000] us |  22.496 [-2.144, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |   512   |      32       |  relu_quantized  |  28.672 [-1.248, +0.000] us |  24.576 [-0.192, +0.000] us | <= -11.6% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |      64       |  relu_quantized  |  45.056 [-2.176, +0.032] us |  38.912 [-2.240, +0.000] us | <= -10.2% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       1       |    tie_heavy     |  18.432 [-1.024, +0.000] us |  16.384 [-0.224, +0.000] us |  <= -6.3% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       2       |    tie_heavy     |  18.432 [-0.224, +0.000] us |  16.352 [-0.160, +0.032] us | <= -11.1% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       4       |    tie_heavy     |  18.432 [-0.224, +0.000] us |  16.384 [-0.224, +0.000] us | <= -11.1% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       8       |    tie_heavy     |  20.480 [-0.192, +0.000] us |  18.432 [-0.160, +0.000] us | <= -10.1% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |      16       |    tie_heavy     |  24.576 [-0.192, +0.032] us |  24.576 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |   512   |      32       |    tie_heavy     |  34.816 [-0.192, +0.000] us |  30.720 [-2.080, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |      64       |    tie_heavy     |  49.120 [-2.048, +0.032] us |  40.960 [-0.096, +2.016] us |  <= -9.5% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       1       |    pivot_tie     |  18.432 [-0.192, +0.000] us |  16.384 [-0.192, +0.000] us | <= -11.3% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       2       |    pivot_tie     |  18.432 [-0.192, +0.000] us |  16.384 [-0.192, +0.000] us | <= -11.3% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       4       |    pivot_tie     |  18.432 [-0.192, +0.000] us |  16.384 [-0.160, +0.032] us | <= -11.1% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |       8       |    pivot_tie     |  20.480 [-0.224, +0.000] us |  20.480 [-2.240, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |   512   |      16       |    pivot_tie     |  24.576 [-0.192, +0.000] us |  24.576 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |        131072        |   512   |      32       |    pivot_tie     |  30.720 [-0.160, +1.952] us |  28.672 [-0.224, +0.000] us |  <= -6.6% |  🟢 FAST  |
|    F32     |     I32      |        131072        |   512   |      64       |    pivot_tie     |  45.056 [-2.080, +0.032] us |  40.928 [-2.208, +0.032] us |  <= -4.9% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       1       |      random      |  16.384 [-2.080, +0.000] us |  14.336 [-1.376, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  1024   |       2       |      random      |  16.384 [-0.192, +0.000] us |  14.336 [-1.248, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       4       |      random      |  16.384 [-0.224, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       8       |      random      |  18.240 [-2.080, +0.192] us |  16.384 [-1.088, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  1024   |      16       |      random      |  24.576 [-1.216, +0.000] us |  22.528 [-1.920, +0.000] us |  <= -3.7% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      32       |      random      |  28.672 [-0.192, +0.000] us |  26.624 [-2.176, +0.000] us |  <= -7.0% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      64       |      random      |  43.008 [-2.112, +0.000] us |  36.864 [-2.240, +0.992] us |  <= -8.0% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       1       | quantized_random |  18.432 [-1.280, +0.000] us |  16.384 [-1.120, +0.000] us |  <= -4.7% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       2       | quantized_random |  18.432 [-1.248, +0.000] us |  16.384 [-0.224, +0.000] us |  <= -4.9% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       4       | quantized_random |  18.432 [-0.192, +0.000] us |  16.384 [-0.192, +0.000] us | <= -11.3% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       8       | quantized_random |  20.480 [-0.192, +0.000] us |  18.432 [-0.224, +0.000] us | <= -10.1% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      16       | quantized_random |  24.576 [-0.192, +0.032] us |  22.528 [-2.016, +0.000] us |  <= -8.2% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      32       | quantized_random |  30.720 [-0.224, +0.000] us |  26.624 [-0.192, +0.000] us | <= -14.5% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      64       | quantized_random |  47.136 [-0.224, +2.016] us |  40.960 [-2.208, +0.000] us | <= -14.5% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       1       |  relu_quantized  |  18.432 [-2.176, +0.000] us |  16.384 [-0.224, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  1024   |       2       |  relu_quantized  |  18.432 [-0.192, +0.000] us |  16.384 [-0.192, +0.000] us | <= -11.3% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       4       |  relu_quantized  |  18.432 [-0.192, +0.000] us |  16.384 [-0.192, +0.000] us | <= -11.3% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       8       |  relu_quantized  |  20.480 [-0.224, +0.000] us |  18.432 [-0.192, +0.000] us |  <= -9.9% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      16       |  relu_quantized  |  24.576 [-0.192, +0.000] us |  22.528 [-1.120, +0.000] us |  <= -8.2% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      32       |  relu_quantized  |  30.720 [-0.160, +0.000] us |  26.624 [-0.192, +0.000] us | <= -14.8% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      64       |  relu_quantized  |  47.104 [-1.792, +2.016] us |  40.960 [-2.240, +0.000] us | <= -10.6% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       1       |    tie_heavy     |  18.432 [-0.192, +0.000] us |  16.384 [-0.224, +0.000] us | <= -11.3% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       2       |    tie_heavy     |  18.432 [-0.224, +0.000] us |  18.368 [-2.144, +0.064] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  1024   |       4       |    tie_heavy     |  20.480 [-0.224, +0.000] us |  18.432 [-0.192, +0.000] us |  <= -9.9% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       8       |    tie_heavy     |  20.480 [-0.192, +0.000] us |  18.432 [-0.192, +0.000] us | <= -10.1% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      16       |    tie_heavy     |  26.624 [-2.144, +0.000] us |  24.576 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  1024   |      32       |    tie_heavy     |  34.816 [-0.192, +0.000] us |  28.672 [-0.160, +0.032] us | <= -20.6% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      64       |    tie_heavy     |  49.152 [-2.016, +2.016] us |  45.056 [-4.160, +0.000] us |  <= -4.6% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       1       |    pivot_tie     |  18.432 [-0.192, +0.000] us |  16.384 [+0.000, +0.000] us | <= -11.3% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       2       |    pivot_tie     |  18.432 [-1.248, +0.000] us |  16.384 [-1.024, +0.032] us |  <= -4.7% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       4       |    pivot_tie     |  18.432 [-0.224, +0.000] us |  16.384 [-0.192, +0.032] us | <= -10.9% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |       8       |    pivot_tie     |  20.480 [-2.112, +0.000] us |  18.432 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  1024   |      16       |    pivot_tie     |  24.576 [-1.184, +0.000] us |  22.528 [-0.128, +0.000] us |  <= -3.8% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      32       |    pivot_tie     |  32.768 [-2.080, +0.000] us |  26.624 [-0.128, +1.920] us |  <= -7.5% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  1024   |      64       |    pivot_tie     |  45.056 [-2.240, +0.000] us |  38.912 [-2.176, +0.000] us | <= -10.0% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       1       |      random      |  16.384 [-1.280, +0.000] us |  14.336 [-0.160, +0.000] us |  <= -5.4% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       2       |      random      |  16.384 [-0.192, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       4       |      random      |  20.480 [-2.016, +0.000] us |  18.432 [-1.248, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  2048   |       8       |      random      |  20.480 [-2.080, +0.000] us |  18.432 [-1.184, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  2048   |      16       |      random      |  22.528 [-2.048, +0.000] us |  20.480 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  2048   |      32       |      random      |  28.640 [-2.176, +0.032] us |  26.624 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  2048   |      64       |      random      |  43.008 [-2.144, +0.000] us |  38.912 [-2.080, +0.032] us |  <= -4.9% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       1       | quantized_random |  18.432 [-0.192, +0.000] us |  16.384 [-0.128, +0.096] us | <= -10.7% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       2       | quantized_random |  18.432 [-0.192, +0.000] us |  16.384 [-0.128, +1.024] us |  <= -4.8% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       4       | quantized_random |  18.432 [-0.192, +0.000] us |  18.400 [-2.112, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  2048   |       8       | quantized_random |  20.480 [-0.192, +0.064] us |  19.360 [-1.024, +1.120] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  2048   |      16       | quantized_random |  24.608 [-0.256, +2.016] us |  22.528 [-0.128, +0.992] us |  <= -3.5% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |      32       | quantized_random |  32.768 [-0.192, +0.000] us |  30.784 [-0.128, +1.984] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  2048   |      64       | quantized_random |  49.120 [-2.208, +0.032] us |  45.056 [-2.144, +0.000] us |  <= -4.1% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       1       |  relu_quantized  |  18.432 [-0.192, +0.000] us |  16.384 [-0.128, +0.992] us |  <= -5.0% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       2       |  relu_quantized  |  18.432 [-0.192, +0.000] us |  16.384 [-0.096, +0.128] us | <= -10.5% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       4       |  relu_quantized  |  18.432 [-0.192, +0.000] us |  18.400 [-2.176, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  2048   |       8       |  relu_quantized  |  20.480 [-0.160, +0.096] us |  18.464 [-0.096, +1.984] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  2048   |      16       |  relu_quantized  |  24.640 [-0.256, +1.984] us |  22.528 [-0.160, +0.896] us |  <= -4.1% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |      32       |  relu_quantized  |  32.768 [-0.160, +0.032] us |  30.784 [-0.160, +1.984] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  2048   |      64       |  relu_quantized  |  49.152 [-2.208, +0.000] us |  45.056 [-2.176, +0.000] us |  <= -4.2% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       1       |    tie_heavy     |  18.432 [-0.192, +0.000] us |  18.432 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  2048   |       2       |    tie_heavy     |  18.432 [-0.192, +0.000] us |  18.432 [-1.984, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  2048   |       4       |    tie_heavy     |  20.448 [-2.144, +0.032] us |  18.432 [-1.280, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  2048   |       8       |    tie_heavy     |  22.528 [-0.224, +0.000] us |  20.480 [-0.224, +0.000] us |  <= -8.9% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |      16       |    tie_heavy     |  28.672 [-2.048, +0.000] us |  26.624 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  2048   |      32       |    tie_heavy     |  38.912 [-2.176, +0.032] us |  36.864 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  2048   |      64       |    tie_heavy     |  55.296 [-2.208, +2.016] us |  51.200 [-2.144, +0.064] us |  <= -3.6% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       1       |    pivot_tie     |  18.432 [-1.344, +0.000] us |  16.384 [-0.192, +0.000] us |  <= -4.3% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       2       |    pivot_tie     |  18.432 [-1.248, +0.000] us |  16.384 [-0.192, +0.000] us |  <= -4.9% |  🟢 FAST  |
|    F32     |     I32      |        131072        |  2048   |       4       |    pivot_tie     |  18.432 [-0.192, +0.000] us |  16.512 [-0.288, +1.920] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  2048   |       8       |    pivot_tie     |  20.480 [-0.224, +0.000] us |  20.480 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  2048   |      16       |    pivot_tie     |  24.576 [-0.192, +2.016] us |  22.592 [-0.256, +1.984] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  2048   |      32       |    pivot_tie     |  32.736 [-2.112, +0.032] us |  30.720 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        131072        |  2048   |      64       |    pivot_tie     |  47.072 [-2.208, +0.032] us |  43.008 [-2.112, +0.000] us |  <= -4.3% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       1       |      random      |  16.384 [-0.224, +0.000] us |  14.336 [-0.192, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       2       |      random      |  22.464 [-2.176, +0.064] us |  18.432 [-0.192, +0.000] us | <= -10.1% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       4       |      random      |  22.528 [-2.208, +0.000] us |  18.432 [-0.192, +0.000] us | <= -10.2% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       8       |      random      |  22.528 [-0.224, +0.000] us |  20.480 [-2.144, +0.000] us |  <= -8.9% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      16       |      random      |  28.672 [-2.208, +0.000] us |  24.576 [-1.024, +0.000] us |  <= -7.7% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      32       |      random      |  47.008 [-2.144, +0.096] us |  38.944 [-2.176, +1.984] us |  <= -9.6% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      64       |      random      |  61.440 [-2.144, +0.000] us |  51.168 [-2.208, +0.032] us | <= -15.8% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       1       | quantized_random |  16.384 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       2       | quantized_random |  20.480 [-0.224, +0.000] us |  18.432 [-0.224, +0.000] us |  <= -9.9% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       4       | quantized_random |  22.528 [-0.192, +0.000] us |  20.480 [-0.224, +0.000] us |  <= -9.1% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       8       | quantized_random |  22.560 [-0.224, +2.016] us |  20.480 [-1.024, +0.000] us |  <= -9.1% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      16       | quantized_random |  30.720 [-2.048, +0.000] us |  26.624 [-0.192, +0.000] us |  <= -7.7% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      32       | quantized_random |  51.200 [-2.240, +2.016] us |  43.008 [-2.048, +0.000] us | <= -13.8% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      64       | quantized_random |  71.648 [-4.064, +0.064] us |  57.344 [-2.112, +2.048] us | <= -13.8% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       1       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  14.336 [-0.160, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       2       |  relu_quantized  |  20.480 [-0.224, +0.000] us |  18.432 [-0.192, +0.000] us |  <= -9.9% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       4       |  relu_quantized  |  22.528 [-0.192, +0.000] us |  20.480 [-2.016, +0.000] us |  <= -9.1% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       8       |  relu_quantized  |  22.656 [-0.288, +1.920] us |  20.480 [-0.192, +0.032] us |  <= -9.0% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      16       |  relu_quantized  |  30.720 [-2.208, +0.000] us |  26.624 [-0.192, +0.000] us |  <= -7.1% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      32       |  relu_quantized  |  51.200 [-2.208, +2.016] us |  43.008 [-2.112, +0.000] us | <= -13.9% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      64       |  relu_quantized  |  71.648 [-4.064, +0.064] us |  57.376 [-2.112, +2.016] us | <= -13.8% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       1       |    tie_heavy     |  20.544 [-0.224, +1.984] us |  18.432 [-0.224, +0.000] us | <= -10.2% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       2       |    tie_heavy     |  22.496 [-2.080, +0.032] us |  18.432 [-0.224, +0.000] us | <= -10.8% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       4       |    tie_heavy     |  22.528 [-1.088, +0.000] us |  20.480 [-2.080, +0.032] us |  <= -4.5% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       8       |    tie_heavy     |  24.576 [-0.192, +0.000] us |  20.480 [-0.224, +0.000] us | <= -19.1% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      16       |    tie_heavy     |  34.784 [-2.080, +0.032] us |  30.720 [-0.160, +0.000] us |  <= -6.5% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      32       |    tie_heavy     |  53.248 [-4.064, +0.096] us |  45.024 [-4.096, +0.032] us |  <= -9.2% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      64       |    tie_heavy     |  71.776 [-2.272, +1.952] us |  59.392 [-2.240, +0.000] us | <= -17.0% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       1       |    pivot_tie     |  20.480 [-0.192, +2.016] us |  18.432 [-0.224, +0.000] us | <= -10.1% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       2       |    pivot_tie     |  20.512 [-0.192, +2.016] us |  18.432 [-0.192, +0.000] us | <= -10.2% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       4       |    pivot_tie     |  22.528 [-0.160, +0.000] us |  20.480 [-2.016, +0.000] us |  <= -9.2% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |       8       |    pivot_tie     |  24.576 [-0.192, +0.032] us |  22.528 [-2.176, +0.000] us |  <= -8.2% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      16       |    pivot_tie     |  32.768 [-2.176, +0.000] us |  28.704 [-0.160, +1.984] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |   512   |      32       |    pivot_tie     |  51.200 [-2.144, +2.016] us |  45.024 [-2.112, +0.032] us |  <= -8.9% |  🟢 FAST  |
|    F32     |     I32      |        262144        |   512   |      64       |    pivot_tie     |  71.552 [-4.000, +0.128] us |  59.392 [-3.104, +0.032] us | <= -13.7% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       1       |      random      |  20.480 [-0.192, +0.032] us |  20.480 [-1.088, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  1024   |       2       |      random      |  21.440 [-1.120, +1.088] us |  20.480 [-1.056, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  1024   |       4       |      random      |  22.528 [-1.120, +0.000] us |  20.480 [-0.096, +0.000] us |  <= -4.5% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       8       |      random      |  22.528 [-0.224, +0.000] us |  22.528 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  1024   |      16       |      random      |  28.672 [-0.192, +1.984] us |  28.672 [-1.248, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  1024   |      32       |      random      |  38.912 [-2.144, +0.000] us |  34.848 [-0.096, +1.984] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  1024   |      64       |      random      |  63.488 [-2.208, +2.016] us |  59.392 [-2.144, +0.032] us |  <= -3.1% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       1       | quantized_random |  22.496 [-2.176, +0.032] us |  20.480 [-1.056, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  1024   |       2       | quantized_random |  22.528 [-2.112, +0.000] us |  20.480 [-0.096, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  1024   |       4       | quantized_random |  22.528 [-0.192, +0.000] us |  20.480 [-0.128, +0.032] us |  <= -8.9% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       8       | quantized_random |  22.528 [-0.224, +0.000] us |  22.528 [-1.280, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  1024   |      16       | quantized_random |  32.768 [-2.048, +0.000] us |  30.720 [-0.160, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  1024   |      32       | quantized_random |  47.104 [-2.176, +0.000] us |  43.008 [-1.184, +0.032] us |  <= -4.4% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |      64       | quantized_random |  69.632 [-2.208, +0.032] us |  63.488 [-2.080, +0.096] us |  <= -6.0% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       1       |  relu_quantized  |  22.496 [-2.144, +0.032] us |  20.480 [-0.992, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  1024   |       2       |  relu_quantized  |  22.528 [-1.120, +0.000] us |  20.480 [-0.096, +0.000] us |  <= -4.5% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       4       |  relu_quantized  |  22.528 [-0.192, +0.000] us |  20.480 [-0.128, +0.032] us |  <= -8.9% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       8       |  relu_quantized  |  22.528 [-0.192, +0.000] us |  22.528 [-1.152, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  1024   |      16       |  relu_quantized  |  32.768 [-1.952, +0.000] us |  30.720 [-1.152, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  1024   |      32       |  relu_quantized  |  47.072 [-2.176, +0.032] us |  43.008 [-1.216, +0.032] us |  <= -4.3% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |      64       |  relu_quantized  |  69.600 [-2.208, +0.032] us |  63.488 [-2.112, +0.096] us |  <= -6.0% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       1       |    tie_heavy     |  22.528 [-0.192, +0.000] us |  22.496 [-2.144, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  1024   |       2       |    tie_heavy     |  22.528 [-0.192, +0.000] us |  22.528 [-1.184, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  1024   |       4       |    tie_heavy     |  24.576 [-2.080, +0.000] us |  22.528 [-1.344, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  1024   |       8       |    tie_heavy     |  24.576 [-0.192, +0.000] us |  22.528 [-0.128, +0.000] us |  <= -8.2% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |      16       |    tie_heavy     |  34.816 [-0.192, +0.000] us |  32.768 [-0.128, +0.000] us |  <= -5.7% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |      32       |    tie_heavy     |  53.248 [-2.144, +0.000] us |  49.152 [-2.112, +0.000] us |  <= -4.0% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |      64       |    tie_heavy     |  77.824 [-2.240, +0.000] us |  71.680 [-2.144, +0.000] us |  <= -5.4% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       1       |    pivot_tie     |  20.480 [-0.192, +0.000] us |  20.480 [-1.184, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  1024   |       2       |    pivot_tie     |  22.464 [-2.144, +0.064] us |  20.480 [-1.184, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  1024   |       4       |    pivot_tie     |  22.528 [-1.056, +0.000] us |  20.480 [-0.576, +0.000] us |  <= -4.8% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |       8       |    pivot_tie     |  22.528 [-0.192, +0.096] us |  22.528 [-2.016, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  1024   |      16       |    pivot_tie     |  30.720 [-0.192, +1.024] us |  30.720 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  1024   |      32       |    pivot_tie     |  45.056 [-2.080, +0.000] us |  40.960 [-1.216, +0.032] us |  <= -4.8% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  1024   |      64       |    pivot_tie     |  67.584 [-2.208, +0.000] us |  63.488 [-2.112, +0.032] us |  <= -2.9% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |       1       |      random      |  18.432 [-1.248, +0.000] us |  16.384 [-0.160, +0.000] us |  <= -4.9% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |       2       |      random      |  18.432 [-0.192, +0.000] us |  16.448 [-0.192, +1.952] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  2048   |       4       |      random      |  18.432 [-0.192, +0.000] us |  18.432 [-2.016, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  2048   |       8       |      random      |  20.480 [-0.192, +0.000] us |  20.480 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  2048   |      16       |      random      |  30.720 [-0.192, +0.032] us |  28.640 [-0.096, +0.032] us |  <= -6.5% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |      32       |      random      |  45.056 [-2.176, +0.000] us |  40.960 [-1.216, +0.032] us |  <= -4.6% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |      64       |      random      |  63.456 [-4.096, +0.064] us |  59.360 [-4.064, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  2048   |       1       | quantized_random |  20.480 [-0.224, +0.000] us |  20.480 [-1.920, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  2048   |       2       | quantized_random |  20.608 [-0.320, +1.920] us |  20.480 [-1.984, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  2048   |       4       | quantized_random |  22.528 [-1.984, +0.000] us |  20.480 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  2048   |       8       | quantized_random |  24.576 [-1.248, +0.000] us |  22.528 [-0.160, +0.000] us |  <= -3.6% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |      16       | quantized_random |  32.768 [-1.248, +0.000] us |  30.720 [-1.024, +0.000] us |  <= -2.6% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |      32       | quantized_random |  53.152 [-2.144, +0.096] us |  49.120 [-3.072, +0.032] us |  <= -3.8% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |      64       | quantized_random |  71.712 [-2.272, +2.016] us |  67.584 [-4.128, +2.048] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  2048   |       1       |  relu_quantized  |  20.480 [-0.192, +0.000] us |  20.480 [-1.120, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  2048   |       2       |  relu_quantized  |  20.576 [-0.288, +1.952] us |  20.480 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  2048   |       4       |  relu_quantized  |  22.528 [-1.984, +0.000] us |  20.480 [-1.152, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  2048   |       8       |  relu_quantized  |  24.576 [-0.192, +0.032] us |  22.528 [-0.128, +0.032] us |  <= -8.1% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |      16       |  relu_quantized  |  32.768 [-2.048, +0.000] us |  30.720 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  2048   |      32       |  relu_quantized  |  53.216 [-4.064, +0.032] us |  49.120 [-3.200, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  2048   |      64       |  relu_quantized  |  71.680 [-2.144, +2.048] us |  67.584 [-4.128, +2.016] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  2048   |       1       |    tie_heavy     |  22.528 [-0.224, +0.000] us |  20.480 [-0.096, +0.000] us |  <= -8.9% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |       2       |    tie_heavy     |  22.528 [-0.192, +0.000] us |  20.480 [-0.192, +0.000] us |  <= -9.1% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |       4       |    tie_heavy     |  22.528 [-0.224, +0.000] us |  20.576 [-0.288, +1.952] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  2048   |       8       |    tie_heavy     |  26.624 [-2.144, +0.000] us |  24.576 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  2048   |      16       |    tie_heavy     |  34.816 [-2.240, +0.000] us |  32.768 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  2048   |      32       |    tie_heavy     |  55.296 [-2.208, +0.000] us |  51.232 [-2.208, +2.016] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  2048   |      64       |    tie_heavy     |  77.920 [-2.304, +1.952] us |  73.728 [-2.144, +0.032] us |  <= -2.5% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |       1       |    pivot_tie     |  20.480 [-0.160, +0.000] us |  20.480 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  2048   |       2       |    pivot_tie     |  20.512 [-0.192, +2.016] us |  20.480 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  2048   |       4       |    pivot_tie     |  22.528 [-2.112, +0.000] us |  20.480 [-1.248, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  2048   |       8       |    pivot_tie     |  24.576 [-0.224, +0.000] us |  22.528 [-0.192, +0.000] us |  <= -8.1% |  🟢 FAST  |
|    F32     |     I32      |        262144        |  2048   |      16       |    pivot_tie     |  30.720 [-0.192, +0.000] us |  30.720 [-1.248, +0.000] us |           |  🔵 SAME  |
|    F32     |     I32      |        262144        |  2048   |      32       |    pivot_tie     |  49.152 [-2.112, +2.016] us |  45.088 [-0.224, +2.016] us |           |  🤷 AMBG  |
|    F32     |     I32      |        262144        |  2048   |      64       |    pivot_tie     |  69.536 [-4.032, +0.096] us |  63.520 [-2.112, +2.016] us |           |  🤷 AMBG  |
|    F32     |     I32      |        524288        |   512   |       1       |      random      |  22.528 [-0.160, +0.096] us |  22.528 [-1.056, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        524288        |   512   |       2       |      random      |  24.544 [-2.144, +0.032] us |  22.528 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        524288        |   512   |       4       |      random      |  24.576 [-1.184, +0.000] us |  22.528 [-0.192, +0.000] us |  <= -3.8% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       8       |      random      |  28.672 [-1.248, +0.032] us |  26.624 [-1.376, +0.000] us |  <= -3.0% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      16       |      random      |  51.232 [-0.192, +2.016] us |  49.088 [-2.112, +0.064] us |  <= -3.8% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      32       |      random      |  65.536 [-2.112, +0.000] us |  59.392 [-0.192, +0.032] us |  <= -6.7% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      64       |      random      | 112.640 [-1.024, +0.000] us | 100.352 [-2.080, +1.984] us |  <= -9.1% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       1       | quantized_random |  22.528 [-1.152, +0.000] us |  20.480 [-1.088, +0.032] us |  <= -4.2% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       2       | quantized_random |  26.496 [-2.112, +0.128] us |  24.544 [-2.144, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        524288        |   512   |       4       | quantized_random |  26.624 [-1.216, +0.000] us |  24.576 [-1.216, +0.000] us |  <= -3.4% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       8       | quantized_random |  30.720 [-2.112, +0.000] us |  28.672 [-2.144, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        524288        |   512   |      16       | quantized_random |  53.248 [-0.192, +0.064] us |  49.152 [-1.216, +0.032] us |  <= -7.9% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      32       | quantized_random |  75.776 [+0.000, +0.000] us |  67.584 [-0.160, +2.016] us |  <= -8.9% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      64       | quantized_random | 131.104 [-2.112, +2.016] us | 116.704 [-2.208, +0.032] us | <= -10.5% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       1       |  relu_quantized  |  22.528 [-1.120, +0.000] us |  20.480 [-1.056, +0.032] us |  <= -4.4% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       2       |  relu_quantized  |  26.592 [-2.176, +0.032] us |  24.576 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        524288        |   512   |       4       |  relu_quantized  |  26.624 [-2.048, +0.000] us |  24.576 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        524288        |   512   |       8       |  relu_quantized  |  30.720 [-2.080, +0.000] us |  28.672 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        524288        |   512   |      16       |  relu_quantized  |  53.248 [-1.184, +0.096] us |  49.152 [-2.144, +0.000] us |  <= -5.9% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      32       |  relu_quantized  |  75.776 [-2.112, +0.000] us |  67.584 [-0.192, +0.064] us |  <= -8.9% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      64       |  relu_quantized  | 132.000 [-3.008, +1.120] us | 116.544 [-2.016, +0.192] us | <= -10.5% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       1       |    tie_heavy     |  26.624 [-2.080, +0.000] us |  24.576 [-1.056, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        524288        |   512   |       2       |    tie_heavy     |  26.624 [-1.248, +0.032] us |  24.576 [-0.192, +0.000] us |  <= -3.3% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       4       |    tie_heavy     |  26.624 [-0.960, +0.032] us |  24.576 [-0.160, +0.000] us |  <= -4.4% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       8       |    tie_heavy     |  32.768 [-0.128, +0.096] us |  30.720 [-0.224, +0.000] us |  <= -6.2% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      16       |    tie_heavy     |  59.360 [-2.080, +0.032] us |  53.248 [-0.192, +0.032] us |  <= -7.5% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      32       |    tie_heavy     |  83.968 [-2.048, +0.064] us |  75.776 [-0.160, +0.000] us |  <= -8.1% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      64       |    tie_heavy     | 141.312 [-2.080, +2.048] us | 124.928 [-2.208, +0.032] us | <= -11.4% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       1       |    pivot_tie     |  26.624 [-2.080, +0.000] us |  24.576 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        524288        |   512   |       2       |    pivot_tie     |  26.624 [-1.248, +0.000] us |  24.576 [-0.224, +0.000] us |  <= -3.3% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       4       |    pivot_tie     |  26.624 [-1.024, +0.000] us |  24.576 [-0.192, +0.032] us |  <= -4.0% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |       8       |    pivot_tie     |  30.720 [-0.160, +0.096] us |  28.736 [-0.192, +1.984] us |           |  🤷 AMBG  |
|    F32     |     I32      |        524288        |   512   |      16       |    pivot_tie     |  55.264 [-2.144, +0.032] us |  49.152 [-0.192, +0.000] us |  <= -8.1% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      32       |    pivot_tie     |  79.872 [-2.080, +0.000] us |  71.680 [-1.024, +0.000] us |  <= -8.5% |  🟢 FAST  |
|    F32     |     I32      |        524288        |   512   |      64       |    pivot_tie     | 137.184 [-4.128, +0.032] us | 118.784 [-2.144, +0.000] us | <= -12.0% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       1       |      random      |  18.464 [-0.192, +2.016] us |  18.432 [-1.216, +0.032] us |           |  🤷 AMBG  |
|    F32     |     I32      |        524288        |  1024   |       2       |      random      |  20.480 [-1.280, +0.000] us |  18.432 [-1.184, +0.032] us |  <= -4.0% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       4       |      random      |  20.480 [-1.248, +0.000] us |  18.432 [-0.128, +0.000] us |  <= -4.3% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       8       |      random      |  22.528 [-0.128, +0.096] us |  22.528 [-1.120, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        524288        |  1024   |      16       |      random      |  47.104 [-1.312, +0.032] us |  43.008 [-0.096, +0.032] us |  <= -6.4% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      32       |      random      |  71.680 [-2.080, +0.032] us |  63.520 [-0.160, +1.024] us |  <= -7.8% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      64       |      random      | 116.832 [-2.144, +1.952] us | 102.400 [-2.048, +2.016] us |  <= -9.8% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       1       | quantized_random |  24.608 [-0.192, +1.984] us |  24.576 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        524288        |  1024   |       2       | quantized_random |  26.624 [-1.216, +0.000] us |  24.576 [-1.216, +0.032] us |  <= -3.3% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       4       | quantized_random |  26.624 [-1.216, +0.000] us |  24.576 [-1.184, +0.000] us |  <= -3.4% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       8       | quantized_random |  32.768 [-1.216, +0.000] us |  30.688 [-2.112, +0.032] us |  <= -2.7% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      16       | quantized_random |  51.200 [-1.280, +0.032] us |  47.104 [-2.080, +0.000] us |  <= -6.0% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      32       | quantized_random |  75.776 [-2.080, +0.000] us |  67.584 [-0.096, +0.448] us |  <= -8.3% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      64       | quantized_random | 135.136 [-3.072, +0.032] us | 118.784 [-2.080, +2.048] us |  <= -9.3% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       1       |  relu_quantized  |  24.608 [-0.128, +1.984] us |  24.576 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        524288        |  1024   |       2       |  relu_quantized  |  26.624 [-1.248, +0.032] us |  24.576 [-1.216, +0.032] us |  <= -3.1% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       4       |  relu_quantized  |  26.624 [-1.216, +0.000] us |  24.576 [-2.048, +0.032] us |  <= -3.3% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       8       |  relu_quantized  |  32.768 [-1.248, +0.000] us |  30.688 [-2.080, +0.032] us |  <= -2.6% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      16       |  relu_quantized  |  51.168 [-1.152, +0.032] us |  47.072 [-2.144, +0.032] us |  <= -6.2% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      32       |  relu_quantized  |  75.776 [-2.112, +0.000] us |  67.584 [-0.128, +0.032] us |  <= -8.9% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      64       |  relu_quantized  | 134.048 [-3.008, +1.120] us | 118.816 [-2.144, +1.984] us |  <= -8.5% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       1       |    tie_heavy     |  26.624 [-2.016, +0.000] us |  24.576 [-1.184, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |        524288        |  1024   |       2       |    tie_heavy     |  26.624 [-1.248, +0.000] us |  24.576 [-1.216, +0.032] us |  <= -3.1% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       4       |    tie_heavy     |  26.624 [-0.928, +0.032] us |  24.576 [-0.160, +0.000] us |  <= -4.6% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       8       |    tie_heavy     |  32.768 [-0.128, +0.896] us |  30.720 [-0.128, +0.032] us |  <= -6.1% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      16       |    tie_heavy     |  61.408 [-2.144, +0.032] us |  55.296 [-0.192, +0.000] us |  <= -7.2% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      32       |    tie_heavy     |  86.016 [-2.112, +2.016] us |  77.824 [-1.184, +0.096] us |  <= -7.7% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      64       |    tie_heavy     | 143.360 [-4.128, +0.000] us | 129.024 [-4.096, +0.000] us |  <= -7.9% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       1       |    pivot_tie     |  26.624 [-1.056, +0.032] us |  24.576 [-1.152, +0.000] us |  <= -4.0% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       2       |    pivot_tie     |  26.624 [-0.096, +0.032] us |  24.576 [-0.160, +0.000] us |  <= -7.9% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       4       |    pivot_tie     |  26.624 [-0.160, +0.032] us |  24.576 [-0.224, +0.000] us |  <= -7.7% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |       8       |    pivot_tie     |  32.768 [-2.144, +0.000] us |  28.672 [-0.160, +0.128] us |  <= -6.3% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      16       |    pivot_tie     |  55.296 [-2.112, +0.000] us |  49.152 [-0.192, +0.032] us |  <= -8.1% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      32       |    pivot_tie     |  79.872 [-2.016, +0.032] us |  71.680 [-2.048, +0.032] us |  <= -8.6% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  1024   |      64       |    pivot_tie     | 137.216 [-3.136, +0.064] us | 118.784 [-4.096, +0.032] us | <= -12.8% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       1       |      random      |  20.480 [-0.128, +0.000] us |  18.432 [-0.192, +0.000] us | <= -10.4% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       2       |      random      |  24.576 [-1.216, +0.032] us |  22.528 [-0.192, +0.000] us |  <= -3.7% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       4       |      random      |  24.576 [-0.128, +0.000] us |  22.528 [-0.224, +0.000] us |  <= -8.5% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       8       |      random      |  30.688 [-2.080, +0.032] us |  26.624 [-0.192, +0.000] us |  <= -7.5% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      16       |      random      |  51.200 [-2.080, +0.032] us |  45.056 [-0.192, +0.000] us |  <= -9.0% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      32       |      random      |  76.800 [-1.152, +1.024] us |  67.584 [-0.192, +0.000] us | <= -11.9% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      64       |      random      | 126.976 [-1.184, +0.000] us | 108.640 [-0.288, +1.952] us | <= -13.7% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       1       | quantized_random |  26.624 [-0.160, +0.000] us |  24.576 [-2.112, +0.000] us |  <= -7.7% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       2       | quantized_random |  26.624 [-1.056, +0.000] us |  24.576 [-2.080, +0.000] us |  <= -4.0% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       4       | quantized_random |  26.624 [-0.128, +0.032] us |  24.576 [-1.216, +0.000] us |  <= -7.8% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       8       | quantized_random |  30.784 [-0.224, +1.952] us |  28.672 [-1.152, +0.000] us |  <= -6.6% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      16       | quantized_random |  55.264 [-2.112, +0.032] us |  49.152 [-2.144, +0.000] us |  <= -8.1% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      32       | quantized_random |  79.872 [-2.080, +0.032] us |  71.680 [-2.208, +0.000] us |  <= -8.5% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      64       | quantized_random | 135.200 [-1.216, +2.016] us | 118.784 [-4.096, +0.000] us | <= -12.8% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       1       |  relu_quantized  |  26.624 [-1.088, +0.032] us |  24.544 [-2.112, +0.032] us |  <= -3.9% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       2       |  relu_quantized  |  26.624 [-0.128, +0.032] us |  24.576 [-2.144, +0.000] us |  <= -7.8% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       4       |  relu_quantized  |  26.624 [-0.128, +0.032] us |  24.576 [-1.056, +0.000] us |  <= -7.8% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       8       |  relu_quantized  |  31.520 [-0.896, +1.248] us |  28.672 [-1.248, +0.000] us |  <= -6.8% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      16       |  relu_quantized  |  55.264 [-2.112, +0.032] us |  49.152 [-2.144, +0.000] us |  <= -8.1% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      32       |  relu_quantized  |  79.872 [-2.144, +0.000] us |  71.648 [-2.144, +0.032] us |  <= -8.4% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      64       |  relu_quantized  | 135.168 [-1.152, +2.016] us | 118.784 [-4.128, +0.000] us | <= -12.8% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       1       |    tie_heavy     |  27.648 [-1.120, +1.024] us |  24.576 [-1.216, +0.000] us |  <= -7.9% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       2       |    tie_heavy     |  28.672 [-2.112, +0.000] us |  24.576 [-0.160, +0.000] us |  <= -8.1% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       4       |    tie_heavy     |  28.672 [-1.248, +0.000] us |  24.576 [-0.160, +0.000] us | <= -11.6% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       8       |    tie_heavy     |  32.768 [-0.096, +0.096] us |  30.720 [-0.160, +0.000] us |  <= -6.4% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      16       |    tie_heavy     |  59.456 [-0.160, +1.952] us |  55.264 [-2.112, +0.032] us |  <= -7.2% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      32       |    tie_heavy     |  88.064 [-2.080, +0.000] us |  77.824 [-2.112, +0.032] us | <= -10.4% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      64       |    tie_heavy     | 145.376 [-4.128, +0.032] us | 126.976 [-4.096, +0.000] us | <= -11.2% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       1       |    pivot_tie     |  28.672 [-2.080, +0.000] us |  24.576 [-0.096, +0.032] us |  <= -8.1% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       2       |    pivot_tie     |  28.672 [-2.080, +0.000] us |  24.576 [-0.128, +0.032] us |  <= -8.1% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       4       |    pivot_tie     |  28.672 [-2.080, +0.000] us |  24.576 [-0.128, +0.032] us |  <= -8.1% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |       8       |    pivot_tie     |  32.768 [-1.216, +0.032] us |  28.704 [-0.128, +1.984] us |  <= -2.8% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      16       |    pivot_tie     |  55.296 [-2.144, +0.000] us |  49.152 [-1.152, +0.032] us |  <= -8.1% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      32       |    pivot_tie     |  79.872 [-2.048, +0.032] us |  71.680 [-1.984, +0.000] us |  <= -8.6% |  🟢 FAST  |
|    F32     |     I32      |        524288        |  2048   |      64       |    pivot_tie     | 137.216 [-4.128, +0.160] us | 116.768 [-2.112, +2.016] us | <= -12.0% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       1       |      random      |  22.528 [-0.128, +0.032] us |  22.528 [-1.280, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |       1048576        |   512   |       2       |      random      |  24.576 [-1.216, +0.032] us |  22.528 [-0.160, +0.192] us |  <= -2.8% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       4       |      random      |  24.576 [-0.096, +0.032] us |  24.576 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |       1048576        |   512   |       8       |      random      |  45.024 [-2.112, +0.032] us |  38.912 [-1.184, +0.000] us | <= -10.3% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      16       |      random      |  67.648 [-1.248, +1.984] us |  61.440 [-1.088, +0.000] us |  <= -8.1% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      32       |      random      | 114.688 [-4.096, +1.024] us | 104.448 [-2.144, +0.896] us |  <= -5.0% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      64       |      random      | 188.416 [-2.112, +0.000] us | 169.984 [-0.992, +0.864] us |  <= -9.0% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       1       | quantized_random |  32.768 [-1.184, +0.000] us |  30.720 [-1.248, +0.000] us |  <= -2.8% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       2       | quantized_random |  33.664 [-0.992, +1.120] us |  30.720 [-0.192, +0.000] us |  <= -6.4% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       4       | quantized_random |  34.816 [-2.048, +0.000] us |  30.720 [-0.160, +0.032] us |  <= -6.6% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       8       | quantized_random |  40.960 [-0.096, +1.056] us |  36.864 [-0.160, +2.016] us |  <= -5.1% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      16       | quantized_random |  71.712 [-0.160, +0.928] us |  65.536 [-0.192, +0.000] us |  <= -9.2% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      32       | quantized_random | 120.832 [-2.144, +0.000] us | 110.592 [-2.048, +0.000] us |  <= -7.3% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      64       | quantized_random | 210.944 [-2.048, +0.032] us | 192.480 [-2.176, +0.032] us |  <= -8.5% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       1       |  relu_quantized  |  32.768 [-1.216, +0.000] us |  30.720 [-1.056, +0.000] us |  <= -2.7% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       2       |  relu_quantized  |  32.800 [-0.192, +2.016] us |  30.720 [-0.160, +0.000] us |  <= -6.1% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       4       |  relu_quantized  |  34.816 [-2.080, +0.000] us |  30.720 [-0.160, +0.032] us |  <= -6.5% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       8       |  relu_quantized  |  40.960 [-1.184, +1.024] us |  36.864 [-0.160, +0.064] us |  <= -7.7% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      16       |  relu_quantized  |  71.680 [-0.096, +0.064] us |  65.536 [-1.984, +0.000] us |  <= -9.2% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      32       |  relu_quantized  | 120.800 [-2.080, +0.032] us | 110.592 [-2.048, +0.000] us |  <= -7.3% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      64       |  relu_quantized  | 210.944 [-2.048, +0.032] us | 190.464 [-0.192, +0.096] us |  <= -9.6% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       1       |    tie_heavy     |  34.880 [-0.160, +1.984] us |  32.768 [-1.120, +0.000] us |  <= -6.0% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       2       |    tie_heavy     |  36.864 [-0.128, +0.000] us |  34.816 [-2.112, +0.000] us |  <= -5.5% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       4       |    tie_heavy     |  38.880 [-2.112, +0.032] us |  34.816 [-1.248, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       8       |    tie_heavy     |  47.104 [-1.184, +0.000] us |  43.008 [-2.112, +0.000] us |  <= -6.8% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      16       |    tie_heavy     |  75.776 [-1.216, +0.032] us |  67.584 [-1.184, +0.000] us | <= -10.3% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      32       |    tie_heavy     | 118.752 [-2.112, +0.032] us | 106.496 [-1.216, +0.000] us |  <= -9.5% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      64       |    tie_heavy     | 208.896 [-2.080, +0.000] us | 184.320 [-0.128, +0.000] us | <= -12.2% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       1       |    pivot_tie     |  33.696 [-1.024, +1.120] us |  30.912 [-0.320, +1.856] us |           |  🤷 AMBG  |
|    F32     |     I32      |       1048576        |   512   |       2       |    pivot_tie     |  34.816 [-1.280, +0.032] us |  32.768 [-1.216, +0.032] us |  <= -2.2% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       4       |    pivot_tie     |  34.816 [-1.216, +0.032] us |  32.768 [-1.216, +0.000] us |  <= -2.5% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |       8       |    pivot_tie     |  45.056 [-1.184, +0.032] us |  40.960 [-2.080, +0.000] us |  <= -7.1% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      16       |    pivot_tie     |  71.680 [-2.112, +0.000] us |  63.488 [-1.152, +0.000] us |  <= -9.6% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      32       |    pivot_tie     | 116.736 [-2.112, +0.032] us | 104.448 [-2.144, +0.000] us |  <= -9.7% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |   512   |      64       |    pivot_tie     | 208.896 [-4.160, +0.000] us | 182.272 [-2.144, +2.048] us | <= -11.1% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       1       |      random      |  24.576 [-1.216, +0.000] us |  22.528 [-0.160, +0.000] us |  <= -3.7% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       2       |      random      |  32.768 [-2.112, +0.000] us |  30.720 [-2.144, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |       1048576        |  1024   |       4       |      random      |  32.768 [-2.080, +0.000] us |  30.720 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |       1048576        |  1024   |       8       |      random      |  43.040 [-0.160, +0.960] us |  38.912 [-0.160, +0.000] us | <= -10.2% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      16       |      random      |  61.440 [-2.112, +0.000] us |  57.344 [-2.144, +0.000] us |  <= -3.5% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      32       |      random      | 112.640 [-2.112, +0.000] us | 102.432 [-0.128, +1.984] us |  <= -5.9% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      64       |      random      | 195.424 [-1.856, +1.184] us | 176.128 [-1.024, +0.128] us |  <= -9.8% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       1       | quantized_random |  28.672 [-0.128, +0.032] us |  26.688 [-0.192, +1.952] us |           |  🤷 AMBG  |
|    F32     |     I32      |       1048576        |  1024   |       2       | quantized_random |  32.768 [-0.128, +0.928] us |  30.720 [-1.280, +0.000] us |  <= -6.2% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       4       | quantized_random |  34.816 [-2.144, +0.000] us |  30.720 [-0.096, +0.032] us |  <= -6.2% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       8       | quantized_random |  45.056 [-1.152, +0.032] us |  40.960 [-1.248, +0.000] us |  <= -7.2% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      16       | quantized_random |  73.728 [-2.016, +0.032] us |  66.560 [-1.088, +1.024] us |  <= -6.1% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      32       | quantized_random | 122.880 [-1.152, +0.960] us | 112.672 [-1.120, +1.984] us |  <= -6.2% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      64       | quantized_random | 210.944 [-2.048, +0.032] us | 190.464 [-2.048, +0.000] us |  <= -9.7% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       1       |  relu_quantized  |  28.672 [-0.096, +0.096] us |  26.656 [-0.192, +1.984] us |           |  🤷 AMBG  |
|    F32     |     I32      |       1048576        |  1024   |       2       |  relu_quantized  |  32.768 [-0.128, +0.896] us |  30.720 [-1.248, +0.000] us |  <= -6.2% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       4       |  relu_quantized  |  34.752 [-2.048, +0.064] us |  30.720 [-1.056, +0.000] us |  <= -6.5% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       8       |  relu_quantized  |  45.056 [-1.216, +0.032] us |  40.960 [-1.248, +0.000] us |  <= -7.0% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      16       |  relu_quantized  |  73.728 [-2.080, +0.000] us |  66.528 [-1.184, +1.056] us |  <= -6.0% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      32       |  relu_quantized  | 122.880 [-2.080, +0.032] us | 112.640 [-0.160, +2.016] us |  <= -5.4% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      64       |  relu_quantized  | 210.944 [-1.952, +0.000] us | 190.464 [-2.112, +0.000] us |  <= -9.7% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       1       |    tie_heavy     |  34.816 [-0.160, +0.096] us |  32.768 [-0.224, +0.000] us |  <= -5.8% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       2       |    tie_heavy     |  36.864 [-0.096, +0.960] us |  34.816 [-0.192, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       4       |    tie_heavy     |  38.912 [-2.112, +0.000] us |  35.008 [-0.352, +1.856] us |           |  🤷 AMBG  |
|    F32     |     I32      |       1048576        |  1024   |       8       |    tie_heavy     |  47.104 [-0.160, +0.064] us |  43.008 [-0.160, +0.000] us |  <= -9.2% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      16       |    tie_heavy     |  77.824 [-1.216, +0.000] us |  69.632 [-0.192, +0.000] us | <= -10.0% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      32       |    tie_heavy     | 129.024 [-2.016, +0.064] us | 116.736 [-2.144, +0.000] us |  <= -8.8% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      64       |    tie_heavy     | 217.088 [-4.128, +0.096] us | 194.528 [-6.144, +0.032] us |  <= -9.5% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       1       |    pivot_tie     |  32.768 [-1.120, +0.032] us |  30.720 [-0.160, +0.000] us |  <= -3.0% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       2       |    pivot_tie     |  34.816 [-1.216, +0.000] us |  32.768 [+0.000, +0.000] us |  <= -2.5% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       4       |    pivot_tie     |  34.816 [-1.056, +0.032] us |  32.768 [-0.192, +0.000] us |  <= -3.0% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |       8       |    pivot_tie     |  45.056 [-0.128, +0.864] us |  40.928 [-2.112, +0.032] us |  <= -9.7% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      16       |    pivot_tie     |  71.680 [-2.080, +0.032] us |  63.488 [-2.176, +0.000] us |  <= -9.6% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      32       |    pivot_tie     | 116.704 [-2.048, +0.032] us | 104.416 [-2.208, +0.032] us |  <= -9.8% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  1024   |      64       |    pivot_tie     | 208.896 [-4.128, +0.000] us | 182.240 [-2.176, +0.032] us | <= -12.3% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       1       |      random      |  34.816 [-2.080, +0.000] us |  30.720 [-0.192, +0.000] us |  <= -6.6% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       2       |      random      |  34.848 [-0.160, +1.984] us |  32.768 [-1.024, +0.000] us |  <= -5.9% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       4       |      random      |  36.832 [-2.112, +0.032] us |  32.768 [-0.160, +0.032] us |  <= -5.9% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       8       |      random      |  43.008 [-1.216, +0.032] us |  36.864 [-0.192, +0.032] us | <= -13.3% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      16       |      random      |  67.584 [-0.128, +1.024] us |  63.488 [-2.080, +0.000] us |  <= -6.3% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      32       |      random      | 116.736 [-0.160, +0.064] us | 106.496 [-0.160, +0.000] us |  <= -9.5% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      64       |      random      | 208.928 [-0.192, +1.984] us | 188.416 [-2.112, +0.000] us | <= -10.8% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       1       | quantized_random |  30.720 [-0.160, +0.000] us |  28.672 [-0.192, +0.000] us |  <= -6.6% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       2       | quantized_random |  32.768 [-2.016, +0.000] us |  30.720 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |       1048576        |  2048   |       4       | quantized_random |  32.768 [-1.056, +0.000] us |  30.720 [-1.056, +0.000] us |  <= -3.2% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       8       | quantized_random |  47.104 [-0.192, +0.000] us |  40.960 [-0.064, +0.000] us | <= -14.5% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      16       | quantized_random |  71.744 [-0.256, +1.984] us |  65.568 [-0.160, +2.016] us |  <= -5.8% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      32       | quantized_random | 124.928 [-0.192, +0.192] us | 114.688 [-1.216, +0.000] us |  <= -8.8% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      64       | quantized_random | 229.376 [-2.080, +0.000] us | 204.800 [-1.152, +0.096] us | <= -10.9% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       1       |  relu_quantized  |  30.720 [-0.192, +0.064] us |  28.672 [-1.216, +0.000] us |  <= -6.5% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       2       |  relu_quantized  |  32.768 [-2.080, +0.000] us |  30.720 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |     I32      |       1048576        |  2048   |       4       |  relu_quantized  |  32.768 [-0.192, +0.000] us |  30.720 [-1.152, +0.032] us |  <= -5.9% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       8       |  relu_quantized  |  47.104 [-0.224, +0.000] us |  40.960 [-0.096, +0.000] us | <= -14.5% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      16       |  relu_quantized  |  71.680 [-0.192, +1.984] us |  65.600 [-0.128, +1.984] us |  <= -5.8% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      32       |  relu_quantized  | 124.928 [-0.192, +0.032] us | 114.688 [-1.216, +0.000] us |  <= -8.8% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      64       |  relu_quantized  | 229.376 [-2.112, +0.000] us | 204.800 [-2.048, +0.000] us | <= -11.0% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       1       |    tie_heavy     |  34.816 [-1.184, +0.000] us |  30.720 [-0.128, +2.016] us |  <= -2.7% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       2       |    tie_heavy     |  34.816 [-0.224, +0.000] us |  32.768 [-0.160, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       4       |    tie_heavy     |  34.816 [-0.256, +0.000] us |  32.768 [-0.160, +0.032] us |  <= -5.4% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       8       |    tie_heavy     |  49.152 [-0.192, +0.000] us |  43.008 [-0.128, +0.000] us | <= -13.8% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      16       |    tie_heavy     |  79.872 [-0.192, +0.000] us |  71.680 [-0.160, +0.000] us | <= -11.2% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      32       |    tie_heavy     | 131.040 [-4.096, +0.064] us | 120.832 [-5.312, +0.000] us |  <= -5.1% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      64       |    tie_heavy     | 239.584 [-4.096, +2.048] us | 215.040 [-4.160, +0.000] us |  <= -9.5% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       1       |    pivot_tie     |  32.768 [-0.192, +0.000] us |  30.720 [-1.152, +0.000] us |  <= -6.0% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       2       |    pivot_tie     |  34.816 [-0.192, +0.000] us |  32.768 [-0.160, +0.000] us |  <= -5.7% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       4       |    pivot_tie     |  34.816 [-0.192, +0.000] us |  32.768 [-0.128, +0.160] us |  <= -5.2% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |       8       |    pivot_tie     |  47.104 [-2.176, +0.000] us |  40.960 [-1.280, +0.032] us |  <= -9.6% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      16       |    pivot_tie     |  71.680 [-0.192, +0.000] us |  64.352 [-0.928, +1.184] us |  <= -9.1% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      32       |    pivot_tie     | 118.752 [-2.080, +0.032] us | 108.544 [-2.080, +0.000] us |  <= -7.5% |  🟢 FAST  |
|    F32     |     I32      |       1048576        |  2048   |      64       |    pivot_tie     | 217.088 [-2.112, +0.032] us | 192.512 [-1.152, +2.016] us | <= -10.5% |  🟢 FAST  |

Summary

  • Total Matches: 1260
    • Unchanged (classified as SAME): 333
    • Improvement (clear timing gap, %Diff < 0): 490
    • Regression (clear timing gap, %Diff > 0): 0
    • Ambiguous (comparison requires more evidence): 332
      • Reasons:
        • centers_not_close: 193 (timing centers are not close enough to declare same)
        • bulk_time_support_mismatch: 122 (sample: min(ref=93.6%, cmp=53.5%) >= 97.0%; support: min(ref=57.9%, cmp=29.6%) >= 80.0%)
        • weak_interval_overlap: 17 (timing intervals do not overlap strongly enough to declare same)
    • Unknown (input data unavailable or unusable): 105

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Perf results on B200 for variable segment sizes keys-only TopK w/o re-tuning

Legacy Comparison

['/home/pgrossebley/scratch/b200_134_seg_topk_var_keys_cluster-10-24_tie-large_ref.json', '/home/pgrossebley/scratch/b200_134_seg_topk_var_keys_cluster-10-24_tie-large_010.json']

decode_style_variable_topk_keys

[0] NVIDIA B200

|  KeyT{ct}  |  MaxSegmentSize{ct}  |  K{ct}  |  NumSegments  |     Pattern      |   Ref Time |   Ref Noise |   Cmp Time |   Cmp Noise |       Diff |   %Diff |  Status  |
|------------|----------------------|---------|---------------|------------------|------------|-------------|------------|-------------|------------|---------|----------|
|    F32     |         512          |   512   |       1       |      random      |   6.138 us |       1.13% |   6.141 us |       0.83% |   0.003 us |   0.05% |  🔵 SAME  |
|    F32     |         512          |   512   |       2       |      random      |   6.221 us |       5.19% |   6.264 us |       5.65% |   0.043 us |   0.70% |  🔵 SAME  |
|    F32     |         512          |   512   |       4       |      random      |   6.140 us |       1.56% |   6.143 us |       1.69% |   0.003 us |   0.05% |  🔵 SAME  |
|    F32     |         512          |   512   |       8       |      random      |   6.234 us |       5.31% |   6.162 us |       4.07% |  -0.073 us |  -1.16% |  🔵 SAME  |
|    F32     |         512          |   512   |      16       |      random      |   6.642 us |      13.14% |   6.421 us |      11.06% |  -0.221 us |  -3.33% |  🔵 SAME  |
|    F32     |         512          |   512   |      32       |      random      |   7.029 us |      12.84% |   6.913 us |      13.25% |  -0.116 us |  -1.65% |  🔵 SAME  |
|    F32     |         512          |   512   |      64       |      random      |   7.147 us |      14.01% |   6.839 us |      14.17% |  -0.309 us |  -4.32% |  🔵 SAME  |
|    F32     |         512          |   512   |       1       | quantized_random |   6.168 us |       3.17% |   6.144 us |       1.23% |  -0.025 us |  -0.40% |  🔵 SAME  |
|    F32     |         512          |   512   |       2       | quantized_random |   6.157 us |       2.53% |   6.148 us |       1.49% |  -0.009 us |  -0.15% |  🔵 SAME  |
|    F32     |         512          |   512   |       4       | quantized_random |   6.183 us |       3.84% |   6.132 us |       0.90% |  -0.051 us |  -0.83% |  🔵 SAME  |
|    F32     |         512          |   512   |       8       | quantized_random |   6.182 us |       3.64% |   6.136 us |       0.93% |  -0.047 us |  -0.75% |  🔵 SAME  |
|    F32     |         512          |   512   |      16       | quantized_random |   6.930 us |      13.69% |   6.629 us |      13.07% |  -0.301 us |  -4.34% |  🔵 SAME  |
|    F32     |         512          |   512   |      32       | quantized_random |   7.037 us |      13.77% |   6.753 us |      13.84% |  -0.283 us |  -4.03% |  🔵 SAME  |
|    F32     |         512          |   512   |      64       | quantized_random |   7.219 us |      13.51% |   6.814 us |      14.05% |  -0.405 us |  -5.61% |  🔵 SAME  |
|    F32     |         512          |   512   |       1       |  relu_quantized  |   6.227 us |       4.52% |   6.138 us |       1.00% |  -0.089 us |  -1.43% |  🟢 FAST  |
|    F32     |         512          |   512   |       2       |  relu_quantized  |   6.254 us |       5.25% |   6.146 us |       1.52% |  -0.107 us |  -1.72% |  🟢 FAST  |
|    F32     |         512          |   512   |       4       |  relu_quantized  |   6.244 us |       5.04% |   6.143 us |       1.61% |  -0.101 us |  -1.61% |  🔵 SAME  |
|    F32     |         512          |   512   |       8       |  relu_quantized  |   6.215 us |       4.38% |   6.144 us |       0.00% |  -0.071 us |  -1.14% |  🟡 ????  |
|    F32     |         512          |   512   |      16       |  relu_quantized  |   6.967 us |      13.72% |   6.539 us |      12.34% |  -0.427 us |  -6.14% |  🔵 SAME  |
|    F32     |         512          |   512   |      32       |  relu_quantized  |   7.141 us |      13.87% |   6.651 us |      13.13% |  -0.489 us |  -6.85% |  🔵 SAME  |
|    F32     |         512          |   512   |      64       |  relu_quantized  |   7.179 us |      13.66% |   6.727 us |      13.70% |  -0.452 us |  -6.30% |  🔵 SAME  |
|    F32     |         512          |   512   |       1       |    tie_heavy     |   6.239 us |       4.94% |   6.135 us |       0.86% |  -0.104 us |  -1.67% |  🟢 FAST  |
|    F32     |         512          |   512   |       2       |    tie_heavy     |   6.255 us |       5.37% |   6.144 us |       1.74% |  -0.111 us |  -1.77% |  🟢 FAST  |
|    F32     |         512          |   512   |       4       |    tie_heavy     |   6.226 us |       4.61% |   6.149 us |       1.11% |  -0.078 us |  -1.25% |  🟢 FAST  |
|    F32     |         512          |   512   |       8       |    tie_heavy     |   6.226 us |       4.57% |   6.138 us |       1.07% |  -0.089 us |  -1.43% |  🟢 FAST  |
|    F32     |         512          |   512   |      16       |    tie_heavy     |   7.009 us |      13.76% |   6.609 us |      12.95% |  -0.399 us |  -5.70% |  🔵 SAME  |
|    F32     |         512          |   512   |      32       |    tie_heavy     |   7.111 us |      13.47% |   6.729 us |      13.65% |  -0.382 us |  -5.37% |  🔵 SAME  |
|    F32     |         512          |   512   |      64       |    tie_heavy     |   7.213 us |      13.62% |   6.813 us |      14.00% |  -0.399 us |  -5.54% |  🔵 SAME  |
|    F32     |         512          |   512   |       1       |    pivot_tie     |   6.248 us |       5.02% |   6.140 us |       1.11% |  -0.108 us |  -1.73% |  🟢 FAST  |
|    F32     |         512          |   512   |       2       |    pivot_tie     |   6.228 us |       4.70% |   6.131 us |       1.11% |  -0.097 us |  -1.56% |  🟢 FAST  |
|    F32     |         512          |   512   |       4       |    pivot_tie     |   6.254 us |       5.36% |   6.140 us |       1.53% |  -0.114 us |  -1.82% |  🟢 FAST  |
|    F32     |         512          |   512   |       8       |    pivot_tie     |   6.275 us |       5.39% |   6.140 us |       0.93% |  -0.135 us |  -2.16% |  🟢 FAST  |
|    F32     |         512          |   512   |      16       |    pivot_tie     |   6.959 us |      13.59% |   6.606 us |      12.89% |  -0.353 us |  -5.07% |  🔵 SAME  |
|    F32     |         512          |   512   |      32       |    pivot_tie     |   7.185 us |      13.55% |   6.720 us |      13.50% |  -0.465 us |  -6.47% |  🔵 SAME  |
|    F32     |         512          |   512   |      64       |    pivot_tie     |   7.224 us |      13.53% |   6.876 us |      14.20% |  -0.348 us |  -4.82% |  🔵 SAME  |
|    F32     |         1024         |   512   |       1       |      random      |   8.089 us |       4.06% |   8.185 us |       1.19% |   0.096 us |   1.19% |  🔴 SLOW  |
|    F32     |         1024         |   512   |       2       |      random      |   8.185 us |       3.79% |   8.188 us |       1.28% |   0.003 us |   0.04% |  🔵 SAME  |
|    F32     |         1024         |   512   |       4       |      random      |   8.257 us |       3.03% |   8.185 us |       1.00% |  -0.072 us |  -0.87% |  🔵 SAME  |
|    F32     |         1024         |   512   |       8       |      random      |   8.250 us |       2.84% |   8.184 us |       0.62% |  -0.066 us |  -0.80% |  🟢 FAST  |
|    F32     |         1024         |   512   |      16       |      random      |   8.339 us |       5.50% |   8.223 us |       3.26% |  -0.115 us |  -1.38% |  🔵 SAME  |
|    F32     |         1024         |   512   |      32       |      random      |   8.834 us |      10.09% |   8.430 us |       7.70% |  -0.404 us |  -4.58% |  🔵 SAME  |
|    F32     |         1024         |   512   |      64       |      random      |   9.253 us |      10.52% |   8.618 us |       9.61% |  -0.635 us |  -6.86% |  🔵 SAME  |
|    F32     |         1024         |   512   |       1       | quantized_random |   8.267 us |       3.23% |   8.179 us |       0.63% |  -0.088 us |  -1.06% |  🟢 FAST  |
|    F32     |         1024         |   512   |       2       | quantized_random |   8.276 us |       3.41% |   8.188 us |       0.67% |  -0.088 us |  -1.06% |  🟢 FAST  |
|    F32     |         1024         |   512   |       4       | quantized_random |   8.262 us |       3.12% |   8.197 us |       1.32% |  -0.065 us |  -0.79% |  🔵 SAME  |
|    F32     |         1024         |   512   |       8       | quantized_random |   8.261 us |       3.11% |   8.189 us |       1.03% |  -0.072 us |  -0.87% |  🔵 SAME  |
|    F32     |         1024         |   512   |      16       | quantized_random |   9.000 us |      10.60% |   8.588 us |       9.42% |  -0.413 us |  -4.58% |  🔵 SAME  |
|    F32     |         1024         |   512   |      32       | quantized_random |   9.145 us |      10.82% |   8.797 us |      10.66% |  -0.348 us |  -3.80% |  🔵 SAME  |
|    F32     |         1024         |   512   |      64       | quantized_random |   9.677 us |       9.17% |   9.114 us |      11.08% |  -0.563 us |  -5.82% |  🔵 SAME  |
|    F32     |         1024         |   512   |       1       |  relu_quantized  |   8.248 us |       2.92% |   8.188 us |       0.59% |  -0.061 us |  -0.73% |  🟢 FAST  |
|    F32     |         1024         |   512   |       2       |  relu_quantized  |   8.268 us |       3.42% |   8.188 us |       0.52% |  -0.079 us |  -0.96% |  🟢 FAST  |
|    F32     |         1024         |   512   |       4       |  relu_quantized  |   8.253 us |       3.06% |   8.194 us |       0.95% |  -0.059 us |  -0.72% |  🔵 SAME  |
|    F32     |         1024         |   512   |       8       |  relu_quantized  |   8.264 us |       3.08% |   8.187 us |       0.56% |  -0.077 us |  -0.93% |  🟢 FAST  |
|    F32     |         1024         |   512   |      16       |  relu_quantized  |   9.004 us |      10.60% |   8.693 us |      10.09% |  -0.312 us |  -3.46% |  🔵 SAME  |
|    F32     |         1024         |   512   |      32       |  relu_quantized  |   9.182 us |      10.56% |   8.752 us |      10.41% |  -0.429 us |  -4.68% |  🔵 SAME  |
|    F32     |         1024         |   512   |      64       |  relu_quantized  |   9.818 us |       8.11% |   9.083 us |      11.02% |  -0.735 us |  -7.49% |  🔵 SAME  |
|    F32     |         1024         |   512   |       1       |    tie_heavy     |   8.264 us |       3.66% |   8.187 us |       0.64% |  -0.077 us |  -0.94% |  🟢 FAST  |
|    F32     |         1024         |   512   |       2       |    tie_heavy     |   8.255 us |       3.05% |   8.193 us |       1.40% |  -0.062 us |  -0.75% |  🔵 SAME  |
|    F32     |         1024         |   512   |       4       |    tie_heavy     |   8.250 us |       2.83% |   8.183 us |       0.63% |  -0.067 us |  -0.81% |  🟢 FAST  |
|    F32     |         1024         |   512   |       8       |    tie_heavy     |   8.287 us |       4.79% |   8.183 us |       0.63% |  -0.104 us |  -1.25% |  🟢 FAST  |
|    F32     |         1024         |   512   |      16       |    tie_heavy     |   8.665 us |       9.45% |   8.456 us |       8.21% |  -0.210 us |  -2.42% |  🔵 SAME  |
|    F32     |         1024         |   512   |      32       |    tie_heavy     |   8.773 us |      10.29% |   8.593 us |       9.39% |  -0.180 us |  -2.05% |  🔵 SAME  |
|    F32     |         1024         |   512   |      64       |    tie_heavy     |   9.441 us |      10.25% |   8.781 us |      10.50% |  -0.660 us |  -6.99% |  🔵 SAME  |
|    F32     |         1024         |   512   |       1       |    pivot_tie     |   8.260 us |       3.10% |   8.197 us |       1.02% |  -0.063 us |  -0.76% |  🔵 SAME  |
|    F32     |         1024         |   512   |       2       |    pivot_tie     |   8.249 us |       2.79% |   8.195 us |       1.59% |  -0.053 us |  -0.64% |  🔵 SAME  |
|    F32     |         1024         |   512   |       4       |    pivot_tie     |   8.259 us |       3.54% |   8.190 us |       1.44% |  -0.069 us |  -0.83% |  🔵 SAME  |
|    F32     |         1024         |   512   |       8       |    pivot_tie     |   8.225 us |       2.43% |   8.189 us |       0.86% |  -0.036 us |  -0.44% |  🔵 SAME  |
|    F32     |         1024         |   512   |      16       |    pivot_tie     |   9.445 us |      10.34% |   9.294 us |      10.97% |  -0.151 us |  -1.60% |  🔵 SAME  |
|    F32     |         1024         |   512   |      32       |    pivot_tie     |   9.970 us |       6.47% |   9.507 us |      10.16% |  -0.463 us |  -4.64% |  🔵 SAME  |
|    F32     |         1024         |   512   |      64       |    pivot_tie     |  10.167 us |       3.08% |  10.094 us |       5.11% |  -0.074 us |  -0.73% |  🔵 SAME  |
|    F32     |         1024         |  1024   |       1       |      random      |   6.188 us |       3.54% |   6.140 us |       1.19% |  -0.048 us |  -0.77% |  🔵 SAME  |
|    F32     |         1024         |  1024   |       2       |      random      |   6.184 us |       3.49% |   6.141 us |       1.35% |  -0.043 us |  -0.70% |  🔵 SAME  |
|    F32     |         1024         |  1024   |       4       |      random      |   6.168 us |       2.80% |   6.137 us |       0.82% |  -0.031 us |  -0.50% |  🔵 SAME  |
|    F32     |         1024         |  1024   |       8       |      random      |   6.201 us |       4.40% |   6.141 us |       1.36% |  -0.060 us |  -0.97% |  🔵 SAME  |
|    F32     |         1024         |  1024   |      16       |      random      |   6.995 us |      14.06% |   6.602 us |      12.84% |  -0.393 us |  -5.61% |  🔵 SAME  |
|    F32     |         1024         |  1024   |      32       |      random      |   7.130 us |      13.95% |   6.821 us |      14.01% |  -0.309 us |  -4.33% |  🔵 SAME  |
|    F32     |         1024         |  1024   |      64       |      random      |   7.595 us |      11.88% |   7.329 us |      13.57% |  -0.266 us |  -3.51% |  🔵 SAME  |
|    F32     |         1024         |  1024   |       1       | quantized_random |   6.196 us |       3.96% |   6.137 us |       0.78% |  -0.059 us |  -0.95% |  🟢 FAST  |
|    F32     |         1024         |  1024   |       2       | quantized_random |   6.247 us |       5.21% |   6.136 us |       1.38% |  -0.111 us |  -1.78% |  🟢 FAST  |
|    F32     |         1024         |  1024   |       4       | quantized_random |   6.251 us |       5.12% |   6.142 us |       1.32% |  -0.109 us |  -1.74% |  🟢 FAST  |
|    F32     |         1024         |  1024   |       8       | quantized_random |   6.214 us |       4.54% |   6.151 us |       2.39% |  -0.063 us |  -1.02% |  🔵 SAME  |
|    F32     |         1024         |  1024   |      16       | quantized_random |   7.089 us |      13.44% |   6.668 us |      13.33% |  -0.421 us |  -5.94% |  🔵 SAME  |
|    F32     |         1024         |  1024   |      32       | quantized_random |   7.217 us |      13.61% |   6.832 us |      14.11% |  -0.384 us |  -5.33% |  🔵 SAME  |
|    F32     |         1024         |  1024   |      64       | quantized_random |   7.799 us |       9.55% |   7.320 us |      13.63% |  -0.479 us |  -6.14% |  🔵 SAME  |
|    F32     |         1024         |  1024   |       1       |  relu_quantized  |   6.248 us |       5.10% |   6.140 us |       0.95% |  -0.108 us |  -1.73% |  🟢 FAST  |
|    F32     |         1024         |  1024   |       2       |  relu_quantized  |   6.261 us |       5.48% |   6.143 us |       1.27% |  -0.118 us |  -1.88% |  🟢 FAST  |
|    F32     |         1024         |  1024   |       4       |  relu_quantized  |   6.224 us |       4.61% |   6.140 us |       1.11% |  -0.084 us |  -1.35% |  🟢 FAST  |
|    F32     |         1024         |  1024   |       8       |  relu_quantized  |   6.225 us |       4.57% |   6.139 us |       0.91% |  -0.086 us |  -1.38% |  🟢 FAST  |
|    F32     |         1024         |  1024   |      16       |  relu_quantized  |   7.086 us |      13.89% |   6.630 us |      13.05% |  -0.456 us |  -6.43% |  🔵 SAME  |
|    F32     |         1024         |  1024   |      32       |  relu_quantized  |   7.230 us |      13.64% |   6.776 us |      13.85% |  -0.454 us |  -6.28% |  🔵 SAME  |
|    F32     |         1024         |  1024   |      64       |  relu_quantized  |   7.836 us |       8.90% |   7.408 us |      13.34% |  -0.428 us |  -5.46% |  🔵 SAME  |
|    F32     |         1024         |  1024   |       1       |    tie_heavy     |   6.228 us |       4.62% |   6.145 us |       1.22% |  -0.083 us |  -1.34% |  🟢 FAST  |
|    F32     |         1024         |  1024   |       2       |    tie_heavy     |   6.248 us |       4.98% |   6.137 us |       0.89% |  -0.111 us |  -1.78% |  🟢 FAST  |
|    F32     |         1024         |  1024   |       4       |    tie_heavy     |   6.222 us |       4.53% |   6.142 us |       1.09% |  -0.080 us |  -1.29% |  🟢 FAST  |
|    F32     |         1024         |  1024   |       8       |    tie_heavy     |   6.237 us |       5.27% |   6.139 us |       0.84% |  -0.097 us |  -1.56% |  🟢 FAST  |
|    F32     |         1024         |  1024   |      16       |    tie_heavy     |   6.985 us |      13.67% |   6.632 us |      13.16% |  -0.353 us |  -5.05% |  🔵 SAME  |
|    F32     |         1024         |  1024   |      32       |    tie_heavy     |   7.194 us |      13.77% |   6.830 us |      14.09% |  -0.364 us |  -5.06% |  🔵 SAME  |
|    F32     |         1024         |  1024   |      64       |    tie_heavy     |   7.735 us |      10.07% |   7.381 us |      13.28% |  -0.355 us |  -4.59% |  🔵 SAME  |
|    F32     |         1024         |  1024   |       1       |    pivot_tie     |   6.225 us |       4.60% |   6.135 us |       0.74% |  -0.089 us |  -1.43% |  🟢 FAST  |
|    F32     |         1024         |  1024   |       2       |    pivot_tie     |   6.228 us |       4.66% |   6.138 us |       1.06% |  -0.090 us |  -1.44% |  🟢 FAST  |
|    F32     |         1024         |  1024   |       4       |    pivot_tie     |   6.243 us |       4.83% |   6.139 us |       1.22% |  -0.104 us |  -1.67% |  🟢 FAST  |
|    F32     |         1024         |  1024   |       8       |    pivot_tie     |   6.237 us |       5.30% |   6.139 us |       1.37% |  -0.099 us |  -1.59% |  🟢 FAST  |
|    F32     |         1024         |  1024   |      16       |    pivot_tie     |   7.070 us |      13.73% |   6.524 us |      12.19% |  -0.545 us |  -7.71% |  🔵 SAME  |
|    F32     |         1024         |  1024   |      32       |    pivot_tie     |   7.238 us |      13.54% |   6.767 us |      13.86% |  -0.470 us |  -6.50% |  🔵 SAME  |
|    F32     |         1024         |  1024   |      64       |    pivot_tie     |   7.884 us |       8.56% |   7.326 us |      13.66% |  -0.558 us |  -7.08% |  🔵 SAME  |
|    F32     |         2048         |   512   |       1       |      random      |   8.256 us |       3.01% |   8.194 us |       1.31% |  -0.062 us |  -0.75% |  🔵 SAME  |
|    F32     |         2048         |   512   |       2       |      random      |  10.017 us |       5.63% |   9.640 us |       9.53% |  -0.377 us |  -3.77% |  🔵 SAME  |
|    F32     |         2048         |   512   |       4       |      random      |  10.190 us |       2.38% |  10.230 us |       1.31% |   0.040 us |   0.40% |  🔵 SAME  |
|    F32     |         2048         |   512   |       8       |      random      |  10.172 us |       3.09% |   9.961 us |       6.89% |  -0.212 us |  -2.08% |  🔵 SAME  |
|    F32     |         2048         |   512   |      16       |      random      |  10.245 us |       3.02% |  10.231 us |       1.07% |  -0.014 us |  -0.13% |  🔵 SAME  |
|    F32     |         2048         |   512   |      32       |      random      |  10.270 us |       2.69% |  10.237 us |       0.75% |  -0.033 us |  -0.32% |  🔵 SAME  |
|    F32     |         2048         |   512   |      64       |      random      |  10.265 us |       2.58% |  10.240 us |       1.14% |  -0.025 us |  -0.24% |  🔵 SAME  |
|    F32     |         2048         |   512   |       1       | quantized_random |  10.182 us |       2.56% |  10.239 us |       0.46% |   0.057 us |   0.56% |  🔴 SLOW  |
|    F32     |         2048         |   512   |       2       | quantized_random |  10.188 us |       3.62% |  10.233 us |       0.59% |   0.045 us |   0.44% |  🔵 SAME  |
|    F32     |         2048         |   512   |       4       | quantized_random |  10.152 us |       2.96% |  10.233 us |       0.97% |   0.081 us |   0.80% |  🔵 SAME  |
|    F32     |         2048         |   512   |       8       | quantized_random |  10.206 us |       2.11% |  10.230 us |       1.12% |   0.024 us |   0.24% |  🔵 SAME  |
|    F32     |         2048         |   512   |      16       | quantized_random |  10.325 us |       2.80% |  10.238 us |       0.48% |  -0.088 us |  -0.85% |  🟢 FAST  |
|    F32     |         2048         |   512   |      32       | quantized_random |  10.274 us |       2.66% |  10.234 us |       0.46% |  -0.040 us |  -0.39% |  🔵 SAME  |
|    F32     |         2048         |   512   |      64       | quantized_random |  10.244 us |       1.81% |  10.235 us |       0.70% |  -0.009 us |  -0.09% |  🔵 SAME  |
|    F32     |         2048         |   512   |       1       |  relu_quantized  |  10.177 us |       2.62% |  10.236 us |       0.50% |   0.059 us |   0.58% |  🔴 SLOW  |
|    F32     |         2048         |   512   |       2       |  relu_quantized  |  10.195 us |       2.43% |  10.232 us |       1.50% |   0.037 us |   0.36% |  🔵 SAME  |
|    F32     |         2048         |   512   |       4       |  relu_quantized  |  10.168 us |       2.79% |  10.234 us |       0.75% |   0.066 us |   0.65% |  🔵 SAME  |
|    F32     |         2048         |   512   |       8       |  relu_quantized  |  10.146 us |       3.13% |  10.234 us |       0.62% |   0.088 us |   0.86% |  🔴 SLOW  |
|    F32     |         2048         |   512   |      16       |  relu_quantized  |  10.298 us |       2.69% |  10.243 us |       0.92% |  -0.055 us |  -0.54% |  🔵 SAME  |
|    F32     |         2048         |   512   |      32       |  relu_quantized  |  10.264 us |       2.95% |  10.235 us |       0.52% |  -0.029 us |  -0.29% |  🔵 SAME  |
|    F32     |         2048         |   512   |      64       |  relu_quantized  |  10.292 us |       2.10% |  10.236 us |       0.51% |  -0.055 us |  -0.54% |  🟢 FAST  |
|    F32     |         2048         |   512   |       1       |    tie_heavy     |  10.193 us |       2.36% |  10.222 us |       1.61% |   0.029 us |   0.28% |  🔵 SAME  |
|    F32     |         2048         |   512   |       2       |    tie_heavy     |   9.892 us |       7.30% |   9.561 us |      10.05% |  -0.331 us |  -3.35% |  🔵 SAME  |
|    F32     |         2048         |   512   |       4       |    tie_heavy     |  10.153 us |       3.06% |  10.228 us |       1.26% |   0.075 us |   0.74% |  🔵 SAME  |
|    F32     |         2048         |   512   |       8       |    tie_heavy     |  10.141 us |       3.77% |   9.693 us |       9.28% |  -0.447 us |  -4.41% |  🟢 FAST  |
|    F32     |         2048         |   512   |      16       |    tie_heavy     |  10.205 us |       3.12% |  10.235 us |       1.13% |   0.030 us |   0.30% |  🔵 SAME  |
|    F32     |         2048         |   512   |      32       |    tie_heavy     |  10.278 us |       3.24% |  10.236 us |       0.50% |  -0.042 us |  -0.41% |  🔵 SAME  |
|    F32     |         2048         |   512   |      64       |    tie_heavy     |  10.265 us |       3.25% |  10.238 us |       0.51% |  -0.027 us |  -0.26% |  🔵 SAME  |
|    F32     |         2048         |   512   |       1       |    pivot_tie     |  10.190 us |       3.05% |  10.229 us |       0.73% |   0.039 us |   0.38% |  🔵 SAME  |
|    F32     |         2048         |   512   |       2       |    pivot_tie     |  10.193 us |       3.39% |  10.234 us |       1.25% |   0.040 us |   0.40% |  🔵 SAME  |
|    F32     |         2048         |   512   |       4       |    pivot_tie     |  10.205 us |       3.30% |  10.235 us |       0.91% |   0.030 us |   0.29% |  🔵 SAME  |
|    F32     |         2048         |   512   |       8       |    pivot_tie     |  10.211 us |       2.88% |  10.248 us |       0.88% |   0.038 us |   0.37% |  🔵 SAME  |
|    F32     |         2048         |   512   |      16       |    pivot_tie     |  10.324 us |       2.77% |  10.235 us |       0.93% |  -0.089 us |  -0.86% |  🔵 SAME  |
|    F32     |         2048         |   512   |      32       |    pivot_tie     |  10.383 us |       3.49% |  10.234 us |       0.70% |  -0.149 us |  -1.44% |  🟢 FAST  |
|    F32     |         2048         |   512   |      64       |    pivot_tie     |  10.341 us |       3.05% |  10.236 us |       0.97% |  -0.105 us |  -1.01% |  🟢 FAST  |
|    F32     |         2048         |  1024   |       1       |      random      |   9.592 us |       9.33% |   9.088 us |      11.05% |  -0.504 us |  -5.26% |  🔵 SAME  |
|    F32     |         2048         |  1024   |       2       |      random      |   9.297 us |      10.56% |   9.234 us |      11.12% |  -0.064 us |  -0.68% |  🔵 SAME  |
|    F32     |         2048         |  1024   |       4       |      random      |  10.140 us |       3.39% |  10.236 us |       0.51% |   0.096 us |   0.94% |  🔴 SLOW  |
|    F32     |         2048         |  1024   |       8       |      random      |  10.166 us |       2.83% |  10.239 us |       0.50% |   0.073 us |   0.72% |  🔴 SLOW  |
|    F32     |         2048         |  1024   |      16       |      random      |  10.235 us |       1.91% |  10.234 us |       0.77% |  -0.001 us |  -0.01% |  🔵 SAME  |
|    F32     |         2048         |  1024   |      32       |      random      |  10.254 us |       1.35% |  10.231 us |       0.72% |  -0.023 us |  -0.22% |  🔵 SAME  |
|    F32     |         2048         |  1024   |      64       |      random      |  10.244 us |       1.33% |  10.229 us |       0.51% |  -0.015 us |  -0.15% |  🔵 SAME  |
|    F32     |         2048         |  1024   |       1       | quantized_random |  10.234 us |       1.24% |  10.233 us |       1.13% |  -0.001 us |  -0.01% |  🔵 SAME  |
|    F32     |         2048         |  1024   |       2       | quantized_random |  10.222 us |       1.56% |  10.242 us |       0.87% |   0.019 us |   0.19% |  🔵 SAME  |
|    F32     |         2048         |  1024   |       4       | quantized_random |  10.211 us |       1.71% |  10.236 us |       0.54% |   0.025 us |   0.24% |  🔵 SAME  |
|    F32     |         2048         |  1024   |       8       | quantized_random |  10.209 us |       2.07% |  10.232 us |       0.46% |   0.022 us |   0.22% |  🔵 SAME  |
|    F32     |         2048         |  1024   |      16       | quantized_random |  10.246 us |       1.70% |  10.236 us |       0.68% |  -0.010 us |  -0.10% |  🔵 SAME  |
|    F32     |         2048         |  1024   |      32       | quantized_random |  10.252 us |       1.30% |  10.234 us |       0.62% |  -0.018 us |  -0.17% |  🔵 SAME  |
|    F32     |         2048         |  1024   |      64       | quantized_random |  10.264 us |       1.71% |  10.225 us |       0.52% |  -0.038 us |  -0.38% |  🔵 SAME  |
|    F32     |         2048         |  1024   |       1       |  relu_quantized  |  10.194 us |       2.20% |  10.236 us |       0.49% |   0.041 us |   0.41% |  🔵 SAME  |
|    F32     |         2048         |  1024   |       2       |  relu_quantized  |  10.225 us |       2.37% |  10.233 us |       1.11% |   0.008 us |   0.08% |  🔵 SAME  |
|    F32     |         2048         |  1024   |       4       |  relu_quantized  |  10.166 us |       2.90% |  10.237 us |       0.83% |   0.072 us |   0.70% |  🔵 SAME  |
|    F32     |         2048         |  1024   |       8       |  relu_quantized  |  10.202 us |       2.59% |  10.232 us |       0.44% |   0.031 us |   0.30% |  🔵 SAME  |
|    F32     |         2048         |  1024   |      16       |  relu_quantized  |  10.290 us |       2.18% |  10.234 us |       0.51% |  -0.056 us |  -0.54% |  🟢 FAST  |
|    F32     |         2048         |  1024   |      32       |  relu_quantized  |  10.293 us |       2.28% |  10.231 us |       0.49% |  -0.063 us |  -0.61% |  🟢 FAST  |
|    F32     |         2048         |  1024   |      64       |  relu_quantized  |  10.354 us |       3.08% |  10.234 us |       0.67% |  -0.120 us |  -1.16% |  🟢 FAST  |
|    F32     |         2048         |  1024   |       1       |    tie_heavy     |  10.150 us |       3.16% |  10.235 us |       0.47% |   0.084 us |   0.83% |  🔴 SLOW  |
|    F32     |         2048         |  1024   |       2       |    tie_heavy     |  10.185 us |       2.59% |  10.234 us |       0.44% |   0.049 us |   0.48% |  🔴 SLOW  |
|    F32     |         2048         |  1024   |       4       |    tie_heavy     |  10.169 us |       2.86% |  10.228 us |       1.45% |   0.059 us |   0.58% |  🔵 SAME  |
|    F32     |         2048         |  1024   |       8       |    tie_heavy     |  10.198 us |       2.44% |  10.227 us |       1.04% |   0.029 us |   0.28% |  🔵 SAME  |
|    F32     |         2048         |  1024   |      16       |    tie_heavy     |  10.248 us |       3.03% |  10.234 us |       0.89% |  -0.014 us |  -0.14% |  🔵 SAME  |
|    F32     |         2048         |  1024   |      32       |    tie_heavy     |  10.298 us |       3.16% |  10.231 us |       1.07% |  -0.067 us |  -0.65% |  🔵 SAME  |
|    F32     |         2048         |  1024   |      64       |    tie_heavy     |  10.302 us |       2.25% |  10.231 us |       0.67% |  -0.072 us |  -0.70% |  🟢 FAST  |
|    F32     |         2048         |  1024   |       1       |    pivot_tie     |  10.231 us |       2.57% |  10.237 us |       0.48% |   0.006 us |   0.06% |  🔵 SAME  |
|    F32     |         2048         |  1024   |       2       |    pivot_tie     |  10.282 us |       2.99% |  10.236 us |       0.62% |  -0.046 us |  -0.45% |  🔵 SAME  |
|    F32     |         2048         |  1024   |       4       |    pivot_tie     |  10.256 us |       2.75% |  10.233 us |       0.87% |  -0.024 us |  -0.23% |  🔵 SAME  |
|    F32     |         2048         |  1024   |       8       |    pivot_tie     |  10.261 us |       2.32% |  10.238 us |       0.96% |  -0.023 us |  -0.23% |  🔵 SAME  |
|    F32     |         2048         |  1024   |      16       |    pivot_tie     |  10.331 us |       2.99% |  10.249 us |       1.49% |  -0.082 us |  -0.79% |  🔵 SAME  |
|    F32     |         2048         |  1024   |      32       |    pivot_tie     |  10.344 us |       2.99% |  10.240 us |       1.28% |  -0.104 us |  -1.01% |  🔵 SAME  |
|    F32     |         2048         |  1024   |      64       |    pivot_tie     |  10.363 us |       3.97% |  10.243 us |       1.62% |  -0.120 us |  -1.16% |  🔵 SAME  |
|    F32     |         2048         |  2048   |       1       |      random      |   6.251 us |       5.85% |   6.160 us |       3.01% |  -0.091 us |  -1.46% |  🔵 SAME  |
|    F32     |         2048         |  2048   |       2       |      random      |   6.206 us |       4.36% |   6.139 us |       0.71% |  -0.067 us |  -1.09% |  🟢 FAST  |
|    F32     |         2048         |  2048   |       4       |      random      |   6.327 us |       7.99% |   6.150 us |       2.97% |  -0.177 us |  -2.80% |  🔵 SAME  |
|    F32     |         2048         |  2048   |       8       |      random      |   6.200 us |       4.37% |   6.136 us |       1.17% |  -0.064 us |  -1.04% |  🔵 SAME  |
|    F32     |         2048         |  2048   |      16       |      random      |   7.435 us |      12.78% |   7.267 us |      13.91% |  -0.168 us |  -2.26% |  🔵 SAME  |
|    F32     |         2048         |  2048   |      32       |      random      |   8.111 us |       3.62% |   8.018 us |       7.02% |  -0.094 us |  -1.16% |  🔵 SAME  |
|    F32     |         2048         |  2048   |      64       |      random      |   7.992 us |       6.67% |   7.763 us |      10.51% |  -0.229 us |  -2.87% |  🔵 SAME  |
|    F32     |         2048         |  2048   |       1       | quantized_random |   6.222 us |       4.69% |   6.135 us |       0.88% |  -0.087 us |  -1.40% |  🟢 FAST  |
|    F32     |         2048         |  2048   |       2       | quantized_random |   6.201 us |       4.06% |   6.136 us |       1.21% |  -0.065 us |  -1.04% |  🔵 SAME  |
|    F32     |         2048         |  2048   |       4       | quantized_random |   6.302 us |       7.37% |   6.175 us |       4.19% |  -0.128 us |  -2.02% |  🔵 SAME  |
|    F32     |         2048         |  2048   |       8       | quantized_random |   6.253 us |       5.88% |   6.136 us |       1.99% |  -0.117 us |  -1.87% |  🔵 SAME  |
|    F32     |         2048         |  2048   |      16       | quantized_random |   7.460 us |      12.72% |   7.259 us |      13.95% |  -0.200 us |  -2.69% |  🔵 SAME  |
|    F32     |         2048         |  2048   |      32       | quantized_random |   7.731 us |      10.12% |   7.560 us |      12.42% |  -0.171 us |  -2.21% |  🔵 SAME  |
|    F32     |         2048         |  2048   |      64       | quantized_random |   8.084 us |       3.96% |   8.189 us |       0.65% |   0.106 us |   1.31% |  🔴 SLOW  |
|    F32     |         2048         |  2048   |       1       |  relu_quantized  |   6.274 us |       6.23% |   6.166 us |       3.86% |  -0.107 us |  -1.71% |  🔵 SAME  |
|    F32     |         2048         |  2048   |       2       |  relu_quantized  |   6.257 us |       6.07% |   6.146 us |       2.19% |  -0.112 us |  -1.78% |  🔵 SAME  |
|    F32     |         2048         |  2048   |       4       |  relu_quantized  |   6.265 us |       5.83% |   6.155 us |       2.87% |  -0.109 us |  -1.74% |  🔵 SAME  |
|    F32     |         2048         |  2048   |       8       |  relu_quantized  |   6.268 us |       6.40% |   6.157 us |       3.08% |  -0.112 us |  -1.78% |  🔵 SAME  |
|    F32     |         2048         |  2048   |      16       |  relu_quantized  |   7.854 us |       8.96% |   7.387 us |      13.31% |  -0.467 us |  -5.94% |  🔵 SAME  |
|    F32     |         2048         |  2048   |      32       |  relu_quantized  |   7.773 us |      10.16% |   7.556 us |      12.37% |  -0.217 us |  -2.79% |  🔵 SAME  |
|    F32     |         2048         |  2048   |      64       |  relu_quantized  |   8.066 us |       4.34% |   8.179 us |       1.09% |   0.113 us |   1.40% |  🔴 SLOW  |
|    F32     |         2048         |  2048   |       1       |    tie_heavy     |   6.304 us |       7.04% |   6.155 us |       2.95% |  -0.149 us |  -2.36% |  🔵 SAME  |
|    F32     |         2048         |  2048   |       2       |    tie_heavy     |   6.253 us |       5.47% |   6.148 us |       2.38% |  -0.105 us |  -1.67% |  🔵 SAME  |
|    F32     |         2048         |  2048   |       4       |    tie_heavy     |   6.314 us |       7.74% |   6.183 us |       4.76% |  -0.131 us |  -2.07% |  🔵 SAME  |
|    F32     |         2048         |  2048   |       8       |    tie_heavy     |   6.335 us |       7.65% |   6.189 us |       5.30% |  -0.145 us |  -2.30% |  🔵 SAME  |
|    F32     |         2048         |  2048   |      16       |    tie_heavy     |   7.910 us |       8.07% |   7.338 us |      13.51% |  -0.572 us |  -7.23% |  🔵 SAME  |
|    F32     |         2048         |  2048   |      32       |    tie_heavy     |   7.775 us |       9.79% |   7.606 us |      12.01% |  -0.170 us |  -2.18% |  🔵 SAME  |
|    F32     |         2048         |  2048   |      64       |    tie_heavy     |   8.114 us |       3.58% |   8.182 us |       1.18% |   0.068 us |   0.84% |  🔵 SAME  |
|    F32     |         2048         |  2048   |       1       |    pivot_tie     |   6.227 us |       5.32% |   6.152 us |       2.73% |  -0.074 us |  -1.19% |  🔵 SAME  |
|    F32     |         2048         |  2048   |       2       |    pivot_tie     |   6.251 us |       5.41% |   6.143 us |       1.02% |  -0.107 us |  -1.71% |  🟢 FAST  |
|    F32     |         2048         |  2048   |       4       |    pivot_tie     |   6.319 us |       7.96% |   6.169 us |       4.36% |  -0.150 us |  -2.37% |  🔵 SAME  |
|    F32     |         2048         |  2048   |       8       |    pivot_tie     |   6.256 us |       5.90% |   6.145 us |       2.03% |  -0.111 us |  -1.77% |  🔵 SAME  |
|    F32     |         2048         |  2048   |      16       |    pivot_tie     |   7.861 us |       8.84% |   7.328 us |      13.58% |  -0.533 us |  -6.78% |  🔵 SAME  |
|    F32     |         2048         |  2048   |      32       |    pivot_tie     |   7.681 us |      10.65% |   7.521 us |      12.74% |  -0.160 us |  -2.08% |  🔵 SAME  |
|    F32     |         2048         |  2048   |      64       |    pivot_tie     |   8.093 us |       3.84% |   8.177 us |       1.29% |   0.084 us |   1.04% |  🔵 SAME  |
|    F32     |         4096         |   512   |       1       |      random      |  10.240 us |       2.79% |  10.235 us |       0.76% |  -0.005 us |  -0.05% |  🔵 SAME  |
|    F32     |         4096         |   512   |       2       |      random      |  10.322 us |       2.67% |  10.239 us |       0.98% |  -0.083 us |  -0.81% |  🔵 SAME  |
|    F32     |         4096         |   512   |       4       |      random      |  10.389 us |       4.53% |  10.260 us |       2.19% |  -0.128 us |  -1.24% |  🔵 SAME  |
|    F32     |         4096         |   512   |       8       |      random      |  12.185 us |       3.13% |  11.949 us |       6.28% |  -0.236 us |  -1.94% |  🔵 SAME  |
|    F32     |         4096         |   512   |      16       |      random      |  12.186 us |       2.98% |  12.231 us |       2.62% |   0.045 us |   0.37% |  🔵 SAME  |
|    F32     |         4096         |   512   |      32       |      random      |  12.239 us |       2.72% |  12.285 us |       0.53% |   0.046 us |   0.38% |  🔵 SAME  |
|    F32     |         4096         |   512   |      64       |      random      |  12.321 us |       1.98% |  12.284 us |       0.37% |  -0.037 us |  -0.30% |  🔵 SAME  |
|    F32     |         4096         |   512   |       1       | quantized_random |  11.883 us |       6.31% |  11.654 us |       8.09% |  -0.229 us |  -1.93% |  🔵 SAME  |
|    F32     |         4096         |   512   |       2       | quantized_random |  12.183 us |       2.80% |  12.283 us |       0.41% |   0.100 us |   0.82% |  🔴 SLOW  |
|    F32     |         4096         |   512   |       4       | quantized_random |  12.193 us |       2.74% |  12.276 us |       0.97% |   0.083 us |   0.68% |  🔵 SAME  |
|    F32     |         4096         |   512   |       8       | quantized_random |  12.206 us |       2.58% |  12.145 us |       4.26% |  -0.061 us |  -0.50% |  🔵 SAME  |
|    F32     |         4096         |   512   |      16       | quantized_random |  12.296 us |       2.14% |  12.283 us |       0.74% |  -0.013 us |  -0.11% |  🔵 SAME  |
|    F32     |         4096         |   512   |      32       | quantized_random |  12.303 us |       2.10% |  12.281 us |       0.66% |  -0.022 us |  -0.18% |  🔵 SAME  |
|    F32     |         4096         |   512   |      64       | quantized_random |  12.342 us |       1.99% |  12.282 us |       1.02% |  -0.059 us |  -0.48% |  🔵 SAME  |
|    F32     |         4096         |   512   |       1       |  relu_quantized  |  12.187 us |       2.77% |  12.233 us |       2.62% |   0.045 us |   0.37% |  🔵 SAME  |
|    F32     |         4096         |   512   |       2       |  relu_quantized  |  12.223 us |       2.47% |  12.171 us |       3.78% |  -0.052 us |  -0.42% |  🔵 SAME  |
|    F32     |         4096         |   512   |       4       |  relu_quantized  |  12.231 us |       2.93% |  12.273 us |       0.98% |   0.042 us |   0.34% |  🔵 SAME  |
|    F32     |         4096         |   512   |       8       |  relu_quantized  |  12.242 us |       1.99% |  12.140 us |       4.33% |  -0.103 us |  -0.84% |  🔵 SAME  |
|    F32     |         4096         |   512   |      16       |  relu_quantized  |  12.318 us |       1.70% |  12.290 us |       0.65% |  -0.028 us |  -0.23% |  🔵 SAME  |
|    F32     |         4096         |   512   |      32       |  relu_quantized  |  12.324 us |       1.91% |  12.288 us |       0.67% |  -0.036 us |  -0.29% |  🔵 SAME  |
|    F32     |         4096         |   512   |      64       |  relu_quantized  |  12.376 us |       2.48% |  12.279 us |       0.55% |  -0.098 us |  -0.79% |  🟢 FAST  |
|    F32     |         4096         |   512   |       1       |    tie_heavy     |  11.285 us |       8.94% |  11.274 us |       9.07% |  -0.011 us |  -0.09% |  🔵 SAME  |
|    F32     |         4096         |   512   |       2       |    tie_heavy     |  11.325 us |       8.91% |  11.289 us |       9.11% |  -0.036 us |  -0.32% |  🔵 SAME  |
|    F32     |         4096         |   512   |       4       |    tie_heavy     |  11.936 us |       6.09% |  11.545 us |       8.38% |  -0.391 us |  -3.28% |  🔵 SAME  |
|    F32     |         4096         |   512   |       8       |    tie_heavy     |  11.806 us |       6.91% |  11.424 us |       8.83% |  -0.382 us |  -3.23% |  🔵 SAME  |
|    F32     |         4096         |   512   |      16       |    tie_heavy     |  12.231 us |       2.05% |  12.288 us |       0.45% |   0.057 us |   0.47% |  🔴 SLOW  |
|    F32     |         4096         |   512   |      32       |    tie_heavy     |  12.303 us |       2.24% |  12.285 us |       0.44% |  -0.018 us |  -0.14% |  🔵 SAME  |
|    F32     |         4096         |   512   |      64       |    tie_heavy     |  12.320 us |       1.71% |  12.280 us |       0.44% |  -0.040 us |  -0.32% |  🔵 SAME  |
|    F32     |         4096         |   512   |       1       |    pivot_tie     |  12.293 us |       2.03% |  12.285 us |       0.47% |  -0.008 us |  -0.07% |  🔵 SAME  |
|    F32     |         4096         |   512   |       2       |    pivot_tie     |  12.354 us |       2.08% |  12.283 us |       0.58% |  -0.071 us |  -0.57% |  🔵 SAME  |
|    F32     |         4096         |   512   |       4       |    pivot_tie     |  12.327 us |       1.99% |  12.285 us |       0.37% |  -0.041 us |  -0.33% |  🔵 SAME  |
|    F32     |         4096         |   512   |       8       |    pivot_tie     |  12.318 us |       1.93% |  12.284 us |       0.45% |  -0.033 us |  -0.27% |  🔵 SAME  |
|    F32     |         4096         |   512   |      16       |    pivot_tie     |  13.304 us |       7.33% |  13.224 us |       7.64% |  -0.080 us |  -0.60% |  🔵 SAME  |
|    F32     |         4096         |   512   |      32       |    pivot_tie     |  13.550 us |       7.03% |  13.391 us |       7.64% |  -0.159 us |  -1.17% |  🔵 SAME  |
|    F32     |         4096         |   512   |      64       |    pivot_tie     |  13.923 us |       5.40% |  13.640 us |       7.07% |  -0.283 us |  -2.03% |  🔵 SAME  |
|    F32     |         4096         |  1024   |       1       |      random      |  10.384 us |       3.95% |  10.241 us |       1.15% |  -0.143 us |  -1.38% |  🟢 FAST  |
|    F32     |         4096         |  1024   |       2       |      random      |  10.594 us |       6.65% |  10.333 us |       4.19% |  -0.262 us |  -2.47% |  🔵 SAME  |
|    F32     |         4096         |  1024   |       4       |      random      |  10.354 us |       3.63% |  10.255 us |       2.04% |  -0.099 us |  -0.96% |  🔵 SAME  |
|    F32     |         4096         |  1024   |       8       |      random      |  12.185 us |       2.82% |  12.283 us |       0.62% |   0.099 us |   0.81% |  🔴 SLOW  |
|    F32     |         4096         |  1024   |      16       |      random      |  12.231 us |       2.77% |  12.285 us |       0.55% |   0.053 us |   0.43% |  🔵 SAME  |
|    F32     |         4096         |  1024   |      32       |      random      |  12.270 us |       2.38% |  12.284 us |       0.94% |   0.014 us |   0.11% |  🔵 SAME  |
|    F32     |         4096         |  1024   |      64       |      random      |  12.358 us |       2.35% |  12.284 us |       0.61% |  -0.074 us |  -0.59% |  🔵 SAME  |
|    F32     |         4096         |  1024   |       1       | quantized_random |  12.201 us |       2.60% |  12.285 us |       0.67% |   0.084 us |   0.69% |  🔴 SLOW  |
|    F32     |         4096         |  1024   |       2       | quantized_random |  12.216 us |       2.51% |  12.281 us |       0.34% |   0.065 us |   0.53% |  🔴 SLOW  |
|    F32     |         4096         |  1024   |       4       | quantized_random |  12.205 us |       2.55% |  12.271 us |       0.59% |   0.066 us |   0.54% |  🔵 SAME  |
|    F32     |         4096         |  1024   |       8       | quantized_random |  12.234 us |       2.65% |  12.282 us |       0.92% |   0.048 us |   0.39% |  🔵 SAME  |
|    F32     |         4096         |  1024   |      16       | quantized_random |  12.359 us |       2.08% |  12.285 us |       0.40% |  -0.074 us |  -0.60% |  🟢 FAST  |
|    F32     |         4096         |  1024   |      32       | quantized_random |  12.377 us |       2.38% |  12.283 us |       0.76% |  -0.093 us |  -0.75% |  🔵 SAME  |
|    F32     |         4096         |  1024   |      64       | quantized_random |  12.375 us |       2.40% |  12.280 us |       0.45% |  -0.095 us |  -0.76% |  🟢 FAST  |
|    F32     |         4096         |  1024   |       1       |  relu_quantized  |  12.231 us |       2.19% |  12.275 us |       0.87% |   0.044 us |   0.36% |  🔵 SAME  |
|    F32     |         4096         |  1024   |       2       |  relu_quantized  |  12.223 us |       2.54% |  12.290 us |       0.53% |   0.067 us |   0.55% |  🔴 SLOW  |
|    F32     |         4096         |  1024   |       4       |  relu_quantized  |  12.205 us |       2.62% |  12.277 us |       0.78% |   0.072 us |   0.59% |  🔵 SAME  |
|    F32     |         4096         |  1024   |       8       |  relu_quantized  |  12.267 us |       2.42% |  12.279 us |       0.69% |   0.012 us |   0.10% |  🔵 SAME  |
|    F32     |         4096         |  1024   |      16       |  relu_quantized  |  12.372 us |       2.27% |  12.286 us |       0.59% |  -0.086 us |  -0.69% |  🟢 FAST  |
|    F32     |         4096         |  1024   |      32       |  relu_quantized  |  12.356 us |       2.07% |  12.279 us |       0.54% |  -0.077 us |  -0.62% |  🟢 FAST  |
|    F32     |         4096         |  1024   |      64       |  relu_quantized  |  12.368 us |       2.25% |  12.284 us |       0.57% |  -0.083 us |  -0.67% |  🟢 FAST  |
|    F32     |         4096         |  1024   |       1       |    tie_heavy     |  12.207 us |       2.65% |  12.274 us |       0.78% |   0.067 us |   0.55% |  🔵 SAME  |
|    F32     |         4096         |  1024   |       2       |    tie_heavy     |  11.980 us |       5.61% |  11.741 us |       7.66% |  -0.240 us |  -2.00% |  🔵 SAME  |
|    F32     |         4096         |  1024   |       4       |    tie_heavy     |  12.206 us |       2.57% |  12.286 us |       0.58% |   0.080 us |   0.65% |  🔴 SLOW  |
|    F32     |         4096         |  1024   |       8       |    tie_heavy     |  12.183 us |       2.75% |  11.966 us |       6.11% |  -0.217 us |  -1.78% |  🔵 SAME  |
|    F32     |         4096         |  1024   |      16       |    tie_heavy     |  12.248 us |       2.65% |  12.285 us |       0.44% |   0.038 us |   0.31% |  🔵 SAME  |
|    F32     |         4096         |  1024   |      32       |    tie_heavy     |  12.289 us |       2.45% |  12.287 us |       0.53% |  -0.001 us |  -0.01% |  🔵 SAME  |
|    F32     |         4096         |  1024   |      64       |    tie_heavy     |  12.323 us |       2.53% |  12.284 us |       0.50% |  -0.040 us |  -0.32% |  🔵 SAME  |
|    F32     |         4096         |  1024   |       1       |    pivot_tie     |  12.350 us |       1.98% |  12.286 us |       0.67% |  -0.064 us |  -0.52% |  🔵 SAME  |
|    F32     |         4096         |  1024   |       2       |    pivot_tie     |  12.364 us |       2.46% |  12.296 us |       0.75% |  -0.068 us |  -0.55% |  🔵 SAME  |
|    F32     |         4096         |  1024   |       4       |    pivot_tie     |  12.364 us |       2.13% |  12.287 us |       0.68% |  -0.077 us |  -0.63% |  🔵 SAME  |
|    F32     |         4096         |  1024   |       8       |    pivot_tie     |  12.351 us |       2.05% |  12.285 us |       0.61% |  -0.066 us |  -0.54% |  🔵 SAME  |
|    F32     |         4096         |  1024   |      16       |    pivot_tie     |  13.601 us |       6.98% |  13.422 us |       7.54% |  -0.180 us |  -1.32% |  🔵 SAME  |
|    F32     |         4096         |  1024   |      32       |    pivot_tie     |  14.259 us |       1.93% |  14.146 us |       4.12% |  -0.113 us |  -0.79% |  🔵 SAME  |
|    F32     |         4096         |  1024   |      64       |    pivot_tie     |  14.174 us |       3.23% |  14.078 us |       4.62% |  -0.096 us |  -0.68% |  🔵 SAME  |
|    F32     |         4096         |  2048   |       1       |      random      |  11.588 us |       8.13% |  11.371 us |       8.92% |  -0.217 us |  -1.87% |  🔵 SAME  |
|    F32     |         4096         |  2048   |       2       |      random      |  12.123 us |       3.83% |  11.866 us |       6.79% |  -0.257 us |  -2.12% |  🔵 SAME  |
|    F32     |         4096         |  2048   |       4       |      random      |  11.629 us |       7.92% |  11.364 us |       8.93% |  -0.265 us |  -2.28% |  🔵 SAME  |
|    F32     |         4096         |  2048   |       8       |      random      |  12.210 us |       2.51% |  12.191 us |       3.38% |  -0.019 us |  -0.15% |  🔵 SAME  |
|    F32     |         4096         |  2048   |      16       |      random      |  12.326 us |       1.91% |  12.288 us |       0.65% |  -0.038 us |  -0.31% |  🔵 SAME  |
|    F32     |         4096         |  2048   |      32       |      random      |  12.348 us |       1.97% |  12.279 us |       0.63% |  -0.069 us |  -0.56% |  🔵 SAME  |
|    F32     |         4096         |  2048   |      64       |      random      |  12.305 us |       1.47% |  12.283 us |       0.56% |  -0.023 us |  -0.19% |  🔵 SAME  |
|    F32     |         4096         |  2048   |       1       | quantized_random |  12.300 us |       1.03% |  12.286 us |       0.46% |  -0.014 us |  -0.11% |  🔵 SAME  |
|    F32     |         4096         |  2048   |       2       | quantized_random |  12.289 us |       0.86% |  12.281 us |       0.40% |  -0.008 us |  -0.06% |  🔵 SAME  |
|    F32     |         4096         |  2048   |       4       | quantized_random |  12.288 us |       0.92% |  12.280 us |       0.65% |  -0.008 us |  -0.07% |  🔵 SAME  |
|    F32     |         4096         |  2048   |       8       | quantized_random |  12.282 us |       0.80% |  12.289 us |       0.40% |   0.007 us |   0.06% |  🔵 SAME  |
|    F32     |         4096         |  2048   |      16       | quantized_random |  12.290 us |       0.97% |  12.283 us |       0.51% |  -0.007 us |  -0.06% |  🔵 SAME  |
|    F32     |         4096         |  2048   |      32       | quantized_random |  12.294 us |       0.89% |  12.282 us |       0.38% |  -0.011 us |  -0.09% |  🔵 SAME  |
|    F32     |         4096         |  2048   |      64       | quantized_random |  12.548 us |       5.32% |  12.503 us |       5.12% |  -0.045 us |  -0.36% |  🔵 SAME  |
|    F32     |         4096         |  2048   |       1       |  relu_quantized  |  12.313 us |       1.49% |  12.287 us |       0.76% |  -0.025 us |  -0.21% |  🔵 SAME  |
|    F32     |         4096         |  2048   |       2       |  relu_quantized  |  12.297 us |       1.18% |  12.283 us |       0.39% |  -0.014 us |  -0.12% |  🔵 SAME  |
|    F32     |         4096         |  2048   |       4       |  relu_quantized  |  12.312 us |       1.43% |  12.286 us |       0.82% |  -0.026 us |  -0.21% |  🔵 SAME  |
|    F32     |         4096         |  2048   |       8       |  relu_quantized  |  12.331 us |       1.76% |  12.281 us |       0.42% |  -0.050 us |  -0.40% |  🔵 SAME  |
|    F32     |         4096         |  2048   |      16       |  relu_quantized  |  12.444 us |       4.02% |  12.388 us |       3.68% |  -0.056 us |  -0.45% |  🔵 SAME  |
|    F32     |         4096         |  2048   |      32       |  relu_quantized  |  12.473 us |       4.58% |  12.329 us |       2.47% |  -0.144 us |  -1.16% |  🔵 SAME  |
|    F32     |         4096         |  2048   |      64       |  relu_quantized  |  13.100 us |       7.49% |  12.766 us |       6.84% |  -0.334 us |  -2.55% |  🔵 SAME  |
|    F32     |         4096         |  2048   |       1       |    tie_heavy     |  12.269 us |       2.13% |  12.277 us |       0.89% |   0.007 us |   0.06% |  🔵 SAME  |
|    F32     |         4096         |  2048   |       2       |    tie_heavy     |  12.234 us |       2.33% |  12.279 us |       0.61% |   0.045 us |   0.37% |  🔵 SAME  |
|    F32     |         4096         |  2048   |       4       |    tie_heavy     |  12.258 us |       2.71% |  12.284 us |       0.73% |   0.026 us |   0.21% |  🔵 SAME  |
|    F32     |         4096         |  2048   |       8       |    tie_heavy     |  12.267 us |       2.86% |  12.287 us |       0.91% |   0.020 us |   0.16% |  🔵 SAME  |
|    F32     |         4096         |  2048   |      16       |    tie_heavy     |  12.380 us |       2.39% |  12.286 us |       0.65% |  -0.094 us |  -0.76% |  🟢 FAST  |
|    F32     |         4096         |  2048   |      32       |    tie_heavy     |  12.380 us |       2.40% |  12.281 us |       0.71% |  -0.099 us |  -0.80% |  🟢 FAST  |
|    F32     |         4096         |  2048   |      64       |    tie_heavy     |  12.361 us |       2.12% |  12.289 us |       0.79% |  -0.071 us |  -0.58% |  🔵 SAME  |
|    F32     |         4096         |  2048   |       1       |    pivot_tie     |  12.409 us |       2.98% |  12.287 us |       0.99% |  -0.123 us |  -0.99% |  🔵 SAME  |
|    F32     |         4096         |  2048   |       2       |    pivot_tie     |  12.410 us |       2.95% |  12.281 us |       0.47% |  -0.129 us |  -1.04% |  🟢 FAST  |
|    F32     |         4096         |  2048   |       4       |    pivot_tie     |  12.440 us |       3.56% |  12.293 us |       1.45% |  -0.147 us |  -1.18% |  🔵 SAME  |
|    F32     |         4096         |  2048   |       8       |    pivot_tie     |  12.369 us |       2.30% |  12.286 us |       0.72% |  -0.083 us |  -0.67% |  🔵 SAME  |
|    F32     |         4096         |  2048   |      16       |    pivot_tie     |  14.236 us |       2.40% |  14.132 us |       4.30% |  -0.104 us |  -0.73% |  🔵 SAME  |
|    F32     |         4096         |  2048   |      32       |    pivot_tie     |  14.247 us |       2.27% |  14.319 us |       0.78% |   0.072 us |   0.50% |  🔵 SAME  |
|    F32     |         4096         |  2048   |      64       |    pivot_tie     |  14.216 us |       2.54% |  14.324 us |       0.60% |   0.108 us |   0.76% |  🔴 SLOW  |
|    F32     |         8192         |   512   |       1       |      random      |  12.386 us |       2.58% |  12.283 us |       0.72% |  -0.103 us |  -0.84% |  🟢 FAST  |
|    F32     |         8192         |   512   |       2       |      random      |  14.247 us |       2.37% |  14.339 us |       0.71% |   0.092 us |   0.65% |  🔵 SAME  |
|    F32     |         8192         |   512   |       4       |      random      |  14.322 us |       2.04% |  14.330 us |       0.33% |   0.008 us |   0.06% |  🔵 SAME  |
|    F32     |         8192         |   512   |       8       |      random      |  14.366 us |       2.16% |  14.335 us |       0.49% |  -0.031 us |  -0.22% |  🔵 SAME  |
|    F32     |         8192         |   512   |      16       |      random      |  14.346 us |       2.20% |  14.339 us |       0.66% |  -0.007 us |  -0.05% |  🔵 SAME  |
|    F32     |         8192         |   512   |      32       |      random      |  14.620 us |       4.39% |  14.472 us |       3.55% |  -0.147 us |  -1.01% |  🔵 SAME  |
|    F32     |         8192         |   512   |      64       |      random      |  14.755 us |       5.15% |  14.540 us |       4.20% |  -0.215 us |  -1.46% |  🔵 SAME  |
|    F32     |         8192         |   512   |       1       | quantized_random |  14.308 us |       2.09% |  14.335 us |       0.55% |   0.027 us |   0.19% |  🔵 SAME  |
|    F32     |         8192         |   512   |       2       | quantized_random |  14.284 us |       2.30% |  14.336 us |       0.31% |   0.052 us |   0.36% |  🔴 SLOW  |
|    F32     |         8192         |   512   |       4       | quantized_random |  14.294 us |       2.37% |  14.332 us |       0.36% |   0.037 us |   0.26% |  🔵 SAME  |
|    F32     |         8192         |   512   |       8       | quantized_random |  14.410 us |       2.38% |  14.331 us |       0.44% |  -0.079 us |  -0.55% |  🟢 FAST  |
|    F32     |         8192         |   512   |      16       | quantized_random |  15.407 us |       6.23% |  15.119 us |       6.58% |  -0.288 us |  -1.87% |  🔵 SAME  |
|    F32     |         8192         |   512   |      32       | quantized_random |  16.279 us |       2.06% |  16.215 us |       3.42% |  -0.064 us |  -0.39% |  🔵 SAME  |
|    F32     |         8192         |   512   |      64       | quantized_random |  15.417 us |       6.36% |  15.310 us |       6.71% |  -0.108 us |  -0.70% |  🔵 SAME  |
|    F32     |         8192         |   512   |       1       |  relu_quantized  |  14.322 us |       2.48% |  14.331 us |       0.37% |   0.009 us |   0.07% |  🔵 SAME  |
|    F32     |         8192         |   512   |       2       |  relu_quantized  |  14.280 us |       2.30% |  14.331 us |       0.59% |   0.051 us |   0.36% |  🔵 SAME  |
|    F32     |         8192         |   512   |       4       |  relu_quantized  |  14.329 us |       2.42% |  14.334 us |       0.34% |   0.006 us |   0.04% |  🔵 SAME  |
|    F32     |         8192         |   512   |       8       |  relu_quantized  |  14.396 us |       1.81% |  14.330 us |       0.32% |  -0.066 us |  -0.46% |  🟢 FAST  |
|    F32     |         8192         |   512   |      16       |  relu_quantized  |  15.444 us |       6.30% |  15.063 us |       6.49% |  -0.380 us |  -2.46% |  🔵 SAME  |
|    F32     |         8192         |   512   |      32       |  relu_quantized  |  15.838 us |       5.35% |  15.639 us |       6.28% |  -0.199 us |  -1.26% |  🔵 SAME  |
|    F32     |         8192         |   512   |      64       |  relu_quantized  |  15.598 us |       6.10% |  15.166 us |       6.57% |  -0.432 us |  -2.77% |  🔵 SAME  |
|    F32     |         8192         |   512   |       1       |    tie_heavy     |  14.331 us |       2.12% |  14.337 us |       0.55% |   0.007 us |   0.05% |  🔵 SAME  |
|    F32     |         8192         |   512   |       2       |    tie_heavy     |  14.329 us |       2.27% |  14.325 us |       0.73% |  -0.004 us |  -0.03% |  🔵 SAME  |
|    F32     |         8192         |   512   |       4       |    tie_heavy     |  14.302 us |       2.33% |  14.337 us |       0.53% |   0.035 us |   0.25% |  🔵 SAME  |
|    F32     |         8192         |   512   |       8       |    tie_heavy     |  14.363 us |       2.21% |  14.332 us |       0.34% |  -0.030 us |  -0.21% |  🔵 SAME  |
|    F32     |         8192         |   512   |      16       |    tie_heavy     |  16.310 us |       1.74% |  16.387 us |       0.51% |   0.076 us |   0.47% |  🔵 SAME  |
|    F32     |         8192         |   512   |      32       |    tie_heavy     |  16.301 us |       2.04% |  16.371 us |       0.69% |   0.070 us |   0.43% |  🔵 SAME  |
|    F32     |         8192         |   512   |      64       |    tie_heavy     |  16.312 us |       1.75% |  16.373 us |       0.53% |   0.061 us |   0.37% |  🔵 SAME  |
|    F32     |         8192         |   512   |       1       |    pivot_tie     |  16.343 us |       1.51% |  16.288 us |       2.56% |  -0.055 us |  -0.34% |  🔵 SAME  |
|    F32     |         8192         |   512   |       2       |    pivot_tie     |  16.317 us |       1.92% |  16.387 us |       0.74% |   0.070 us |   0.43% |  🔵 SAME  |
|    F32     |         8192         |   512   |       4       |    pivot_tie     |  16.302 us |       2.17% |  16.392 us |       0.41% |   0.090 us |   0.55% |  🔴 SLOW  |
|    F32     |         8192         |   512   |       8       |    pivot_tie     |  16.360 us |       1.98% |  16.377 us |       0.60% |   0.018 us |   0.11% |  🔵 SAME  |
|    F32     |         8192         |   512   |      16       |    pivot_tie     |  18.436 us |       1.33% |  18.431 us |       0.23% |  -0.005 us |  -0.03% |  🔵 SAME  |
|    F32     |         8192         |   512   |      32       |    pivot_tie     |  18.527 us |       1.62% |  18.434 us |       0.50% |  -0.093 us |  -0.50% |  🔵 SAME  |
|    F32     |         8192         |   512   |      64       |    pivot_tie     |  18.541 us |       1.78% |  18.421 us |       0.31% |  -0.119 us |  -0.64% |  🟢 FAST  |
|    F32     |         8192         |  1024   |       1       |      random      |  12.357 us |       2.17% |  12.295 us |       1.46% |  -0.061 us |  -0.50% |  🔵 SAME  |
|    F32     |         8192         |  1024   |       2       |      random      |  12.370 us |       2.30% |  12.284 us |       0.55% |  -0.085 us |  -0.69% |  🟢 FAST  |
|    F32     |         8192         |  1024   |       4       |      random      |  12.377 us |       2.40% |  12.283 us |       0.38% |  -0.094 us |  -0.76% |  🟢 FAST  |
|    F32     |         8192         |  1024   |       8       |      random      |  12.379 us |       2.70% |  12.307 us |       1.94% |  -0.072 us |  -0.58% |  🔵 SAME  |
|    F32     |         8192         |  1024   |      16       |      random      |  14.803 us |       5.36% |  14.627 us |       4.90% |  -0.176 us |  -1.19% |  🔵 SAME  |
|    F32     |         8192         |  1024   |      32       |      random      |  14.884 us |       5.86% |  14.859 us |       6.03% |  -0.025 us |  -0.17% |  🔵 SAME  |
|    F32     |         8192         |  1024   |      64       |      random      |  16.248 us |       2.55% |  15.956 us |       5.14% |  -0.292 us |  -1.80% |  🔵 SAME  |
|    F32     |         8192         |  1024   |       1       | quantized_random |  14.317 us |       2.37% |  14.332 us |       0.40% |   0.016 us |   0.11% |  🔵 SAME  |
|    F32     |         8192         |  1024   |       2       | quantized_random |  14.387 us |       2.43% |  14.335 us |       0.61% |  -0.053 us |  -0.37% |  🔵 SAME  |
|    F32     |         8192         |  1024   |       4       | quantized_random |  14.344 us |       1.72% |  14.333 us |       0.32% |  -0.011 us |  -0.08% |  🔵 SAME  |
|    F32     |         8192         |  1024   |       8       | quantized_random |  14.391 us |       2.12% |  14.337 us |       0.56% |  -0.055 us |  -0.38% |  🔵 SAME  |
|    F32     |         8192         |  1024   |      16       | quantized_random |  16.259 us |       2.29% |  16.368 us |       0.87% |   0.109 us |   0.67% |  🔵 SAME  |
|    F32     |         8192         |  1024   |      32       | quantized_random |  16.206 us |       2.53% |  16.384 us |       0.32% |   0.178 us |   1.10% |  🔴 SLOW  |
|    F32     |         8192         |  1024   |      64       | quantized_random |  16.057 us |       4.34% |  15.917 us |       5.35% |  -0.141 us |  -0.88% |  🔵 SAME  |
|    F32     |         8192         |  1024   |       1       |  relu_quantized  |  14.363 us |       1.99% |  14.331 us |       0.45% |  -0.032 us |  -0.22% |  🔵 SAME  |
|    F32     |         8192         |  1024   |       2       |  relu_quantized  |  14.349 us |       2.20% |  14.329 us |       0.69% |  -0.020 us |  -0.14% |  🔵 SAME  |
|    F32     |         8192         |  1024   |       4       |  relu_quantized  |  14.388 us |       2.11% |  14.338 us |       0.52% |  -0.050 us |  -0.34% |  🔵 SAME  |
|    F32     |         8192         |  1024   |       8       |  relu_quantized  |  14.386 us |       2.02% |  14.330 us |       0.46% |  -0.056 us |  -0.39% |  🔵 SAME  |
|    F32     |         8192         |  1024   |      16       |  relu_quantized  |  16.254 us |       2.35% |  16.380 us |       0.54% |   0.126 us |   0.78% |  🔴 SLOW  |
|    F32     |         8192         |  1024   |      32       |  relu_quantized  |  16.275 us |       2.21% |  16.348 us |       1.48% |   0.073 us |   0.45% |  🔵 SAME  |
|    F32     |         8192         |  1024   |      64       |  relu_quantized  |  16.042 us |       4.11% |  15.900 us |       5.42% |  -0.142 us |  -0.89% |  🔵 SAME  |
|    F32     |         8192         |  1024   |       1       |    tie_heavy     |  14.357 us |       2.36% |  14.333 us |       0.49% |  -0.024 us |  -0.17% |  🔵 SAME  |
|    F32     |         8192         |  1024   |       2       |    tie_heavy     |  14.382 us |       2.25% |  14.330 us |       0.34% |  -0.052 us |  -0.36% |  🟢 FAST  |
|    F32     |         8192         |  1024   |       4       |    tie_heavy     |  14.443 us |       2.24% |  14.330 us |       0.35% |  -0.114 us |  -0.79% |  🟢 FAST  |
|    F32     |         8192         |  1024   |       8       |    tie_heavy     |  14.444 us |       2.27% |  14.333 us |       0.53% |  -0.110 us |  -0.76% |  🟢 FAST  |
|    F32     |         8192         |  1024   |      16       |    tie_heavy     |  16.316 us |       1.73% |  16.388 us |       0.33% |   0.072 us |   0.44% |  🔴 SLOW  |
|    F32     |         8192         |  1024   |      32       |    tie_heavy     |  16.362 us |       2.06% |  16.385 us |       0.27% |   0.024 us |   0.14% |  🔵 SAME  |
|    F32     |         8192         |  1024   |      64       |    tie_heavy     |  16.278 us |       2.04% |  16.384 us |       0.34% |   0.107 us |   0.65% |  🔴 SLOW  |
|    F32     |         8192         |  1024   |       1       |    pivot_tie     |  16.274 us |       2.11% |  16.378 us |       0.58% |   0.104 us |   0.64% |  🔴 SLOW  |
|    F32     |         8192         |  1024   |       2       |    pivot_tie     |  16.394 us |       1.74% |  16.389 us |       0.67% |  -0.005 us |  -0.03% |  🔵 SAME  |
|    F32     |         8192         |  1024   |       4       |    pivot_tie     |  16.401 us |       2.08% |  16.385 us |       0.50% |  -0.016 us |  -0.10% |  🔵 SAME  |
|    F32     |         8192         |  1024   |       8       |    pivot_tie     |  16.420 us |       2.32% |  16.378 us |       0.55% |  -0.042 us |  -0.26% |  🔵 SAME  |
|    F32     |         8192         |  1024   |      16       |    pivot_tie     |  18.463 us |       1.94% |  18.431 us |       0.29% |  -0.031 us |  -0.17% |  🔵 SAME  |
|    F32     |         8192         |  1024   |      32       |    pivot_tie     |  18.518 us |       1.55% |  18.428 us |       0.25% |  -0.090 us |  -0.49% |  🟢 FAST  |
|    F32     |         8192         |  1024   |      64       |    pivot_tie     |  18.536 us |       1.74% |  18.430 us |       0.39% |  -0.106 us |  -0.57% |  🟢 FAST  |
|    F32     |         8192         |  2048   |       1       |      random      |  12.442 us |       3.58% |  12.334 us |       2.59% |  -0.108 us |  -0.87% |  🔵 SAME  |
|    F32     |         8192         |  2048   |       2       |      random      |  12.761 us |       6.53% |  12.874 us |       7.19% |   0.113 us |   0.88% |  🔵 SAME  |
|    F32     |         8192         |  2048   |       4       |      random      |  12.483 us |       4.88% |  12.509 us |       5.07% |   0.026 us |   0.21% |  🔵 SAME  |
|    F32     |         8192         |  2048   |       8       |      random      |  13.329 us |       7.38% |  13.350 us |       7.68% |   0.020 us |   0.15% |  🔵 SAME  |
|    F32     |         8192         |  2048   |      16       |      random      |  15.846 us |       5.38% |  15.323 us |       6.64% |  -0.523 us |  -3.30% |  🔵 SAME  |
|    F32     |         8192         |  2048   |      32       |      random      |  15.831 us |       5.61% |  15.437 us |       6.46% |  -0.394 us |  -2.49% |  🔵 SAME  |
|    F32     |         8192         |  2048   |      64       |      random      |  16.262 us |       2.75% |  16.282 us |       2.64% |   0.020 us |   0.13% |  🔵 SAME  |
|    F32     |         8192         |  2048   |       1       | quantized_random |  14.364 us |       1.34% |  14.343 us |       0.66% |  -0.021 us |  -0.15% |  🔵 SAME  |
|    F32     |         8192         |  2048   |       2       | quantized_random |  14.362 us |       1.24% |  14.325 us |       0.38% |  -0.038 us |  -0.26% |  🔵 SAME  |
|    F32     |         8192         |  2048   |       4       | quantized_random |  14.384 us |       1.73% |  14.334 us |       1.05% |  -0.050 us |  -0.35% |  🔵 SAME  |
|    F32     |         8192         |  2048   |       8       | quantized_random |  14.399 us |       1.82% |  14.347 us |       1.41% |  -0.052 us |  -0.36% |  🔵 SAME  |
|    F32     |         8192         |  2048   |      16       | quantized_random |  16.341 us |       1.38% |  16.291 us |       2.64% |  -0.050 us |  -0.30% |  🔵 SAME  |
|    F32     |         8192         |  2048   |      32       | quantized_random |  16.313 us |       1.77% |  16.374 us |       0.58% |   0.061 us |   0.37% |  🔵 SAME  |
|    F32     |         8192         |  2048   |      64       | quantized_random |  16.275 us |       2.03% |  16.378 us |       0.31% |   0.102 us |   0.63% |  🔴 SLOW  |
|    F32     |         8192         |  2048   |       1       |  relu_quantized  |  14.392 us |       1.59% |  14.333 us |       0.33% |  -0.060 us |  -0.41% |  🟢 FAST  |
|    F32     |         8192         |  2048   |       2       |  relu_quantized  |  14.413 us |       1.91% |  14.333 us |       0.56% |  -0.081 us |  -0.56% |  🟢 FAST  |
|    F32     |         8192         |  2048   |       4       |  relu_quantized  |  14.405 us |       1.83% |  14.330 us |       0.38% |  -0.075 us |  -0.52% |  🟢 FAST  |
|    F32     |         8192         |  2048   |       8       |  relu_quantized  |  14.460 us |       2.83% |  14.351 us |       1.46% |  -0.109 us |  -0.75% |  🔵 SAME  |
|    F32     |         8192         |  2048   |      16       |  relu_quantized  |  16.307 us |       1.96% |  16.277 us |       2.80% |  -0.030 us |  -0.18% |  🔵 SAME  |
|    F32     |         8192         |  2048   |      32       |  relu_quantized  |  16.327 us |       1.86% |  16.383 us |       0.23% |   0.057 us |   0.35% |  🔴 SLOW  |
|    F32     |         8192         |  2048   |      64       |  relu_quantized  |  16.259 us |       2.27% |  16.375 us |       0.48% |   0.116 us |   0.71% |  🔴 SLOW  |
|    F32     |         8192         |  2048   |       1       |    tie_heavy     |  14.423 us |       2.02% |  14.337 us |       0.59% |  -0.086 us |  -0.60% |  🟢 FAST  |
|    F32     |         8192         |  2048   |       2       |    tie_heavy     |  14.412 us |       2.21% |  14.336 us |       0.50% |  -0.076 us |  -0.53% |  🟢 FAST  |
|    F32     |         8192         |  2048   |       4       |    tie_heavy     |  14.429 us |       2.17% |  14.331 us |       0.33% |  -0.098 us |  -0.68% |  🟢 FAST  |
|    F32     |         8192         |  2048   |       8       |    tie_heavy     |  14.694 us |       4.93% |  14.608 us |       4.79% |  -0.086 us |  -0.58% |  🔵 SAME  |
|    F32     |         8192         |  2048   |      16       |    tie_heavy     |  16.318 us |       1.95% |  16.372 us |       0.50% |   0.054 us |   0.33% |  🔵 SAME  |
|    F32     |         8192         |  2048   |      32       |    tie_heavy     |  16.425 us |       1.74% |  16.390 us |       0.30% |  -0.036 us |  -0.22% |  🔵 SAME  |
|    F32     |         8192         |  2048   |      64       |    tie_heavy     |  16.334 us |       2.10% |  16.382 us |       0.42% |   0.048 us |   0.29% |  🔵 SAME  |
|    F32     |         8192         |  2048   |       1       |    pivot_tie     |  16.329 us |       2.10% |  16.377 us |       0.52% |   0.048 us |   0.30% |  🔵 SAME  |
|    F32     |         8192         |  2048   |       2       |    pivot_tie     |  16.426 us |       1.78% |  16.375 us |       0.36% |  -0.051 us |  -0.31% |  🔵 SAME  |
|    F32     |         8192         |  2048   |       4       |    pivot_tie     |  16.414 us |       1.58% |  16.381 us |       0.41% |  -0.034 us |  -0.20% |  🔵 SAME  |
|    F32     |         8192         |  2048   |       8       |    pivot_tie     |  16.462 us |       1.64% |  16.384 us |       0.47% |  -0.078 us |  -0.47% |  🔵 SAME  |
|    F32     |         8192         |  2048   |      16       |    pivot_tie     |  18.470 us |       1.78% |  18.422 us |       0.36% |  -0.048 us |  -0.26% |  🔵 SAME  |
|    F32     |         8192         |  2048   |      32       |    pivot_tie     |  18.517 us |       1.58% |  18.431 us |       0.67% |  -0.086 us |  -0.46% |  🔵 SAME  |
|    F32     |         8192         |  2048   |      64       |    pivot_tie     |  18.501 us |       1.44% |  18.431 us |       0.39% |  -0.070 us |  -0.38% |  🔵 SAME  |
|    F32     |        16384         |   512   |       1       |      random      |  14.266 us |       2.27% |  12.286 us |       0.60% |  -1.980 us | -13.88% |  🟢 FAST  |
|    F32     |        16384         |   512   |       2       |      random      |  14.283 us |       1.85% |  12.282 us |       0.47% |  -2.001 us | -14.01% |  🟢 FAST  |
|    F32     |        16384         |   512   |       4       |      random      |  16.419 us |       2.15% |  14.323 us |       0.49% |  -2.096 us | -12.77% |  🟢 FAST  |
|    F32     |        16384         |   512   |       8       |      random      |  16.402 us |       0.98% |  14.329 us |       0.38% |  -2.073 us | -12.64% |  🟢 FAST  |
|    F32     |        16384         |   512   |      16       |      random      |  16.381 us |       0.97% |  14.328 us |       0.35% |  -2.053 us | -12.53% |  🟢 FAST  |
|    F32     |        16384         |   512   |      32       |      random      |  18.422 us |       0.78% |  16.382 us |       0.31% |  -2.039 us | -11.07% |  🟢 FAST  |
|    F32     |        16384         |   512   |      64       |      random      |  18.442 us |       0.92% |  16.378 us |       0.73% |  -2.064 us | -11.19% |  🟢 FAST  |
|    F32     |        16384         |   512   |       1       | quantized_random |  15.379 us |       6.53% |  14.327 us |       0.86% |  -1.051 us |  -6.84% |  🟢 FAST  |
|    F32     |        16384         |   512   |       2       | quantized_random |  16.253 us |       2.90% |  14.333 us |       0.33% |  -1.920 us | -11.81% |  🟢 FAST  |
|    F32     |        16384         |   512   |       4       | quantized_random |  16.375 us |       1.21% |  14.331 us |       0.46% |  -2.044 us | -12.48% |  🟢 FAST  |
|    F32     |        16384         |   512   |       8       | quantized_random |  16.405 us |       0.95% |  14.327 us |       0.52% |  -2.078 us | -12.66% |  🟢 FAST  |
|    F32     |        16384         |   512   |      16       | quantized_random |  16.421 us |       1.19% |  14.376 us |       1.93% |  -2.045 us | -12.45% |  🟢 FAST  |
|    F32     |        16384         |   512   |      32       | quantized_random |  18.448 us |       0.99% |  16.380 us |       0.31% |  -2.068 us | -11.21% |  🟢 FAST  |
|    F32     |        16384         |   512   |      64       | quantized_random |  20.290 us |       2.71% |  17.118 us |       5.74% |  -3.171 us | -15.63% |  🟢 FAST  |
|    F32     |        16384         |   512   |       1       |  relu_quantized  |  15.507 us |       6.24% |  14.322 us |       0.60% |  -1.185 us |  -7.64% |  🟢 FAST  |
|    F32     |        16384         |   512   |       2       |  relu_quantized  |  16.298 us |       2.28% |  14.332 us |       0.36% |  -1.966 us | -12.06% |  🟢 FAST  |
|    F32     |        16384         |   512   |       4       |  relu_quantized  |  16.424 us |       1.46% |  14.336 us |       0.00% |  -2.088 us | -12.71% |  🟡 ????  |
|    F32     |        16384         |   512   |       8       |  relu_quantized  |  16.477 us |       1.81% |  14.330 us |       0.53% |  -2.147 us | -13.03% |  🟢 FAST  |
|    F32     |        16384         |   512   |      16       |  relu_quantized  |  16.502 us |       2.00% |  14.353 us |       1.51% |  -2.149 us | -13.02% |  🟢 FAST  |
|    F32     |        16384         |   512   |      32       |  relu_quantized  |  18.507 us |       1.64% |  16.376 us |       0.53% |  -2.131 us | -11.51% |  🟢 FAST  |
|    F32     |        16384         |   512   |      64       |  relu_quantized  |  20.278 us |       2.62% |  17.234 us |       5.85% |  -3.044 us | -15.01% |  🟢 FAST  |
|    F32     |        16384         |   512   |       1       |    tie_heavy     |  15.009 us |       6.00% |  14.326 us |       0.52% |  -0.683 us |  -4.55% |  🟢 FAST  |
|    F32     |        16384         |   512   |       2       |    tie_heavy     |  15.406 us |       6.25% |  14.323 us |       0.86% |  -1.084 us |  -7.03% |  🟢 FAST  |
|    F32     |        16384         |   512   |       4       |    tie_heavy     |  16.390 us |       2.12% |  14.330 us |       0.37% |  -2.060 us | -12.57% |  🟢 FAST  |
|    F32     |        16384         |   512   |       8       |    tie_heavy     |  16.440 us |       1.97% |  14.327 us |       0.37% |  -2.113 us | -12.85% |  🟢 FAST  |
|    F32     |        16384         |   512   |      16       |    tie_heavy     |  16.459 us |       2.06% |  14.328 us |       0.57% |  -2.132 us | -12.95% |  🟢 FAST  |
|    F32     |        16384         |   512   |      32       |    tie_heavy     |  18.347 us |       2.02% |  16.368 us |       0.50% |  -1.980 us | -10.79% |  🟢 FAST  |
|    F32     |        16384         |   512   |      64       |    tie_heavy     |  19.859 us |       4.51% |  16.804 us |       4.91% |  -3.054 us | -15.38% |  🟢 FAST  |
|    F32     |        16384         |   512   |       1       |    pivot_tie     |  16.391 us |       1.81% |  14.331 us |       0.63% |  -2.061 us | -12.57% |  🟢 FAST  |
|    F32     |        16384         |   512   |       2       |    pivot_tie     |  16.467 us |       1.70% |  14.342 us |       0.96% |  -2.125 us | -12.90% |  🟢 FAST  |
|    F32     |        16384         |   512   |       4       |    pivot_tie     |  17.022 us |       5.35% |  15.469 us |       6.54% |  -1.553 us |  -9.12% |  🟢 FAST  |
|    F32     |        16384         |   512   |       8       |    pivot_tie     |  17.428 us |       5.52% |  15.830 us |       5.69% |  -1.598 us |  -9.17% |  🟢 FAST  |
|    F32     |        16384         |   512   |      16       |    pivot_tie     |  18.132 us |       3.59% |  16.378 us |       0.52% |  -1.755 us |  -9.68% |  🟢 FAST  |
|    F32     |        16384         |   512   |      32       |    pivot_tie     |  20.173 us |       3.42% |  18.277 us |       2.85% |  -1.895 us |  -9.39% |  🟢 FAST  |
|    F32     |        16384         |   512   |      64       |    pivot_tie     |  22.611 us |       1.44% |  20.476 us |       0.45% |  -2.135 us |  -9.44% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       1       |      random      |  14.299 us |       1.77% |  12.286 us |       0.40% |  -2.013 us | -14.08% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       2       |      random      |  14.295 us |       2.33% |  12.282 us |       0.43% |  -2.013 us | -14.08% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       4       |      random      |  14.410 us |       1.88% |  12.821 us |       7.01% |  -1.589 us | -11.02% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       8       |      random      |  16.181 us |       3.09% |  14.334 us |       0.59% |  -1.847 us | -11.42% |  🟢 FAST  |
|    F32     |        16384         |  1024   |      16       |      random      |  17.064 us |       5.32% |  14.986 us |       6.38% |  -2.078 us | -12.18% |  🟢 FAST  |
|    F32     |        16384         |  1024   |      32       |      random      |  17.435 us |       5.60% |  15.279 us |       6.67% |  -2.156 us | -12.37% |  🟢 FAST  |
|    F32     |        16384         |  1024   |      64       |      random      |  20.395 us |       1.49% |  18.416 us |       0.85% |  -1.979 us |  -9.70% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       1       | quantized_random |  15.527 us |       6.18% |  14.334 us |       0.58% |  -1.193 us |  -7.68% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       2       | quantized_random |  16.271 us |       2.17% |  14.336 us |       0.31% |  -1.936 us | -11.90% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       4       | quantized_random |  16.378 us |       1.81% |  14.336 us |       0.65% |  -2.042 us | -12.47% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       8       | quantized_random |  16.443 us |       1.74% |  14.324 us |       0.40% |  -2.119 us | -12.89% |  🟢 FAST  |
|    F32     |        16384         |  1024   |      16       | quantized_random |  16.900 us |       4.98% |  15.440 us |       6.60% |  -1.460 us |  -8.64% |  🟢 FAST  |
|    F32     |        16384         |  1024   |      32       | quantized_random |  18.016 us |       4.26% |  16.375 us |       0.84% |  -1.641 us |  -9.11% |  🟢 FAST  |
|    F32     |        16384         |  1024   |      64       | quantized_random |  20.535 us |       1.20% |  20.481 us |       0.23% |  -0.054 us |  -0.26% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       1       |  relu_quantized  |  15.600 us |       6.16% |  14.332 us |       0.62% |  -1.267 us |  -8.12% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       2       |  relu_quantized  |  16.314 us |       2.05% |  14.333 us |       0.32% |  -1.982 us | -12.15% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       4       |  relu_quantized  |  16.411 us |       1.88% |  14.327 us |       0.33% |  -2.084 us | -12.70% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       8       |  relu_quantized  |  16.409 us |       1.93% |  14.339 us |       0.55% |  -2.070 us | -12.62% |  🟢 FAST  |
|    F32     |        16384         |  1024   |      16       |  relu_quantized  |  16.913 us |       4.93% |  16.000 us |       4.91% |  -0.913 us |  -5.40% |  🟢 FAST  |
|    F32     |        16384         |  1024   |      32       |  relu_quantized  |  17.827 us |       4.99% |  15.786 us |       5.84% |  -2.041 us | -11.45% |  🟢 FAST  |
|    F32     |        16384         |  1024   |      64       |  relu_quantized  |  20.537 us |       1.62% |  20.480 us |       0.24% |  -0.057 us |  -0.28% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       1       |    tie_heavy     |  14.976 us |       5.85% |  14.319 us |       0.98% |  -0.657 us |  -4.39% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       2       |    tie_heavy     |  15.374 us |       6.57% |  14.142 us |       4.18% |  -1.231 us |  -8.01% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       4       |    tie_heavy     |  16.288 us |       2.08% |  14.338 us |       0.67% |  -1.950 us | -11.97% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       8       |    tie_heavy     |  16.341 us |       1.76% |  14.326 us |       0.52% |  -2.015 us | -12.33% |  🟢 FAST  |
|    F32     |        16384         |  1024   |      16       |    tie_heavy     |  16.610 us |       3.18% |  14.575 us |       4.45% |  -2.035 us | -12.25% |  🟢 FAST  |
|    F32     |        16384         |  1024   |      32       |    tie_heavy     |  17.282 us |       5.59% |  15.424 us |       6.64% |  -1.858 us | -10.75% |  🟢 FAST  |
|    F32     |        16384         |  1024   |      64       |    tie_heavy     |  20.495 us |       1.46% |  19.618 us |       5.11% |  -0.877 us |  -4.28% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       1       |    pivot_tie     |  16.392 us |       2.06% |  14.345 us |       1.20% |  -2.047 us | -12.49% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       2       |    pivot_tie     |  16.397 us |       2.34% |  14.330 us |       0.36% |  -2.068 us | -12.61% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       4       |    pivot_tie     |  16.555 us |       2.98% |  15.997 us |       4.88% |  -0.557 us |  -3.37% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       8       |    pivot_tie     |  16.825 us |       4.44% |  15.864 us |       5.53% |  -0.961 us |  -5.71% |  🟢 FAST  |
|    F32     |        16384         |  1024   |      16       |    pivot_tie     |  18.515 us |       1.56% |  16.380 us |       0.31% |  -2.135 us | -11.53% |  🟢 FAST  |
|    F32     |        16384         |  1024   |      32       |    pivot_tie     |  18.511 us |       1.56% |  16.724 us |       4.56% |  -1.787 us |  -9.65% |  🟢 FAST  |
|    F32     |        16384         |  1024   |      64       |    pivot_tie     |  22.751 us |       2.54% |  22.918 us |       3.51% |   0.167 us |   0.74% |  🔵 SAME  |
|    F32     |        16384         |  2048   |       1       |      random      |  13.505 us |       7.08% |  12.283 us |       0.45% |  -1.222 us |  -9.05% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       2       |      random      |  14.212 us |       2.57% |  12.286 us |       0.56% |  -1.926 us | -13.55% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       4       |      random      |  14.443 us |       2.48% |  14.334 us |       0.50% |  -0.109 us |  -0.75% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       8       |      random      |  15.850 us |       5.39% |  14.327 us |       0.38% |  -1.522 us |  -9.61% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      16       |      random      |  16.264 us |       2.15% |  14.331 us |       0.49% |  -1.933 us | -11.89% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      32       |      random      |  16.770 us |       4.41% |  14.418 us |       2.93% |  -2.352 us | -14.02% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      64       |      random      |  20.392 us |       1.61% |  16.419 us |       1.66% |  -3.973 us | -19.48% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       1       | quantized_random |  14.428 us |       2.29% |  13.740 us |       6.71% |  -0.688 us |  -4.77% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       2       | quantized_random |  14.422 us |       2.14% |  14.337 us |       0.53% |  -0.086 us |  -0.60% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       4       | quantized_random |  16.293 us |       2.02% |  14.332 us |       0.72% |  -1.961 us | -12.04% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       8       | quantized_random |  16.327 us |       2.19% |  14.327 us |       0.37% |  -2.000 us | -12.25% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      16       | quantized_random |  16.476 us |       1.82% |  14.470 us |       3.52% |  -2.006 us | -12.18% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      32       | quantized_random |  18.050 us |       4.06% |  15.718 us |       6.10% |  -2.332 us | -12.92% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      64       | quantized_random |  20.376 us |       1.98% |  18.425 us |       0.46% |  -1.950 us |  -9.57% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       1       |  relu_quantized  |  14.423 us |       1.99% |  14.332 us |       0.92% |  -0.091 us |  -0.63% |  🔵 SAME  |
|    F32     |        16384         |  2048   |       2       |  relu_quantized  |  14.439 us |       2.55% |  14.209 us |       3.33% |  -0.229 us |  -1.59% |  🔵 SAME  |
|    F32     |        16384         |  2048   |       4       |  relu_quantized  |  16.285 us |       1.93% |  14.340 us |       0.71% |  -1.944 us | -11.94% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       8       |  relu_quantized  |  16.309 us |       2.04% |  14.321 us |       0.44% |  -1.988 us | -12.19% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      16       |  relu_quantized  |  16.459 us |       1.65% |  14.470 us |       3.55% |  -1.989 us | -12.08% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      32       |  relu_quantized  |  18.281 us |       2.30% |  16.263 us |       2.78% |  -2.018 us | -11.04% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      64       |  relu_quantized  |  20.417 us |       1.32% |  18.424 us |       0.86% |  -1.993 us |  -9.76% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       1       |    tie_heavy     |  14.425 us |       2.32% |  14.330 us |       0.80% |  -0.094 us |  -0.65% |  🔵 SAME  |
|    F32     |        16384         |  2048   |       2       |    tie_heavy     |  14.838 us |       5.59% |  14.333 us |       0.38% |  -0.505 us |  -3.40% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       4       |    tie_heavy     |  16.281 us |       1.97% |  14.331 us |       0.46% |  -1.949 us | -11.97% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       8       |    tie_heavy     |  16.312 us |       1.82% |  14.341 us |       0.47% |  -1.971 us | -12.08% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      16       |    tie_heavy     |  16.425 us |       1.66% |  14.336 us |       0.91% |  -2.089 us | -12.72% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      32       |    tie_heavy     |  18.289 us |       2.33% |  15.838 us |       5.69% |  -2.451 us | -13.40% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      64       |    tie_heavy     |  20.456 us |       1.39% |  18.426 us |       0.27% |  -2.029 us |  -9.92% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       1       |    pivot_tie     |  16.119 us |       3.77% |  14.327 us |       0.55% |  -1.792 us | -11.12% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       2       |    pivot_tie     |  15.592 us |       6.09% |  14.329 us |       0.71% |  -1.263 us |  -8.10% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       4       |    pivot_tie     |  16.413 us |       1.65% |  14.333 us |       0.35% |  -2.080 us | -12.67% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       8       |    pivot_tie     |  16.443 us |       1.57% |  14.338 us |       0.94% |  -2.104 us | -12.80% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      16       |    pivot_tie     |  18.268 us |       2.49% |  16.375 us |       0.58% |  -1.893 us | -10.36% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      32       |    pivot_tie     |  18.585 us |       1.96% |  16.465 us |       2.52% |  -2.120 us | -11.41% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      64       |    pivot_tie     |  22.616 us |       1.53% |  20.492 us |       0.87% |  -2.124 us |  -9.39% |  🟢 FAST  |
|    F32     |        32768         |   512   |       1       |      random      |  12.296 us |       2.38% |  10.845 us |       8.49% |  -1.451 us | -11.80% |  🟢 FAST  |
|    F32     |        32768         |   512   |       2       |      random      |  13.548 us |       7.09% |  12.285 us |       0.43% |  -1.263 us |  -9.32% |  🟢 FAST  |
|    F32     |        32768         |   512   |       4       |      random      |  15.637 us |       6.14% |  14.335 us |       0.37% |  -1.303 us |  -8.33% |  🟢 FAST  |
|    F32     |        32768         |   512   |       8       |      random      |  15.587 us |       6.21% |  14.334 us |       0.36% |  -1.254 us |  -8.04% |  🟢 FAST  |
|    F32     |        32768         |   512   |      16       |      random      |  16.364 us |       2.18% |  14.331 us |       0.44% |  -2.033 us | -12.42% |  🟢 FAST  |
|    F32     |        32768         |   512   |      32       |      random      |  18.483 us |       1.61% |  16.382 us |       0.31% |  -2.101 us | -11.37% |  🟢 FAST  |
|    F32     |        32768         |   512   |      64       |      random      |  20.444 us |       1.44% |  19.035 us |       4.89% |  -1.409 us |  -6.89% |  🟢 FAST  |
|    F32     |        32768         |   512   |       1       | quantized_random |  12.303 us |       1.95% |  10.969 us |       8.85% |  -1.333 us | -10.84% |  🟢 FAST  |
|    F32     |        32768         |   512   |       2       | quantized_random |  14.411 us |       1.83% |  14.340 us |       0.40% |  -0.071 us |  -0.49% |  🟢 FAST  |
|    F32     |        32768         |   512   |       4       | quantized_random |  15.681 us |       6.03% |  14.327 us |       0.57% |  -1.354 us |  -8.64% |  🟢 FAST  |
|    F32     |        32768         |   512   |       8       | quantized_random |  16.372 us |       1.38% |  14.339 us |       0.69% |  -2.033 us | -12.42% |  🟢 FAST  |
|    F32     |        32768         |   512   |      16       | quantized_random |  17.791 us |       5.22% |  15.463 us |       6.57% |  -2.328 us | -13.09% |  🟢 FAST  |
|    F32     |        32768         |   512   |      32       | quantized_random |  19.343 us |       5.07% |  16.379 us |       0.42% |  -2.964 us | -15.32% |  🟢 FAST  |
|    F32     |        32768         |   512   |      64       | quantized_random |  22.451 us |       1.63% |  19.131 us |       5.07% |  -3.320 us | -14.79% |  🟢 FAST  |
|    F32     |        32768         |   512   |       1       |  relu_quantized  |  12.267 us |       2.19% |  10.664 us |       7.71% |  -1.603 us | -13.07% |  🟢 FAST  |
|    F32     |        32768         |   512   |       2       |  relu_quantized  |  14.393 us |       1.85% |  13.940 us |       5.73% |  -0.454 us |  -3.15% |  🟢 FAST  |
|    F32     |        32768         |   512   |       4       |  relu_quantized  |  15.677 us |       5.96% |  14.330 us |       0.53% |  -1.347 us |  -8.59% |  🟢 FAST  |
|    F32     |        32768         |   512   |       8       |  relu_quantized  |  16.330 us |       1.83% |  14.329 us |       0.39% |  -2.001 us | -12.26% |  🟢 FAST  |
|    F32     |        32768         |   512   |      16       |  relu_quantized  |  17.744 us |       5.35% |  15.431 us |       6.63% |  -2.313 us | -13.04% |  🟢 FAST  |
|    F32     |        32768         |   512   |      32       |  relu_quantized  |  19.178 us |       5.02% |  16.378 us |       0.39% |  -2.800 us | -14.60% |  🟢 FAST  |
|    F32     |        32768         |   512   |      64       |  relu_quantized  |  22.517 us |       0.96% |  19.070 us |       4.99% |  -3.447 us | -15.31% |  🟢 FAST  |
|    F32     |        32768         |   512   |       1       |    tie_heavy     |  14.411 us |       2.12% |  14.332 us |       0.51% |  -0.080 us |  -0.55% |  🟢 FAST  |
|    F32     |        32768         |   512   |       2       |    tie_heavy     |  14.533 us |       3.93% |  14.289 us |       2.18% |  -0.244 us |  -1.68% |  🔵 SAME  |
|    F32     |        32768         |   512   |       4       |    tie_heavy     |  16.369 us |       0.89% |  14.331 us |       0.51% |  -2.039 us | -12.45% |  🟢 FAST  |
|    F32     |        32768         |   512   |       8       |    tie_heavy     |  16.379 us |       0.51% |  14.328 us |       0.35% |  -2.051 us | -12.52% |  🟢 FAST  |
|    F32     |        32768         |   512   |      16       |    tie_heavy     |  17.911 us |       4.88% |  15.397 us |       6.64% |  -2.514 us | -14.04% |  🟢 FAST  |
|    F32     |        32768         |   512   |      32       |    tie_heavy     |  19.794 us |       4.86% |  16.728 us |       4.54% |  -3.066 us | -15.49% |  🟢 FAST  |
|    F32     |        32768         |   512   |      64       |    tie_heavy     |  23.011 us |       3.78% |  20.475 us |       0.26% |  -2.536 us | -11.02% |  🟢 FAST  |
|    F32     |        32768         |   512   |       1       |    pivot_tie     |  16.366 us |       0.85% |  14.333 us |       0.30% |  -2.033 us | -12.42% |  🟢 FAST  |
|    F32     |        32768         |   512   |       2       |    pivot_tie     |  16.368 us |       0.82% |  14.332 us |       0.43% |  -2.037 us | -12.44% |  🟢 FAST  |
|    F32     |        32768         |   512   |       4       |    pivot_tie     |  16.401 us |       0.95% |  14.328 us |       0.37% |  -2.073 us | -12.64% |  🟢 FAST  |
|    F32     |        32768         |   512   |       8       |    pivot_tie     |  17.461 us |       5.80% |  16.384 us |       0.32% |  -1.078 us |  -6.17% |  🟢 FAST  |
|    F32     |        32768         |   512   |      16       |    pivot_tie     |  18.585 us |       2.68% |  17.576 us |       5.77% |  -1.009 us |  -5.43% |  🟢 FAST  |
|    F32     |        32768         |   512   |      32       |    pivot_tie     |  22.261 us |       2.90% |  20.483 us |       0.39% |  -1.778 us |  -7.99% |  🟢 FAST  |
|    F32     |        32768         |   512   |      64       |    pivot_tie     |  26.837 us |       2.12% |  24.574 us |       0.29% |  -2.263 us |  -8.43% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       1       |      random      |  12.909 us |       6.95% |  12.291 us |       0.56% |  -0.618 us |  -4.79% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       2       |      random      |  14.189 us |       3.05% |  12.291 us |       0.62% |  -1.898 us | -13.38% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       4       |      random      |  14.407 us |       1.85% |  12.682 us |       6.36% |  -1.725 us | -11.97% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       8       |      random      |  14.451 us |       2.96% |  14.103 us |       4.48% |  -0.347 us |  -2.40% |  🔵 SAME  |
|    F32     |        32768         |  1024   |      16       |      random      |  16.683 us |       3.95% |  14.339 us |       1.15% |  -2.344 us | -14.05% |  🟢 FAST  |
|    F32     |        32768         |  1024   |      32       |      random      |  20.351 us |       1.99% |  16.375 us |       0.44% |  -3.976 us | -19.54% |  🟢 FAST  |
|    F32     |        32768         |  1024   |      64       |      random      |  20.685 us |       2.55% |  18.456 us |       1.36% |  -2.229 us | -10.77% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       1       | quantized_random |  14.382 us |       1.46% |  12.491 us |       4.85% |  -1.891 us | -13.15% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       2       | quantized_random |  14.402 us |       1.71% |  14.337 us |       0.32% |  -0.065 us |  -0.45% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       4       | quantized_random |  16.319 us |       2.00% |  14.332 us |       0.47% |  -1.987 us | -12.18% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       8       | quantized_random |  16.342 us |       1.94% |  14.324 us |       0.33% |  -2.019 us | -12.35% |  🟢 FAST  |
|    F32     |        32768         |  1024   |      16       | quantized_random |  18.410 us |       1.72% |  16.372 us |       0.75% |  -2.038 us | -11.07% |  🟢 FAST  |
|    F32     |        32768         |  1024   |      32       | quantized_random |  20.535 us |       1.36% |  16.399 us |       1.27% |  -4.137 us | -20.14% |  🟢 FAST  |
|    F32     |        32768         |  1024   |      64       | quantized_random |  22.686 us |       2.18% |  20.477 us |       0.24% |  -2.209 us |  -9.74% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       1       |  relu_quantized  |  14.402 us |       1.91% |  12.505 us |       5.04% |  -1.897 us | -13.17% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       2       |  relu_quantized  |  14.420 us |       1.90% |  14.328 us |       0.33% |  -0.092 us |  -0.64% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       4       |  relu_quantized  |  16.344 us |       2.20% |  14.343 us |       0.93% |  -2.002 us | -12.25% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       8       |  relu_quantized  |  16.360 us |       2.06% |  14.329 us |       0.46% |  -2.031 us | -12.41% |  🟢 FAST  |
|    F32     |        32768         |  1024   |      16       |  relu_quantized  |  18.403 us |       1.57% |  16.372 us |       0.51% |  -2.031 us | -11.04% |  🟢 FAST  |
|    F32     |        32768         |  1024   |      32       |  relu_quantized  |  20.520 us |       1.17% |  16.414 us |       1.70% |  -4.106 us | -20.01% |  🟢 FAST  |
|    F32     |        32768         |  1024   |      64       |  relu_quantized  |  22.726 us |       2.36% |  20.477 us |       0.32% |  -2.250 us |  -9.90% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       1       |    tie_heavy     |  14.419 us |       1.94% |  12.398 us |       3.71% |  -2.021 us | -14.02% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       2       |    tie_heavy     |  14.396 us |       1.67% |  14.318 us |       1.01% |  -0.078 us |  -0.54% |  🔵 SAME  |
|    F32     |        32768         |  1024   |       4       |    tie_heavy     |  16.377 us |       1.95% |  14.342 us |       0.92% |  -2.036 us | -12.43% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       8       |    tie_heavy     |  16.390 us |       1.78% |  14.333 us |       0.60% |  -2.057 us | -12.55% |  🟢 FAST  |
|    F32     |        32768         |  1024   |      16       |    tie_heavy     |  18.295 us |       2.35% |  15.994 us |       4.96% |  -2.301 us | -12.58% |  🟢 FAST  |
|    F32     |        32768         |  1024   |      32       |    tie_heavy     |  20.327 us |       2.26% |  17.468 us |       5.87% |  -2.858 us | -14.06% |  🟢 FAST  |
|    F32     |        32768         |  1024   |      64       |    tie_heavy     |  22.982 us |       3.51% |  20.478 us |       0.48% |  -2.504 us | -10.90% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       1       |    pivot_tie     |  14.750 us |       5.14% |  13.977 us |       5.54% |  -0.774 us |  -5.24% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       2       |    pivot_tie     |  15.277 us |       6.33% |  14.334 us |       0.36% |  -0.943 us |  -6.17% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       4       |    pivot_tie     |  16.538 us |       2.21% |  14.464 us |       3.43% |  -2.074 us | -12.54% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       8       |    pivot_tie     |  16.549 us |       2.48% |  15.315 us |       6.65% |  -1.234 us |  -7.46% |  🟢 FAST  |
|    F32     |        32768         |  1024   |      16       |    pivot_tie     |  19.157 us |       4.92% |  18.427 us |       0.50% |  -0.730 us |  -3.81% |  🟢 FAST  |
|    F32     |        32768         |  1024   |      32       |    pivot_tie     |  22.458 us |       1.45% |  20.472 us |       0.49% |  -1.986 us |  -8.84% |  🟢 FAST  |
|    F32     |        32768         |  1024   |      64       |    pivot_tie     |  27.746 us |       3.53% |  24.575 us |       0.26% |  -3.171 us | -11.43% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       1       |      random      |  14.403 us |       2.26% |  12.686 us |       6.36% |  -1.716 us | -11.92% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       2       |      random      |  14.428 us |       2.01% |  12.422 us |       3.99% |  -2.006 us | -13.90% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       4       |      random      |  14.425 us |       2.02% |  13.398 us |       7.61% |  -1.027 us |  -7.12% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       8       |      random      |  16.279 us |       2.63% |  13.969 us |       5.58% |  -2.309 us | -14.19% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      16       |      random      |  16.476 us |       2.05% |  14.331 us |       0.50% |  -2.145 us | -13.02% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      32       |      random      |  18.837 us |       4.14% |  15.722 us |       6.05% |  -3.116 us | -16.54% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      64       |      random      |  21.248 us |       4.39% |  18.422 us |       0.26% |  -2.826 us | -13.30% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       1       | quantized_random |  14.420 us |       1.97% |  12.682 us |       6.41% |  -1.738 us | -12.05% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       2       | quantized_random |  14.399 us |       1.78% |  12.685 us |       6.22% |  -1.714 us | -11.91% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       4       | quantized_random |  15.175 us |       6.26% |  14.324 us |       1.05% |  -0.851 us |  -5.61% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       8       | quantized_random |  16.388 us |       1.90% |  14.330 us |       0.38% |  -2.058 us | -12.56% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      16       | quantized_random |  17.387 us |       5.71% |  15.251 us |       6.56% |  -2.136 us | -12.28% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      32       | quantized_random |  20.607 us |       2.12% |  16.604 us |       3.83% |  -4.003 us | -19.43% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      64       | quantized_random |  23.200 us |       3.99% |  20.479 us |       0.59% |  -2.720 us | -11.73% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       1       |  relu_quantized  |  14.417 us |       2.01% |  12.742 us |       6.64% |  -1.675 us | -11.62% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       2       |  relu_quantized  |  14.415 us |       1.93% |  12.664 us |       6.19% |  -1.751 us | -12.15% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       4       |  relu_quantized  |  15.151 us |       6.31% |  14.316 us |       1.06% |  -0.834 us |  -5.51% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       8       |  relu_quantized  |  16.383 us |       2.14% |  14.328 us |       0.49% |  -2.055 us | -12.54% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      16       |  relu_quantized  |  17.446 us |       5.69% |  15.268 us |       6.67% |  -2.178 us | -12.48% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      32       |  relu_quantized  |  20.566 us |       1.85% |  16.644 us |       4.15% |  -3.922 us | -19.07% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      64       |  relu_quantized  |  23.152 us |       3.84% |  20.486 us |       0.52% |  -2.666 us | -11.52% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       1       |    tie_heavy     |  14.416 us |       1.93% |  12.779 us |       6.81% |  -1.637 us | -11.36% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       2       |    tie_heavy     |  14.418 us |       1.95% |  12.885 us |       7.13% |  -1.533 us | -10.63% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       4       |    tie_heavy     |  16.072 us |       4.13% |  14.315 us |       1.09% |  -1.757 us | -10.93% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       8       |    tie_heavy     |  16.310 us |       1.84% |  14.347 us |       0.88% |  -1.963 us | -12.04% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      16       |    tie_heavy     |  17.635 us |       5.45% |  15.735 us |       5.94% |  -1.900 us | -10.77% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      32       |    tie_heavy     |  20.552 us |       1.42% |  17.483 us |       5.72% |  -3.068 us | -14.93% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      64       |    tie_heavy     |  23.628 us |       4.12% |  20.486 us |       1.03% |  -3.142 us | -13.30% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       1       |    pivot_tie     |  14.419 us |       1.96% |  14.293 us |       1.62% |  -0.126 us |  -0.87% |  🔵 SAME  |
|    F32     |        32768         |  2048   |       2       |    pivot_tie     |  14.713 us |       4.99% |  14.196 us |       3.47% |  -0.517 us |  -3.51% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       4       |    pivot_tie     |  16.286 us |       1.88% |  14.369 us |       1.76% |  -1.917 us | -11.77% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       8       |    pivot_tie     |  16.485 us |       2.15% |  15.768 us |       5.69% |  -0.717 us |  -4.35% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      16       |    pivot_tie     |  18.505 us |       1.70% |  17.131 us |       5.47% |  -1.374 us |  -7.43% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      32       |    pivot_tie     |  22.641 us |       1.65% |  20.436 us |       1.54% |  -2.206 us |  -9.74% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      64       |    pivot_tie     |  27.139 us |       3.11% |  26.526 us |       1.24% |  -0.613 us |  -2.26% |  🟢 FAST  |
|    F32     |        65536         |   512   |       1       |      random      |  14.245 us |       2.39% |  12.345 us |       1.97% |  -1.900 us | -13.34% |  🟢 FAST  |
|    F32     |        65536         |   512   |       2       |      random      |  14.237 us |       2.55% |  12.335 us |       1.81% |  -1.902 us | -13.36% |  🟢 FAST  |
|    F32     |        65536         |   512   |       4       |      random      |  14.280 us |       2.16% |  12.383 us |       2.61% |  -1.898 us | -13.29% |  🟢 FAST  |
|    F32     |        65536         |   512   |       8       |      random      |  16.272 us |       2.15% |  14.391 us |       1.81% |  -1.881 us | -11.56% |  🟢 FAST  |
|    F32     |        65536         |   512   |      16       |      random      |  18.351 us |       1.78% |  16.430 us |       1.54% |  -1.921 us | -10.47% |  🟢 FAST  |
|    F32     |        65536         |   512   |      32       |      random      |  20.437 us |       1.40% |  18.454 us |       1.59% |  -1.983 us |  -9.70% |  🟢 FAST  |
|    F32     |        65536         |   512   |      64       |      random      |  23.607 us |       4.23% |  22.382 us |       1.95% |  -1.224 us |  -5.19% |  🟢 FAST  |
|    F32     |        65536         |   512   |       1       | quantized_random |  14.899 us |       5.95% |  14.252 us |       2.02% |  -0.648 us |  -4.35% |  🟢 FAST  |
|    F32     |        65536         |   512   |       2       | quantized_random |  14.709 us |       5.09% |  14.260 us |       2.07% |  -0.448 us |  -3.05% |  🟢 FAST  |
|    F32     |        65536         |   512   |       4       | quantized_random |  16.074 us |       4.16% |  14.354 us |       1.86% |  -1.719 us | -10.70% |  🟢 FAST  |
|    F32     |        65536         |   512   |       8       | quantized_random |  16.306 us |       1.86% |  14.403 us |       1.78% |  -1.903 us | -11.67% |  🟢 FAST  |
|    F32     |        65536         |   512   |      16       | quantized_random |  20.429 us |       1.49% |  18.431 us |       1.49% |  -1.998 us |  -9.78% |  🟢 FAST  |
|    F32     |        65536         |   512   |      32       | quantized_random |  22.239 us |       3.01% |  20.422 us |       1.68% |  -1.817 us |  -8.17% |  🟢 FAST  |
|    F32     |        65536         |   512   |      64       | quantized_random |  26.655 us |       1.42% |  22.635 us |       1.46% |  -4.020 us | -15.08% |  🟢 FAST  |
|    F32     |        65536         |   512   |       1       |  relu_quantized  |  14.725 us |       4.91% |  14.245 us |       2.24% |  -0.481 us |  -3.26% |  🟢 FAST  |
|    F32     |        65536         |   512   |       2       |  relu_quantized  |  14.984 us |       6.05% |  14.251 us |       2.19% |  -0.732 us |  -4.89% |  🟢 FAST  |
|    F32     |        65536         |   512   |       4       |  relu_quantized  |  16.082 us |       4.02% |  14.332 us |       2.01% |  -1.750 us | -10.88% |  🟢 FAST  |
|    F32     |        65536         |   512   |       8       |  relu_quantized  |  16.277 us |       2.10% |  14.426 us |       2.03% |  -1.851 us | -11.37% |  🟢 FAST  |
|    F32     |        65536         |   512   |      16       |  relu_quantized  |  20.392 us |       2.03% |  18.401 us |       1.84% |  -1.991 us |  -9.76% |  🟢 FAST  |
|    F32     |        65536         |   512   |      32       |  relu_quantized  |  22.280 us |       2.76% |  20.396 us |       1.51% |  -1.884 us |  -8.46% |  🟢 FAST  |
|    F32     |        65536         |   512   |      64       |  relu_quantized  |  26.646 us |       1.38% |  22.637 us |       1.51% |  -4.009 us | -15.05% |  🟢 FAST  |
|    F32     |        65536         |   512   |       1       |    tie_heavy     |  16.278 us |       2.06% |  14.419 us |       1.90% |  -1.859 us | -11.42% |  🟢 FAST  |
|    F32     |        65536         |   512   |       2       |    tie_heavy     |  16.231 us |       2.80% |  14.362 us |       1.43% |  -1.870 us | -11.52% |  🟢 FAST  |
|    F32     |        65536         |   512   |       4       |    tie_heavy     |  16.279 us |       2.22% |  14.417 us |       1.96% |  -1.862 us | -11.44% |  🟢 FAST  |
|    F32     |        65536         |   512   |       8       |    tie_heavy     |  16.385 us |       2.32% |  14.503 us |       3.27% |  -1.882 us | -11.48% |  🟢 FAST  |
|    F32     |        65536         |   512   |      16       |    tie_heavy     |  20.595 us |       1.79% |  18.877 us |       4.29% |  -1.719 us |  -8.34% |  🟢 FAST  |
|    F32     |        65536         |   512   |      32       |    tie_heavy     |  23.220 us |       4.01% |  22.111 us |       3.51% |  -1.109 us |  -4.77% |  🟢 FAST  |
|    F32     |        65536         |   512   |      64       |    tie_heavy     |  27.771 us |       3.50% |  26.710 us |       1.11% |  -1.062 us |  -3.82% |  🟢 FAST  |
|    F32     |        65536         |   512   |       1       |    pivot_tie     |  16.363 us |       2.13% |  14.442 us |       2.40% |  -1.921 us | -11.74% |  🟢 FAST  |
|    F32     |        65536         |   512   |       2       |    pivot_tie     |  16.378 us |       1.99% |  14.446 us |       2.46% |  -1.933 us | -11.80% |  🟢 FAST  |
|    F32     |        65536         |   512   |       4       |    pivot_tie     |  16.490 us |       1.89% |  14.830 us |       5.62% |  -1.660 us | -10.07% |  🟢 FAST  |
|    F32     |        65536         |   512   |       8       |    pivot_tie     |  18.399 us |       1.21% |  16.451 us |       1.75% |  -1.948 us | -10.59% |  🟢 FAST  |
|    F32     |        65536         |   512   |      16       |    pivot_tie     |  24.057 us |       3.50% |  22.556 us |       1.22% |  -1.501 us |  -6.24% |  🟢 FAST  |
|    F32     |        65536         |   512   |      32       |    pivot_tie     |  27.075 us |       2.92% |  26.963 us |       2.53% |  -0.112 us |  -0.41% |  🔵 SAME  |
|    F32     |        65536         |   512   |      64       |    pivot_tie     |  36.944 us |       0.88% |  34.847 us |       0.61% |  -2.097 us |  -5.68% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       1       |      random      |  14.255 us |       2.16% |  12.346 us |       1.97% |  -1.909 us | -13.39% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       2       |      random      |  15.885 us |       5.27% |  14.338 us |       1.78% |  -1.547 us |  -9.74% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       4       |      random      |  16.306 us |       1.88% |  14.394 us |       1.68% |  -1.912 us | -11.72% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       8       |      random      |  16.314 us |       2.20% |  14.396 us |       1.82% |  -1.918 us | -11.76% |  🟢 FAST  |
|    F32     |        65536         |  1024   |      16       |      random      |  18.533 us |       1.99% |  18.329 us |       1.77% |  -0.204 us |  -1.10% |  🔵 SAME  |
|    F32     |        65536         |  1024   |      32       |      random      |  20.849 us |       3.72% |  21.364 us |       4.53% |   0.516 us |   2.47% |  🔵 SAME  |
|    F32     |        65536         |  1024   |      64       |      random      |  25.569 us |       3.97% |  24.545 us |       1.06% |  -1.024 us |  -4.01% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       1       | quantized_random |  16.186 us |       3.71% |  14.270 us |       2.05% |  -1.917 us | -11.84% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       2       | quantized_random |  15.806 us |       5.72% |  14.324 us |       2.04% |  -1.483 us |  -9.38% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       4       | quantized_random |  16.373 us |       0.69% |  14.401 us |       1.82% |  -1.972 us | -12.05% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       8       | quantized_random |  16.454 us |       2.31% |  16.277 us |       2.10% |  -0.177 us |  -1.07% |  🔵 SAME  |
|    F32     |        65536         |  1024   |      16       | quantized_random |  19.819 us |       4.80% |  18.674 us |       3.38% |  -1.145 us |  -5.78% |  🟢 FAST  |
|    F32     |        65536         |  1024   |      32       | quantized_random |  22.519 us |       0.32% |  22.446 us |       1.52% |  -0.073 us |  -0.33% |  🟢 FAST  |
|    F32     |        65536         |  1024   |      64       | quantized_random |  26.745 us |       1.83% |  25.231 us |       3.55% |  -1.514 us |  -5.66% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       1       |  relu_quantized  |  15.499 us |       6.54% |  14.308 us |       2.08% |  -1.190 us |  -7.68% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       2       |  relu_quantized  |  16.373 us |       0.69% |  14.363 us |       1.81% |  -2.010 us | -12.28% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       4       |  relu_quantized  |  16.383 us |       0.63% |  14.418 us |       1.96% |  -1.965 us | -11.99% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       8       |  relu_quantized  |  16.483 us |       2.65% |  16.274 us |       2.11% |  -0.210 us |  -1.27% |  🔵 SAME  |
|    F32     |        65536         |  1024   |      16       |  relu_quantized  |  19.803 us |       4.84% |  18.669 us |       3.18% |  -1.133 us |  -5.72% |  🟢 FAST  |
|    F32     |        65536         |  1024   |      32       |  relu_quantized  |  22.533 us |       0.48% |  22.453 us |       1.45% |  -0.080 us |  -0.35% |  🔵 SAME  |
|    F32     |        65536         |  1024   |      64       |  relu_quantized  |  26.785 us |       1.93% |  25.209 us |       3.54% |  -1.576 us |  -5.88% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       1       |    tie_heavy     |  14.679 us |       4.86% |  14.262 us |       1.93% |  -0.417 us |  -2.84% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       2       |    tie_heavy     |  15.400 us |       6.41% |  14.290 us |       2.11% |  -1.110 us |  -7.21% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       4       |    tie_heavy     |  16.317 us |       1.83% |  14.337 us |       1.79% |  -1.980 us | -12.14% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       8       |    tie_heavy     |  16.497 us |       2.04% |  15.310 us |       6.25% |  -1.187 us |  -7.20% |  🟢 FAST  |
|    F32     |        65536         |  1024   |      16       |    tie_heavy     |  20.159 us |       3.51% |  19.448 us |       5.10% |  -0.711 us |  -3.53% |  🟢 FAST  |
|    F32     |        65536         |  1024   |      32       |    tie_heavy     |  22.657 us |       1.71% |  22.485 us |       1.19% |  -0.172 us |  -0.76% |  🔵 SAME  |
|    F32     |        65536         |  1024   |      64       |    tie_heavy     |  28.543 us |       1.73% |  25.866 us |       3.63% |  -2.677 us |  -9.38% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       1       |    pivot_tie     |  16.356 us |       2.05% |  14.410 us |       1.88% |  -1.946 us | -11.90% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       2       |    pivot_tie     |  16.386 us |       1.89% |  14.435 us |       2.41% |  -1.951 us | -11.91% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       4       |    pivot_tie     |  16.487 us |       1.89% |  14.891 us |       5.86% |  -1.596 us |  -9.68% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       8       |    pivot_tie     |  18.473 us |       1.16% |  16.559 us |       2.57% |  -1.914 us | -10.36% |  🟢 FAST  |
|    F32     |        65536         |  1024   |      16       |    pivot_tie     |  22.804 us |       2.84% |  22.786 us |       2.72% |  -0.018 us |  -0.08% |  🔵 SAME  |
|    F32     |        65536         |  1024   |      32       |    pivot_tie     |  28.574 us |       1.18% |  28.597 us |       1.14% |   0.022 us |   0.08% |  🔵 SAME  |
|    F32     |        65536         |  1024   |      64       |    pivot_tie     |  38.975 us |       0.87% |  34.943 us |       1.19% |  -4.032 us | -10.35% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       1       |      random      |  14.306 us |       1.91% |  12.368 us |       2.26% |  -1.938 us | -13.55% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       2       |      random      |  14.329 us |       2.34% |  12.370 us |       2.35% |  -1.959 us | -13.67% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       4       |      random      |  14.411 us |       1.99% |  12.608 us |       5.46% |  -1.803 us | -12.51% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       8       |      random      |  16.072 us |       4.06% |  14.239 us |       2.42% |  -1.832 us | -11.40% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      16       |      random      |  18.487 us |       1.38% |  16.475 us |       1.80% |  -2.012 us | -10.89% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      32       |      random      |  20.570 us |       1.55% |  18.472 us |       1.23% |  -2.097 us | -10.20% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      64       |      random      |  26.892 us |       2.30% |  25.147 us |       3.49% |  -1.745 us |  -6.49% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       1       | quantized_random |  15.632 us |       5.97% |  14.291 us |       1.85% |  -1.340 us |  -8.57% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       2       | quantized_random |  16.284 us |       1.99% |  14.261 us |       2.16% |  -2.022 us | -12.42% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       4       | quantized_random |  16.329 us |       2.43% |  14.362 us |       1.86% |  -1.968 us | -12.05% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       8       | quantized_random |  16.904 us |       4.98% |  16.146 us |       3.76% |  -0.758 us |  -4.48% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      16       | quantized_random |  20.564 us |       1.84% |  18.469 us |       1.38% |  -2.095 us | -10.19% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      32       | quantized_random |  22.744 us |       2.36% |  20.541 us |       1.40% |  -2.203 us |  -9.69% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      64       | quantized_random |  28.725 us |       1.08% |  27.338 us |       3.46% |  -1.387 us |  -4.83% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       1       |  relu_quantized  |  15.708 us |       5.79% |  14.247 us |       2.37% |  -1.461 us |  -9.30% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       2       |  relu_quantized  |  16.267 us |       2.13% |  14.289 us |       1.99% |  -1.978 us | -12.16% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       4       |  relu_quantized  |  16.347 us |       2.01% |  14.357 us |       1.54% |  -1.990 us | -12.17% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       8       |  relu_quantized  |  16.859 us |       4.75% |  16.122 us |       3.84% |  -0.736 us |  -4.37% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      16       |  relu_quantized  |  20.545 us |       1.38% |  18.476 us |       1.31% |  -2.069 us | -10.07% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      32       |  relu_quantized  |  22.676 us |       1.87% |  20.562 us |       1.42% |  -2.114 us |  -9.32% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      64       |  relu_quantized  |  28.719 us |       0.87% |  27.352 us |       3.39% |  -1.368 us |  -4.76% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       1       |    tie_heavy     |  15.055 us |       6.11% |  13.710 us |       6.54% |  -1.345 us |  -8.93% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       2       |    tie_heavy     |  15.035 us |       6.17% |  14.230 us |       2.34% |  -0.805 us |  -5.36% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       4       |    tie_heavy     |  16.254 us |       2.28% |  14.318 us |       2.12% |  -1.936 us | -11.91% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       8       |    tie_heavy     |  16.522 us |       2.68% |  14.602 us |       4.24% |  -1.920 us | -11.62% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      16       |    tie_heavy     |  20.521 us |       1.56% |  18.466 us |       1.53% |  -2.055 us | -10.01% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      32       |    tie_heavy     |  22.608 us |       1.32% |  20.543 us |       1.64% |  -2.065 us |  -9.14% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      64       |    tie_heavy     |  28.719 us |       1.34% |  27.018 us |       2.74% |  -1.701 us |  -5.92% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       1       |    pivot_tie     |  16.358 us |       2.29% |  14.398 us |       1.77% |  -1.960 us | -11.98% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       2       |    pivot_tie     |  16.487 us |       1.97% |  14.388 us |       1.60% |  -2.099 us | -12.73% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       4       |    pivot_tie     |  16.528 us |       2.18% |  15.227 us |       6.42% |  -1.301 us |  -7.87% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       8       |    pivot_tie     |  18.523 us |       1.68% |  16.575 us |       2.73% |  -1.947 us | -10.51% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      16       |    pivot_tie     |  23.705 us |       4.08% |  22.458 us |       1.52% |  -1.247 us |  -5.26% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      32       |    pivot_tie     |  28.765 us |       1.26% |  26.958 us |       2.60% |  -1.807 us |  -6.28% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      64       |    pivot_tie     |  40.852 us |       1.02% |  38.751 us |       1.03% |  -2.101 us |  -5.14% |  🟢 FAST  |
|    F32     |        131072        |   512   |       1       |      random      |  14.351 us |       1.50% |  13.451 us |       7.12% |  -0.900 us |  -6.27% |  🟢 FAST  |
|    F32     |        131072        |   512   |       2       |      random      |  14.516 us |       4.07% |  13.758 us |       6.41% |  -0.758 us |  -5.22% |  🟢 FAST  |
|    F32     |        131072        |   512   |       4       |      random      |  17.523 us |       5.73% |  16.231 us |       2.37% |  -1.292 us |  -7.37% |  🟢 FAST  |
|    F32     |        131072        |   512   |       8       |      random      |  18.417 us |       0.26% |  16.687 us |       4.04% |  -1.730 us |  -9.39% |  🟢 FAST  |
|    F32     |        131072        |   512   |      16       |      random      |  22.516 us |       0.63% |  20.467 us |       1.39% |  -2.049 us |  -9.10% |  🟢 FAST  |
|    F32     |        131072        |   512   |      32       |      random      |  24.721 us |       2.17% |  22.699 us |       2.19% |  -2.022 us |  -8.18% |  🟢 FAST  |
|    F32     |        131072        |   512   |      64       |      random      |  41.391 us |       2.75% |  36.246 us |       2.78% |  -5.145 us | -12.43% |  🟢 FAST  |
|    F32     |        131072        |   512   |       1       | quantized_random |  16.383 us |       0.51% |  14.409 us |       2.14% |  -1.973 us | -12.04% |  🟢 FAST  |
|    F32     |        131072        |   512   |       2       | quantized_random |  16.378 us |       0.41% |  14.684 us |       5.14% |  -1.694 us | -10.34% |  🟢 FAST  |
|    F32     |        131072        |   512   |       4       | quantized_random |  17.470 us |       5.85% |  16.262 us |       2.39% |  -1.208 us |  -6.91% |  🟢 FAST  |
|    F32     |        131072        |   512   |       8       | quantized_random |  18.431 us |       0.61% |  17.156 us |       5.50% |  -1.275 us |  -6.92% |  🟢 FAST  |
|    F32     |        131072        |   512   |      16       | quantized_random |  22.522 us |       0.25% |  20.576 us |       1.77% |  -1.946 us |  -8.64% |  🟢 FAST  |
|    F32     |        131072        |   512   |      32       | quantized_random |  27.401 us |       3.61% |  25.027 us |       3.22% |  -2.374 us |  -8.66% |  🟢 FAST  |
|    F32     |        131072        |   512   |      64       | quantized_random |  42.970 us |       1.89% |  38.669 us |       2.41% |  -4.301 us | -10.01% |  🟢 FAST  |
|    F32     |        131072        |   512   |       1       |  relu_quantized  |  16.379 us |       0.55% |  14.421 us |       2.08% |  -1.958 us | -11.95% |  🟢 FAST  |
|    F32     |        131072        |   512   |       2       |  relu_quantized  |  16.378 us |       0.32% |  14.628 us |       4.51% |  -1.750 us | -10.68% |  🟢 FAST  |
|    F32     |        131072        |   512   |       4       |  relu_quantized  |  17.516 us |       5.79% |  16.281 us |       2.72% |  -1.235 us |  -7.05% |  🟢 FAST  |
|    F32     |        131072        |   512   |       8       |  relu_quantized  |  18.436 us |       0.50% |  16.971 us |       5.39% |  -1.464 us |  -7.94% |  🟢 FAST  |
|    F32     |        131072        |   512   |      16       |  relu_quantized  |  22.545 us |       0.69% |  20.583 us |       1.97% |  -1.962 us |  -8.70% |  🟢 FAST  |
|    F32     |        131072        |   512   |      32       |  relu_quantized  |  27.421 us |       3.61% |  24.986 us |       2.99% |  -2.436 us |  -8.88% |  🟢 FAST  |
|    F32     |        131072        |   512   |      64       |  relu_quantized  |  42.894 us |       2.02% |  38.676 us |       2.44% |  -4.218 us |  -9.83% |  🟢 FAST  |
|    F32     |        131072        |   512   |       1       |    tie_heavy     |  17.585 us |       5.64% |  16.332 us |       1.72% |  -1.254 us |  -7.13% |  🟢 FAST  |
|    F32     |        131072        |   512   |       2       |    tie_heavy     |  17.969 us |       4.55% |  16.317 us |       2.13% |  -1.652 us |  -9.19% |  🟢 FAST  |
|    F32     |        131072        |   512   |       4       |    tie_heavy     |  18.461 us |       2.11% |  16.494 us |       1.95% |  -1.967 us | -10.66% |  🟢 FAST  |
|    F32     |        131072        |   512   |       8       |    tie_heavy     |  19.921 us |       4.34% |  18.423 us |       1.53% |  -1.498 us |  -7.52% |  🟢 FAST  |
|    F32     |        131072        |   512   |      16       |    tie_heavy     |  24.656 us |       1.19% |  23.553 us |       4.11% |  -1.103 us |  -4.47% |  🟢 FAST  |
|    F32     |        131072        |   512   |      32       |    tie_heavy     |  32.729 us |       1.00% |  30.703 us |       1.00% |  -2.027 us |  -6.19% |  🟢 FAST  |
|    F32     |        131072        |   512   |      64       |    tie_heavy     |  47.912 us |       2.04% |  44.621 us |       2.52% |  -3.291 us |  -6.87% |  🟢 FAST  |
|    F32     |        131072        |   512   |       1       |    pivot_tie     |  18.503 us |       1.63% |  17.668 us |       5.33% |  -0.835 us |  -4.51% |  🟢 FAST  |
|    F32     |        131072        |   512   |       2       |    pivot_tie     |  18.986 us |       4.58% |  17.697 us |       5.36% |  -1.289 us |  -6.79% |  🟢 FAST  |
|    F32     |        131072        |   512   |       4       |    pivot_tie     |  20.373 us |       1.66% |  18.297 us |       2.01% |  -2.077 us | -10.19% |  🟢 FAST  |
|    F32     |        131072        |   512   |       8       |    pivot_tie     |  22.828 us |       2.87% |  21.642 us |       4.51% |  -1.185 us |  -5.19% |  🟢 FAST  |
|    F32     |        131072        |   512   |      16       |    pivot_tie     |  31.052 us |       2.23% |  30.084 us |       2.95% |  -0.968 us |  -3.12% |  🟢 FAST  |
|    F32     |        131072        |   512   |      32       |    pivot_tie     |  42.486 us |       2.07% |  40.608 us |       1.76% |  -1.877 us |  -4.42% |  🟢 FAST  |
|    F32     |        131072        |   512   |      64       |    pivot_tie     |  64.829 us |       2.00% |  58.798 us |       3.02% |  -6.031 us |  -9.30% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       1       |      random      |  14.524 us |       3.43% |  14.231 us |       2.33% |  -0.293 us |  -2.02% |  🔵 SAME  |
|    F32     |        131072        |  1024   |       2       |      random      |  15.089 us |       6.23% |  14.265 us |       2.43% |  -0.823 us |  -5.46% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       4       |      random      |  16.299 us |       1.81% |  14.418 us |       2.04% |  -1.881 us | -11.54% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       8       |      random      |  16.368 us |       1.99% |  14.876 us |       5.75% |  -1.492 us |  -9.11% |  🟢 FAST  |
|    F32     |        131072        |  1024   |      16       |      random      |  22.556 us |       1.28% |  20.574 us |       1.53% |  -1.982 us |  -8.79% |  🟢 FAST  |
|    F32     |        131072        |  1024   |      32       |      random      |  24.503 us |       1.41% |  23.826 us |       3.99% |  -0.678 us |  -2.77% |  🟢 FAST  |
|    F32     |        131072        |  1024   |      64       |      random      |  37.361 us |       2.39% |  32.849 us |       1.47% |  -4.512 us | -12.08% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       1       | quantized_random |  16.458 us |       1.67% |  15.566 us |       6.12% |  -0.892 us |  -5.42% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       2       | quantized_random |  16.482 us |       2.15% |  15.555 us |       6.09% |  -0.927 us |  -5.63% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       4       | quantized_random |  17.194 us |       5.41% |  16.310 us |       1.97% |  -0.884 us |  -5.14% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       8       | quantized_random |  18.393 us |       1.34% |  16.520 us |       2.53% |  -1.874 us | -10.19% |  🟢 FAST  |
|    F32     |        131072        |  1024   |      16       | quantized_random |  22.587 us |       1.12% |  20.644 us |       2.21% |  -1.944 us |  -8.60% |  🟢 FAST  |
|    F32     |        131072        |  1024   |      32       | quantized_random |  26.628 us |       1.48% |  24.567 us |       1.29% |  -2.061 us |  -7.74% |  🟢 FAST  |
|    F32     |        131072        |  1024   |      64       | quantized_random |  41.364 us |       2.40% |  36.037 us |       2.70% |  -5.328 us | -12.88% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       1       |  relu_quantized  |  16.501 us |       2.03% |  15.426 us |       6.41% |  -1.075 us |  -6.51% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       2       |  relu_quantized  |  16.504 us |       2.23% |  15.570 us |       6.13% |  -0.934 us |  -5.66% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       4       |  relu_quantized  |  17.113 us |       5.36% |  16.288 us |       1.91% |  -0.825 us |  -4.82% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       8       |  relu_quantized  |  18.361 us |       1.77% |  16.523 us |       2.32% |  -1.837 us | -10.01% |  🟢 FAST  |
|    F32     |        131072        |  1024   |      16       |  relu_quantized  |  22.576 us |       1.00% |  20.623 us |       2.13% |  -1.953 us |  -8.65% |  🟢 FAST  |
|    F32     |        131072        |  1024   |      32       |  relu_quantized  |  26.583 us |       1.16% |  24.565 us |       1.30% |  -2.019 us |  -7.59% |  🟢 FAST  |
|    F32     |        131072        |  1024   |      64       |  relu_quantized  |  41.203 us |       2.65% |  35.953 us |       2.73% |  -5.250 us | -12.74% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       1       |    tie_heavy     |  18.430 us |       0.29% |  16.550 us |       2.27% |  -1.880 us | -10.20% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       2       |    tie_heavy     |  18.422 us |       0.70% |  16.489 us |       1.91% |  -1.932 us | -10.49% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       4       |    tie_heavy     |  18.428 us |       0.55% |  16.470 us |       2.02% |  -1.958 us | -10.62% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       8       |    tie_heavy     |  18.518 us |       2.24% |  18.338 us |       1.82% |  -0.180 us |  -0.97% |  🔵 SAME  |
|    F32     |        131072        |  1024   |      16       |    tie_heavy     |  24.596 us |       0.68% |  22.665 us |       1.77% |  -1.931 us |  -7.85% |  🟢 FAST  |
|    F32     |        131072        |  1024   |      32       |    tie_heavy     |  28.727 us |       1.15% |  28.567 us |       1.40% |  -0.160 us |  -0.56% |  🔵 SAME  |
|    F32     |        131072        |  1024   |      64       |    tie_heavy     |  44.494 us |       2.45% |  40.034 us |       2.44% |  -4.460 us | -10.02% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       1       |    pivot_tie     |  18.440 us |       0.83% |  18.343 us |       1.60% |  -0.097 us |  -0.52% |  🔵 SAME  |
|    F32     |        131072        |  1024   |       2       |    pivot_tie     |  18.479 us |       1.65% |  18.086 us |       3.93% |  -0.392 us |  -2.12% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       4       |    pivot_tie     |  19.472 us |       5.15% |  18.358 us |       1.58% |  -1.114 us |  -5.72% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       8       |    pivot_tie     |  22.524 us |       0.90% |  21.071 us |       4.16% |  -1.453 us |  -6.45% |  🟢 FAST  |
|    F32     |        131072        |  1024   |      16       |    pivot_tie     |  28.923 us |       2.22% |  28.571 us |       1.47% |  -0.352 us |  -1.22% |  🔵 SAME  |
|    F32     |        131072        |  1024   |      32       |    pivot_tie     |  36.313 us |       2.46% |  36.965 us |       0.93% |   0.652 us |   1.80% |  🔴 SLOW  |
|    F32     |        131072        |  1024   |      64       |    pivot_tie     |  57.232 us |       2.93% |  51.291 us |       2.50% |  -5.941 us | -10.38% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       1       |      random      |  16.354 us |       1.36% |  14.317 us |       2.23% |  -2.037 us | -12.45% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       2       |      random      |  16.376 us |       1.34% |  14.344 us |       1.84% |  -2.032 us | -12.41% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       4       |      random      |  18.393 us |       1.22% |  15.222 us |       6.40% |  -3.171 us | -17.24% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       8       |      random      |  18.480 us |       1.24% |  16.325 us |       2.07% |  -2.155 us | -11.66% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      16       |      random      |  23.503 us |       4.20% |  20.621 us |       2.11% |  -2.882 us | -12.26% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      32       |      random      |  27.089 us |       2.98% |  22.787 us |       2.71% |  -4.302 us | -15.88% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      64       |      random      |  41.053 us |       0.82% |  34.712 us |       2.50% |  -6.341 us | -15.45% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       1       | quantized_random |  18.419 us |       1.20% |  16.386 us |       1.45% |  -2.033 us | -11.04% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       2       | quantized_random |  18.443 us |       1.19% |  16.419 us |       1.86% |  -2.025 us | -10.98% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       4       | quantized_random |  18.509 us |       1.55% |  16.510 us |       2.35% |  -1.999 us | -10.80% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       8       | quantized_random |  18.731 us |       3.50% |  18.544 us |       2.07% |  -0.187 us |  -1.00% |  🔵 SAME  |
|    F32     |        131072        |  2048   |      16       | quantized_random |  23.054 us |       3.73% |  21.624 us |       4.45% |  -1.430 us |  -6.20% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      32       | quantized_random |  26.885 us |       2.34% |  24.542 us |       1.26% |  -2.342 us |  -8.71% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      64       | quantized_random |  43.136 us |       1.09% |  37.905 us |       2.63% |  -5.231 us | -12.13% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       1       |  relu_quantized  |  18.440 us |       1.39% |  16.340 us |       1.95% |  -2.099 us | -11.38% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       2       |  relu_quantized  |  18.477 us |       1.31% |  16.441 us |       1.80% |  -2.036 us | -11.02% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       4       |  relu_quantized  |  18.507 us |       1.69% |  16.546 us |       2.47% |  -1.961 us | -10.60% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       8       |  relu_quantized  |  18.764 us |       3.78% |  18.482 us |       1.48% |  -0.282 us |  -1.50% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      16       |  relu_quantized  |  23.110 us |       3.74% |  21.515 us |       4.57% |  -1.595 us |  -6.90% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      32       |  relu_quantized  |  26.952 us |       2.48% |  24.582 us |       1.14% |  -2.370 us |  -8.79% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      64       |  relu_quantized  |  43.224 us |       1.35% |  37.614 us |       2.55% |  -5.610 us | -12.98% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       1       |    tie_heavy     |  18.556 us |       2.20% |  16.499 us |       2.19% |  -2.058 us | -11.09% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       2       |    tie_heavy     |  18.524 us |       1.78% |  16.627 us |       3.33% |  -1.897 us | -10.24% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       4       |    tie_heavy     |  19.326 us |       5.07% |  17.442 us |       5.60% |  -1.884 us |  -9.75% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       8       |    tie_heavy     |  20.369 us |       1.62% |  18.768 us |       3.86% |  -1.601 us |  -7.86% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      16       |    tie_heavy     |  25.699 us |       3.72% |  22.580 us |       1.20% |  -3.120 us | -12.14% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      32       |    tie_heavy     |  30.823 us |       1.24% |  26.628 us |       0.76% |  -4.195 us | -13.61% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      64       |    tie_heavy     |  48.512 us |       1.84% |  40.487 us |       2.17% |  -8.025 us | -16.54% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       1       |    pivot_tie     |  22.206 us |       2.99% |  19.482 us |       5.11% |  -2.724 us | -12.27% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       2       |    pivot_tie     |  22.400 us |       1.53% |  20.382 us |       1.72% |  -2.018 us |  -9.01% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       4       |    pivot_tie     |  22.452 us |       1.48% |  20.402 us |       1.69% |  -2.050 us |  -9.13% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       8       |    pivot_tie     |  22.609 us |       1.35% |  24.127 us |       3.34% |   1.519 us |   6.72% |  🔴 SLOW  |
|    F32     |        131072        |  2048   |      16       |    pivot_tie     |  32.740 us |       1.10% |  30.514 us |       1.87% |  -2.226 us |  -6.80% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      32       |    pivot_tie     |  42.535 us |       1.88% |  38.922 us |       0.89% |  -3.613 us |  -8.49% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      64       |    pivot_tie     |  63.536 us |       0.43% |  57.946 us |       2.81% |  -5.590 us |  -8.80% |  🟢 FAST  |
|    F32     |        262144        |   512   |       1       |      random      |  14.431 us |       2.13% |  12.480 us |       4.34% |  -1.951 us | -13.52% |  🟢 FAST  |
|    F32     |        262144        |   512   |       2       |      random      |  20.384 us |       1.59% |  18.511 us |       1.82% |  -1.873 us |  -9.19% |  🟢 FAST  |
|    F32     |        262144        |   512   |       4       |      random      |  20.491 us |       1.27% |  18.586 us |       2.28% |  -1.906 us |  -9.30% |  🟢 FAST  |
|    F32     |        262144        |   512   |       8       |      random      |  20.568 us |       1.40% |  18.589 us |       2.42% |  -1.979 us |  -9.62% |  🟢 FAST  |
|    F32     |        262144        |   512   |      16       |      random      |  24.524 us |       1.54% |  22.713 us |       2.20% |  -1.811 us |  -7.38% |  🟢 FAST  |
|    F32     |        262144        |   512   |      32       |      random      |  37.129 us |       2.02% |  34.542 us |       2.67% |  -2.587 us |  -6.97% |  🟢 FAST  |
|    F32     |        262144        |   512   |      64       |      random      |  57.126 us |       2.03% |  51.278 us |       2.30% |  -5.848 us | -10.24% |  🟢 FAST  |
|    F32     |        262144        |   512   |       1       | quantized_random |  14.387 us |       2.15% |  13.009 us |       7.19% |  -1.378 us |  -9.58% |  🟢 FAST  |
|    F32     |        262144        |   512   |       2       | quantized_random |  20.393 us |       1.59% |  18.583 us |       1.99% |  -1.811 us |  -8.88% |  🟢 FAST  |
|    F32     |        262144        |   512   |       4       | quantized_random |  20.478 us |       1.19% |  18.611 us |       2.65% |  -1.866 us |  -9.11% |  🟢 FAST  |
|    F32     |        262144        |   512   |       8       | quantized_random |  20.519 us |       1.27% |  18.690 us |       3.15% |  -1.829 us |  -8.91% |  🟢 FAST  |
|    F32     |        262144        |   512   |      16       | quantized_random |  26.745 us |       1.51% |  25.463 us |       3.82% |  -1.282 us |  -4.79% |  🟢 FAST  |
|    F32     |        262144        |   512   |      32       | quantized_random |  42.345 us |       2.21% |  38.978 us |       1.12% |  -3.367 us |  -7.95% |  🟢 FAST  |
|    F32     |        262144        |   512   |      64       | quantized_random |  64.076 us |       2.02% |  57.347 us |       2.05% |  -6.729 us | -10.50% |  🟢 FAST  |
|    F32     |        262144        |   512   |       1       |  relu_quantized  |  14.348 us |       2.14% |  13.005 us |       7.13% |  -1.343 us |  -9.36% |  🟢 FAST  |
|    F32     |        262144        |   512   |       2       |  relu_quantized  |  20.388 us |       1.58% |  18.533 us |       1.63% |  -1.855 us |  -9.10% |  🟢 FAST  |
|    F32     |        262144        |   512   |       4       |  relu_quantized  |  20.474 us |       1.45% |  18.543 us |       2.28% |  -1.931 us |  -9.43% |  🟢 FAST  |
|    F32     |        262144        |   512   |       8       |  relu_quantized  |  20.538 us |       1.19% |  18.598 us |       2.47% |  -1.940 us |  -9.45% |  🟢 FAST  |
|    F32     |        262144        |   512   |      16       |  relu_quantized  |  26.790 us |       1.85% |  25.496 us |       3.81% |  -1.294 us |  -4.83% |  🟢 FAST  |
|    F32     |        262144        |   512   |      32       |  relu_quantized  |  42.213 us |       2.31% |  38.880 us |       1.13% |  -3.333 us |  -7.90% |  🟢 FAST  |
|    F32     |        262144        |   512   |      64       |  relu_quantized  |  64.068 us |       1.82% |  57.314 us |       1.98% |  -6.753 us | -10.54% |  🟢 FAST  |
|    F32     |        262144        |   512   |       1       |    tie_heavy     |  20.436 us |       1.57% |  18.501 us |       2.03% |  -1.936 us |  -9.47% |  🟢 FAST  |
|    F32     |        262144        |   512   |       2       |    tie_heavy     |  22.596 us |       1.48% |  20.566 us |       1.53% |  -2.030 us |  -8.98% |  🟢 FAST  |
|    F32     |        262144        |   512   |       4       |    tie_heavy     |  22.609 us |       1.17% |  20.830 us |       3.44% |  -1.780 us |  -7.87% |  🟢 FAST  |
|    F32     |        262144        |   512   |       8       |    tie_heavy     |  22.589 us |       1.06% |  21.086 us |       4.34% |  -1.503 us |  -6.65% |  🟢 FAST  |
|    F32     |        262144        |   512   |      16       |    tie_heavy     |  30.775 us |       1.23% |  28.750 us |       1.31% |  -2.025 us |  -6.58% |  🟢 FAST  |
|    F32     |        262144        |   512   |      32       |    tie_heavy     |  47.123 us |       0.68% |  43.702 us |       2.17% |  -3.420 us |  -7.26% |  🟢 FAST  |
|    F32     |        262144        |   512   |      64       |    tie_heavy     |  71.219 us |       2.21% |  64.587 us |       2.35% |  -6.633 us |  -9.31% |  🟢 FAST  |
|    F32     |        262144        |   512   |       1       |    pivot_tie     |  22.590 us |       1.07% |  20.532 us |       1.40% |  -2.058 us |  -9.11% |  🟢 FAST  |
|    F32     |        262144        |   512   |       2       |    pivot_tie     |  26.510 us |       1.28% |  24.595 us |       0.72% |  -1.915 us |  -7.22% |  🟢 FAST  |
|    F32     |        262144        |   512   |       4       |    pivot_tie     |  26.576 us |       1.40% |  24.621 us |       1.17% |  -1.954 us |  -7.35% |  🟢 FAST  |
|    F32     |        262144        |   512   |       8       |    pivot_tie     |  29.430 us |       3.19% |  27.840 us |       3.62% |  -1.590 us |  -5.40% |  🟢 FAST  |
|    F32     |        262144        |   512   |      16       |    pivot_tie     |  42.786 us |       1.29% |  40.970 us |       0.39% |  -1.816 us |  -4.24% |  🟢 FAST  |
|    F32     |        262144        |   512   |      32       |    pivot_tie     |  64.067 us |       3.18% |  59.478 us |       2.42% |  -4.589 us |  -7.16% |  🟢 FAST  |
|    F32     |        262144        |   512   |      64       |    pivot_tie     |  99.936 us |       2.29% |  93.060 us |       2.33% |  -6.877 us |  -6.88% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       1       |      random      |  18.584 us |       1.96% |  16.907 us |       5.08% |  -1.676 us |  -9.02% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       2       |      random      |  18.622 us |       2.41% |  17.590 us |       5.63% |  -1.033 us |  -5.54% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       4       |      random      |  18.848 us |       4.04% |  18.387 us |       1.49% |  -0.461 us |  -2.44% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       8       |      random      |  20.694 us |       2.72% |  19.299 us |       5.10% |  -1.395 us |  -6.74% |  🟢 FAST  |
|    F32     |        262144        |  1024   |      16       |      random      |  26.423 us |       2.06% |  24.504 us |       1.18% |  -1.920 us |  -7.27% |  🟢 FAST  |
|    F32     |        262144        |  1024   |      32       |      random      |  37.201 us |       1.84% |  34.578 us |       2.21% |  -2.622 us |  -7.05% |  🟢 FAST  |
|    F32     |        262144        |  1024   |      64       |      random      |  60.163 us |       2.29% |  53.907 us |       2.62% |  -6.256 us | -10.40% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       1       | quantized_random |  18.593 us |       2.11% |  17.409 us |       5.61% |  -1.183 us |  -6.36% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       2       | quantized_random |  20.225 us |       2.91% |  18.478 us |       1.88% |  -1.747 us |  -8.64% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       4       | quantized_random |  20.372 us |       1.85% |  18.556 us |       1.86% |  -1.816 us |  -8.91% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       8       | quantized_random |  20.742 us |       2.94% |  19.464 us |       5.00% |  -1.278 us |  -6.16% |  🟢 FAST  |
|    F32     |        262144        |  1024   |      16       | quantized_random |  28.604 us |       1.30% |  26.635 us |       1.14% |  -1.969 us |  -6.88% |  🟢 FAST  |
|    F32     |        262144        |  1024   |      32       | quantized_random |  42.131 us |       2.87% |  38.204 us |       2.74% |  -3.927 us |  -9.32% |  🟢 FAST  |
|    F32     |        262144        |  1024   |      64       | quantized_random |  65.314 us |       2.06% |  58.443 us |       2.19% |  -6.871 us | -10.52% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       1       |  relu_quantized  |  18.567 us |       1.94% |  17.376 us |       5.66% |  -1.191 us |  -6.41% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       2       |  relu_quantized  |  20.329 us |       1.85% |  18.506 us |       1.56% |  -1.823 us |  -8.97% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       4       |  relu_quantized  |  20.345 us |       1.96% |  18.553 us |       1.84% |  -1.792 us |  -8.81% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       8       |  relu_quantized  |  20.656 us |       2.46% |  19.370 us |       5.10% |  -1.286 us |  -6.22% |  🟢 FAST  |
|    F32     |        262144        |  1024   |      16       |  relu_quantized  |  28.568 us |       1.40% |  26.649 us |       1.20% |  -1.919 us |  -6.72% |  🟢 FAST  |
|    F32     |        262144        |  1024   |      32       |  relu_quantized  |  42.199 us |       2.91% |  38.113 us |       2.77% |  -4.085 us |  -9.68% |  🟢 FAST  |
|    F32     |        262144        |  1024   |      64       |  relu_quantized  |  65.328 us |       2.07% |  58.315 us |       2.04% |  -7.013 us | -10.73% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       1       |    tie_heavy     |  20.487 us |       1.63% |  18.541 us |       1.72% |  -1.946 us |  -9.50% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       2       |    tie_heavy     |  22.511 us |       1.80% |  20.579 us |       1.53% |  -1.931 us |  -8.58% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       4       |    tie_heavy     |  22.529 us |       1.12% |  20.561 us |       1.57% |  -1.968 us |  -8.74% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       8       |    tie_heavy     |  22.527 us |       0.48% |  20.665 us |       2.58% |  -1.862 us |  -8.26% |  🟢 FAST  |
|    F32     |        262144        |  1024   |      16       |    tie_heavy     |  30.821 us |       1.42% |  30.604 us |       1.29% |  -0.217 us |  -0.70% |  🔵 SAME  |
|    F32     |        262144        |  1024   |      32       |    tie_heavy     |  47.106 us |       0.61% |  44.729 us |       1.67% |  -2.377 us |  -5.05% |  🟢 FAST  |
|    F32     |        262144        |  1024   |      64       |    tie_heavy     |  71.840 us |       2.08% |  66.002 us |       2.35% |  -5.838 us |  -8.13% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       1       |    pivot_tie     |  22.560 us |       1.00% |  22.443 us |       1.36% |  -0.117 us |  -0.52% |  🔵 SAME  |
|    F32     |        262144        |  1024   |       2       |    pivot_tie     |  25.357 us |       3.90% |  24.523 us |       1.33% |  -0.834 us |  -3.29% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       4       |    pivot_tie     |  26.257 us |       2.86% |  24.643 us |       1.32% |  -1.614 us |  -6.15% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       8       |    pivot_tie     |  28.658 us |       0.76% |  26.666 us |       1.24% |  -1.992 us |  -6.95% |  🟢 FAST  |
|    F32     |        262144        |  1024   |      16       |    pivot_tie     |  43.770 us |       2.22% |  42.448 us |       2.09% |  -1.322 us |  -3.02% |  🟢 FAST  |
|    F32     |        262144        |  1024   |      32       |    pivot_tie     |  63.726 us |       1.01% |  57.361 us |       0.94% |  -6.365 us |  -9.99% |  🟢 FAST  |
|    F32     |        262144        |  1024   |      64       |    pivot_tie     | 100.358 us |       2.72% |  92.413 us |       2.16% |  -7.945 us |  -7.92% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       1       |      random      |  16.680 us |       4.03% |  15.543 us |       5.94% |  -1.138 us |  -6.82% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       2       |      random      |  18.008 us |       4.48% |  16.227 us |       2.89% |  -1.782 us |  -9.89% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       4       |      random      |  20.330 us |       2.06% |  16.608 us |       3.49% |  -3.722 us | -18.31% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       8       |      random      |  20.569 us |       1.74% |  18.403 us |       1.86% |  -2.167 us | -10.53% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      16       |      random      |  30.218 us |       2.71% |  24.599 us |       1.08% |  -5.619 us | -18.60% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      32       |      random      |  40.772 us |       1.28% |  35.733 us |       2.93% |  -5.039 us | -12.36% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      64       |      random      |  58.917 us |       1.42% |  51.128 us |       1.00% |  -7.788 us | -13.22% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       1       | quantized_random |  18.592 us |       2.21% |  16.811 us |       4.64% |  -1.781 us |  -9.58% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       2       | quantized_random |  20.280 us |       2.53% |  18.269 us |       2.57% |  -2.011 us |  -9.92% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       4       | quantized_random |  20.441 us |       1.53% |  18.413 us |       1.68% |  -2.027 us |  -9.92% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       8       | quantized_random |  21.218 us |       4.42% |  20.622 us |       2.24% |  -0.597 us |  -2.81% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      16       | quantized_random |  29.152 us |       2.80% |  24.694 us |       1.38% |  -4.458 us | -15.29% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      32       | quantized_random |  45.010 us |       0.79% |  39.276 us |       2.16% |  -5.734 us | -12.74% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      64       | quantized_random |  62.918 us |       1.39% |  56.591 us |       1.67% |  -6.327 us | -10.06% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       1       |  relu_quantized  |  18.588 us |       2.27% |  16.550 us |       2.82% |  -2.038 us | -10.96% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       2       |  relu_quantized  |  20.296 us |       2.80% |  17.936 us |       4.56% |  -2.360 us | -11.63% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       4       |  relu_quantized  |  20.464 us |       0.96% |  18.375 us |       1.40% |  -2.089 us | -10.21% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       8       |  relu_quantized  |  21.198 us |       4.51% |  20.573 us |       1.57% |  -0.625 us |  -2.95% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      16       |  relu_quantized  |  29.148 us |       2.79% |  24.638 us |       1.52% |  -4.511 us | -15.47% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      32       |  relu_quantized  |  45.024 us |       0.67% |  39.246 us |       2.04% |  -5.778 us | -12.83% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      64       |  relu_quantized  |  62.697 us |       1.53% |  55.754 us |       1.38% |  -6.942 us | -11.07% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       1       |    tie_heavy     |  20.549 us |       1.38% |  18.505 us |       1.49% |  -2.044 us |  -9.95% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       2       |    tie_heavy     |  20.623 us |       2.75% |  18.637 us |       2.42% |  -1.986 us |  -9.63% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       4       |    tie_heavy     |  21.549 us |       4.57% |  19.596 us |       4.94% |  -1.953 us |  -9.06% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       8       |    tie_heavy     |  22.653 us |       1.93% |  22.468 us |       1.48% |  -0.185 us |  -0.82% |  🔵 SAME  |
|    F32     |        262144        |  2048   |      16       |    tie_heavy     |  34.747 us |       1.01% |  27.430 us |       3.48% |  -7.317 us | -21.06% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      32       |    tie_heavy     |  51.301 us |       0.76% |  43.296 us |       2.65% |  -8.005 us | -15.60% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      64       |    tie_heavy     |  72.204 us |       1.18% |  66.229 us |       1.43% |  -5.974 us |  -8.27% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       1       |    pivot_tie     |  24.640 us |       1.13% |  22.618 us |       1.35% |  -2.022 us |  -8.21% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       2       |    pivot_tie     |  24.932 us |       2.90% |  22.770 us |       2.46% |  -2.162 us |  -8.67% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       4       |    pivot_tie     |  25.669 us |       3.80% |  23.519 us |       4.13% |  -2.151 us |  -8.38% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       8       |    pivot_tie     |  28.715 us |       1.09% |  30.099 us |       2.99% |   1.384 us |   4.82% |  🔴 SLOW  |
|    F32     |        262144        |  2048   |      16       |    pivot_tie     |  49.022 us |       0.89% |  39.412 us |       2.07% |  -9.611 us | -19.60% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      32       |    pivot_tie     |  71.441 us |       0.84% |  64.280 us |       2.57% |  -7.161 us | -10.02% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      64       |    pivot_tie     |  98.792 us |       0.89% |  92.899 us |       1.31% |  -5.893 us |  -5.96% |  🟢 FAST  |
|    F32     |        524288        |   512   |       1       |      random      |  21.974 us |       3.85% |  18.662 us |       2.74% |  -3.312 us | -15.07% |  🟢 FAST  |
|    F32     |        524288        |   512   |       2       |      random      |  21.989 us |       3.91% |  19.155 us |       4.74% |  -2.833 us | -12.88% |  🟢 FAST  |
|    F32     |        524288        |   512   |       4       |      random      |  22.503 us |       1.36% |  20.348 us |       2.02% |  -2.155 us |  -9.57% |  🟢 FAST  |
|    F32     |        524288        |   512   |       8       |      random      |  25.137 us |       3.43% |  22.578 us |       1.40% |  -2.558 us | -10.18% |  🟢 FAST  |
|    F32     |        524288        |   512   |      16       |      random      |  44.296 us |       2.10% |  38.840 us |       0.97% |  -5.456 us | -12.32% |  🟢 FAST  |
|    F32     |        524288        |   512   |      32       |      random      |  59.617 us |       0.86% |  52.282 us |       1.88% |  -7.335 us | -12.30% |  🟢 FAST  |
|    F32     |        524288        |   512   |      64       |      random      | 102.999 us |       0.84% |  87.950 us |       0.75% | -15.050 us | -14.61% |  🟢 FAST  |
|    F32     |        524288        |   512   |       1       | quantized_random |  20.657 us |       2.47% |  18.820 us |       3.79% |  -1.838 us |  -8.90% |  🟢 FAST  |
|    F32     |        524288        |   512   |       2       | quantized_random |  21.705 us |       4.37% |  19.831 us |       4.59% |  -1.874 us |  -8.63% |  🟢 FAST  |
|    F32     |        524288        |   512   |       4       | quantized_random |  22.392 us |       1.74% |  20.411 us |       1.63% |  -1.981 us |  -8.85% |  🟢 FAST  |
|    F32     |        524288        |   512   |       8       | quantized_random |  25.302 us |       3.63% |  23.014 us |       3.56% |  -2.287 us |  -9.04% |  🟢 FAST  |
|    F32     |        524288        |   512   |      16       | quantized_random |  43.568 us |       1.95% |  38.907 us |       0.66% |  -4.661 us | -10.70% |  🟢 FAST  |
|    F32     |        524288        |   512   |      32       | quantized_random |  67.650 us |       0.62% |  59.205 us |       2.40% |  -8.445 us | -12.48% |  🟢 FAST  |
|    F32     |        524288        |   512   |      64       | quantized_random | 115.397 us |       0.82% |  99.395 us |       1.29% | -16.002 us | -13.87% |  🟢 FAST  |
|    F32     |        524288        |   512   |       1       |  relu_quantized  |  20.630 us |       2.13% |  18.642 us |       2.71% |  -1.988 us |  -9.64% |  🟢 FAST  |
|    F32     |        524288        |   512   |       2       |  relu_quantized  |  21.602 us |       4.48% |  19.461 us |       4.95% |  -2.141 us |  -9.91% |  🟢 FAST  |
|    F32     |        524288        |   512   |       4       |  relu_quantized  |  22.433 us |       1.66% |  20.388 us |       1.57% |  -2.045 us |  -9.11% |  🟢 FAST  |
|    F32     |        524288        |   512   |       8       |  relu_quantized  |  25.192 us |       3.59% |  22.709 us |       2.01% |  -2.483 us |  -9.86% |  🟢 FAST  |
|    F32     |        524288        |   512   |      16       |  relu_quantized  |  43.488 us |       1.88% |  38.850 us |       0.89% |  -4.639 us | -10.67% |  🟢 FAST  |
|    F32     |        524288        |   512   |      32       |  relu_quantized  |  67.568 us |       0.74% |  58.776 us |       1.85% |  -8.793 us | -13.01% |  🟢 FAST  |
|    F32     |        524288        |   512   |      64       |  relu_quantized  | 115.382 us |       0.82% |  98.902 us |       1.10% | -16.481 us | -14.28% |  🟢 FAST  |
|    F32     |        524288        |   512   |       1       |    tie_heavy     |  24.529 us |       1.17% |  22.479 us |       1.61% |  -2.050 us |  -8.36% |  🟢 FAST  |
|    F32     |        524288        |   512   |       2       |    tie_heavy     |  24.619 us |       1.01% |  22.630 us |       1.44% |  -1.989 us |  -8.08% |  🟢 FAST  |
|    F32     |        524288        |   512   |       4       |    tie_heavy     |  24.759 us |       2.11% |  22.919 us |       3.22% |  -1.840 us |  -7.43% |  🟢 FAST  |
|    F32     |        524288        |   512   |       8       |    tie_heavy     |  30.726 us |       0.94% |  28.726 us |       1.09% |  -2.001 us |  -6.51% |  🟢 FAST  |
|    F32     |        524288        |   512   |      16       |    tie_heavy     |  53.849 us |       1.66% |  49.144 us |       0.58% |  -4.705 us |  -8.74% |  🟢 FAST  |
|    F32     |        524288        |   512   |      32       |    tie_heavy     |  83.674 us |       0.81% |  76.097 us |       0.92% |  -7.577 us |  -9.06% |  🟢 FAST  |
|    F32     |        524288        |   512   |      64       |    tie_heavy     | 140.059 us |       0.71% | 125.931 us |       0.85% | -14.128 us | -10.09% |  🟢 FAST  |
|    F32     |        524288        |   512   |       1       |    pivot_tie     |  30.830 us |       1.28% |  28.830 us |       1.67% |  -2.001 us |  -6.49% |  🟢 FAST  |
|    F32     |        524288        |   512   |       2       |    pivot_tie     |  31.340 us |       2.90% |  29.239 us |       2.95% |  -2.100 us |  -6.70% |  🟢 FAST  |
|    F32     |        524288        |   512   |       4       |    pivot_tie     |  32.511 us |       1.92% |  30.421 us |       2.19% |  -2.090 us |  -6.43% |  🟢 FAST  |
|    F32     |        524288        |   512   |       8       |    pivot_tie     |  41.572 us |       2.13% |  39.139 us |       1.44% |  -2.433 us |  -5.85% |  🟢 FAST  |
|    F32     |        524288        |   512   |      16       |    pivot_tie     |  74.194 us |       1.09% |  68.888 us |       1.36% |  -5.306 us |  -7.15% |  🟢 FAST  |
|    F32     |        524288        |   512   |      32       |    pivot_tie     | 118.642 us |       0.43% | 109.574 us |       2.33% |  -9.069 us |  -7.64% |  🟢 FAST  |
|    F32     |        524288        |   512   |      64       |    pivot_tie     | 195.777 us |       0.80% | 181.309 us |       0.75% | -14.468 us |  -7.39% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       1       |      random      |  18.540 us |       1.74% |  16.451 us |       1.59% |  -2.089 us | -11.27% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       2       |      random      |  18.772 us |       3.70% |  16.662 us |       3.92% |  -2.110 us | -11.24% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       4       |      random      |  19.427 us |       4.98% |  17.676 us |       5.37% |  -1.751 us |  -9.01% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       8       |      random      |  22.444 us |       1.51% |  20.411 us |       1.53% |  -2.033 us |  -9.06% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      16       |      random      |  44.178 us |       2.18% |  38.896 us |       0.54% |  -5.282 us | -11.96% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      32       |      random      |  67.088 us |       1.24% |  59.156 us |       1.04% |  -7.932 us | -11.82% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      64       |      random      | 108.582 us |       0.70% |  93.228 us |       1.06% | -15.354 us | -14.14% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       1       | quantized_random |  21.059 us |       4.28% |  19.240 us |       4.92% |  -1.819 us |  -8.64% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       2       | quantized_random |  22.248 us |       2.79% |  20.323 us |       2.40% |  -1.924 us |  -8.65% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       4       | quantized_random |  22.456 us |       1.40% |  20.438 us |       1.11% |  -2.017 us |  -8.98% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       8       | quantized_random |  25.336 us |       3.74% |  23.056 us |       3.80% |  -2.280 us |  -9.00% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      16       | quantized_random |  45.114 us |       0.63% |  40.418 us |       2.17% |  -4.696 us | -10.41% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      32       | quantized_random |  68.978 us |       1.38% |  58.346 us |       2.82% | -10.632 us | -15.41% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      64       | quantized_random | 117.287 us |       0.81% | 100.507 us |       0.58% | -16.780 us | -14.31% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       1       |  relu_quantized  |  20.898 us |       3.92% |  18.850 us |       4.34% |  -2.049 us |  -9.80% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       2       |  relu_quantized  |  22.066 us |       3.82% |  19.985 us |       4.13% |  -2.081 us |  -9.43% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       4       |  relu_quantized  |  22.498 us |       1.10% |  20.443 us |       1.19% |  -2.055 us |  -9.13% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       8       |  relu_quantized  |  25.128 us |       3.54% |  22.754 us |       2.83% |  -2.374 us |  -9.45% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      16       |  relu_quantized  |  45.131 us |       0.74% |  39.843 us |       2.39% |  -5.288 us | -11.72% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      32       |  relu_quantized  |  69.056 us |       1.29% |  57.985 us |       2.43% | -11.071 us | -16.03% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      64       |  relu_quantized  | 117.299 us |       0.78% | 100.100 us |       0.83% | -17.199 us | -14.66% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       1       |    tie_heavy     |  24.530 us |       1.47% |  22.513 us |       1.50% |  -2.017 us |  -8.22% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       2       |    tie_heavy     |  24.652 us |       1.16% |  22.597 us |       1.30% |  -2.054 us |  -8.33% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       4       |    tie_heavy     |  24.770 us |       2.14% |  22.877 us |       3.13% |  -1.893 us |  -7.64% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       8       |    tie_heavy     |  30.666 us |       1.01% |  28.687 us |       1.06% |  -1.979 us |  -6.45% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      16       |    tie_heavy     |  55.165 us |       0.80% |  49.242 us |       0.63% |  -5.923 us | -10.74% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      32       |    tie_heavy     |  83.727 us |       0.80% |  76.578 us |       1.23% |  -7.149 us |  -8.54% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      64       |    tie_heavy     | 140.797 us |       0.61% | 125.827 us |       0.83% | -14.970 us | -10.63% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       1       |    pivot_tie     |  30.961 us |       1.89% |  28.807 us |       1.38% |  -2.154 us |  -6.96% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       2       |    pivot_tie     |  31.448 us |       2.95% |  29.486 us |       3.22% |  -1.962 us |  -6.24% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       4       |    pivot_tie     |  32.379 us |       2.23% |  30.347 us |       2.44% |  -2.032 us |  -6.28% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       8       |    pivot_tie     |  41.241 us |       1.58% |  38.998 us |       0.87% |  -2.242 us |  -5.44% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      16       |    pivot_tie     |  75.840 us |       0.45% |  69.708 us |       0.52% |  -6.132 us |  -8.09% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      32       |    pivot_tie     | 118.789 us |       0.39% | 107.950 us |       2.98% | -10.839 us |  -9.12% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      64       |    pivot_tie     | 195.608 us |       0.67% | 181.591 us |       0.79% | -14.017 us |  -7.17% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       1       |      random      |  20.352 us |       1.86% |  18.365 us |       1.85% |  -1.987 us |  -9.77% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       2       |      random      |  23.369 us |       4.06% |  20.594 us |       2.07% |  -2.775 us | -11.88% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       4       |      random      |  24.417 us |       1.71% |  21.240 us |       4.37% |  -3.178 us | -13.01% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       8       |      random      |  26.790 us |       1.80% |  24.586 us |       1.22% |  -2.204 us |  -8.23% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      16       |      random      |  45.017 us |       0.69% |  39.003 us |       0.88% |  -6.015 us | -13.36% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      32       |      random      |  67.524 us |       0.69% |  58.529 us |       1.59% |  -8.995 us | -13.32% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      64       |      random      | 116.363 us |       0.69% |  98.583 us |       0.89% | -17.781 us | -15.28% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       1       | quantized_random |  22.528 us |       0.00% |  20.346 us |       1.92% |  -2.182 us |  -9.69% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       2       | quantized_random |  22.524 us |       0.53% |  20.459 us |       1.45% |  -2.065 us |  -9.17% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       4       | quantized_random |  22.555 us |       0.67% |  20.550 us |       1.31% |  -2.005 us |  -8.89% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       8       | quantized_random |  26.573 us |       1.19% |  24.497 us |       1.32% |  -2.076 us |  -7.81% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      16       | quantized_random |  46.771 us |       1.57% |  41.062 us |       0.89% |  -5.709 us | -12.21% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      32       | quantized_random |  69.599 us |       0.80% |  60.092 us |       1.91% |  -9.507 us | -13.66% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      64       | quantized_random | 119.737 us |       0.85% | 104.395 us |       1.02% | -15.342 us | -12.81% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       1       |  relu_quantized  |  22.194 us |       3.20% |  20.032 us |       4.07% |  -2.162 us |  -9.74% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       2       |  relu_quantized  |  22.491 us |       1.12% |  20.427 us |       1.44% |  -2.064 us |  -9.18% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       4       |  relu_quantized  |  22.551 us |       0.75% |  20.493 us |       0.93% |  -2.059 us |  -9.13% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       8       |  relu_quantized  |  26.557 us |       1.43% |  24.467 us |       1.79% |  -2.090 us |  -7.87% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      16       |  relu_quantized  |  46.790 us |       1.50% |  40.994 us |       0.71% |  -5.796 us | -12.39% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      32       |  relu_quantized  |  69.642 us |       0.87% |  60.154 us |       1.73% |  -9.487 us | -13.62% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      64       |  relu_quantized  | 119.742 us |       0.89% | 103.629 us |       1.03% | -16.114 us | -13.46% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       1       |    tie_heavy     |  24.551 us |       1.35% |  22.529 us |       1.15% |  -2.022 us |  -8.23% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       2       |    tie_heavy     |  24.630 us |       1.00% |  22.600 us |       1.35% |  -2.030 us |  -8.24% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       4       |    tie_heavy     |  24.802 us |       2.31% |  23.096 us |       3.70% |  -1.706 us |  -6.88% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       8       |    tie_heavy     |  30.755 us |       0.94% |  28.724 us |       1.10% |  -2.031 us |  -6.60% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      16       |    tie_heavy     |  55.125 us |       0.93% |  49.380 us |       1.16% |  -5.745 us | -10.42% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      32       |    tie_heavy     |  83.850 us |       0.56% |  76.850 us |       1.27% |  -7.000 us |  -8.35% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      64       |    tie_heavy     | 141.425 us |       0.47% | 126.306 us |       1.08% | -15.119 us | -10.69% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       1       |    pivot_tie     |  30.960 us |       1.91% |  28.837 us |       1.66% |  -2.123 us |  -6.86% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       2       |    pivot_tie     |  31.749 us |       3.10% |  29.704 us |       3.30% |  -2.045 us |  -6.44% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       4       |    pivot_tie     |  32.628 us |       1.22% |  30.601 us |       1.21% |  -2.027 us |  -6.21% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       8       |    pivot_tie     |  41.401 us |       1.93% |  39.048 us |       1.05% |  -2.353 us |  -5.68% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      16       |    pivot_tie     |  75.764 us |       0.50% |  69.687 us |       0.50% |  -6.078 us |  -8.02% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      32       |    pivot_tie     | 118.808 us |       0.29% | 108.859 us |       2.82% |  -9.949 us |  -8.37% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      64       |    pivot_tie     | 197.183 us |       0.79% | 182.313 us |       0.62% | -14.870 us |  -7.54% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       1       |      random      |  22.645 us |       1.46% |  20.608 us |       1.65% |  -2.037 us |  -9.00% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       2       |      random      |  22.878 us |       3.01% |  21.232 us |       4.38% |  -1.646 us |  -7.20% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       4       |      random      |  23.933 us |       3.73% |  22.336 us |       2.25% |  -1.598 us |  -6.68% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       8       |      random      |  36.945 us |       0.80% |  32.624 us |       1.29% |  -4.320 us | -11.69% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      16       |      random      |  57.405 us |       0.67% |  50.316 us |       1.95% |  -7.089 us | -12.35% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      32       |      random      |  99.859 us |       0.84% |  89.834 us |       0.73% | -10.025 us | -10.04% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      64       |      random      | 175.751 us |       0.45% | 152.657 us |       0.64% | -23.095 us | -13.14% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       1       | quantized_random |  26.739 us |       1.23% |  24.583 us |       1.25% |  -2.156 us |  -8.06% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       2       | quantized_random |  27.278 us |       3.35% |  24.706 us |       1.71% |  -2.572 us |  -9.43% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       4       | quantized_random |  28.356 us |       2.39% |  25.584 us |       3.77% |  -2.772 us |  -9.77% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       8       | quantized_random |  39.213 us |       1.63% |  34.791 us |       0.83% |  -4.422 us | -11.28% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      16       | quantized_random |  63.489 us |       0.54% |  55.341 us |       0.48% |  -8.148 us | -12.83% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      32       | quantized_random | 106.387 us |       0.43% |  94.661 us |       0.84% | -11.725 us | -11.02% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      64       | quantized_random | 194.893 us |       0.37% | 170.368 us |       0.44% | -24.524 us | -12.58% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       1       |  relu_quantized  |  26.705 us |       1.06% |  24.537 us |       1.19% |  -2.168 us |  -8.12% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       2       |  relu_quantized  |  27.250 us |       3.22% |  24.687 us |       1.33% |  -2.563 us |  -9.41% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       4       |  relu_quantized  |  28.248 us |       2.71% |  25.218 us |       3.59% |  -3.030 us | -10.73% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       8       |  relu_quantized  |  39.128 us |       1.46% |  34.702 us |       1.25% |  -4.425 us | -11.31% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      16       |  relu_quantized  |  63.478 us |       0.65% |  55.285 us |       0.55% |  -8.193 us | -12.91% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      32       |  relu_quantized  | 106.279 us |       0.60% |  94.288 us |       0.37% | -11.991 us | -11.28% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      64       |  relu_quantized  | 194.898 us |       0.40% | 169.525 us |       0.47% | -25.373 us | -13.02% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       1       |    tie_heavy     |  32.829 us |       0.87% |  30.737 us |       1.04% |  -2.092 us |  -6.37% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       2       |    tie_heavy     |  34.465 us |       2.05% |  32.079 us |       2.89% |  -2.387 us |  -6.92% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       4       |    tie_heavy     |  34.789 us |       1.03% |  32.718 us |       1.09% |  -2.071 us |  -5.95% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       8       |    tie_heavy     |  45.604 us |       1.87% |  40.991 us |       0.54% |  -4.612 us | -10.11% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      16       |    tie_heavy     |  77.476 us |       0.94% |  69.640 us |       0.29% |  -7.836 us | -10.11% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      32       |    tie_heavy     | 130.498 us |       0.70% | 118.913 us |       0.42% | -11.585 us |  -8.88% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      64       |    tie_heavy     | 236.187 us |       0.41% | 213.541 us |       0.42% | -22.646 us |  -9.59% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       1       |    pivot_tie     |  45.053 us |       0.26% |  43.014 us |       0.28% |  -2.039 us |  -4.53% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       2       |    pivot_tie     |  48.871 us |       1.39% |  45.142 us |       0.93% |  -3.729 us |  -7.63% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       4       |    pivot_tie     |  49.058 us |       0.84% |  46.261 us |       2.16% |  -2.797 us |  -5.70% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       8       |    pivot_tie     |  59.624 us |       1.04% |  55.153 us |       0.92% |  -4.470 us |  -7.50% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      16       |    pivot_tie     | 106.608 us |       0.39% |  98.447 us |       0.55% |  -8.161 us |  -7.65% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      32       |    pivot_tie     | 184.345 us |       0.20% | 173.790 us |       0.40% | -10.555 us |  -5.73% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      64       |    pivot_tie     | 330.968 us |       0.30% | 305.323 us |       0.33% | -25.645 us |  -7.75% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       1       |      random      |  23.715 us |       4.05% |  21.047 us |       4.30% |  -2.668 us | -11.25% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       2       |      random      |  28.715 us |       1.08% |  26.005 us |       3.55% |  -2.710 us |  -9.44% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       4       |      random      |  28.848 us |       1.85% |  26.606 us |       0.87% |  -2.242 us |  -7.77% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       8       |      random      |  38.550 us |       1.84% |  32.781 us |       0.44% |  -5.769 us | -14.97% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      16       |      random      |  57.113 us |       1.06% |  49.994 us |       1.98% |  -7.119 us | -12.46% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      32       |      random      | 103.198 us |       0.92% |  90.253 us |       0.54% | -12.945 us | -12.54% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      64       |      random      | 182.158 us |       0.37% | 157.699 us |       0.27% | -24.459 us | -13.43% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       1       | quantized_random |  26.734 us |       1.35% |  24.663 us |       1.16% |  -2.070 us |  -7.74% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       2       | quantized_random |  28.066 us |       3.16% |  25.394 us |       3.73% |  -2.672 us |  -9.52% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       4       | quantized_random |  28.646 us |       0.92% |  26.490 us |       1.60% |  -2.156 us |  -7.53% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       8       | quantized_random |  40.080 us |       2.43% |  34.891 us |       0.78% |  -5.188 us | -12.95% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      16       | quantized_random |  63.468 us |       0.50% |  55.744 us |       1.41% |  -7.724 us | -12.17% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      32       | quantized_random | 106.345 us |       0.49% |  95.615 us |       0.96% | -10.729 us | -10.09% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      64       | quantized_random | 195.078 us |       0.44% | 171.937 us |       0.29% | -23.140 us | -11.86% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       1       |  relu_quantized  |  26.769 us |       1.72% |  24.619 us |       1.22% |  -2.150 us |  -8.03% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       2       |  relu_quantized  |  28.368 us |       2.35% |  24.838 us |       2.52% |  -3.530 us | -12.44% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       4       |  relu_quantized  |  28.581 us |       1.48% |  25.941 us |       3.53% |  -2.640 us |  -9.24% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       8       |  relu_quantized  |  40.093 us |       2.38% |  34.892 us |       0.93% |  -5.201 us | -12.97% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      16       |  relu_quantized  |  63.457 us |       0.61% |  55.402 us |       0.72% |  -8.056 us | -12.69% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      32       |  relu_quantized  | 106.120 us |       0.70% |  94.479 us |       0.69% | -11.641 us | -10.97% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      64       |  relu_quantized  | 195.133 us |       0.46% | 170.330 us |       0.38% | -24.804 us | -12.71% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       1       |    tie_heavy     |  32.789 us |       0.97% |  30.734 us |       1.15% |  -2.055 us |  -6.27% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       2       |    tie_heavy     |  34.677 us |       1.21% |  32.629 us |       1.26% |  -2.049 us |  -5.91% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       4       |    tie_heavy     |  34.783 us |       1.02% |  32.739 us |       0.78% |  -2.044 us |  -5.88% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       8       |    tie_heavy     |  45.632 us |       1.92% |  40.947 us |       0.59% |  -4.684 us | -10.27% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      16       |    tie_heavy     |  76.303 us |       1.10% |  69.617 us |       0.22% |  -6.685 us |  -8.76% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      32       |    tie_heavy     | 131.179 us |       0.36% | 120.832 us |       0.00% | -10.347 us |  -7.89% |  🟡 ????  |
|    F32     |       1048576        |  1024   |      64       |    tie_heavy     | 236.312 us |       0.39% | 213.751 us |       0.46% | -22.561 us |  -9.55% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       1       |    pivot_tie     |  45.193 us |       0.85% |  43.005 us |       0.19% |  -2.188 us |  -4.84% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       2       |    pivot_tie     |  48.983 us |       1.05% |  45.135 us |       0.92% |  -3.848 us |  -7.86% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       4       |    pivot_tie     |  49.095 us |       0.74% |  46.288 us |       2.17% |  -2.807 us |  -5.72% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       8       |    pivot_tie     |  59.715 us |       1.15% |  55.207 us |       0.75% |  -4.507 us |  -7.55% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      16       |    pivot_tie     | 106.461 us |       0.28% |  98.353 us |       0.36% |  -8.107 us |  -7.62% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      32       |    pivot_tie     | 184.363 us |       0.16% | 173.884 us |       0.34% | -10.479 us |  -5.68% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      64       |    pivot_tie     | 331.023 us |       0.29% | 305.136 us |       0.12% | -25.886 us |  -7.82% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       1       |      random      |  27.389 us |       3.47% |  24.571 us |       0.18% |  -2.818 us | -10.29% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       2       |      random      |  28.766 us |       1.11% |  26.611 us |       0.21% |  -2.155 us |  -7.49% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       4       |      random      |  29.137 us |       2.93% |  26.622 us |       0.14% |  -2.516 us |  -8.63% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       8       |      random      |  38.980 us |       0.76% |  33.537 us |       2.93% |  -5.443 us | -13.96% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      16       |      random      |  59.735 us |       1.15% |  53.248 us |       0.12% |  -6.488 us | -10.86% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      32       |      random      | 106.648 us |       0.50% |  92.413 us |       0.73% | -14.236 us | -13.35% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      64       |      random      | 186.546 us |       0.31% | 163.320 us |       0.54% | -23.226 us | -12.45% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       1       | quantized_random |  26.680 us |       1.18% |  24.573 us |       0.35% |  -2.107 us |  -7.90% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       2       | quantized_random |  28.575 us |       1.14% |  25.594 us |       3.96% |  -2.981 us | -10.43% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       4       | quantized_random |  28.668 us |       1.12% |  26.381 us |       2.48% |  -2.287 us |  -7.98% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       8       | quantized_random |  40.946 us |       0.81% |  35.847 us |       2.84% |  -5.099 us | -12.45% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      16       | quantized_random |  64.741 us |       1.46% |  57.331 us |       0.20% |  -7.410 us | -11.45% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      32       | quantized_random | 108.228 us |       0.66% |  96.317 us |       0.37% | -11.911 us | -11.01% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      64       | quantized_random | 200.599 us |       0.24% | 174.901 us |       0.57% | -25.698 us | -12.81% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       1       |  relu_quantized  |  26.631 us |       0.95% |  24.573 us |       0.55% |  -2.058 us |  -7.73% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       2       |  relu_quantized  |  28.511 us |       1.86% |  25.197 us |       3.73% |  -3.315 us | -11.63% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       4       |  relu_quantized  |  28.663 us |       1.22% |  26.486 us |       1.97% |  -2.178 us |  -7.60% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       8       |  relu_quantized  |  40.959 us |       0.80% |  35.126 us |       2.11% |  -5.833 us | -14.24% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      16       |  relu_quantized  |  64.692 us |       1.47% |  57.227 us |       0.80% |  -7.465 us | -11.54% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      32       |  relu_quantized  | 108.159 us |       0.75% |  96.086 us |       0.57% | -12.073 us | -11.16% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      64       |  relu_quantized  | 200.563 us |       0.26% | 174.014 us |       0.21% | -26.548 us | -13.24% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       1       |    tie_heavy     |  32.664 us |       1.23% |  30.572 us |       1.69% |  -2.092 us |  -6.41% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       2       |    tie_heavy     |  34.718 us |       1.02% |  32.661 us |       1.35% |  -2.057 us |  -5.92% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       4       |    tie_heavy     |  34.825 us |       0.96% |  32.746 us |       0.61% |  -2.079 us |  -5.97% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       8       |    tie_heavy     |  46.029 us |       2.16% |  40.973 us |       0.44% |  -5.056 us | -10.98% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      16       |    tie_heavy     |  77.073 us |       1.21% |  69.631 us |       0.18% |  -7.441 us |  -9.66% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      32       |    tie_heavy     | 132.306 us |       0.72% | 121.885 us |       0.84% | -10.421 us |  -7.88% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      64       |    tie_heavy     | 239.815 us |       0.53% | 216.948 us |       0.81% | -22.867 us |  -9.54% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       1       |    pivot_tie     |  45.077 us |       0.73% |  42.660 us |       1.77% |  -2.417 us |  -5.36% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       2       |    pivot_tie     |  49.075 us |       0.77% |  45.247 us |       1.33% |  -3.828 us |  -7.80% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       4       |    pivot_tie     |  49.130 us |       0.57% |  46.478 us |       2.02% |  -2.652 us |  -5.40% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       8       |    pivot_tie     |  59.693 us |       1.27% |  55.295 us |       0.20% |  -4.398 us |  -7.37% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      16       |    pivot_tie     | 106.525 us |       0.24% |  98.366 us |       0.37% |  -8.159 us |  -7.66% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      32       |    pivot_tie     | 184.032 us |       0.38% | 173.050 us |       0.59% | -10.982 us |  -5.97% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      64       |    pivot_tie     | 330.310 us |       0.26% | 305.057 us |       0.13% | -25.253 us |  -7.65% |  🟢 FAST  |

Summary

  • Total Matches: 1155
    • Pass (diff <= min_noise): 344
    • Unknown (infinite noise): 3
    • Failure (diff > min_noise): 808

@pauleonix

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Robust Comparison

decode_style_variable_topk_keys

[0] NVIDIA B200

|  KeyT{ct}  |  MaxSegmentSize{ct}  |  K{ct}  |  NumSegments  |     Pattern      |                         Ref |                         Cmp |    Change |  Status  |
|------------|----------------------|---------|---------------|------------------|-----------------------------|-----------------------------|-----------|----------|
|    F32     |         512          |   512   |       1       |      random      |   6.144 [-0.192, +0.000] us |   6.144 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |         512          |   512   |       2       |      random      |   6.144 [-0.256, +0.000] us |   6.144 [-0.224, +0.032] us |           |  🔵 SAME  |
|    F32     |         512          |   512   |       4       |      random      |   6.144 [-0.224, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |       8       |      random      |   6.144 [-0.224, +0.000] us |   6.112 [-0.192, +0.032] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |      16       |      random      |   6.144 [-0.160, +0.864] us |   6.144 [-0.224, +0.032] us |           |  🔵 SAME  |
|    F32     |         512          |   512   |      32       |      random      |   6.944 [-0.992, +1.152] us |   6.208 [-0.288, +1.824] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |      64       |      random      |   6.976 [-1.024, +1.184] us |   6.144 [-0.160, +2.016] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |       1       | quantized_random |   6.144 [-0.160, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |       2       | quantized_random |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |         512          |   512   |       4       | quantized_random |   6.144 [-0.192, +0.000] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |       8       | quantized_random |   6.144 [-0.160, +0.000] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |      16       | quantized_random |   6.208 [-0.192, +1.952] us |   6.144 [-0.224, +0.160] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |      32       | quantized_random |   6.272 [-0.224, +1.920] us |   6.144 [-0.160, +2.016] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |      64       | quantized_random |   7.296 [-1.216, +0.896] us |   6.144 [-0.192, +2.016] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |       1       |  relu_quantized  |   6.144 [-0.128, +0.032] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |       2       |  relu_quantized  |   6.144 [-0.128, +0.032] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |       4       |  relu_quantized  |   6.144 [-0.128, +0.032] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |       8       |  relu_quantized  |   6.144 [-0.128, +0.000] us |   6.144 [+0.000, +0.000] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |      16       |  relu_quantized  |   6.208 [-0.160, +1.984] us |   6.144 [-0.224, +0.064] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |      32       |  relu_quantized  |   7.040 [-0.960, +1.152] us |   6.144 [-0.192, +0.192] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |      64       |  relu_quantized  |   7.200 [-1.184, +0.992] us |   6.144 [-0.192, +1.952] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |       1       |    tie_heavy     |   6.144 [-0.992, +0.032] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |       2       |    tie_heavy     |   6.144 [-0.128, +0.032] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |       4       |    tie_heavy     |   6.144 [-0.128, +0.032] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |       8       |    tie_heavy     |   6.144 [-0.160, +0.032] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |      16       |    tie_heavy     |   6.208 [-0.160, +1.984] us |   6.144 [-0.192, +0.128] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |      32       |    tie_heavy     |   7.040 [-0.992, +1.152] us |   6.144 [-0.160, +1.952] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |      64       |    tie_heavy     |   7.264 [-1.248, +0.928] us |   6.144 [-0.192, +2.016] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |       1       |    pivot_tie     |   6.144 [-0.128, +0.032] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |       2       |    pivot_tie     |   6.144 [-0.128, +0.032] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |       4       |    pivot_tie     |   6.144 [-0.128, +0.032] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |       8       |    pivot_tie     |   6.144 [-0.096, +0.032] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |      16       |    pivot_tie     |   6.208 [-0.160, +1.984] us |   6.144 [-0.192, +0.128] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |      32       |    pivot_tie     |   7.136 [-1.088, +1.056] us |   6.176 [-0.192, +1.888] us |           |  🤷 AMBG  |
|    F32     |         512          |   512   |      64       |    pivot_tie     |   7.296 [-1.280, +0.896] us |   6.176 [-0.224, +1.984] us |           |  🤷 AMBG  |
|    F32     |         512          |  1024   |       1       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |       2       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |       4       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |       8       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |      16       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |      32       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |      64       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |       1       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |       2       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |       4       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |       8       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |      16       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |      32       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |      64       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |       1       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |       2       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |       4       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |       8       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |      16       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |      32       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |      64       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |       1       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |       2       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |       4       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |       8       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |      16       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |      32       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |      64       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |       1       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |       2       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |       4       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |       8       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |      16       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |      32       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  1024   |      64       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |       1       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |       2       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |       4       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |       8       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |      16       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |      32       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |      64       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |       1       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |       2       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |       4       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |       8       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |      16       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |      32       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |      64       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |       1       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |       2       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |       4       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |       8       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |      16       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |      32       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |      64       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |       1       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |       2       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |       4       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |       8       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |      16       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |      32       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |      64       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |       1       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |       2       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |       4       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |       8       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |      16       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |      32       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         512          |  2048   |      64       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |   512   |       1       |      random      |   8.192 [-1.248, +0.032] us |   8.192 [-1.312, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |       2       |      random      |   8.192 [-1.248, +0.032] us |   8.192 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |       4       |      random      |   8.192 [-0.128, +0.032] us |   8.192 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |       8       |      random      |   8.192 [-0.128, +0.032] us |   8.192 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |      16       |      random      |   8.192 [-0.160, +0.032] us |   8.192 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |      32       |      random      |   8.224 [-0.128, +1.952] us |   8.192 [-0.224, +0.032] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |      64       |      random      |   9.248 [-1.152, +0.992] us |   8.192 [-0.160, +0.064] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |       1       | quantized_random |   8.192 [-0.128, +0.032] us |   8.192 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |       2       | quantized_random |   8.192 [-0.160, +0.000] us |   8.192 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |       4       | quantized_random |   8.192 [-0.160, +0.000] us |   8.192 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |       8       | quantized_random |   8.192 [-0.128, +0.032] us |   8.192 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |      16       | quantized_random |   8.256 [-0.128, +1.952] us |   8.192 [-0.192, +0.064] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |      32       | quantized_random |   8.352 [-0.256, +1.888] us |   8.192 [-0.224, +1.984] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |      64       | quantized_random |  10.240 [-2.144, +0.000] us |   8.256 [-0.192, +1.984] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |       1       |  relu_quantized  |   8.192 [-0.160, +0.000] us |   8.192 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |       2       |  relu_quantized  |   8.192 [-0.128, +0.000] us |   8.192 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |       4       |  relu_quantized  |   8.192 [-0.160, +0.000] us |   8.192 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |       8       |  relu_quantized  |   8.192 [-0.160, +0.000] us |   8.192 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |      16       |  relu_quantized  |   8.256 [-0.192, +1.984] us |   8.192 [-0.192, +0.192] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |      32       |  relu_quantized  |   9.120 [-1.088, +1.120] us |   8.192 [-0.160, +1.920] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |      64       |  relu_quantized  |  10.240 [-2.144, +0.000] us |   8.256 [-0.224, +1.984] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |       1       |    tie_heavy     |   8.192 [-1.120, +0.032] us |   8.192 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |       2       |    tie_heavy     |   8.192 [-0.160, +0.000] us |   8.192 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |       4       |    tie_heavy     |   8.192 [-0.160, +0.000] us |   8.192 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |       8       |    tie_heavy     |   8.192 [-0.128, +0.000] us |   8.192 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |      16       |    tie_heavy     |   8.192 [-0.160, +0.832] us |   8.192 [-0.192, +0.032] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |      32       |    tie_heavy     |   8.192 [-0.128, +1.984] us |   8.192 [-0.224, +0.096] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |      64       |    tie_heavy     |  10.208 [-2.144, +0.032] us |   8.192 [-0.192, +1.984] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |       1       |    pivot_tie     |   8.192 [-0.128, +0.032] us |   8.192 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |       2       |    pivot_tie     |   8.192 [-0.160, +0.000] us |   8.192 [-0.256, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |       4       |    pivot_tie     |   8.192 [-0.160, +0.000] us |   8.192 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |       8       |    pivot_tie     |   8.192 [-0.160, +0.000] us |   8.192 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |      16       |    pivot_tie     |  10.208 [-2.112, +0.032] us |  10.144 [-2.144, +0.096] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |      32       |    pivot_tie     |  10.240 [-2.048, +0.000] us |  10.208 [-2.112, +0.032] us |           |  🤷 AMBG  |
|    F32     |         1024         |   512   |      64       |    pivot_tie     |  10.240 [-2.016, +0.000] us |  10.240 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |       1       |      random      |   6.144 [-0.160, +0.000] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |       2       |      random      |   6.144 [-0.192, +0.000] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |       4       |      random      |   6.144 [-0.192, +0.000] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |       8       |      random      |   6.144 [-0.160, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |      16       |      random      |   6.208 [-0.160, +1.952] us |   6.144 [-0.160, +0.160] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |      32       |      random      |   6.944 [-0.928, +1.248] us |   6.176 [-0.224, +1.984] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |      64       |      random      |   8.192 [-2.112, +0.000] us |   8.128 [-2.080, +0.064] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |       1       | quantized_random |   6.144 [-0.160, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |       2       | quantized_random |   6.144 [-0.128, +0.000] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |       4       | quantized_random |   6.144 [-0.096, +0.032] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |       8       | quantized_random |   6.144 [-0.160, +0.032] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |      16       | quantized_random |   7.008 [-0.928, +1.184] us |   6.144 [-0.160, +1.856] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |      32       | quantized_random |   7.232 [-1.184, +0.960] us |   6.144 [-0.192, +2.016] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |      64       | quantized_random |   8.192 [-2.080, +0.000] us |   8.096 [-2.144, +0.096] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |       1       |  relu_quantized  |   6.144 [-0.128, +0.032] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |       2       |  relu_quantized  |   6.144 [-0.128, +0.032] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |       4       |  relu_quantized  |   6.144 [-0.128, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |       8       |  relu_quantized  |   6.144 [-0.128, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |      16       |  relu_quantized  |   6.336 [-0.256, +1.856] us |   6.144 [-0.192, +0.128] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |      32       |  relu_quantized  |   7.360 [-1.312, +0.832] us |   6.144 [-0.192, +2.016] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |      64       |  relu_quantized  |   8.160 [-2.048, +0.032] us |   8.160 [-2.080, +0.032] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |       1       |    tie_heavy     |   6.144 [-0.128, +0.032] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |       2       |    tie_heavy     |   6.144 [-0.128, +0.032] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |       4       |    tie_heavy     |   6.144 [-0.128, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |       8       |    tie_heavy     |   6.144 [-0.192, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |      16       |    tie_heavy     |   6.240 [-0.224, +1.952] us |   6.144 [-0.192, +0.160] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |      32       |    tie_heavy     |   7.264 [-1.248, +0.928] us |   6.176 [-0.224, +2.016] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |      64       |    tie_heavy     |   8.160 [-2.048, +0.032] us |   8.128 [-2.048, +0.064] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |       1       |    pivot_tie     |   6.144 [-0.128, +0.032] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |       2       |    pivot_tie     |   6.144 [-0.128, +0.032] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |       4       |    pivot_tie     |   6.144 [-0.128, +0.032] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |       8       |    pivot_tie     |   6.144 [-0.128, +0.032] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |      16       |    pivot_tie     |   6.368 [-0.320, +1.824] us |   6.144 [-0.192, +0.064] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |      32       |    pivot_tie     |   7.296 [-1.248, +0.896] us |   6.144 [-0.224, +1.984] us |           |  🤷 AMBG  |
|    F32     |         1024         |  1024   |      64       |    pivot_tie     |   8.192 [-2.112, +0.000] us |   8.128 [-2.112, +0.064] us |           |  🤷 AMBG  |
|    F32     |         1024         |  2048   |       1       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |       2       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |       4       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |       8       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |      16       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |      32       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |      64       |      random      |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |       1       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |       2       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |       4       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |       8       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |      16       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |      32       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |      64       | quantized_random |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |       1       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |       2       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |       4       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |       8       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |      16       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |      32       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |      64       |  relu_quantized  |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |       1       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |       2       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |       4       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |       8       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |      16       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |      32       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |      64       |    tie_heavy     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |       1       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |       2       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |       4       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |       8       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |      16       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |      32       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         1024         |  2048   |      64       |    pivot_tie     |                         n/a |                         n/a |           |  🟡 ????  |
|    F32     |         2048         |   512   |       1       |      random      |   8.192 [-0.160, +0.032] us |   8.192 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |         2048         |   512   |       2       |      random      |  10.240 [-2.080, +0.000] us |  10.208 [-2.080, +0.032] us |           |  🔵 SAME  |
|    F32     |         2048         |   512   |       4       |      random      |  10.240 [-1.248, +0.000] us |  10.240 [-1.248, +0.000] us |           |  🔵 SAME  |
|    F32     |         2048         |   512   |       8       |      random      |  10.240 [-2.016, +0.000] us |  10.240 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |      16       |      random      |  10.240 [-1.216, +0.032] us |  10.240 [-1.280, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |      32       |      random      |  10.240 [-1.152, +0.000] us |  10.240 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |      64       |      random      |  10.240 [-1.216, +0.000] us |  10.240 [-1.024, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |       1       | quantized_random |  10.240 [-1.280, +0.000] us |  10.240 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |       2       | quantized_random |  10.240 [-1.248, +0.032] us |  10.240 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |       4       | quantized_random |  10.240 [-1.248, +0.000] us |  10.240 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |       8       | quantized_random |  10.240 [-1.216, +0.000] us |  10.240 [-1.984, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |      16       | quantized_random |  10.240 [-0.960, +0.032] us |  10.240 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |      32       | quantized_random |  10.240 [-1.120, +0.032] us |  10.240 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |      64       | quantized_random |  10.240 [-1.120, +0.000] us |  10.240 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |       1       |  relu_quantized  |  10.240 [-1.248, +0.000] us |  10.240 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |       2       |  relu_quantized  |  10.240 [-1.216, +0.032] us |  10.240 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |       4       |  relu_quantized  |  10.240 [-1.248, +0.000] us |  10.240 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |       8       |  relu_quantized  |  10.240 [-1.248, +0.032] us |  10.240 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |      16       |  relu_quantized  |  10.240 [-1.120, +0.000] us |  10.240 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |         2048         |   512   |      32       |  relu_quantized  |  10.240 [-1.216, +0.032] us |  10.240 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |      64       |  relu_quantized  |  10.240 [-0.096, +0.032] us |  10.240 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |       1       |    tie_heavy     |  10.240 [-1.376, +0.032] us |  10.240 [-2.016, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |       2       |    tie_heavy     |  10.240 [-2.048, +0.000] us |  10.240 [-2.144, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |       4       |    tie_heavy     |  10.240 [-1.248, +0.032] us |  10.240 [-1.984, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |       8       |    tie_heavy     |  10.240 [-2.016, +0.032] us |  10.240 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |      16       |    tie_heavy     |  10.240 [-1.248, +0.032] us |  10.240 [-1.280, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |      32       |    tie_heavy     |  10.240 [-1.184, +0.032] us |  10.240 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |      64       |    tie_heavy     |  10.240 [-1.216, +0.000] us |  10.240 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |       1       |    pivot_tie     |  10.240 [-1.216, +0.032] us |  10.240 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |       2       |    pivot_tie     |  10.240 [-1.184, +0.032] us |  10.240 [-1.280, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |       4       |    pivot_tie     |  10.240 [-1.248, +0.032] us |  10.240 [-1.280, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |       8       |    pivot_tie     |  10.240 [-1.216, +0.032] us |  10.240 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |      16       |    pivot_tie     |  10.240 [-0.128, +0.000] us |  10.240 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |      32       |    pivot_tie     |  10.240 [-0.128, +0.032] us |  10.240 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |   512   |      64       |    pivot_tie     |  10.240 [-0.128, +0.032] us |  10.240 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |       1       |      random      |  10.208 [-2.048, +0.032] us |   8.256 [-0.160, +1.984] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |       2       |      random      |   9.280 [-1.216, +0.960] us |  10.080 [-2.080, +0.160] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |       4       |      random      |  10.240 [-1.280, +0.000] us |  10.240 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |       8       |      random      |  10.240 [-1.248, +0.032] us |  10.240 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |      16       |      random      |  10.240 [-1.152, +0.000] us |  10.240 [-1.280, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |      32       |      random      |  10.240 [-0.192, +0.000] us |  10.240 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |         2048         |  1024   |      64       |      random      |  10.240 [-0.160, +0.000] us |  10.240 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |       1       | quantized_random |  10.240 [-1.216, +0.032] us |  10.240 [-1.312, +0.000] us |           |  🔵 SAME  |
|    F32     |         2048         |  1024   |       2       | quantized_random |  10.240 [-1.248, +0.000] us |  10.240 [-1.024, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |       4       | quantized_random |  10.240 [-1.248, +0.000] us |  10.240 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |         2048         |  1024   |       8       | quantized_random |  10.240 [-1.248, +0.000] us |  10.240 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |      16       | quantized_random |  10.240 [-1.184, +0.000] us |  10.240 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |      32       | quantized_random |  10.240 [-0.160, +0.000] us |  10.240 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |         2048         |  1024   |      64       | quantized_random |  10.240 [-0.160, +0.000] us |  10.240 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |       1       |  relu_quantized  |  10.240 [-1.312, +0.000] us |  10.240 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |       2       |  relu_quantized  |  10.240 [-1.216, +0.000] us |  10.240 [-1.280, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |       4       |  relu_quantized  |  10.240 [-1.248, +0.000] us |  10.240 [-0.992, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |       8       |  relu_quantized  |  10.240 [-1.248, +0.000] us |  10.240 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |      16       |  relu_quantized  |  10.240 [-0.160, +0.000] us |  10.240 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |      32       |  relu_quantized  |  10.240 [-0.160, +0.000] us |  10.240 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |      64       |  relu_quantized  |  10.240 [-0.128, +0.032] us |  10.240 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |       1       |    tie_heavy     |  10.240 [-1.248, +0.000] us |  10.240 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |       2       |    tie_heavy     |  10.240 [-1.248, +0.032] us |  10.240 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |       4       |    tie_heavy     |  10.240 [-1.280, +0.032] us |  10.240 [-1.984, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |       8       |    tie_heavy     |  10.240 [-1.344, +0.032] us |  10.240 [-1.280, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |      16       |    tie_heavy     |  10.240 [-1.248, +0.000] us |  10.240 [-0.992, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |      32       |    tie_heavy     |  10.240 [-1.184, +0.032] us |  10.240 [-1.056, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |      64       |    tie_heavy     |  10.240 [-0.128, +0.032] us |  10.240 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |       1       |    pivot_tie     |  10.240 [-1.184, +0.000] us |  10.240 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |       2       |    pivot_tie     |  10.240 [-1.184, +0.032] us |  10.240 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |       4       |    pivot_tie     |  10.240 [-1.216, +0.032] us |  10.240 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |       8       |    pivot_tie     |  10.240 [-1.120, +0.000] us |  10.240 [-1.216, +0.000] us |           |  🔵 SAME  |
|    F32     |         2048         |  1024   |      16       |    pivot_tie     |  10.240 [-0.128, +0.000] us |  10.240 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |      32       |    pivot_tie     |  10.240 [-0.128, +0.032] us |  10.240 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  1024   |      64       |    pivot_tie     |  10.240 [-0.160, +0.000] us |  10.240 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |       1       |      random      |   6.144 [-0.128, +0.032] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |       2       |      random      |   6.144 [-0.160, +0.000] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |       4       |      random      |   6.144 [-0.160, +0.032] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |       8       |      random      |   6.144 [-0.128, +0.000] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |      16       |      random      |   8.160 [-2.112, +0.032] us |   8.096 [-2.144, +0.096] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |      32       |      random      |   8.192 [-1.216, +0.000] us |   8.192 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |      64       |      random      |   8.192 [-2.048, +0.000] us |   8.160 [-2.112, +0.032] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |       1       | quantized_random |   6.144 [-0.128, +0.032] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |       2       | quantized_random |   6.144 [-0.128, +0.000] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |       4       | quantized_random |   6.144 [-0.128, +0.032] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |       8       | quantized_random |   6.144 [-0.128, +0.032] us |   6.144 [-0.256, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |      16       | quantized_random |   8.160 [-2.112, +0.032] us |   8.096 [-2.144, +0.096] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |      32       | quantized_random |   8.160 [-2.080, +0.032] us |   8.192 [-2.176, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |      64       | quantized_random |   8.192 [-1.312, +0.000] us |   8.192 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |       1       |  relu_quantized  |   6.144 [-0.128, +0.032] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |       2       |  relu_quantized  |   6.144 [-0.160, +0.032] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |       4       |  relu_quantized  |   6.144 [-0.096, +0.032] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |       8       |  relu_quantized  |   6.144 [-0.128, +0.032] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |      16       |  relu_quantized  |   8.192 [-2.080, +0.000] us |   8.160 [-2.144, +0.032] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |      32       |  relu_quantized  |   8.160 [-2.080, +0.032] us |   8.160 [-2.176, +0.032] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |      64       |  relu_quantized  |   8.192 [-1.248, +0.000] us |   8.192 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |       1       |    tie_heavy     |   6.144 [-0.096, +0.032] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |       2       |    tie_heavy     |   6.144 [-0.128, +0.032] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |       4       |    tie_heavy     |   6.144 [-0.128, +0.032] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |       8       |    tie_heavy     |   6.144 [-0.128, +0.032] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |      16       |    tie_heavy     |   8.192 [-2.080, +0.000] us |   8.128 [-2.112, +0.064] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |      32       |    tie_heavy     |   8.192 [-2.144, +0.000] us |   8.160 [-2.112, +0.032] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |      64       |    tie_heavy     |   8.192 [-1.248, +0.000] us |   8.192 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |       1       |    pivot_tie     |   6.144 [-0.128, +0.000] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |       2       |    pivot_tie     |   6.144 [-0.128, +0.032] us |   6.144 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |       4       |    pivot_tie     |   6.144 [-0.128, +0.032] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |       8       |    pivot_tie     |   6.144 [-0.128, +0.032] us |   6.144 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |      16       |    pivot_tie     |   8.192 [-2.080, +0.000] us |   8.128 [-2.112, +0.064] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |      32       |    pivot_tie     |   8.160 [-2.080, +0.032] us |   8.192 [-2.208, +0.000] us |           |  🤷 AMBG  |
|    F32     |         2048         |  2048   |      64       |    pivot_tie     |   8.192 [-1.248, +0.000] us |   8.192 [-1.856, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |       1       |      random      |  10.240 [-1.248, +0.032] us |  10.240 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |       2       |      random      |  10.240 [-0.128, +0.032] us |  10.240 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |         4096         |   512   |       4       |      random      |  10.240 [-0.096, +0.032] us |  10.240 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |       8       |      random      |  12.288 [-2.016, +0.000] us |  12.288 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |      16       |      random      |  12.288 [-1.216, +0.032] us |  12.288 [-2.016, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |      32       |      random      |  12.288 [-1.216, +0.032] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |      64       |      random      |  12.288 [-1.184, +0.032] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |       1       | quantized_random |  12.288 [-2.080, +0.000] us |  12.288 [-2.176, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |       2       | quantized_random |  12.288 [-1.216, +0.032] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |       4       | quantized_random |  12.288 [-1.536, +0.032] us |  12.288 [-1.376, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |       8       | quantized_random |  12.288 [-2.048, +0.032] us |  12.288 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |      16       | quantized_random |  12.288 [-1.184, +0.000] us |  12.288 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |      32       | quantized_random |  12.288 [-1.184, +0.000] us |  12.288 [-1.024, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |      64       | quantized_random |  12.288 [-1.120, +0.000] us |  12.288 [-1.280, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |       1       |  relu_quantized  |  12.288 [-1.216, +0.032] us |  12.288 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |       2       |  relu_quantized  |  12.288 [-1.216, +0.000] us |  12.288 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |       4       |  relu_quantized  |  12.288 [-1.216, +0.000] us |  12.288 [-1.600, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |       8       |  relu_quantized  |  12.288 [-1.984, +0.000] us |  12.288 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |      16       |  relu_quantized  |  12.288 [-1.184, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |         4096         |   512   |      32       |  relu_quantized  |  12.288 [-1.120, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |      64       |  relu_quantized  |  12.288 [-0.128, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |       1       |    tie_heavy     |  11.264 [-1.152, +1.024] us |  12.096 [-2.048, +0.192] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |       2       |    tie_heavy     |  12.192 [-2.112, +0.096] us |  12.128 [-2.112, +0.160] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |       4       |    tie_heavy     |  12.288 [-2.080, +0.000] us |  12.256 [-2.176, +0.032] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |       8       |    tie_heavy     |  12.256 [-2.080, +0.032] us |  12.256 [-2.176, +0.032] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |      16       |    tie_heavy     |  12.288 [-1.568, +0.000] us |  12.288 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |      32       |    tie_heavy     |  12.288 [-1.184, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |      64       |    tie_heavy     |  12.288 [-1.088, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |       1       |    pivot_tie     |  12.288 [-1.248, +0.000] us |  12.288 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |       2       |    pivot_tie     |  12.288 [-1.024, +0.032] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |       4       |    pivot_tie     |  12.288 [-1.120, +0.000] us |  12.288 [-0.160, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |       8       |    pivot_tie     |  12.288 [-1.184, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |      16       |    pivot_tie     |  13.216 [-0.992, +1.120] us |  12.384 [-0.192, +1.952] us |           |  🤷 AMBG  |
|    F32     |         4096         |   512   |      32       |    pivot_tie     |  14.304 [-2.080, +0.032] us |  14.272 [-2.176, +0.064] us |           |  🔵 SAME  |
|    F32     |         4096         |   512   |      64       |    pivot_tie     |  14.336 [-2.112, +0.032] us |  14.304 [-2.176, +0.032] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |       1       |      random      |  10.240 [-0.096, +0.032] us |  10.240 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |       2       |      random      |  10.240 [-0.128, +0.096] us |  10.240 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |       4       |      random      |  10.240 [-0.128, +0.032] us |  10.240 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |       8       |      random      |  12.288 [-1.248, +0.032] us |  12.288 [-1.152, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |      16       |      random      |  12.288 [-1.216, +0.032] us |  12.288 [-0.928, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |      32       |      random      |  12.288 [-1.152, +0.000] us |  12.288 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |      64       |      random      |  12.288 [-1.120, +0.032] us |  12.288 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |       1       | quantized_random |  12.288 [-1.216, +0.032] us |  12.288 [-1.376, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |       2       | quantized_random |  12.288 [-1.216, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |       4       | quantized_random |  12.288 [-1.216, +0.032] us |  12.288 [-1.056, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |       8       | quantized_random |  12.288 [-1.216, +0.032] us |  12.288 [-1.312, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |      16       | quantized_random |  12.288 [-0.096, +0.032] us |  12.288 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |      32       | quantized_random |  12.288 [-0.128, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |         4096         |  1024   |      64       | quantized_random |  12.288 [-0.128, +0.000] us |  12.288 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |       1       |  relu_quantized  |  12.288 [-1.184, +0.032] us |  12.288 [-1.152, +0.000] us |           |  🔵 SAME  |
|    F32     |         4096         |  1024   |       2       |  relu_quantized  |  12.288 [-1.248, +0.032] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |       4       |  relu_quantized  |  12.288 [-1.184, +0.032] us |  12.288 [-1.312, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |       8       |  relu_quantized  |  12.288 [-1.216, +0.000] us |  12.288 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |      16       |  relu_quantized  |  12.288 [-0.096, +0.032] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |      32       |  relu_quantized  |  12.288 [-0.128, +0.000] us |  12.288 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |      64       |  relu_quantized  |  12.288 [-0.160, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |       1       |    tie_heavy     |  12.288 [-1.280, +0.032] us |  12.288 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |       2       |    tie_heavy     |  12.288 [-2.048, +0.032] us |  12.288 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |       4       |    tie_heavy     |  12.288 [-1.248, +0.032] us |  12.288 [-1.024, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |       8       |    tie_heavy     |  12.288 [-1.216, +0.000] us |  12.288 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |      16       |    tie_heavy     |  12.288 [-1.216, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |      32       |    tie_heavy     |  12.288 [-1.216, +0.032] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |      64       |    tie_heavy     |  12.288 [-1.184, +0.032] us |  12.288 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |       1       |    pivot_tie     |  12.288 [-0.128, +0.032] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |       2       |    pivot_tie     |  12.288 [-1.120, +0.032] us |  12.288 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |       4       |    pivot_tie     |  12.288 [-0.128, +0.032] us |  12.288 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |         4096         |  1024   |       8       |    pivot_tie     |  12.288 [-0.160, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |      16       |    pivot_tie     |  14.304 [-2.112, +0.032] us |  14.272 [-2.112, +0.064] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |      32       |    pivot_tie     |  14.336 [-1.248, +0.000] us |  14.336 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  1024   |      64       |    pivot_tie     |  14.336 [-2.048, +0.000] us |  14.336 [-2.080, +0.000] us |           |  🔵 SAME  |
|    F32     |         4096         |  2048   |       1       |      random      |  12.288 [-2.176, +0.000] us |  12.224 [-2.176, +0.064] us |           |  🤷 AMBG  |
|    F32     |         4096         |  2048   |       2       |      random      |  12.288 [-2.080, +0.000] us |  12.288 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  2048   |       4       |      random      |  12.256 [-2.144, +0.032] us |  12.192 [-2.080, +0.096] us |           |  🤷 AMBG  |
|    F32     |         4096         |  2048   |       8       |      random      |  12.288 [-1.216, +0.000] us |  12.288 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  2048   |      16       |      random      |  12.288 [-1.024, +0.000] us |  12.288 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |         4096         |  2048   |      32       |      random      |  12.288 [-0.128, +0.000] us |  12.288 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  2048   |      64       |      random      |  12.256 [-0.160, +0.032] us |  12.288 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |         4096         |  2048   |       1       | quantized_random |  12.288 [-1.184, +0.000] us |  12.288 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  2048   |       2       | quantized_random |  12.288 [-0.192, +0.000] us |  12.288 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |         4096         |  2048   |       4       | quantized_random |  12.288 [-0.192, +0.000] us |  12.288 [-1.024, +0.000] us |           |  🔵 SAME  |
|    F32     |         4096         |  2048   |       8       | quantized_random |  12.288 [-0.224, +0.000] us |  12.288 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |         4096         |  2048   |      16       | quantized_random |  12.288 [-0.192, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |         4096         |  2048   |      32       | quantized_random |  12.288 [-0.192, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |         4096         |  2048   |      64       | quantized_random |  12.288 [-0.192, +0.032] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  2048   |       1       |  relu_quantized  |  12.288 [-0.960, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |         4096         |  2048   |       2       |  relu_quantized  |  12.288 [-1.184, +0.000] us |  12.288 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |         4096         |  2048   |       4       |  relu_quantized  |  12.288 [-0.960, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  2048   |       8       |  relu_quantized  |  12.288 [-0.160, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  2048   |      16       |  relu_quantized  |  12.288 [-0.192, +0.000] us |  12.288 [-0.224, +0.000] us |           |  🔵 SAME  |
|    F32     |         4096         |  2048   |      32       |  relu_quantized  |  12.288 [-0.096, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |         4096         |  2048   |      64       |  relu_quantized  |  12.320 [-0.192, +2.016] us |  12.288 [-0.192, +0.160] us |           |  🤷 AMBG  |
|    F32     |         4096         |  2048   |       1       |    tie_heavy     |  12.288 [-1.216, +0.000] us |  12.288 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  2048   |       2       |    tie_heavy     |  12.288 [-1.280, +0.032] us |  12.288 [-1.056, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  2048   |       4       |    tie_heavy     |  12.288 [-1.248, +0.032] us |  12.288 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  2048   |       8       |    tie_heavy     |  12.288 [-1.216, +0.032] us |  12.288 [-1.184, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  2048   |      16       |    tie_heavy     |  12.288 [-0.128, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |         4096         |  2048   |      32       |    tie_heavy     |  12.288 [-0.128, +0.032] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  2048   |      64       |    tie_heavy     |  12.288 [-0.128, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |         4096         |  2048   |       1       |    pivot_tie     |  12.288 [-0.096, +0.032] us |  12.288 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  2048   |       2       |    pivot_tie     |  12.288 [-0.128, +0.032] us |  12.288 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  2048   |       4       |    pivot_tie     |  12.288 [-0.128, +0.032] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  2048   |       8       |    pivot_tie     |  12.288 [-0.128, +0.032] us |  12.288 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  2048   |      16       |    pivot_tie     |  14.336 [-1.280, +0.032] us |  14.336 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  2048   |      32       |    pivot_tie     |  14.336 [-1.248, +0.000] us |  14.336 [-1.824, +0.000] us |           |  🤷 AMBG  |
|    F32     |         4096         |  2048   |      64       |    pivot_tie     |  14.336 [-1.248, +0.000] us |  14.336 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |       1       |      random      |  12.288 [-0.960, +0.032] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |       2       |      random      |  14.336 [-1.248, +0.032] us |  14.336 [-1.344, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |       4       |      random      |  14.336 [-1.216, +0.032] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |       8       |      random      |  14.336 [-1.152, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |      16       |      random      |  14.336 [-1.216, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |      32       |      random      |  14.336 [-0.128, +0.064] us |  14.336 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |      64       |      random      |  14.336 [-0.128, +0.800] us |  14.336 [-0.160, +0.032] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |       1       | quantized_random |  14.336 [-1.216, +0.032] us |  14.336 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |       2       | quantized_random |  14.336 [-1.248, +0.032] us |  14.336 [-0.160, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |       4       | quantized_random |  14.336 [-1.248, +0.032] us |  14.336 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |       8       | quantized_random |  14.336 [-1.152, +0.032] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |      16       | quantized_random |  15.328 [-1.088, +1.056] us |  14.368 [-0.256, +2.016] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |      32       | quantized_random |  16.384 [-1.248, +0.000] us |  16.384 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |      64       | quantized_random |  15.360 [-1.152, +1.024] us |  14.464 [-0.320, +1.920] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |       1       |  relu_quantized  |  14.336 [-1.248, +0.032] us |  14.336 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |       2       |  relu_quantized  |  14.336 [-1.280, +0.000] us |  14.336 [-1.120, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |       4       |  relu_quantized  |  14.336 [-1.216, +0.032] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |       8       |  relu_quantized  |  14.336 [-1.120, +0.032] us |  14.336 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |      16       |  relu_quantized  |  16.256 [-2.016, +0.128] us |  14.336 [-0.128, +2.016] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |      32       |  relu_quantized  |  16.352 [-2.080, +0.032] us |  16.352 [-2.176, +0.032] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |      64       |  relu_quantized  |  16.352 [-2.080, +0.032] us |  14.368 [-0.128, +2.016] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |       1       |    tie_heavy     |  14.336 [-1.248, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |       2       |    tie_heavy     |  14.336 [-1.248, +0.032] us |  14.336 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |       4       |    tie_heavy     |  14.336 [-1.216, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |       8       |    tie_heavy     |  14.336 [-1.216, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |      16       |    tie_heavy     |  16.384 [-1.248, +0.000] us |  16.384 [-1.312, +0.032] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |      32       |    tie_heavy     |  16.384 [-1.216, +0.000] us |  16.384 [-1.312, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |      64       |    tie_heavy     |  16.384 [-1.216, +0.000] us |  16.384 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |       1       |    pivot_tie     |  16.384 [-1.216, +0.000] us |  16.384 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |       2       |    pivot_tie     |  16.384 [-1.248, +0.032] us |  16.384 [-1.344, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |       4       |    pivot_tie     |  16.384 [-1.248, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |       8       |    pivot_tie     |  16.352 [-1.216, +0.032] us |  16.384 [-1.344, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |      16       |    pivot_tie     |  18.432 [-1.184, +0.000] us |  18.432 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |   512   |      32       |    pivot_tie     |  18.432 [-0.128, +0.032] us |  18.432 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |         8192         |   512   |      64       |    pivot_tie     |  18.432 [-0.128, +0.032] us |  18.432 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |       1       |      random      |  12.288 [-0.128, +0.000] us |  12.288 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |       2       |      random      |  12.288 [-0.128, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |       4       |      random      |  12.288 [-0.128, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |       8       |      random      |  12.288 [-0.128, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |      16       |      random      |  14.336 [-0.128, +0.928] us |  14.336 [-0.192, +0.032] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |      32       |      random      |  14.336 [-0.160, +0.992] us |  14.336 [-0.192, +1.888] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |      64       |      random      |  16.384 [-2.048, +0.000] us |  16.384 [-2.080, +0.000] us |           |  🔵 SAME  |
|    F32     |         8192         |  1024   |       1       | quantized_random |  14.336 [-1.216, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |       2       | quantized_random |  14.336 [-1.248, +0.032] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |       4       | quantized_random |  14.336 [-1.152, +0.032] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |       8       | quantized_random |  14.336 [-1.152, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |      16       | quantized_random |  16.384 [-2.016, +0.000] us |  16.384 [-2.016, +0.000] us |           |  🔵 SAME  |
|    F32     |         8192         |  1024   |      32       | quantized_random |  16.384 [-1.248, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |      64       | quantized_random |  16.384 [-2.080, +0.000] us |  16.384 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |       1       |  relu_quantized  |  14.336 [-1.120, +0.032] us |  14.336 [-0.160, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |       2       |  relu_quantized  |  14.336 [-1.248, +0.032] us |  14.336 [-1.056, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |       4       |  relu_quantized  |  14.336 [-1.120, +0.032] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |       8       |  relu_quantized  |  14.336 [-1.120, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |      16       |  relu_quantized  |  16.384 [-2.016, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |      32       |  relu_quantized  |  16.384 [-1.248, +0.000] us |  16.384 [-2.016, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |      64       |  relu_quantized  |  16.384 [-2.080, +0.000] us |  16.352 [-2.080, +0.032] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |       1       |    tie_heavy     |  14.336 [-1.152, +0.032] us |  14.336 [-1.184, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |       2       |    tie_heavy     |  14.336 [-1.184, +0.032] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |       4       |    tie_heavy     |  14.336 [-1.088, +0.032] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |       8       |    tie_heavy     |  14.336 [-1.024, +0.032] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |      16       |    tie_heavy     |  16.384 [-1.248, +0.000] us |  16.384 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |      32       |    tie_heavy     |  16.384 [-1.248, +0.032] us |  16.384 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |      64       |    tie_heavy     |  16.384 [-1.248, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |       1       |    pivot_tie     |  16.384 [-1.248, +0.000] us |  16.384 [-1.408, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |       2       |    pivot_tie     |  16.384 [-1.184, +0.032] us |  16.384 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |       4       |    pivot_tie     |  16.384 [-1.248, +0.032] us |  16.384 [-1.152, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |       8       |    pivot_tie     |  16.384 [-1.216, +0.032] us |  16.384 [-1.344, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |      16       |    pivot_tie     |  18.432 [-1.184, +0.000] us |  18.432 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |      32       |    pivot_tie     |  18.432 [-0.128, +0.032] us |  18.432 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  1024   |      64       |    pivot_tie     |  18.432 [-0.128, +0.032] us |  18.432 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |       1       |      random      |  12.288 [-0.128, +0.032] us |  12.288 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |       2       |      random      |  12.288 [-0.160, +0.832] us |  12.288 [-0.192, +2.016] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |       4       |      random      |  12.288 [-0.160, +0.000] us |  12.288 [-0.192, +0.032] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |       8       |      random      |  13.312 [-1.120, +1.024] us |  14.208 [-2.112, +0.128] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |      16       |      random      |  16.352 [-2.080, +0.032] us |  14.464 [-0.224, +1.920] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |      32       |      random      |  16.384 [-2.112, +0.000] us |  16.256 [-2.016, +0.128] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |      64       |      random      |  16.384 [-2.048, +0.000] us |  16.384 [-2.080, +0.000] us |           |  🔵 SAME  |
|    F32     |         8192         |  2048   |       1       | quantized_random |  14.336 [-0.160, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |         8192         |  2048   |       2       | quantized_random |  14.336 [-0.160, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |       4       | quantized_random |  14.336 [-0.160, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |       8       | quantized_random |  14.336 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |      16       | quantized_random |  16.384 [-1.984, +0.000] us |  16.384 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |      32       | quantized_random |  16.384 [-1.216, +0.000] us |  16.384 [-1.056, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |      64       | quantized_random |  16.352 [-1.216, +0.032] us |  16.384 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |       1       |  relu_quantized  |  14.336 [-0.128, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |       2       |  relu_quantized  |  14.336 [-0.096, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |         8192         |  2048   |       4       |  relu_quantized  |  14.336 [-0.128, +0.000] us |  14.336 [-0.160, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |       8       |  relu_quantized  |  14.336 [-0.128, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |      16       |  relu_quantized  |  16.384 [-1.984, +0.000] us |  16.384 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |      32       |  relu_quantized  |  16.384 [-1.216, +0.000] us |  16.384 [-0.160, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |      64       |  relu_quantized  |  16.352 [-1.216, +0.032] us |  16.384 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |       1       |    tie_heavy     |  14.336 [-0.128, +0.032] us |  14.336 [-0.192, +0.000] us |           |  🔵 SAME  |
|    F32     |         8192         |  2048   |       2       |    tie_heavy     |  14.336 [-0.128, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |       4       |    tie_heavy     |  14.336 [-0.160, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |       8       |    tie_heavy     |  14.336 [-0.128, +0.096] us |  14.336 [-0.192, +0.032] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |      16       |    tie_heavy     |  16.384 [-1.216, +0.000] us |  16.384 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |      32       |    tie_heavy     |  16.384 [-1.152, +0.032] us |  16.384 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |      64       |    tie_heavy     |  16.384 [-1.280, +0.000] us |  16.384 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |       1       |    pivot_tie     |  16.384 [-1.216, +0.032] us |  16.384 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |       2       |    pivot_tie     |  16.384 [-1.088, +0.032] us |  16.384 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |       4       |    pivot_tie     |  16.384 [-1.184, +0.032] us |  16.384 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |       8       |    pivot_tie     |  16.384 [-0.160, +0.032] us |  16.384 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |      16       |    pivot_tie     |  18.432 [-1.216, +0.032] us |  18.432 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |         8192         |  2048   |      32       |    pivot_tie     |  18.432 [-0.128, +0.032] us |  18.400 [-0.192, +0.032] us |           |  🔵 SAME  |
|    F32     |         8192         |  2048   |      64       |    pivot_tie     |  18.432 [-0.128, +0.032] us |  18.432 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |   512   |       1       |      random      |  14.336 [-1.248, +0.032] us |  12.288 [-0.192, +0.000] us |  <= -6.5% |  🟢 FAST  |
|    F32     |        16384         |   512   |       2       |      random      |  14.336 [-1.248, +0.032] us |  12.288 [-0.224, +0.000] us |  <= -6.5% |  🟢 FAST  |
|    F32     |        16384         |   512   |       4       |      random      |  16.384 [-1.184, +0.000] us |  14.336 [-0.224, +0.000] us |  <= -6.0% |  🟢 FAST  |
|    F32     |        16384         |   512   |       8       |      random      |  16.384 [-1.184, +0.000] us |  14.336 [-0.192, +0.000] us |  <= -6.0% |  🟢 FAST  |
|    F32     |        16384         |   512   |      16       |      random      |  16.384 [-1.216, +0.000] us |  14.336 [-0.192, +0.000] us |  <= -5.8% |  🟢 FAST  |
|    F32     |        16384         |   512   |      32       |      random      |  18.432 [-1.248, +0.000] us |  16.384 [-0.192, +0.000] us |  <= -4.9% |  🟢 FAST  |
|    F32     |        16384         |   512   |      64       |      random      |  18.432 [-0.192, +0.000] us |  16.384 [-0.224, +0.000] us | <= -11.3% |  🟢 FAST  |
|    F32     |        16384         |   512   |       1       | quantized_random |  15.360 [-1.184, +1.024] us |  14.336 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |   512   |       2       | quantized_random |  16.384 [-2.080, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |   512   |       4       | quantized_random |  16.384 [-1.184, +0.000] us |  14.336 [-0.192, +0.000] us |  <= -6.0% |  🟢 FAST  |
|    F32     |        16384         |   512   |       8       | quantized_random |  16.384 [-0.192, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.9% |  🟢 FAST  |
|    F32     |        16384         |   512   |      16       | quantized_random |  16.384 [-0.160, +0.000] us |  14.336 [-0.224, +0.000] us | <= -13.2% |  🟢 FAST  |
|    F32     |        16384         |   512   |      32       | quantized_random |  18.432 [-1.184, +0.000] us |  16.384 [-0.192, +0.000] us |  <= -5.3% |  🟢 FAST  |
|    F32     |        16384         |   512   |      64       | quantized_random |  20.480 [-2.080, +0.000] us |  16.416 [-0.192, +1.984] us |           |  🤷 AMBG  |
|    F32     |        16384         |   512   |       1       |  relu_quantized  |  16.320 [-2.016, +0.064] us |  14.336 [-1.184, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |   512   |       2       |  relu_quantized  |  16.384 [-2.016, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |   512   |       4       |  relu_quantized  |  16.384 [-1.184, +0.000] us |  14.336 [+0.000, +0.000] us |  <= -6.0% |  🟢 FAST  |
|    F32     |        16384         |   512   |       8       |  relu_quantized  |  16.384 [-0.128, +0.032] us |  14.336 [-0.192, +0.000] us | <= -13.4% |  🟢 FAST  |
|    F32     |        16384         |   512   |      16       |  relu_quantized  |  16.384 [-0.160, +0.032] us |  14.336 [-0.224, +0.000] us | <= -13.2% |  🟢 FAST  |
|    F32     |        16384         |   512   |      32       |  relu_quantized  |  18.432 [-1.088, +0.032] us |  16.384 [-1.216, +0.000] us |  <= -5.9% |  🟢 FAST  |
|    F32     |        16384         |   512   |      64       |  relu_quantized  |  20.480 [-2.080, +0.032] us |  16.416 [-0.224, +2.016] us |           |  🤷 AMBG  |
|    F32     |        16384         |   512   |       1       |    tie_heavy     |  14.368 [-0.128, +1.984] us |  14.336 [-1.152, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |   512   |       2       |    tie_heavy     |  15.328 [-1.088, +1.056] us |  14.336 [-1.984, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |   512   |       4       |    tie_heavy     |  16.384 [-1.152, +0.032] us |  14.336 [-0.224, +0.000] us |  <= -6.2% |  🟢 FAST  |
|    F32     |        16384         |   512   |       8       |    tie_heavy     |  16.384 [-1.120, +0.032] us |  14.336 [-0.256, +0.000] us |  <= -6.5% |  🟢 FAST  |
|    F32     |        16384         |   512   |      16       |    tie_heavy     |  16.384 [-1.152, +0.032] us |  14.336 [-0.224, +0.000] us |  <= -6.2% |  🟢 FAST  |
|    F32     |        16384         |   512   |      32       |    tie_heavy     |  18.432 [-1.248, +0.000] us |  16.384 [-1.184, +0.000] us |  <= -4.9% |  🟢 FAST  |
|    F32     |        16384         |   512   |      64       |    tie_heavy     |  20.448 [-2.112, +0.032] us |  16.384 [-0.192, +0.096] us | <= -11.3% |  🟢 FAST  |
|    F32     |        16384         |   512   |       1       |    pivot_tie     |  16.384 [-1.216, +0.032] us |  14.336 [-0.224, +0.000] us |  <= -5.8% |  🟢 FAST  |
|    F32     |        16384         |   512   |       2       |    pivot_tie     |  16.384 [-0.128, +0.032] us |  14.336 [-0.192, +0.000] us | <= -13.4% |  🟢 FAST  |
|    F32     |        16384         |   512   |       4       |    pivot_tie     |  16.416 [-0.160, +1.952] us |  16.320 [-2.112, +0.064] us |           |  🤷 AMBG  |
|    F32     |        16384         |   512   |       8       |    pivot_tie     |  17.344 [-1.088, +1.088] us |  16.384 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |   512   |      16       |    pivot_tie     |  18.432 [-2.080, +0.032] us |  16.384 [-1.088, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |   512   |      32       |    pivot_tie     |  20.480 [-2.112, +0.000] us |  18.432 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |   512   |      64       |    pivot_tie     |  22.528 [-1.056, +0.000] us |  20.480 [-0.192, +0.000] us |  <= -4.8% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       1       |      random      |  14.336 [-1.504, +0.000] us |  12.288 [-0.192, +0.000] us |  <= -4.4% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       2       |      random      |  14.336 [-1.216, +0.000] us |  12.288 [-0.192, +0.000] us |  <= -6.8% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       4       |      random      |  14.336 [-0.160, +0.000] us |  12.288 [-0.192, +1.952] us |           |  🤷 AMBG  |
|    F32     |        16384         |  1024   |       8       |      random      |  16.384 [-2.080, +0.000] us |  14.336 [-1.024, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  1024   |      16       |      random      |  16.416 [-0.160, +1.984] us |  14.336 [-0.192, +2.048] us |           |  🤷 AMBG  |
|    F32     |        16384         |  1024   |      32       |      random      |  17.376 [-1.152, +1.056] us |  14.432 [-0.288, +1.952] us |           |  🤷 AMBG  |
|    F32     |        16384         |  1024   |      64       |      random      |  20.480 [-2.080, +0.000] us |  18.432 [-1.920, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  1024   |       1       | quantized_random |  16.320 [-2.080, +0.064] us |  14.336 [-1.184, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  1024   |       2       | quantized_random |  16.384 [-1.216, +0.032] us |  14.336 [-0.192, +0.000] us |  <= -5.8% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       4       | quantized_random |  16.384 [-1.216, +0.000] us |  14.336 [-0.224, +0.000] us |  <= -5.8% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       8       | quantized_random |  16.384 [-1.120, +0.000] us |  14.336 [-0.224, +0.000] us |  <= -6.5% |  🟢 FAST  |
|    F32     |        16384         |  1024   |      16       | quantized_random |  16.384 [-0.160, +0.992] us |  16.288 [-2.080, +0.096] us |           |  🤷 AMBG  |
|    F32     |        16384         |  1024   |      32       | quantized_random |  18.432 [-2.176, +0.000] us |  16.384 [-1.984, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  1024   |      64       | quantized_random |  20.480 [-1.024, +0.000] us |  20.480 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  1024   |       1       |  relu_quantized  |  16.352 [-2.144, +0.032] us |  14.336 [-1.120, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  1024   |       2       |  relu_quantized  |  16.384 [-2.016, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  1024   |       4       |  relu_quantized  |  16.384 [-1.184, +0.032] us |  14.336 [-0.192, +0.000] us |  <= -6.0% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       8       |  relu_quantized  |  16.384 [-1.248, +0.032] us |  14.336 [-0.160, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        16384         |  1024   |      16       |  relu_quantized  |  16.384 [-0.128, +0.960] us |  16.384 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  1024   |      32       |  relu_quantized  |  18.400 [-2.112, +0.032] us |  16.352 [-2.144, +0.032] us |           |  🤷 AMBG  |
|    F32     |        16384         |  1024   |      64       |  relu_quantized  |  20.480 [-1.024, +0.032] us |  20.480 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  1024   |       1       |    tie_heavy     |  14.368 [-0.128, +1.888] us |  14.336 [-1.280, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  1024   |       2       |    tie_heavy     |  15.328 [-1.088, +1.056] us |  14.336 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  1024   |       4       |    tie_heavy     |  16.384 [-1.216, +0.000] us |  14.336 [-0.192, +0.000] us |  <= -5.8% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       8       |    tie_heavy     |  16.384 [-1.184, +0.032] us |  14.336 [-0.224, +0.000] us |  <= -6.0% |  🟢 FAST  |
|    F32     |        16384         |  1024   |      16       |    tie_heavy     |  16.384 [-0.128, +0.064] us |  14.336 [-0.160, +0.032] us | <= -13.1% |  🟢 FAST  |
|    F32     |        16384         |  1024   |      32       |    tie_heavy     |  16.576 [-0.256, +1.856] us |  16.320 [-2.176, +0.064] us |           |  🤷 AMBG  |
|    F32     |        16384         |  1024   |      64       |    tie_heavy     |  20.480 [-1.216, +0.000] us |  20.448 [-2.112, +0.032] us |           |  🤷 AMBG  |
|    F32     |        16384         |  1024   |       1       |    pivot_tie     |  16.384 [-1.216, +0.032] us |  14.336 [-0.192, +0.000] us |  <= -5.8% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       2       |    pivot_tie     |  16.384 [-1.216, +0.032] us |  14.336 [-0.192, +0.000] us |  <= -5.8% |  🟢 FAST  |
|    F32     |        16384         |  1024   |       4       |    pivot_tie     |  16.384 [-0.096, +0.032] us |  16.352 [-2.048, +0.032] us |           |  🤷 AMBG  |
|    F32     |        16384         |  1024   |       8       |    pivot_tie     |  16.384 [-0.128, +0.896] us |  16.352 [-2.112, +0.032] us |           |  🤷 AMBG  |
|    F32     |        16384         |  1024   |      16       |    pivot_tie     |  18.432 [-0.128, +0.000] us |  16.384 [-0.192, +0.000] us | <= -11.7% |  🟢 FAST  |
|    F32     |        16384         |  1024   |      32       |    pivot_tie     |  18.432 [-0.128, +0.000] us |  16.384 [-0.192, +0.032] us | <= -11.5% |  🟢 FAST  |
|    F32     |        16384         |  1024   |      64       |    pivot_tie     |  22.528 [-0.128, +0.032] us |  22.528 [-0.192, +0.064] us |           |  🤷 AMBG  |
|    F32     |        16384         |  2048   |       1       |      random      |  14.304 [-2.112, +0.032] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  2048   |       2       |      random      |  14.336 [-2.016, +0.000] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  2048   |       4       |      random      |  14.336 [-0.128, +0.032] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  2048   |       8       |      random      |  16.352 [-2.112, +0.032] us |  14.336 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  2048   |      16       |      random      |  16.384 [-1.248, +0.000] us |  14.336 [-0.224, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      32       |      random      |  16.384 [-0.128, +0.160] us |  14.336 [-0.224, +0.000] us | <= -13.4% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      64       |      random      |  20.480 [-2.080, +0.032] us |  16.384 [-0.160, +0.000] us | <= -12.3% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       1       | quantized_random |  14.336 [-0.128, +0.000] us |  14.336 [-2.176, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  2048   |       2       | quantized_random |  14.336 [-0.096, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  2048   |       4       | quantized_random |  16.384 [-1.312, +0.000] us |  14.336 [-1.184, +0.000] us |  <= -5.1% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       8       | quantized_random |  16.384 [-1.248, +0.000] us |  14.336 [-0.192, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      16       | quantized_random |  16.384 [-0.160, +0.032] us |  14.336 [-0.192, +0.000] us | <= -13.2% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      32       | quantized_random |  18.432 [-2.144, +0.000] us |  16.384 [-2.144, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  2048   |      64       | quantized_random |  20.480 [-1.248, +0.000] us |  18.432 [-1.248, +0.000] us |  <= -4.3% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       1       |  relu_quantized  |  14.336 [-0.128, +0.032] us |  14.336 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  2048   |       2       |  relu_quantized  |  14.304 [-0.096, +0.064] us |  14.336 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  2048   |       4       |  relu_quantized  |  16.352 [-1.248, +0.032] us |  14.336 [-0.160, +0.000] us |  <= -5.4% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       8       |  relu_quantized  |  16.384 [-1.280, +0.000] us |  14.336 [-0.224, +0.000] us |  <= -5.4% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      16       |  relu_quantized  |  16.384 [-0.128, +0.032] us |  14.336 [-0.192, +0.000] us | <= -13.4% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      32       |  relu_quantized  |  18.432 [-2.080, +0.000] us |  16.384 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  2048   |      64       |  relu_quantized  |  20.448 [-1.952, +0.032] us |  18.432 [-1.184, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  2048   |       1       |    tie_heavy     |  14.336 [-0.128, +0.000] us |  14.336 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  2048   |       2       |    tie_heavy     |  14.336 [-0.128, +0.960] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  2048   |       4       |    tie_heavy     |  16.384 [-1.248, +0.000] us |  14.336 [-0.192, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       8       |    tie_heavy     |  16.384 [-1.216, +0.000] us |  14.336 [-0.160, +0.000] us |  <= -5.8% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      16       |    tie_heavy     |  16.384 [-1.088, +0.000] us |  14.336 [-0.192, +0.000] us |  <= -6.7% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      32       |    tie_heavy     |  18.432 [-2.080, +0.000] us |  16.384 [-2.176, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  2048   |      64       |    tie_heavy     |  20.480 [-1.248, +0.000] us |  18.432 [-0.192, +0.000] us |  <= -4.3% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       1       |    pivot_tie     |  16.384 [-2.048, +0.000] us |  14.336 [-1.280, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  2048   |       2       |    pivot_tie     |  16.352 [-2.144, +0.032] us |  14.336 [-1.280, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  2048   |       4       |    pivot_tie     |  16.384 [-1.184, +0.032] us |  14.336 [-0.224, +0.000] us |  <= -6.0% |  🟢 FAST  |
|    F32     |        16384         |  2048   |       8       |    pivot_tie     |  16.384 [-0.960, +0.000] us |  14.336 [-0.224, +0.000] us |  <= -7.6% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      16       |    pivot_tie     |  18.432 [-2.048, +0.000] us |  16.384 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |        16384         |  2048   |      32       |    pivot_tie     |  18.432 [-0.128, +0.032] us |  16.384 [-0.192, +0.000] us | <= -11.7% |  🟢 FAST  |
|    F32     |        16384         |  2048   |      64       |    pivot_tie     |  22.528 [-1.120, +0.032] us |  20.480 [-0.192, +0.000] us |  <= -4.5% |  🟢 FAST  |
|    F32     |        32768         |   512   |       1       |      random      |  12.288 [-1.184, +0.000] us |  10.240 [-0.160, +1.920] us |           |  🤷 AMBG  |
|    F32     |        32768         |   512   |       2       |      random      |  14.304 [-2.112, +0.032] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |   512   |       4       |      random      |  16.352 [-2.112, +0.032] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |   512   |       8       |      random      |  16.352 [-2.144, +0.032] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |   512   |      16       |      random      |  16.384 [-1.248, +0.000] us |  14.336 [-0.192, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        32768         |   512   |      32       |      random      |  18.432 [-1.088, +0.000] us |  16.384 [-0.192, +0.000] us |  <= -5.9% |  🟢 FAST  |
|    F32     |        32768         |   512   |      64       |      random      |  20.480 [-2.016, +0.000] us |  18.432 [-0.192, +2.016] us |           |  🤷 AMBG  |
|    F32     |        32768         |   512   |       1       | quantized_random |  12.288 [-1.152, +0.000] us |  10.272 [-0.192, +1.984] us |           |  🤷 AMBG  |
|    F32     |        32768         |   512   |       2       | quantized_random |  14.336 [-0.160, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |   512   |       4       | quantized_random |  16.352 [-2.144, +0.032] us |  14.336 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |   512   |       8       | quantized_random |  16.384 [-1.248, +0.000] us |  14.336 [-0.192, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        32768         |   512   |      16       | quantized_random |  18.432 [-2.112, +0.000] us |  16.320 [-2.176, +0.064] us |           |  🤷 AMBG  |
|    F32     |        32768         |   512   |      32       | quantized_random |  18.560 [-0.288, +1.920] us |  16.384 [-0.224, +0.000] us | <= -11.5% |  🟢 FAST  |
|    F32     |        32768         |   512   |      64       | quantized_random |  22.528 [-2.080, +0.000] us |  18.432 [-0.224, +2.048] us |           |  🤷 AMBG  |
|    F32     |        32768         |   512   |       1       |  relu_quantized  |  12.288 [-1.184, +0.000] us |  10.240 [-0.128, +0.064] us |  <= -7.8% |  🟢 FAST  |
|    F32     |        32768         |   512   |       2       |  relu_quantized  |  14.336 [-0.160, +0.000] us |  14.336 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |   512   |       4       |  relu_quantized  |  16.352 [-2.144, +0.032] us |  14.336 [-1.088, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |   512   |       8       |  relu_quantized  |  16.384 [-1.248, +0.000] us |  14.336 [-0.224, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        32768         |   512   |      16       |  relu_quantized  |  18.432 [-2.144, +0.000] us |  16.288 [-2.144, +0.096] us |           |  🤷 AMBG  |
|    F32     |        32768         |   512   |      32       |  relu_quantized  |  18.432 [-0.128, +2.048] us |  16.384 [-0.192, +0.000] us | <= -11.7% |  🟢 FAST  |
|    F32     |        32768         |   512   |      64       |  relu_quantized  |  22.528 [-1.120, +0.000] us |  18.432 [-0.224, +2.016] us |  <= -4.7% |  🟢 FAST  |
|    F32     |        32768         |   512   |       1       |    tie_heavy     |  14.336 [-0.128, +0.000] us |  14.336 [-1.024, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |   512   |       2       |    tie_heavy     |  14.336 [-0.160, +0.032] us |  14.336 [-2.016, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |   512   |       4       |    tie_heavy     |  16.384 [-1.248, +0.000] us |  14.336 [-0.224, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        32768         |   512   |       8       |    tie_heavy     |  16.384 [-1.088, +0.032] us |  14.336 [-0.192, +0.000] us |  <= -6.7% |  🟢 FAST  |
|    F32     |        32768         |   512   |      16       |    tie_heavy     |  18.400 [-2.080, +0.032] us |  16.288 [-2.144, +0.096] us |           |  🤷 AMBG  |
|    F32     |        32768         |   512   |      32       |    tie_heavy     |  20.448 [-2.144, +0.032] us |  16.384 [-0.160, +0.032] us | <= -11.5% |  🟢 FAST  |
|    F32     |        32768         |   512   |      64       |    tie_heavy     |  22.528 [-0.192, +0.160] us |  20.480 [-0.192, +0.000] us |  <= -9.1% |  🟢 FAST  |
|    F32     |        32768         |   512   |       1       |    pivot_tie     |  16.384 [-1.280, +0.000] us |  14.336 [-0.224, +0.000] us |  <= -5.4% |  🟢 FAST  |
|    F32     |        32768         |   512   |       2       |    pivot_tie     |  16.384 [-1.216, +0.000] us |  14.336 [-0.224, +0.000] us |  <= -5.8% |  🟢 FAST  |
|    F32     |        32768         |   512   |       4       |    pivot_tie     |  16.384 [-0.224, +0.000] us |  14.336 [-0.224, +0.000] us | <= -12.7% |  🟢 FAST  |
|    F32     |        32768         |   512   |       8       |    pivot_tie     |  18.304 [-2.048, +0.128] us |  16.384 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |   512   |      16       |    pivot_tie     |  18.432 [-0.160, +0.032] us |  18.400 [-2.176, +0.032] us |           |  🤷 AMBG  |
|    F32     |        32768         |   512   |      32       |    pivot_tie     |  22.528 [-2.144, +0.000] us |  20.480 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |   512   |      64       |    pivot_tie     |  26.624 [-0.160, +0.032] us |  24.576 [-0.192, +0.000] us |  <= -7.7% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       1       |      random      |  12.320 [-0.128, +1.952] us |  12.288 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |  1024   |       2       |      random      |  14.336 [-2.048, +0.000] us |  12.288 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |  1024   |       4       |      random      |  14.336 [-0.128, +0.000] us |  12.288 [-0.192, +0.032] us | <= -15.3% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       8       |      random      |  14.336 [-0.160, +0.000] us |  14.336 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |  1024   |      16       |      random      |  16.384 [-0.128, +0.064] us |  14.336 [-0.192, +0.000] us | <= -13.4% |  🟢 FAST  |
|    F32     |        32768         |  1024   |      32       |      random      |  20.480 [-2.112, +0.000] us |  16.384 [-0.192, +0.000] us | <= -12.1% |  🟢 FAST  |
|    F32     |        32768         |  1024   |      64       |      random      |  20.480 [-0.160, +0.032] us |  18.432 [-0.192, +0.000] us | <= -10.2% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       1       | quantized_random |  14.336 [-0.160, +0.000] us |  12.288 [-0.160, +0.032] us | <= -15.1% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       2       | quantized_random |  14.336 [-0.160, +0.000] us |  14.336 [-0.192, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |  1024   |       4       | quantized_random |  16.384 [-1.216, +0.000] us |  14.336 [-0.160, +0.000] us |  <= -5.8% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       8       | quantized_random |  16.384 [-1.184, +0.000] us |  14.336 [-0.224, +0.000] us |  <= -6.0% |  🟢 FAST  |
|    F32     |        32768         |  1024   |      16       | quantized_random |  18.432 [-2.048, +0.000] us |  16.384 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |  1024   |      32       | quantized_random |  20.480 [-1.120, +0.032] us |  16.384 [-0.224, +0.000] us | <= -18.2% |  🟢 FAST  |
|    F32     |        32768         |  1024   |      64       | quantized_random |  22.528 [-0.992, +0.032] us |  20.480 [-0.192, +0.000] us |  <= -5.2% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       1       |  relu_quantized  |  14.336 [-1.056, +0.000] us |  12.288 [-0.224, +0.032] us |  <= -7.8% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       2       |  relu_quantized  |  14.336 [-0.128, +0.000] us |  14.336 [-0.224, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |  1024   |       4       |  relu_quantized  |  16.384 [-1.248, +0.000] us |  14.336 [-0.224, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       8       |  relu_quantized  |  16.384 [-1.248, +0.032] us |  14.336 [-0.192, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        32768         |  1024   |      16       |  relu_quantized  |  18.432 [-2.016, +0.000] us |  16.384 [-1.152, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |  1024   |      32       |  relu_quantized  |  20.480 [-1.024, +0.000] us |  16.384 [-0.224, +0.000] us | <= -18.7% |  🟢 FAST  |
|    F32     |        32768         |  1024   |      64       |  relu_quantized  |  22.528 [-1.024, +0.032] us |  20.480 [-0.224, +0.000] us |  <= -5.0% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       1       |    tie_heavy     |  14.336 [-0.128, +0.032] us |  12.288 [-0.192, +0.000] us | <= -15.6% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       2       |    tie_heavy     |  14.336 [-0.128, +0.000] us |  14.336 [-2.016, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |  1024   |       4       |    tie_heavy     |  16.384 [-1.216, +0.032] us |  14.336 [-0.192, +0.000] us |  <= -5.8% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       8       |    tie_heavy     |  16.384 [-1.184, +0.000] us |  14.336 [-0.224, +0.000] us |  <= -6.0% |  🟢 FAST  |
|    F32     |        32768         |  1024   |      16       |    tie_heavy     |  18.432 [-2.144, +0.000] us |  16.384 [-2.240, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |  1024   |      32       |    tie_heavy     |  20.480 [-2.144, +0.000] us |  18.336 [-2.176, +0.096] us |           |  🤷 AMBG  |
|    F32     |        32768         |  1024   |      64       |    tie_heavy     |  22.528 [-0.128, +0.864] us |  20.480 [-0.224, +0.000] us |  <= -9.4% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       1       |    pivot_tie     |  14.336 [-0.096, +0.832] us |  14.336 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |  1024   |       2       |    pivot_tie     |  15.200 [-0.960, +1.184] us |  14.336 [-0.192, +0.032] us |           |  🤷 AMBG  |
|    F32     |        32768         |  1024   |       4       |    pivot_tie     |  16.384 [-0.128, +0.032] us |  14.336 [-0.192, +0.032] us | <= -13.1% |  🟢 FAST  |
|    F32     |        32768         |  1024   |       8       |    pivot_tie     |  16.384 [-0.128, +0.064] us |  14.464 [-0.320, +1.920] us |           |  🤷 AMBG  |
|    F32     |        32768         |  1024   |      16       |    pivot_tie     |  18.464 [-0.128, +1.984] us |  18.432 [-1.280, +0.032] us |           |  🤷 AMBG  |
|    F32     |        32768         |  1024   |      32       |    pivot_tie     |  22.528 [-1.120, +0.000] us |  20.480 [-1.248, +0.000] us |  <= -4.5% |  🟢 FAST  |
|    F32     |        32768         |  1024   |      64       |    pivot_tie     |  28.608 [-2.048, +0.064] us |  24.576 [-0.192, +0.000] us |  <= -8.1% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       1       |      random      |  14.336 [-1.088, +0.032] us |  12.288 [-0.224, +0.096] us |  <= -7.0% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       2       |      random      |  14.336 [-0.096, +0.032] us |  12.288 [-0.160, +0.032] us | <= -15.6% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       4       |      random      |  14.336 [-0.160, +0.032] us |  14.240 [-2.080, +0.096] us |           |  🤷 AMBG  |
|    F32     |        32768         |  2048   |       8       |      random      |  16.384 [-2.080, +0.000] us |  14.336 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |  2048   |      16       |      random      |  16.384 [-1.024, +0.032] us |  14.336 [-0.192, +0.000] us |  <= -7.1% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      32       |      random      |  18.432 [-0.128, +0.128] us |  16.352 [-2.144, +0.032] us | <= -11.7% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      64       |      random      |  20.512 [-0.160, +1.984] us |  18.432 [-0.224, +0.000] us | <= -10.4% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       1       | quantized_random |  14.336 [-0.128, +0.000] us |  12.288 [-0.192, +0.032] us | <= -15.3% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       2       | quantized_random |  14.336 [-0.160, +0.000] us |  12.288 [-0.128, +0.096] us | <= -14.5% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       4       | quantized_random |  14.432 [-0.224, +1.952] us |  14.336 [-2.016, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |  2048   |       8       | quantized_random |  16.384 [-1.216, +0.000] us |  14.336 [-0.224, +0.000] us |  <= -5.8% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      16       | quantized_random |  17.280 [-1.024, +1.152] us |  14.400 [-0.224, +1.984] us |           |  🤷 AMBG  |
|    F32     |        32768         |  2048   |      32       | quantized_random |  20.480 [-1.088, +0.032] us |  16.384 [-0.192, +0.032] us | <= -18.1% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      64       | quantized_random |  22.560 [-0.160, +1.984] us |  20.480 [-0.224, +0.000] us |  <= -9.4% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       1       |  relu_quantized  |  14.336 [-0.992, +0.032] us |  12.288 [-0.160, +0.128] us |  <= -7.5% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       2       |  relu_quantized  |  14.336 [-0.096, +0.000] us |  12.288 [-0.160, +0.064] us | <= -15.3% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       4       |  relu_quantized  |  14.400 [-0.128, +1.952] us |  14.336 [-2.016, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |  2048   |       8       |  relu_quantized  |  16.384 [-1.184, +0.000] us |  14.336 [-0.224, +0.000] us |  <= -6.0% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      16       |  relu_quantized  |  17.408 [-1.152, +1.024] us |  14.400 [-0.256, +1.984] us |           |  🤷 AMBG  |
|    F32     |        32768         |  2048   |      32       |  relu_quantized  |  20.480 [-1.216, +0.000] us |  16.384 [-0.224, +0.032] us | <= -17.3% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      64       |  relu_quantized  |  22.560 [-0.160, +1.952] us |  20.480 [-0.224, +0.000] us |  <= -9.4% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       1       |    tie_heavy     |  14.336 [-0.096, +0.000] us |  12.288 [-0.192, +0.192] us | <= -14.1% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       2       |    tie_heavy     |  14.336 [-0.128, +0.000] us |  12.288 [-0.160, +1.984] us |           |  🤷 AMBG  |
|    F32     |        32768         |  2048   |       4       |    tie_heavy     |  16.352 [-2.048, +0.032] us |  14.336 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |  2048   |       8       |    tie_heavy     |  16.384 [-1.248, +0.000] us |  14.336 [-0.192, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      16       |    tie_heavy     |  18.400 [-2.144, +0.032] us |  16.352 [-2.080, +0.032] us |           |  🤷 AMBG  |
|    F32     |        32768         |  2048   |      32       |    tie_heavy     |  20.480 [-0.160, +0.000] us |  18.336 [-2.080, +0.096] us | <= -10.2% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      64       |    tie_heavy     |  23.552 [-1.120, +1.024] us |  20.480 [-1.248, +0.000] us |  <= -9.5% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       1       |    pivot_tie     |  14.336 [-0.128, +0.000] us |  14.336 [-1.216, +0.032] us |           |  🤷 AMBG  |
|    F32     |        32768         |  2048   |       2       |    pivot_tie     |  14.336 [-0.128, +0.160] us |  14.336 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |        32768         |  2048   |       4       |    pivot_tie     |  16.352 [-1.216, +0.032] us |  14.336 [-1.120, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        32768         |  2048   |       8       |    pivot_tie     |  16.384 [-0.160, +0.032] us |  16.352 [-2.112, +0.032] us |           |  🤷 AMBG  |
|    F32     |        32768         |  2048   |      16       |    pivot_tie     |  18.432 [-0.128, +0.000] us |  16.416 [-0.192, +1.984] us |           |  🤷 AMBG  |
|    F32     |        32768         |  2048   |      32       |    pivot_tie     |  22.528 [-0.128, +0.000] us |  20.480 [-1.248, +0.032] us |  <= -9.2% |  🟢 FAST  |
|    F32     |        32768         |  2048   |      64       |    pivot_tie     |  26.624 [-0.128, +0.992] us |  26.624 [-2.016, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |   512   |       1       |      random      |  14.336 [-2.016, +0.000] us |  12.288 [-0.128, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |   512   |       2       |      random      |  14.336 [-2.016, +0.000] us |  12.288 [-0.128, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |   512   |       4       |      random      |  14.336 [-1.216, +0.000] us |  12.288 [-0.160, +0.032] us |  <= -6.5% |  🟢 FAST  |
|    F32     |        65536         |   512   |       8       |      random      |  16.384 [-2.016, +0.000] us |  14.336 [-1.152, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |   512   |      16       |      random      |  18.432 [-1.344, +0.000] us |  16.384 [-1.120, +0.000] us |  <= -4.3% |  🟢 FAST  |
|    F32     |        65536         |   512   |      32       |      random      |  20.480 [-1.216, +0.000] us |  18.432 [-1.152, +0.000] us |  <= -4.5% |  🟢 FAST  |
|    F32     |        65536         |   512   |      64       |      random      |  24.416 [-2.016, +0.160] us |  22.528 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |   512   |       1       | quantized_random |  14.336 [-0.128, +1.952] us |  14.336 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |   512   |       2       | quantized_random |  14.336 [-0.128, +0.128] us |  14.336 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |   512   |       4       | quantized_random |  16.384 [-2.112, +0.000] us |  14.336 [-1.152, +0.032] us |           |  🤷 AMBG  |
|    F32     |        65536         |   512   |       8       | quantized_random |  16.384 [-1.248, +0.000] us |  14.336 [-0.128, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        65536         |   512   |      16       | quantized_random |  20.480 [-1.248, +0.000] us |  18.432 [-1.216, +0.000] us |  <= -4.3% |  🟢 FAST  |
|    F32     |        65536         |   512   |      32       | quantized_random |  22.528 [-2.176, +0.000] us |  20.480 [-2.048, +0.032] us |           |  🤷 AMBG  |
|    F32     |        65536         |   512   |      64       | quantized_random |  26.624 [-1.216, +0.000] us |  22.528 [-0.096, +0.032] us | <= -12.6% |  🟢 FAST  |
|    F32     |        65536         |   512   |       1       |  relu_quantized  |  14.336 [-0.128, +0.832] us |  14.336 [-1.248, +0.032] us |           |  🤷 AMBG  |
|    F32     |        65536         |   512   |       2       |  relu_quantized  |  14.368 [-0.160, +1.984] us |  14.336 [-1.280, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |   512   |       4       |  relu_quantized  |  16.384 [-2.080, +0.000] us |  14.336 [-1.152, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |   512   |       8       |  relu_quantized  |  16.384 [-1.536, +0.000] us |  14.336 [-0.128, +0.032] us |  <= -3.3% |  🟢 FAST  |
|    F32     |        65536         |   512   |      16       |  relu_quantized  |  20.480 [-2.080, +0.032] us |  18.432 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |   512   |      32       |  relu_quantized  |  22.496 [-2.080, +0.032] us |  20.480 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |   512   |      64       |  relu_quantized  |  26.624 [-2.048, +0.032] us |  22.528 [-0.160, +0.000] us |  <= -9.1% |  🟢 FAST  |
|    F32     |        65536         |   512   |       1       |    tie_heavy     |  16.384 [-1.248, +0.000] us |  14.336 [-0.192, +0.032] us |  <= -5.3% |  🟢 FAST  |
|    F32     |        65536         |   512   |       2       |    tie_heavy     |  16.384 [-2.080, +0.000] us |  14.336 [-1.056, +0.032] us |           |  🤷 AMBG  |
|    F32     |        65536         |   512   |       4       |    tie_heavy     |  16.384 [-1.216, +0.000] us |  14.336 [-0.096, +0.000] us |  <= -5.8% |  🟢 FAST  |
|    F32     |        65536         |   512   |       8       |    tie_heavy     |  16.384 [-1.184, +0.000] us |  14.336 [-0.128, +0.032] us |  <= -5.8% |  🟢 FAST  |
|    F32     |        65536         |   512   |      16       |    tie_heavy     |  20.480 [-0.128, +0.032] us |  18.432 [-0.064, +0.160] us |  <= -9.5% |  🟢 FAST  |
|    F32     |        65536         |   512   |      32       |    tie_heavy     |  22.560 [-1.152, +1.984] us |  22.528 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |   512   |      64       |    tie_heavy     |  28.608 [-2.080, +0.064] us |  26.624 [-0.160, +0.032] us |           |  🤷 AMBG  |
|    F32     |        65536         |   512   |       1       |    pivot_tie     |  16.384 [-1.184, +0.000] us |  14.336 [-0.160, +0.032] us |  <= -5.8% |  🟢 FAST  |
|    F32     |        65536         |   512   |       2       |    pivot_tie     |  16.384 [-1.216, +0.032] us |  14.336 [-0.128, +0.032] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        65536         |   512   |       4       |    pivot_tie     |  16.384 [-0.128, +0.032] us |  14.336 [-0.128, +0.928] us |  <= -6.5% |  🟢 FAST  |
|    F32     |        65536         |   512   |       8       |    pivot_tie     |  18.432 [-1.216, +0.000] us |  16.384 [-0.960, +0.000] us |  <= -5.1% |  🟢 FAST  |
|    F32     |        65536         |   512   |      16       |    pivot_tie     |  24.576 [-2.112, +0.000] us |  22.528 [-1.120, +0.032] us |           |  🤷 AMBG  |
|    F32     |        65536         |   512   |      32       |    pivot_tie     |  26.624 [-0.096, +0.896] us |  26.624 [-0.096, +0.064] us |           |  🔵 SAME  |
|    F32     |        65536         |   512   |      64       |    pivot_tie     |  36.864 [-1.216, +0.032] us |  34.816 [-1.184, +0.032] us |  <= -2.3% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       1       |      random      |  14.336 [-1.248, +0.000] us |  12.288 [-0.128, +0.000] us |  <= -6.5% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       2       |      random      |  16.352 [-2.080, +0.032] us |  14.336 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |  1024   |       4       |      random      |  16.384 [-1.248, +0.000] us |  14.336 [-0.128, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       8       |      random      |  16.384 [-1.248, +0.032] us |  14.336 [-1.120, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        65536         |  1024   |      16       |      random      |  18.432 [-0.160, +0.000] us |  18.400 [-1.312, +0.032] us |           |  🤷 AMBG  |
|    F32     |        65536         |  1024   |      32       |      random      |  20.480 [-0.192, +0.064] us |  20.608 [-0.256, +1.888] us |           |  🤷 AMBG  |
|    F32     |        65536         |  1024   |      64       |      random      |  24.768 [-0.384, +1.856] us |  24.576 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |  1024   |       1       | quantized_random |  16.384 [-2.048, +0.000] us |  14.336 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |  1024   |       2       | quantized_random |  16.352 [-2.080, +0.032] us |  14.336 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |  1024   |       4       | quantized_random |  16.384 [-1.056, +0.000] us |  14.336 [-0.160, +0.000] us |  <= -6.9% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       8       | quantized_random |  16.384 [-0.192, +0.000] us |  16.384 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |  1024   |      16       | quantized_random |  20.448 [-2.144, +0.032] us |  18.432 [-0.096, +0.032] us |           |  🤷 AMBG  |
|    F32     |        65536         |  1024   |      32       | quantized_random |  22.528 [-0.192, +0.000] us |  22.528 [-1.184, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |  1024   |      64       | quantized_random |  26.624 [-0.160, +0.032] us |  24.608 [-0.128, +1.984] us |           |  🤷 AMBG  |
|    F32     |        65536         |  1024   |       1       |  relu_quantized  |  16.352 [-2.144, +0.032] us |  14.336 [-1.184, +0.032] us |           |  🤷 AMBG  |
|    F32     |        65536         |  1024   |       2       |  relu_quantized  |  16.384 [-1.216, +0.000] us |  14.336 [-1.120, +0.032] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       4       |  relu_quantized  |  16.384 [-1.184, +0.000] us |  14.336 [-0.992, +0.032] us |  <= -5.8% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       8       |  relu_quantized  |  16.384 [-0.192, +0.032] us |  16.384 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |  1024   |      16       |  relu_quantized  |  20.480 [-2.176, +0.000] us |  18.432 [-0.128, +0.032] us |           |  🤷 AMBG  |
|    F32     |        65536         |  1024   |      32       |  relu_quantized  |  22.528 [-0.224, +0.000] us |  22.528 [-1.152, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |  1024   |      64       |  relu_quantized  |  26.624 [-0.160, +0.032] us |  24.608 [-0.128, +1.984] us |           |  🤷 AMBG  |
|    F32     |        65536         |  1024   |       1       |    tie_heavy     |  14.336 [-0.128, +0.096] us |  14.336 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |  1024   |       2       |    tie_heavy     |  15.360 [-1.184, +1.024] us |  14.336 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |  1024   |       4       |    tie_heavy     |  16.384 [-1.216, +0.032] us |  14.336 [-1.248, +0.032] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       8       |    tie_heavy     |  16.384 [-0.128, +0.032] us |  15.200 [-0.960, +1.184] us |           |  🤷 AMBG  |
|    F32     |        65536         |  1024   |      16       |    tie_heavy     |  20.480 [-2.112, +0.000] us |  19.424 [-1.152, +1.056] us |           |  🤷 AMBG  |
|    F32     |        65536         |  1024   |      32       |    tie_heavy     |  22.528 [-0.128, +0.032] us |  22.528 [-1.120, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |  1024   |      64       |    tie_heavy     |  28.672 [-2.080, +0.000] us |  26.592 [-2.144, +0.032] us |           |  🤷 AMBG  |
|    F32     |        65536         |  1024   |       1       |    pivot_tie     |  16.384 [-1.216, +0.000] us |  14.336 [-0.192, +0.000] us |  <= -5.8% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       2       |    pivot_tie     |  16.384 [-1.216, +0.000] us |  14.336 [-0.128, +0.000] us |  <= -5.8% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       4       |    pivot_tie     |  16.384 [-0.160, +0.032] us |  14.336 [-0.128, +1.024] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        65536         |  1024   |       8       |    pivot_tie     |  18.432 [-0.096, +0.000] us |  16.384 [-0.128, +0.032] us | <= -11.7% |  🟢 FAST  |
|    F32     |        65536         |  1024   |      16       |    pivot_tie     |  22.528 [-0.128, +0.032] us |  22.528 [-0.128, +0.032] us |           |  🔵 SAME  |
|    F32     |        65536         |  1024   |      32       |    pivot_tie     |  28.672 [-1.280, +0.000] us |  28.672 [-1.248, +0.000] us |           |  🔵 SAME  |
|    F32     |        65536         |  1024   |      64       |    pivot_tie     |  38.912 [-1.184, +0.032] us |  34.816 [-0.160, +0.032] us |  <= -8.3% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       1       |      random      |  14.336 [-1.216, +0.032] us |  12.288 [-0.128, +0.000] us |  <= -6.8% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       2       |      random      |  14.336 [-1.184, +0.000] us |  12.288 [-0.128, +0.000] us |  <= -7.0% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       4       |      random      |  14.336 [-0.160, +0.000] us |  12.288 [-0.128, +0.064] us | <= -14.8% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       8       |      random      |  16.384 [-2.080, +0.000] us |  14.336 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |  2048   |      16       |      random      |  18.400 [-0.096, +0.032] us |  16.384 [-0.160, +0.032] us | <= -11.5% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      32       |      random      |  20.480 [-0.960, +0.032] us |  18.432 [-0.096, +0.000] us |  <= -5.9% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      64       |      random      |  26.624 [-0.128, +0.032] us |  24.608 [-0.128, +0.992] us |  <= -3.5% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       1       | quantized_random |  16.352 [-2.112, +0.032] us |  14.336 [-1.216, +0.032] us |           |  🤷 AMBG  |
|    F32     |        65536         |  2048   |       2       | quantized_random |  16.384 [-1.216, +0.000] us |  14.336 [-1.216, +0.000] us |  <= -5.8% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       4       | quantized_random |  16.384 [-1.216, +0.000] us |  14.336 [-1.216, +0.032] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       8       | quantized_random |  16.384 [-0.128, +0.992] us |  16.384 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |  2048   |      16       | quantized_random |  20.480 [-0.992, +0.000] us |  18.432 [-1.152, +0.000] us |  <= -5.7% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      32       | quantized_random |  22.528 [-0.128, +0.032] us |  20.480 [-0.960, +0.000] us |  <= -9.4% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      64       | quantized_random |  28.672 [-1.152, +0.000] us |  26.624 [-0.160, +2.016] us |           |  🤷 AMBG  |
|    F32     |        65536         |  2048   |       1       |  relu_quantized  |  16.352 [-2.112, +0.032] us |  14.336 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |  2048   |       2       |  relu_quantized  |  16.384 [-1.248, +0.000] us |  14.336 [-1.216, +0.032] us |  <= -5.3% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       4       |  relu_quantized  |  16.384 [-1.248, +0.032] us |  14.336 [-1.184, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       8       |  relu_quantized  |  16.384 [-0.128, +0.960] us |  16.384 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |  2048   |      16       |  relu_quantized  |  20.480 [-1.024, +0.032] us |  18.432 [-1.056, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      32       |  relu_quantized  |  22.528 [-0.128, +0.032] us |  20.480 [-0.160, +0.032] us |  <= -9.2% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      64       |  relu_quantized  |  28.672 [-1.056, +0.032] us |  26.656 [-0.128, +1.984] us |           |  🤷 AMBG  |
|    F32     |        65536         |  2048   |       1       |    tie_heavy     |  14.368 [-0.192, +1.984] us |  14.304 [-2.080, +0.032] us |           |  🤷 AMBG  |
|    F32     |        65536         |  2048   |       2       |    tie_heavy     |  14.368 [-0.128, +1.984] us |  14.336 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |        65536         |  2048   |       4       |    tie_heavy     |  16.384 [-1.248, +0.032] us |  14.336 [-1.216, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       8       |    tie_heavy     |  16.384 [-0.128, +0.032] us |  14.336 [-0.128, +0.064] us | <= -12.9% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      16       |    tie_heavy     |  20.480 [-1.184, +0.000] us |  18.432 [-1.184, +0.032] us |  <= -4.5% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      32       |    tie_heavy     |  22.528 [-0.096, +0.000] us |  20.480 [-1.024, +0.000] us |  <= -9.5% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      64       |    tie_heavy     |  28.672 [-1.248, +0.032] us |  26.624 [-0.128, +0.256] us |  <= -2.0% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       1       |    pivot_tie     |  16.384 [-1.376, +0.032] us |  14.336 [-0.128, +0.000] us |  <= -4.7% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       2       |    pivot_tie     |  16.384 [-1.120, +0.032] us |  14.336 [-0.128, +0.000] us |  <= -6.5% |  🟢 FAST  |
|    F32     |        65536         |  2048   |       4       |    pivot_tie     |  16.384 [-0.128, +0.032] us |  14.432 [-0.224, +1.920] us |           |  🤷 AMBG  |
|    F32     |        65536         |  2048   |       8       |    pivot_tie     |  18.432 [-0.128, +0.000] us |  16.384 [-0.160, +0.032] us | <= -11.5% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      16       |    pivot_tie     |  24.512 [-2.080, +0.064] us |  22.528 [-1.344, +0.032] us |           |  🤷 AMBG  |
|    F32     |        65536         |  2048   |      32       |    pivot_tie     |  28.672 [-0.992, +0.000] us |  26.624 [-0.096, +0.064] us |  <= -3.7% |  🟢 FAST  |
|    F32     |        65536         |  2048   |      64       |    pivot_tie     |  40.960 [-2.080, +0.000] us |  38.912 [-1.344, +0.032] us |           |  🤷 AMBG  |
|    F32     |        131072        |   512   |       1       |      random      |  14.336 [-0.192, +0.000] us |  14.272 [-2.080, +0.064] us |           |  🤷 AMBG  |
|    F32     |        131072        |   512   |       2       |      random      |  14.336 [-0.160, +0.032] us |  14.304 [-2.176, +0.032] us |           |  🤷 AMBG  |
|    F32     |        131072        |   512   |       4       |      random      |  18.368 [-2.144, +0.064] us |  16.384 [-1.280, +0.000] us |           |  🤷 AMBG  |
|    F32     |        131072        |   512   |       8       |      random      |  18.432 [-0.192, +0.000] us |  16.384 [-0.128, +0.032] us | <= -11.1% |  🟢 FAST  |
|    F32     |        131072        |   512   |      16       |      random      |  22.528 [-2.048, +0.000] us |  20.480 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |        131072        |   512   |      32       |      random      |  24.576 [-0.224, +0.000] us |  22.528 [-0.160, +0.000] us |  <= -8.1% |  🟢 FAST  |
|    F32     |        131072        |   512   |      64       |      random      |  40.960 [-2.208, +2.016] us |  36.832 [-3.072, +0.032] us |  <= -5.1% |  🟢 FAST  |
|    F32     |        131072        |   512   |       1       | quantized_random |  16.384 [-0.256, +0.000] us |  14.336 [-0.128, +0.000] us | <= -12.5% |  🟢 FAST  |
|    F32     |        131072        |   512   |       2       | quantized_random |  16.384 [-0.224, +0.000] us |  14.336 [-0.128, +0.064] us | <= -12.2% |  🟢 FAST  |
|    F32     |        131072        |   512   |       4       | quantized_random |  18.336 [-2.144, +0.096] us |  16.384 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |        131072        |   512   |       8       | quantized_random |  18.432 [-0.192, +0.000] us |  16.448 [-0.192, +1.952] us |           |  🤷 AMBG  |
|    F32     |        131072        |   512   |      16       | quantized_random |  22.528 [-0.192, +0.000] us |  20.480 [-0.128, +0.000] us |  <= -9.1% |  🟢 FAST  |
|    F32     |        131072        |   512   |      32       | quantized_random |  26.656 [-0.224, +2.016] us |  24.576 [-0.128, +0.832] us |  <= -4.0% |  🟢 FAST  |
|    F32     |        131072        |   512   |      64       | quantized_random |  43.008 [-2.144, +0.000] us |  38.912 [-2.144, +0.000] us |  <= -5.0% |  🟢 FAST  |
|    F32     |        131072        |   512   |       1       |  relu_quantized  |  16.384 [-0.192, +0.000] us |  14.336 [-0.128, +0.032] us | <= -12.7% |  🟢 FAST  |
|    F32     |        131072        |   512   |       2       |  relu_quantized  |  16.384 [-0.224, +0.000] us |  14.336 [-0.128, +0.064] us | <= -12.2% |  🟢 FAST  |
|    F32     |        131072        |   512   |       4       |  relu_quantized  |  18.368 [-2.144, +0.064] us |  16.384 [-2.016, +0.000] us |           |  🤷 AMBG  |
|    F32     |        131072        |   512   |       8       |  relu_quantized  |  18.432 [-0.192, +0.000] us |  16.384 [-0.160, +1.984] us |           |  🤷 AMBG  |
|    F32     |        131072        |   512   |      16       |  relu_quantized  |  22.528 [-0.192, +0.000] us |  20.480 [-0.160, +0.000] us |  <= -9.1% |  🟢 FAST  |
|    F32     |        131072        |   512   |      32       |  relu_quantized  |  26.656 [-0.160, +2.016] us |  24.576 [-0.160, +0.864] us |  <= -4.2% |  🟢 FAST  |
|    F32     |        131072        |   512   |      64       |  relu_quantized  |  43.008 [-2.176, +0.032] us |  38.912 [-2.112, +0.000] us |  <= -4.9% |  🟢 FAST  |
|    F32     |        131072        |   512   |       1       |    tie_heavy     |  18.400 [-2.144, +0.032] us |  16.384 [-1.600, +0.000] us |           |  🤷 AMBG  |
|    F32     |        131072        |   512   |       2       |    tie_heavy     |  18.400 [-2.080, +0.032] us |  16.384 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |        131072        |   512   |       4       |    tie_heavy     |  18.432 [-1.248, +0.000] us |  16.384 [-0.128, +0.032] us |  <= -4.7% |  🟢 FAST  |
|    F32     |        131072        |   512   |       8       |    tie_heavy     |  20.448 [-2.144, +0.032] us |  18.432 [-1.184, +0.000] us |           |  🤷 AMBG  |
|    F32     |        131072        |   512   |      16       |    tie_heavy     |  24.576 [-0.128, +0.000] us |  23.488 [-1.056, +1.088] us |           |  🤷 AMBG  |
|    F32     |        131072        |   512   |      32       |    tie_heavy     |  32.768 [-1.216, +0.000] us |  30.720 [-1.280, +0.000] us |  <= -2.7% |  🟢 FAST  |
|    F32     |        131072        |   512   |      64       |    tie_heavy     |  47.168 [-1.088, +1.952] us |  45.056 [-2.112, +0.000] us |  <= -2.3% |  🟢 FAST  |
|    F32     |        131072        |   512   |       1       |    pivot_tie     |  18.432 [-0.096, +0.000] us |  18.400 [-2.112, +0.032] us |           |  🤷 AMBG  |
|    F32     |        131072        |   512   |       2       |    pivot_tie     |  18.464 [-0.160, +0.992] us |  18.400 [-2.112, +0.032] us |           |  🤷 AMBG  |
|    F32     |        131072        |   512   |       4       |    pivot_tie     |  20.480 [-1.344, +0.000] us |  18.432 [-1.216, +0.000] us |  <= -3.8% |  🟢 FAST  |
|    F32     |        131072        |   512   |       8       |    pivot_tie     |  22.528 [-0.096, +0.064] us |  22.464 [-2.112, +0.064] us |           |  🤷 AMBG  |
|    F32     |        131072        |   512   |      16       |    pivot_tie     |  30.720 [-0.096, +0.096] us |  30.688 [-2.112, +0.032] us |           |  🤷 AMBG  |
|    F32     |        131072        |   512   |      32       |    pivot_tie     |  42.976 [-3.104, +0.032] us |  40.960 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |        131072        |   512   |      64       |    pivot_tie     |  65.504 [-6.144, +0.032] us |  59.328 [-4.064, +0.096] us |           |  🤷 AMBG  |
|    F32     |        131072        |  1024   |       1       |      random      |  14.336 [-0.128, +0.032] us |  14.336 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |        131072        |  1024   |       2       |      random      |  14.368 [-0.128, +1.984] us |  14.336 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |        131072        |  1024   |       4       |      random      |  16.384 [-1.216, +0.000] us |  14.336 [-1.056, +0.032] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       8       |      random      |  16.384 [-1.184, +0.000] us |  14.336 [-0.096, +0.992] us |           |  🤷 AMBG  |
|    F32     |        131072        |  1024   |      16       |      random      |  22.528 [-1.120, +0.000] us |  20.448 [-0.128, +0.032] us |  <= -4.5% |  🟢 FAST  |
|    F32     |        131072        |  1024   |      32       |      random      |  24.576 [-2.048, +0.000] us |  24.544 [-2.112, +0.032] us |           |  🔵 SAME  |
|    F32     |        131072        |  1024   |      64       |      random      |  36.864 [-1.120, +0.896] us |  32.768 [-2.048, +0.032] us |  <= -9.0% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       1       | quantized_random |  16.384 [-0.128, +0.000] us |  16.320 [-2.016, +0.064] us |           |  🤷 AMBG  |
|    F32     |        131072        |  1024   |       2       | quantized_random |  16.384 [-0.128, +0.032] us |  16.352 [-2.144, +0.032] us |           |  🤷 AMBG  |
|    F32     |        131072        |  1024   |       4       | quantized_random |  16.480 [-0.192, +1.920] us |  16.384 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |        131072        |  1024   |       8       | quantized_random |  18.432 [-1.696, +0.032] us |  16.384 [-0.160, +0.032] us |  <= -1.9% |  🟢 FAST  |
|    F32     |        131072        |  1024   |      16       | quantized_random |  22.528 [-0.128, +0.000] us |  20.480 [-0.128, +0.032] us |  <= -9.2% |  🟢 FAST  |
|    F32     |        131072        |  1024   |      32       | quantized_random |  26.624 [-2.048, +0.000] us |  24.576 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |        131072        |  1024   |      64       | quantized_random |  40.960 [-2.112, +0.928] us |  36.832 [-2.176, +0.032] us |  <= -5.4% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       1       |  relu_quantized  |  16.384 [-0.128, +0.032] us |  16.256 [-2.048, +0.128] us |           |  🤷 AMBG  |
|    F32     |        131072        |  1024   |       2       |  relu_quantized  |  16.384 [-0.128, +0.032] us |  16.320 [-2.144, +0.064] us |           |  🤷 AMBG  |
|    F32     |        131072        |  1024   |       4       |  relu_quantized  |  16.416 [-0.160, +1.984] us |  16.384 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |        131072        |  1024   |       8       |  relu_quantized  |  18.432 [-1.216, +0.000] us |  16.384 [-0.128, +0.032] us |  <= -4.9% |  🟢 FAST  |
|    F32     |        131072        |  1024   |      16       |  relu_quantized  |  22.528 [-0.992, +0.000] us |  20.480 [-0.128, +0.032] us |  <= -5.0% |  🟢 FAST  |
|    F32     |        131072        |  1024   |      32       |  relu_quantized  |  26.624 [-2.016, +0.000] us |  24.576 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |        131072        |  1024   |      64       |  relu_quantized  |  40.960 [-2.240, +0.032] us |  36.800 [-2.112, +0.064] us |  <= -5.0% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       1       |    tie_heavy     |  18.432 [-0.192, +0.000] us |  16.384 [-0.128, +0.032] us | <= -11.1% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       2       |    tie_heavy     |  18.432 [-1.280, +0.000] us |  16.384 [-0.128, +0.032] us |  <= -4.5% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       4       |    tie_heavy     |  18.432 [-1.024, +0.000] us |  16.352 [-0.128, +0.032] us |  <= -6.3% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       8       |    tie_heavy     |  18.432 [-0.160, +0.000] us |  18.432 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |        131072        |  1024   |      16       |    tie_heavy     |  24.576 [-0.192, +0.000] us |  22.528 [-0.160, +0.032] us |  <= -8.1% |  🟢 FAST  |
|    F32     |        131072        |  1024   |      32       |    tie_heavy     |  28.672 [-0.160, +0.000] us |  28.672 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |        131072        |  1024   |      64       |    tie_heavy     |  45.056 [-2.208, +0.000] us |  40.896 [-2.080, +0.064] us |  <= -4.6% |  🟢 FAST  |
|    F32     |        131072        |  1024   |       1       |    pivot_tie     |  18.432 [-0.192, +0.000] us |  18.432 [-1.184, +0.000] us |           |  🤷 AMBG  |
|    F32     |        131072        |  1024   |       2       |    pivot_tie     |  18.432 [-0.192, +0.000] us |  18.432 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |        131072        |  1024   |       4       |    pivot_tie     |  19.456 [-1.152, +1.024] us |  18.432 [-1.248, +0.000] us |           |  🤷 AMBG  |
|    F32     |        131072        |  1024   |       8       |    pivot_tie     |  22.528 [-1.184, +0.000] us |  20.480 [-0.128, +1.056] us |           |  🤷 AMBG  |
|    F32     |        131072        |  1024   |      16       |    pivot_tie     |  28.672 [-0.160, +0.032] us |  28.672 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |        131072        |  1024   |      32       |    pivot_tie     |  36.864 [-2.176, +0.000] us |  36.864 [-1.088, +0.032] us |           |  🤷 AMBG  |
|    F32     |        131072        |  1024   |      64       |    pivot_tie     |  57.344 [-4.128, +0.064] us |  51.200 [-2.112, +0.096] us |  <= -3.7% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       1       |      random      |  16.384 [-1.248, +0.000] us |  14.336 [-1.248, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       2       |      random      |  16.384 [-1.248, +0.000] us |  14.336 [-1.152, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       4       |      random      |  18.432 [-1.248, +0.032] us |  14.432 [-0.192, +1.920] us |  <= -5.1% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       8       |      random      |  18.432 [-0.160, +0.000] us |  16.384 [-1.216, +0.000] us | <= -11.5% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      16       |      random      |  23.392 [-0.992, +1.184] us |  20.480 [-0.128, +0.000] us |  <= -9.4% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      32       |      random      |  26.624 [-0.128, +0.928] us |  22.528 [-0.128, +0.032] us | <= -17.4% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      64       |      random      |  40.960 [-0.064, +0.000] us |  34.816 [-2.112, +0.032] us | <= -17.4% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       1       | quantized_random |  18.432 [-1.184, +0.000] us |  16.384 [-1.216, +0.000] us |  <= -5.3% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       2       | quantized_random |  18.432 [-1.184, +0.000] us |  16.384 [-1.152, +0.000] us |  <= -5.3% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       4       | quantized_random |  18.432 [-0.160, +0.000] us |  16.384 [-0.128, +0.032] us | <= -11.3% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       8       | quantized_random |  18.432 [-0.128, +0.096] us |  18.432 [-1.152, +0.032] us |           |  🔵 SAME  |
|    F32     |        131072        |  2048   |      16       | quantized_random |  22.528 [-0.128, +0.960] us |  22.432 [-2.080, +0.096] us |           |  🤷 AMBG  |
|    F32     |        131072        |  2048   |      32       | quantized_random |  26.624 [-0.160, +0.032] us |  24.576 [-1.216, +0.000] us |  <= -7.7% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      64       | quantized_random |  42.976 [-1.024, +0.032] us |  37.824 [-1.088, +1.088] us |  <= -7.8% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       1       |  relu_quantized  |  18.432 [-1.184, +0.000] us |  16.384 [-1.216, +0.032] us |  <= -5.1% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       2       |  relu_quantized  |  18.432 [-1.120, +0.032] us |  16.384 [-1.152, +0.000] us |  <= -5.7% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       4       |  relu_quantized  |  18.432 [-1.056, +0.000] us |  16.384 [-0.128, +0.032] us |  <= -5.8% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       8       |  relu_quantized  |  18.432 [-0.128, +0.064] us |  18.432 [-1.056, +0.000] us |           |  🔵 SAME  |
|    F32     |        131072        |  2048   |      16       |  relu_quantized  |  22.560 [-0.160, +0.992] us |  21.472 [-1.120, +1.056] us |           |  🤷 AMBG  |
|    F32     |        131072        |  2048   |      32       |  relu_quantized  |  26.624 [-0.128, +0.096] us |  24.576 [-1.216, +0.032] us |  <= -7.7% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      64       |  relu_quantized  |  43.008 [-1.184, +0.032] us |  36.896 [-1.184, +2.016] us |  <= -7.5% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       1       |    tie_heavy     |  18.432 [-0.128, +0.032] us |  16.384 [-0.128, +0.000] us | <= -11.7% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       2       |    tie_heavy     |  18.432 [-0.128, +0.032] us |  16.384 [-0.160, +0.064] us | <= -11.3% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       4       |    tie_heavy     |  18.496 [-0.160, +1.984] us |  17.376 [-1.056, +1.056] us |           |  🤷 AMBG  |
|    F32     |        131072        |  2048   |       8       |    tie_heavy     |  20.480 [-1.248, +0.000] us |  18.432 [-0.128, +0.096] us |  <= -3.8% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      16       |    tie_heavy     |  25.600 [-1.152, +1.024] us |  22.528 [-1.056, +0.000] us |  <= -8.5% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      32       |    tie_heavy     |  30.720 [-0.128, +0.032] us |  26.624 [-2.048, +0.000] us | <= -14.9% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      64       |    tie_heavy     |  49.120 [-2.112, +0.032] us |  40.960 [-2.112, +0.000] us | <= -14.8% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       1       |    pivot_tie     |  22.528 [-2.080, +0.000] us |  19.456 [-1.120, +1.024] us |           |  🤷 AMBG  |
|    F32     |        131072        |  2048   |       2       |    pivot_tie     |  22.528 [-1.120, +0.000] us |  20.480 [-2.016, +0.000] us |  <= -4.5% |  🟢 FAST  |
|    F32     |        131072        |  2048   |       4       |    pivot_tie     |  22.528 [-1.952, +0.032] us |  20.480 [-2.144, +0.000] us |           |  🤷 AMBG  |
|    F32     |        131072        |  2048   |       8       |    pivot_tie     |  22.528 [-1.088, +0.032] us |  24.576 [-2.144, +0.000] us |           |  🤷 AMBG  |
|    F32     |        131072        |  2048   |      16       |    pivot_tie     |  32.768 [-1.216, +0.032] us |  30.720 [-2.112, +0.000] us |  <= -2.7% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      32       |    pivot_tie     |  43.008 [-2.112, +0.000] us |  38.912 [-1.152, +0.000] us |  <= -5.1% |  🟢 FAST  |
|    F32     |        131072        |  2048   |      64       |    pivot_tie     |  63.488 [-1.152, +0.032] us |  57.344 [-2.176, +2.048] us |  <= -5.0% |  🟢 FAST  |
|    F32     |        262144        |   512   |       1       |      random      |  14.336 [-1.056, +0.032] us |  12.288 [-0.128, +0.032] us |  <= -7.8% |  🟢 FAST  |
|    F32     |        262144        |   512   |       2       |      random      |  20.480 [-1.248, +0.000] us |  18.432 [-1.184, +0.032] us |  <= -4.2% |  🟢 FAST  |
|    F32     |        262144        |   512   |       4       |      random      |  20.480 [-1.184, +0.032] us |  18.432 [-0.160, +0.032] us |  <= -4.5% |  🟢 FAST  |
|    F32     |        262144        |   512   |       8       |      random      |  20.480 [-0.128, +0.032] us |  18.432 [-0.128, +0.032] us | <= -10.2% |  🟢 FAST  |
|    F32     |        262144        |   512   |      16       |      random      |  24.576 [-1.184, +0.032] us |  22.528 [-0.160, +0.032] us |  <= -3.7% |  🟢 FAST  |
|    F32     |        262144        |   512   |      32       |      random      |  36.864 [-1.184, +0.064] us |  34.816 [-2.144, +0.000] us |  <= -2.5% |  🟢 FAST  |
|    F32     |        262144        |   512   |      64       |      random      |  57.344 [-2.176, +0.032] us |  51.200 [-2.112, +0.096] us |  <= -7.5% |  🟢 FAST  |
|    F32     |        262144        |   512   |       1       | quantized_random |  14.336 [-1.184, +0.032] us |  12.320 [-0.160, +1.984] us |           |  🤷 AMBG  |
|    F32     |        262144        |   512   |       2       | quantized_random |  20.480 [-1.216, +0.000] us |  18.432 [-0.128, +0.032] us |  <= -4.3% |  🟢 FAST  |
|    F32     |        262144        |   512   |       4       | quantized_random |  20.480 [-1.312, +0.000] us |  18.432 [-0.096, +0.032] us |  <= -3.8% |  🟢 FAST  |
|    F32     |        262144        |   512   |       8       | quantized_random |  20.480 [-1.056, +0.032] us |  18.432 [-0.160, +0.096] us |  <= -4.8% |  🟢 FAST  |
|    F32     |        262144        |   512   |      16       | quantized_random |  26.624 [-0.096, +0.032] us |  24.672 [-0.192, +1.952] us |           |  🤷 AMBG  |
|    F32     |        262144        |   512   |      32       | quantized_random |  42.976 [-2.080, +0.032] us |  38.912 [-2.080, +0.032] us |  <= -5.0% |  🟢 FAST  |
|    F32     |        262144        |   512   |      64       | quantized_random |  63.488 [-2.112, +2.016] us |  57.344 [-2.112, +0.032] us |  <= -7.0% |  🟢 FAST  |
|    F32     |        262144        |   512   |       1       |  relu_quantized  |  14.336 [-1.216, +0.000] us |  12.320 [-0.128, +1.984] us |           |  🤷 AMBG  |
|    F32     |        262144        |   512   |       2       |  relu_quantized  |  20.480 [-1.216, +0.000] us |  18.432 [-0.128, +0.032] us |  <= -4.3% |  🟢 FAST  |
|    F32     |        262144        |   512   |       4       |  relu_quantized  |  20.480 [-1.216, +0.000] us |  18.432 [-0.128, +0.032] us |  <= -4.3% |  🟢 FAST  |
|    F32     |        262144        |   512   |       8       |  relu_quantized  |  20.480 [-0.128, +0.000] us |  18.432 [-0.160, +0.032] us | <= -10.2% |  🟢 FAST  |
|    F32     |        262144        |   512   |      16       |  relu_quantized  |  26.624 [-0.128, +0.032] us |  24.736 [-0.288, +1.888] us |           |  🤷 AMBG  |
|    F32     |        262144        |   512   |      32       |  relu_quantized  |  42.976 [-2.112, +0.032] us |  38.912 [-2.048, +0.000] us |  <= -5.0% |  🟢 FAST  |
|    F32     |        262144        |   512   |      64       |  relu_quantized  |  63.520 [-2.112, +1.984] us |  57.344 [-2.144, +0.032] us |  <= -7.0% |  🟢 FAST  |
|    F32     |        262144        |   512   |       1       |    tie_heavy     |  20.480 [-1.184, +0.000] us |  18.432 [-1.280, +0.000] us |  <= -4.7% |  🟢 FAST  |
|    F32     |        262144        |   512   |       2       |    tie_heavy     |  22.528 [-1.120, +0.000] us |  20.448 [-0.096, +0.032] us |  <= -4.5% |  🟢 FAST  |
|    F32     |        262144        |   512   |       4       |    tie_heavy     |  22.528 [-0.128, +0.032] us |  20.480 [-0.128, +0.096] us |  <= -8.9% |  🟢 FAST  |
|    F32     |        262144        |   512   |       8       |    tie_heavy     |  22.528 [-0.096, +0.000] us |  20.480 [-0.128, +2.016] us |           |  🤷 AMBG  |
|    F32     |        262144        |   512   |      16       |    tie_heavy     |  30.720 [-1.184, +0.000] us |  28.672 [-1.184, +0.000] us |  <= -3.0% |  🟢 FAST  |
|    F32     |        262144        |   512   |      32       |    tie_heavy     |  47.104 [-1.184, +0.000] us |  43.040 [-1.216, +1.984] us |  <= -2.0% |  🟢 FAST  |
|    F32     |        262144        |   512   |      64       |    tie_heavy     |  71.648 [-4.160, +0.064] us |  64.384 [-3.008, +1.152] us |  <= -3.0% |  🟢 FAST  |
|    F32     |        262144        |   512   |       1       |    pivot_tie     |  22.528 [-0.128, +0.000] us |  20.480 [-0.192, +0.032] us |  <= -9.2% |  🟢 FAST  |
|    F32     |        262144        |   512   |       2       |    pivot_tie     |  26.624 [-1.248, +0.000] us |  24.576 [-0.192, +0.000] us |  <= -3.3% |  🟢 FAST  |
|    F32     |        262144        |   512   |       4       |    pivot_tie     |  26.624 [-1.248, +0.000] us |  24.576 [-0.128, +0.000] us |  <= -3.3% |  🟢 FAST  |
|    F32     |        262144        |   512   |       8       |    pivot_tie     |  28.704 [-0.096, +2.016] us |  28.640 [-2.176, +0.032] us |           |  🤷 AMBG  |
|    F32     |        262144        |   512   |      16       |    pivot_tie     |  43.008 [-2.112, +0.032] us |  40.960 [-1.024, +0.000] us |           |  🤷 AMBG  |
|    F32     |        262144        |   512   |      32       |    pivot_tie     |  63.488 [-3.104, +0.928] us |  59.392 [-2.112, +1.984] us |           |  🤷 AMBG  |
|    F32     |        262144        |   512   |      64       |    pivot_tie     | 100.320 [-6.080, +0.896] us |  92.192 [-4.032, +2.016] us |           |  🤷 AMBG  |
|    F32     |        262144        |  1024   |       1       |      random      |  18.432 [-0.128, +0.064] us |  16.384 [-0.096, +0.896] us |  <= -5.9% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       2       |      random      |  18.432 [-0.160, +0.032] us |  18.400 [-2.144, +0.032] us |           |  🤷 AMBG  |
|    F32     |        262144        |  1024   |       4       |      random      |  18.432 [-0.128, +0.832] us |  18.432 [-1.984, +0.000] us |           |  🤷 AMBG  |
|    F32     |        262144        |  1024   |       8       |      random      |  20.480 [-0.128, +0.032] us |  18.496 [-0.224, +1.984] us |           |  🤷 AMBG  |
|    F32     |        262144        |  1024   |      16       |      random      |  26.624 [-2.144, +0.000] us |  24.576 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |        262144        |  1024   |      32       |      random      |  36.864 [-0.096, +0.128] us |  34.816 [-2.112, +0.000] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        262144        |  1024   |      64       |      random      |  59.424 [-2.144, +1.984] us |  53.280 [-2.112, +2.016] us |  <= -3.6% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       1       | quantized_random |  18.432 [-0.128, +0.032] us |  17.344 [-1.088, +1.088] us |           |  🤷 AMBG  |
|    F32     |        262144        |  1024   |       2       | quantized_random |  20.480 [-2.080, +0.000] us |  18.432 [-1.248, +0.032] us |           |  🤷 AMBG  |
|    F32     |        262144        |  1024   |       4       | quantized_random |  20.480 [-1.184, +0.032] us |  18.432 [-0.128, +0.032] us |  <= -4.5% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       8       | quantized_random |  20.480 [-0.096, +0.032] us |  19.456 [-1.152, +1.024] us |           |  🤷 AMBG  |
|    F32     |        262144        |  1024   |      16       | quantized_random |  28.672 [-1.216, +0.032] us |  26.624 [-1.184, +0.000] us |  <= -3.1% |  🟢 FAST  |
|    F32     |        262144        |  1024   |      32       | quantized_random |  42.880 [-2.016, +0.128] us |  38.880 [-3.264, +0.032] us |  <= -5.0% |  🟢 FAST  |
|    F32     |        262144        |  1024   |      64       | quantized_random |  65.536 [-3.136, +0.032] us |  58.272 [-3.008, +1.120] us |  <= -5.1% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       1       |  relu_quantized  |  18.432 [-0.160, +0.032] us |  17.312 [-1.024, +1.120] us |           |  🤷 AMBG  |
|    F32     |        262144        |  1024   |       2       |  relu_quantized  |  20.480 [-1.248, +0.000] us |  18.432 [-1.056, +0.032] us |  <= -4.2% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       4       |  relu_quantized  |  20.480 [-1.248, +0.000] us |  18.432 [-0.128, +0.032] us |  <= -4.2% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       8       |  relu_quantized  |  20.480 [-0.160, +0.032] us |  18.592 [-0.288, +1.888] us |           |  🤷 AMBG  |
|    F32     |        262144        |  1024   |      16       |  relu_quantized  |  28.672 [-1.280, +0.032] us |  26.624 [-1.216, +0.000] us |  <= -2.9% |  🟢 FAST  |
|    F32     |        262144        |  1024   |      32       |  relu_quantized  |  42.880 [-3.072, +0.128] us |  38.880 [-3.200, +0.032] us |  <= -2.3% |  🟢 FAST  |
|    F32     |        262144        |  1024   |      64       |  relu_quantized  |  65.536 [-2.112, +0.032] us |  57.472 [-2.208, +1.920] us |  <= -6.8% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       1       |    tie_heavy     |  20.480 [-1.248, +0.032] us |  18.432 [-0.160, +0.032] us |  <= -4.2% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       2       |    tie_heavy     |  22.528 [-1.120, +0.000] us |  20.480 [-0.160, +0.000] us |  <= -4.5% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       4       |    tie_heavy     |  22.528 [-1.312, +0.000] us |  20.480 [-0.128, +0.000] us |  <= -3.6% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       8       |    tie_heavy     |  22.528 [-1.152, +0.000] us |  20.480 [-0.160, +0.032] us |  <= -4.2% |  🟢 FAST  |
|    F32     |        262144        |  1024   |      16       |    tie_heavy     |  30.720 [-0.224, +0.000] us |  30.720 [-2.080, +0.032] us |           |  🤷 AMBG  |
|    F32     |        262144        |  1024   |      32       |    tie_heavy     |  47.104 [-2.080, +0.000] us |  45.024 [-4.064, +0.032] us |           |  🤷 AMBG  |
|    F32     |        262144        |  1024   |      64       |    tie_heavy     |  71.680 [-2.176, +0.160] us |  65.536 [-3.040, +1.984] us |  <= -2.9% |  🟢 FAST  |
|    F32     |        262144        |  1024   |       1       |    pivot_tie     |  22.528 [-0.160, +0.000] us |  22.528 [-1.152, +0.032] us |           |  🤷 AMBG  |
|    F32     |        262144        |  1024   |       2       |    pivot_tie     |  24.608 [-0.160, +2.016] us |  24.576 [-1.216, +0.032] us |           |  🤷 AMBG  |
|    F32     |        262144        |  1024   |       4       |    pivot_tie     |  26.624 [-2.080, +0.000] us |  24.576 [-1.152, +0.032] us |           |  🤷 AMBG  |
|    F32     |        262144        |  1024   |       8       |    pivot_tie     |  28.672 [-1.248, +0.000] us |  26.624 [-1.216, +0.032] us |  <= -2.9% |  🟢 FAST  |
|    F32     |        262144        |  1024   |      16       |    pivot_tie     |  43.040 [-0.128, +2.016] us |  43.008 [-2.144, +0.000] us |           |  🤷 AMBG  |
|    F32     |        262144        |  1024   |      32       |    pivot_tie     |  63.488 [-2.080, +0.032] us |  57.344 [-2.080, +0.032] us |  <= -7.0% |  🟢 FAST  |
|    F32     |        262144        |  1024   |      64       |    pivot_tie     | 100.352 [-6.176, +2.048] us |  92.160 [-6.144, +2.048] us |           |  🤷 AMBG  |
|    F32     |        262144        |  2048   |       1       |      random      |  16.384 [-0.128, +0.064] us |  16.320 [-2.080, +0.064] us |           |  🤷 AMBG  |
|    F32     |        262144        |  2048   |       2       |      random      |  18.432 [-2.112, +0.000] us |  16.384 [-2.048, +0.032] us |           |  🤷 AMBG  |
|    F32     |        262144        |  2048   |       4       |      random      |  20.480 [-2.048, +0.000] us |  16.384 [-0.128, +0.032] us | <= -12.3% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       8       |      random      |  20.480 [-0.160, +0.000] us |  18.432 [-2.048, +0.000] us | <= -10.2% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      16       |      random      |  30.688 [-2.080, +0.032] us |  24.576 [-1.184, +0.000] us | <= -16.4% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      32       |      random      |  40.960 [-2.080, +0.000] us |  34.880 [-0.160, +1.984] us |  <= -5.5% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      64       |      random      |  59.392 [-2.144, +0.000] us |  51.200 [-2.080, +0.032] us | <= -11.7% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       1       | quantized_random |  18.432 [-0.160, +0.032] us |  16.384 [-0.096, +0.864] us |  <= -5.9% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       2       | quantized_random |  20.480 [-2.080, +0.000] us |  18.400 [-2.048, +0.032] us |           |  🤷 AMBG  |
|    F32     |        262144        |  2048   |       4       | quantized_random |  20.480 [-1.184, +0.032] us |  18.432 [-1.248, +0.032] us |  <= -4.5% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       8       | quantized_random |  20.512 [-0.160, +1.984] us |  20.480 [-1.024, +0.032] us |           |  🤷 AMBG  |
|    F32     |        262144        |  2048   |      16       | quantized_random |  28.672 [-0.128, +0.896] us |  24.576 [-1.056, +0.032] us | <= -16.0% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      32       | quantized_random |  45.056 [-2.016, +0.000] us |  38.912 [-2.080, +0.064] us | <= -10.4% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      64       | quantized_random |  63.456 [-2.080, +0.032] us |  57.312 [-2.112, +0.032] us |  <= -7.0% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       1       |  relu_quantized  |  18.432 [-0.128, +0.032] us |  16.384 [-0.128, +0.032] us | <= -11.5% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       2       |  relu_quantized  |  20.480 [-2.080, +0.000] us |  18.400 [-2.080, +0.032] us |           |  🤷 AMBG  |
|    F32     |        262144        |  2048   |       4       |  relu_quantized  |  20.480 [-1.216, +0.000] us |  18.400 [-1.184, +0.032] us |  <= -4.5% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       8       |  relu_quantized  |  20.512 [-0.192, +1.984] us |  20.480 [-0.160, +0.000] us |           |  🔵 SAME  |
|    F32     |        262144        |  2048   |      16       |  relu_quantized  |  28.672 [-0.128, +0.928] us |  24.576 [-1.184, +0.000] us | <= -16.1% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      32       |  relu_quantized  |  45.056 [-1.216, +0.000] us |  38.912 [-2.080, +0.064] us | <= -12.5% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      64       |  relu_quantized  |  63.456 [-2.112, +0.032] us |  55.296 [-0.128, +0.928] us |  <= -9.1% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       1       |    tie_heavy     |  20.480 [-1.056, +0.000] us |  18.432 [-0.128, +0.032] us |  <= -5.2% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       2       |    tie_heavy     |  20.480 [-0.128, +0.000] us |  18.432 [-0.128, +0.096] us |  <= -9.8% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       4       |    tie_heavy     |  21.504 [-1.152, +1.024] us |  20.448 [-2.144, +0.032] us |           |  🤷 AMBG  |
|    F32     |        262144        |  2048   |       8       |    tie_heavy     |  22.528 [-0.160, +0.000] us |  22.528 [-2.016, +0.000] us |           |  🤷 AMBG  |
|    F32     |        262144        |  2048   |      16       |    tie_heavy     |  34.816 [-2.048, +0.000] us |  26.688 [-0.192, +1.952] us | <= -14.4% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      32       |    tie_heavy     |  51.200 [-0.096, +0.000] us |  43.008 [-2.112, +0.864] us | <= -16.5% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      64       |    tie_heavy     |  71.680 [-1.056, +0.960] us |  65.536 [-1.024, +2.048] us |  <= -4.5% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       1       |    pivot_tie     |  24.576 [-1.120, +0.032] us |  22.528 [-0.960, +0.000] us |  <= -4.1% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       2       |    pivot_tie     |  24.576 [-0.096, +0.064] us |  22.528 [-0.128, +0.064] us |  <= -8.4% |  🟢 FAST  |
|    F32     |        262144        |  2048   |       4       |    pivot_tie     |  25.600 [-1.088, +1.024] us |  23.424 [-1.024, +1.152] us |           |  🤷 AMBG  |
|    F32     |        262144        |  2048   |       8       |    pivot_tie     |  28.672 [-1.184, +0.000] us |  30.688 [-2.176, +0.032] us |           |  🤷 AMBG  |
|    F32     |        262144        |  2048   |      16       |    pivot_tie     |  49.152 [-2.080, +0.032] us |  38.912 [-0.096, +0.960] us | <= -18.1% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      32       |    pivot_tie     |  71.680 [-2.080, +0.032] us |  63.520 [-4.160, +1.984] us |  <= -6.3% |  🟢 FAST  |
|    F32     |        262144        |  2048   |      64       |    pivot_tie     |  98.304 [-1.184, +0.992] us |  92.192 [-2.144, +1.984] us |  <= -3.1% |  🟢 FAST  |
|    F32     |        524288        |   512   |       1       |      random      |  22.496 [-2.048, +0.032] us |  18.432 [-0.128, +0.032] us | <= -10.7% |  🟢 FAST  |
|    F32     |        524288        |   512   |       2       |      random      |  22.496 [-2.112, +0.032] us |  18.464 [-0.160, +1.984] us |           |  🤷 AMBG  |
|    F32     |        524288        |   512   |       4       |      random      |  22.528 [-1.120, +0.032] us |  20.480 [-2.080, +0.000] us |  <= -4.5% |  🟢 FAST  |
|    F32     |        524288        |   512   |       8       |      random      |  24.576 [-0.128, +1.024] us |  22.528 [-1.120, +0.000] us |  <= -8.5% |  🟢 FAST  |
|    F32     |        524288        |   512   |      16       |      random      |  45.024 [-2.144, +0.032] us |  38.880 [-2.048, +0.032] us | <= -10.2% |  🟢 FAST  |
|    F32     |        524288        |   512   |      32       |      random      |  59.392 [-1.152, +0.096] us |  52.224 [-1.120, +1.024] us |  <= -9.4% |  🟢 FAST  |
|    F32     |        524288        |   512   |      64       |      random      | 102.432 [-0.096, +0.992] us |  88.064 [-2.112, +0.000] us | <= -16.2% |  🟢 FAST  |
|    F32     |        524288        |   512   |       1       | quantized_random |  20.480 [-0.128, +0.032] us |  18.432 [-0.128, +0.832] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        524288        |   512   |       2       | quantized_random |  22.496 [-2.112, +0.032] us |  20.448 [-2.144, +0.032] us |           |  🤷 AMBG  |
|    F32     |        524288        |   512   |       4       | quantized_random |  22.528 [-1.312, +0.000] us |  20.480 [-1.248, +0.000] us |  <= -3.6% |  🟢 FAST  |
|    F32     |        524288        |   512   |       8       | quantized_random |  24.608 [-0.160, +1.984] us |  22.528 [-0.128, +0.896] us |  <= -4.4% |  🟢 FAST  |
|    F32     |        524288        |   512   |      16       | quantized_random |  43.008 [-0.128, +0.992] us |  38.912 [-1.152, +0.000] us | <= -10.2% |  🟢 FAST  |
|    F32     |        524288        |   512   |      32       | quantized_random |  67.584 [-2.048, +0.000] us |  59.392 [-2.144, +0.960] us |  <= -8.6% |  🟢 FAST  |
|    F32     |        524288        |   512   |      64       | quantized_random | 114.720 [-2.016, +2.016] us |  98.464 [-1.344, +1.888] us | <= -12.3% |  🟢 FAST  |
|    F32     |        524288        |   512   |       1       |  relu_quantized  |  20.480 [-0.096, +0.032] us |  18.432 [-0.128, +0.032] us | <= -10.4% |  🟢 FAST  |
|    F32     |        524288        |   512   |       2       |  relu_quantized  |  22.432 [-2.048, +0.096] us |  19.456 [-1.152, +1.024] us |           |  🤷 AMBG  |
|    F32     |        524288        |   512   |       4       |  relu_quantized  |  22.528 [-2.048, +0.000] us |  20.480 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |        524288        |   512   |       8       |  relu_quantized  |  24.576 [-0.128, +1.984] us |  22.528 [-0.128, +0.032] us |  <= -8.4% |  🟢 FAST  |
|    F32     |        524288        |   512   |      16       |  relu_quantized  |  43.008 [-0.128, +0.928] us |  38.912 [-2.080, +0.000] us | <= -10.2% |  🟢 FAST  |
|    F32     |        524288        |   512   |      32       |  relu_quantized  |  67.584 [-2.080, +0.000] us |  59.360 [-3.200, +0.032] us | <= -10.3% |  🟢 FAST  |
|    F32     |        524288        |   512   |      64       |  relu_quantized  | 114.720 [-1.088, +1.984] us |  98.304 [-2.080, +2.016] us | <= -13.3% |  🟢 FAST  |
|    F32     |        524288        |   512   |       1       |    tie_heavy     |  24.576 [-1.216, +0.000] us |  22.528 [-1.152, +0.000] us |  <= -3.7% |  🟢 FAST  |
|    F32     |        524288        |   512   |       2       |    tie_heavy     |  24.576 [-1.152, +0.000] us |  22.528 [-0.128, +0.032] us |  <= -3.8% |  🟢 FAST  |
|    F32     |        524288        |   512   |       4       |    tie_heavy     |  24.576 [-0.128, +0.032] us |  22.528 [-0.096, +0.160] us |  <= -7.8% |  🟢 FAST  |
|    F32     |        524288        |   512   |       8       |    tie_heavy     |  30.720 [-1.184, +0.000] us |  28.672 [-1.120, +0.032] us |  <= -2.9% |  🟢 FAST  |
|    F32     |        524288        |   512   |      16       |    tie_heavy     |  53.248 [-0.128, +1.920] us |  49.120 [-1.216, +0.032] us |  <= -8.1% |  🟢 FAST  |
|    F32     |        524288        |   512   |      32       |    tie_heavy     |  83.968 [-2.112, +0.032] us |  75.776 [-0.128, +0.064] us |  <= -7.9% |  🟢 FAST  |
|    F32     |        524288        |   512   |      64       |    tie_heavy     | 139.296 [-1.152, +1.984] us | 125.824 [-2.080, +1.152] us |  <= -8.8% |  🟢 FAST  |
|    F32     |        524288        |   512   |       1       |    pivot_tie     |  30.720 [-0.128, +0.000] us |  28.672 [-0.128, +0.032] us |  <= -6.6% |  🟢 FAST  |
|    F32     |        524288        |   512   |       2       |    pivot_tie     |  30.720 [-0.128, +1.984] us |  28.672 [-0.128, +1.024] us |  <= -3.0% |  🟢 FAST  |
|    F32     |        524288        |   512   |       4       |    pivot_tie     |  32.768 [-2.080, +0.000] us |  30.720 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |        524288        |   512   |       8       |    pivot_tie     |  40.960 [-0.128, +1.952] us |  38.912 [-0.128, +0.032] us |  <= -4.8% |  🟢 FAST  |
|    F32     |        524288        |   512   |      16       |    pivot_tie     |  73.728 [-0.096, +0.896] us |  69.600 [-2.112, +0.032] us |  <= -5.7% |  🟢 FAST  |
|    F32     |        524288        |   512   |      32       |    pivot_tie     | 118.784 [-2.080, +0.000] us | 110.592 [-8.224, +0.000] us |  <= -5.5% |  🟢 FAST  |
|    F32     |        524288        |   512   |      64       |    pivot_tie     | 195.488 [-3.008, +1.120] us | 182.240 [-6.112, +0.032] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       1       |      random      |  18.432 [-0.128, +0.032] us |  16.384 [-0.160, +0.000] us | <= -11.7% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       2       |      random      |  18.432 [-0.160, +0.128] us |  16.384 [-0.160, +0.032] us | <= -11.3% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       4       |      random      |  19.456 [-1.152, +1.024] us |  18.400 [-2.176, +0.032] us |           |  🤷 AMBG  |
|    F32     |        524288        |  1024   |       8       |      random      |  22.528 [-1.216, +0.032] us |  20.480 [-1.120, +0.000] us |  <= -4.1% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      16       |      random      |  44.992 [-2.080, +0.064] us |  38.912 [-1.184, +0.000] us | <= -10.3% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      32       |      random      |  67.584 [-2.112, +0.000] us |  59.392 [-2.176, +0.000] us | <= -10.2% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      64       |      random      | 108.544 [-2.112, +0.000] us |  93.184 [-3.040, +1.024] us | <= -13.0% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       1       | quantized_random |  20.512 [-0.128, +1.984] us |  18.496 [-0.192, +1.984] us |           |  🤷 AMBG  |
|    F32     |        524288        |  1024   |       2       | quantized_random |  22.528 [-2.080, +0.000] us |  20.480 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |        524288        |  1024   |       4       | quantized_random |  22.528 [-1.120, +0.000] us |  20.480 [-1.216, +0.000] us |  <= -4.5% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       8       | quantized_random |  24.608 [-0.128, +1.984] us |  22.528 [-0.128, +0.992] us |  <= -4.1% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      16       | quantized_random |  45.056 [-1.120, +0.000] us |  40.960 [-2.112, +0.000] us |  <= -7.3% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      32       | quantized_random |  69.632 [-3.104, +0.000] us |  57.344 [-0.992, +2.048] us | <= -12.0% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      64       | quantized_random | 116.736 [-2.048, +2.016] us | 100.352 [-1.024, +0.000] us | <= -14.3% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       1       |  relu_quantized  |  20.480 [-0.192, +0.096] us |  18.432 [-0.128, +0.096] us |  <= -9.5% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       2       |  relu_quantized  |  22.528 [-2.080, +0.000] us |  20.480 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |        524288        |  1024   |       4       |  relu_quantized  |  22.528 [-2.048, +0.000] us |  20.480 [-2.016, +0.000] us |           |  🤷 AMBG  |
|    F32     |        524288        |  1024   |       8       |  relu_quantized  |  24.576 [-0.128, +1.280] us |  22.528 [-0.160, +0.032] us |  <= -8.4% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      16       |  relu_quantized  |  45.056 [-1.216, +0.000] us |  39.776 [-1.024, +1.152] us |  <= -7.1% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      32       |  relu_quantized  |  69.600 [-2.080, +0.032] us |  57.344 [-1.216, +0.192] us | <= -17.4% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      64       |  relu_quantized  | 116.736 [-1.216, +1.024] us | 100.352 [-2.112, +0.000] us | <= -15.1% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       1       |    tie_heavy     |  24.576 [-1.248, +0.000] us |  22.528 [-1.184, +0.000] us |  <= -3.6% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       2       |    tie_heavy     |  24.576 [-1.024, +0.032] us |  22.528 [-0.160, +0.000] us |  <= -4.5% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       4       |    tie_heavy     |  24.576 [-0.128, +0.032] us |  22.528 [-0.128, +0.128] us |  <= -7.9% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       8       |    tie_heavy     |  30.720 [-1.216, +0.000] us |  28.672 [-1.216, +0.000] us |  <= -2.9% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      16       |    tie_heavy     |  55.296 [-2.080, +0.000] us |  49.152 [-1.088, +0.032] us |  <= -8.2% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      32       |    tie_heavy     |  83.968 [-2.112, +0.000] us |  75.840 [-0.224, +1.984] us |  <= -5.2% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      64       |    tie_heavy     | 141.312 [-2.112, +0.000] us | 125.024 [-1.152, +1.920] us |  <= -9.7% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       1       |    pivot_tie     |  30.720 [-0.096, +0.032] us |  28.672 [-0.128, +0.032] us |  <= -6.7% |  🟢 FAST  |
|    F32     |        524288        |  1024   |       2       |    pivot_tie     |  30.752 [-0.160, +1.984] us |  28.736 [-0.192, +1.952] us |           |  🤷 AMBG  |
|    F32     |        524288        |  1024   |       4       |    pivot_tie     |  32.768 [-2.144, +0.000] us |  30.720 [-2.112, +0.000] us |           |  🤷 AMBG  |
|    F32     |        524288        |  1024   |       8       |    pivot_tie     |  40.960 [-0.128, +0.032] us |  38.912 [-0.064, +0.000] us |  <= -4.9% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      16       |    pivot_tie     |  75.776 [-1.184, +0.032] us |  69.632 [-1.120, +0.032] us |  <= -7.1% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      32       |    pivot_tie     | 118.784 [-2.016, +0.000] us | 110.560 [-8.224, +0.032] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        524288        |  1024   |      64       |    pivot_tie     | 195.488 [-3.008, +1.120] us | 182.240 [-5.248, +0.032] us |  <= -5.6% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       1       |      random      |  20.480 [-1.216, +0.000] us |  18.432 [-2.016, +0.000] us |  <= -4.5% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       2       |      random      |  22.592 [-0.160, +1.984] us |  20.480 [-0.128, +0.000] us |  <= -9.5% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       4       |      random      |  24.576 [-2.080, +0.000] us |  20.544 [-0.160, +1.952] us |           |  🤷 AMBG  |
|    F32     |        524288        |  2048   |       8       |      random      |  26.624 [-0.128, +0.032] us |  24.576 [-1.216, +0.032] us |  <= -7.7% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      16       |      random      |  45.056 [-2.048, +0.000] us |  38.912 [-1.024, +0.032] us | <= -10.4% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      32       |      random      |  67.584 [-2.112, +0.000] us |  59.328 [-2.048, +0.064] us | <= -10.2% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      64       |      random      | 116.736 [-2.144, +0.000] us |  98.304 [-2.080, +0.128] us | <= -16.4% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       1       | quantized_random |  22.528 [+0.000, +0.000] us |  20.480 [-2.016, +0.000] us | <= -10.0% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       2       | quantized_random |  22.528 [-1.120, +0.000] us |  20.480 [-1.056, +0.000] us |  <= -4.5% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       4       | quantized_random |  22.528 [-0.192, +0.000] us |  20.480 [-0.128, +0.000] us |  <= -9.1% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       8       | quantized_random |  26.624 [-2.080, +0.000] us |  24.576 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |        524288        |  2048   |      16       | quantized_random |  47.104 [-2.144, +0.000] us |  40.960 [-0.128, +0.000] us |  <= -9.8% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      32       | quantized_random |  69.632 [-2.176, +0.000] us |  59.392 [-1.184, +2.016] us |  <= -9.8% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      64       | quantized_random | 118.848 [-0.160, +1.984] us | 104.448 [-3.168, +0.032] us | <= -13.6% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       1       |  relu_quantized  |  22.528 [-2.144, +0.000] us |  20.480 [-2.144, +0.000] us |           |  🤷 AMBG  |
|    F32     |        524288        |  2048   |       2       |  relu_quantized  |  22.528 [-1.216, +0.000] us |  20.480 [-2.016, +0.000] us |  <= -4.1% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       4       |  relu_quantized  |  22.528 [-0.960, +0.000] us |  20.480 [-1.024, +0.000] us |  <= -5.3% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       8       |  relu_quantized  |  26.624 [-2.048, +0.000] us |  24.576 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |        524288        |  2048   |      16       |  relu_quantized  |  47.104 [-2.176, +0.000] us |  40.960 [-1.216, +0.000] us |  <= -9.7% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      32       |  relu_quantized  |  69.632 [-2.112, +0.000] us |  59.424 [-2.048, +1.984] us | <= -10.0% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      64       |  relu_quantized  | 118.816 [-0.096, +2.016] us | 104.416 [-3.040, +0.032] us | <= -13.7% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       1       |    tie_heavy     |  24.576 [-1.184, +0.032] us |  22.528 [-1.280, +0.000] us |  <= -3.8% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       2       |    tie_heavy     |  24.576 [-0.160, +0.000] us |  22.528 [-0.128, +0.000] us |  <= -8.4% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       4       |    tie_heavy     |  24.576 [-0.128, +0.032] us |  22.528 [-0.128, +1.024] us |  <= -3.8% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       8       |    tie_heavy     |  30.720 [-1.152, +0.000] us |  28.672 [-1.216, +0.032] us |  <= -3.0% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      16       |    tie_heavy     |  55.296 [-2.080, +0.000] us |  49.152 [-0.128, +0.032] us |  <= -8.2% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      32       |    tie_heavy     |  83.968 [-2.080, +0.000] us |  76.800 [-1.120, +1.024] us |  <= -5.2% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      64       |    tie_heavy     | 141.312 [-2.080, +0.032] us | 126.048 [-1.184, +0.928] us |  <= -9.7% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       1       |    pivot_tie     |  30.720 [-0.128, +0.032] us |  28.672 [-0.160, +0.032] us |  <= -6.6% |  🟢 FAST  |
|    F32     |        524288        |  2048   |       2       |    pivot_tie     |  31.680 [-1.056, +1.088] us |  29.632 [-1.024, +1.088] us |           |  🤷 AMBG  |
|    F32     |        524288        |  2048   |       4       |    pivot_tie     |  32.768 [-1.984, +0.032] us |  30.720 [-2.048, +0.000] us |           |  🤷 AMBG  |
|    F32     |        524288        |  2048   |       8       |    pivot_tie     |  40.960 [-0.096, +0.864] us |  38.912 [-0.096, +0.032] us |  <= -4.9% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      16       |    pivot_tie     |  75.776 [-1.920, +0.032] us |  69.632 [-1.216, +0.032] us |  <= -6.0% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      32       |    pivot_tie     | 118.784 [-1.184, +0.000] us | 110.592 [-8.224, +0.000] us |  <= -6.3% |  🟢 FAST  |
|    F32     |        524288        |  2048   |      64       |    pivot_tie     | 196.608 [-3.040, +2.048] us | 182.272 [-4.096, +0.064] us |  <= -6.2% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       1       |      random      |  22.528 [-1.056, +0.032] us |  20.480 [-0.128, +0.032] us |  <= -4.7% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       2       |      random      |  22.528 [-0.064, +0.128] us |  20.512 [-0.160, +2.016] us |           |  🤷 AMBG  |
|    F32     |       1048576        |   512   |       4       |      random      |  24.544 [-2.048, +0.032] us |  22.528 [-2.080, +0.032] us |           |  🤷 AMBG  |
|    F32     |       1048576        |   512   |       8       |      random      |  36.864 [-0.992, +0.032] us |  32.768 [-2.048, +0.000] us |  <= -9.5% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      16       |      random      |  57.344 [-1.984, +0.032] us |  51.136 [-2.048, +0.064] us |  <= -8.1% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      32       |      random      | 100.352 [-2.112, +0.000] us |  90.112 [-2.176, +0.000] us |  <= -9.0% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      64       |      random      | 176.128 [-2.080, +0.000] us | 152.576 [-1.088, +1.024] us | <= -13.3% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       1       | quantized_random |  26.624 [-0.096, +0.032] us |  24.576 [-1.184, +0.000] us |  <= -7.9% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       2       | quantized_random |  26.624 [-0.128, +2.016] us |  24.576 [-0.128, +0.000] us |  <= -7.8% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       4       | quantized_random |  28.672 [-2.112, +0.000] us |  25.504 [-1.024, +1.120] us |           |  🤷 AMBG  |
|    F32     |       1048576        |   512   |       8       | quantized_random |  38.912 [-0.064, +0.064] us |  34.816 [-1.216, +0.000] us | <= -11.6% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      16       | quantized_random |  63.488 [-1.280, +0.032] us |  55.296 [-1.184, +0.032] us | <= -12.4% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      32       | quantized_random | 106.496 [-2.080, +0.000] us |  94.208 [-0.096, +0.928] us |  <= -9.8% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      64       | quantized_random | 194.560 [-2.048, +0.128] us | 169.984 [-1.088, +0.128] us | <= -13.2% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       1       |  relu_quantized  |  26.624 [-0.128, +0.000] us |  24.576 [-1.184, +0.032] us |  <= -7.7% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       2       |  relu_quantized  |  26.624 [-0.096, +1.024] us |  24.576 [-0.128, +0.032] us |  <= -7.8% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       4       |  relu_quantized  |  28.672 [-2.112, +0.000] us |  24.576 [-0.128, +2.016] us |           |  🤷 AMBG  |
|    F32     |       1048576        |   512   |       8       |  relu_quantized  |  38.912 [-1.088, +0.032] us |  34.816 [-2.112, +0.000] us |  <= -8.6% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      16       |  relu_quantized  |  63.488 [-2.048, +0.032] us |  55.296 [-1.984, +0.000] us | <= -11.1% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      32       |  relu_quantized  | 106.496 [-2.080, +0.000] us |  94.208 [-1.152, +0.032] us | <= -10.8% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      64       |  relu_quantized  | 194.560 [-1.152, +0.096] us | 169.984 [-2.080, +0.000] us | <= -13.8% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       1       |    tie_heavy     |  32.768 [-1.184, +0.032] us |  30.720 [-1.184, +0.032] us |  <= -2.7% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       2       |    tie_heavy     |  34.816 [-2.112, +0.000] us |  32.736 [-2.080, +0.032] us |           |  🤷 AMBG  |
|    F32     |       1048576        |   512   |       4       |    tie_heavy     |  34.816 [-1.216, +0.000] us |  32.768 [-1.184, +0.000] us |  <= -2.5% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       8       |    tie_heavy     |  45.056 [-0.128, +1.024] us |  40.960 [-1.152, +0.000] us |  <= -9.7% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      16       |    tie_heavy     |  77.824 [-2.144, +0.000] us |  69.632 [-1.184, +0.000] us |  <= -8.7% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      32       |    tie_heavy     | 131.072 [-2.176, +0.000] us | 118.784 [-0.160, +0.000] us |  <= -8.5% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      64       |    tie_heavy     | 235.520 [-2.080, +2.048] us | 212.992 [-0.160, +1.920] us |  <= -8.6% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       1       |    pivot_tie     |  45.056 [-0.192, +0.000] us |  43.008 [-0.160, +0.000] us |  <= -4.3% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       2       |    pivot_tie     |  49.152 [-2.144, +0.000] us |  45.056 [-0.192, +0.000] us |  <= -4.3% |  🟢 FAST  |
|    F32     |       1048576        |   512   |       4       |    pivot_tie     |  49.152 [-2.144, +0.000] us |  47.072 [-2.112, +0.032] us |           |  🤷 AMBG  |
|    F32     |       1048576        |   512   |       8       |    pivot_tie     |  59.392 [-0.192, +0.032] us |  55.296 [-2.080, +0.000] us |  <= -7.1% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      16       |    pivot_tie     | 106.496 [-1.216, +0.000] us |  98.304 [-0.224, +0.000] us |  <= -7.1% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      32       |    pivot_tie     | 184.320 [-1.216, +0.032] us | 174.080 [-2.176, +0.000] us |  <= -5.2% |  🟢 FAST  |
|    F32     |       1048576        |   512   |      64       |    pivot_tie     | 331.744 [-3.008, +0.032] us | 305.152 [-2.112, +0.032] us |  <= -7.7% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       1       |      random      |  24.512 [-2.080, +0.064] us |  20.480 [-0.224, +1.920] us |           |  🤷 AMBG  |
|    F32     |       1048576        |  1024   |       2       |      random      |  28.672 [-1.248, +0.032] us |  26.592 [-2.144, +0.032] us |  <= -3.0% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       4       |      random      |  28.672 [-1.248, +0.032] us |  26.624 [-2.048, +0.000] us |  <= -3.0% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       8       |      random      |  38.912 [-2.112, +0.000] us |  32.768 [-0.160, +0.000] us | <= -12.3% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      16       |      random      |  57.344 [-2.112, +0.000] us |  49.184 [-0.192, +2.016] us |  <= -7.9% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      32       |      random      | 102.464 [-0.160, +1.952] us |  90.112 [-1.248, +0.000] us | <= -13.5% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      64       |      random      | 182.272 [-2.112, +0.032] us | 157.696 [-2.080, +0.032] us | <= -14.2% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       1       | quantized_random |  26.624 [-0.160, +0.000] us |  24.576 [-0.160, +0.000] us |  <= -7.7% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       2       | quantized_random |  28.640 [-2.112, +0.032] us |  24.640 [-0.192, +1.952] us |           |  🤷 AMBG  |
|    F32     |       1048576        |  1024   |       4       | quantized_random |  28.672 [-1.344, +0.032] us |  26.624 [-2.080, +0.000] us |  <= -2.6% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       8       | quantized_random |  40.896 [-2.048, +0.064] us |  34.816 [-0.128, +0.000] us | <= -11.6% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      16       | quantized_random |  63.488 [-2.080, +0.000] us |  55.296 [-0.128, +0.864] us |  <= -9.3% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      32       | quantized_random | 106.496 [-2.080, +0.032] us |  96.224 [-2.080, +0.032] us |  <= -8.5% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      64       | quantized_random | 194.592 [-1.184, +0.960] us | 172.032 [-2.080, +0.032] us | <= -12.4% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       1       |  relu_quantized  |  26.624 [-0.992, +0.032] us |  24.576 [-1.216, +0.032] us |  <= -4.2% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       2       |  relu_quantized  |  28.672 [-2.112, +0.000] us |  24.576 [-0.128, +0.064] us |  <= -7.8% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       4       |  relu_quantized  |  28.672 [-2.080, +0.000] us |  26.592 [-2.144, +0.032] us |           |  🤷 AMBG  |
|    F32     |       1048576        |  1024   |       8       |  relu_quantized  |  40.896 [-2.080, +0.064] us |  34.816 [-1.248, +0.032] us | <= -11.4% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      16       |  relu_quantized  |  63.488 [-2.080, +0.032] us |  55.296 [-1.152, +0.032] us | <= -11.0% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      32       |  relu_quantized  | 106.496 [-2.080, +0.000] us |  94.208 [-1.088, +0.064] us | <= -10.8% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      64       |  relu_quantized  | 194.560 [-0.064, +1.024] us | 169.984 [-0.096, +0.832] us | <= -13.9% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       1       |    tie_heavy     |  32.768 [-1.248, +0.000] us |  30.720 [-1.184, +0.000] us |  <= -2.6% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       2       |    tie_heavy     |  34.816 [-2.080, +0.000] us |  32.768 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |       1048576        |  1024   |       4       |    tie_heavy     |  34.816 [-1.984, +0.032] us |  32.768 [-1.216, +0.000] us |           |  🤷 AMBG  |
|    F32     |       1048576        |  1024   |       8       |    tie_heavy     |  45.056 [-0.160, +1.152] us |  40.960 [-1.216, +0.000] us |  <= -9.6% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      16       |    tie_heavy     |  75.776 [-0.128, +0.960] us |  69.632 [-1.216, +0.000] us |  <= -8.6% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      32       |    tie_heavy     | 131.072 [-1.152, +0.000] us | 120.832 [+0.000, +0.000] us |  <= -7.5% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      64       |    tie_heavy     | 235.552 [-0.096, +2.016] us | 213.024 [-0.224, +1.984] us |  <= -9.5% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       1       |    pivot_tie     |  45.056 [-1.088, +0.032] us |  43.008 [-0.160, +0.000] us |  <= -2.2% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       2       |    pivot_tie     |  49.152 [-2.080, +0.000] us |  45.056 [-0.224, +0.000] us |  <= -4.5% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |       4       |    pivot_tie     |  49.152 [-2.048, +0.000] us |  47.072 [-2.176, +0.032] us |           |  🤷 AMBG  |
|    F32     |       1048576        |  1024   |       8       |    pivot_tie     |  59.392 [-0.128, +0.032] us |  55.296 [-2.176, +0.000] us |  <= -7.2% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      16       |    pivot_tie     | 106.496 [-2.080, +0.000] us |  98.304 [-0.192, +0.000] us |  <= -6.2% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      32       |    pivot_tie     | 184.320 [-1.152, +0.000] us | 174.080 [-2.176, +0.000] us |  <= -5.2% |  🟢 FAST  |
|    F32     |       1048576        |  1024   |      64       |    pivot_tie     | 331.744 [-3.008, +0.032] us | 305.152 [-2.144, +0.000] us |  <= -7.7% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       1       |      random      |  26.656 [-0.160, +2.016] us |  24.576 [-0.192, +0.000] us |  <= -7.8% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       2       |      random      |  28.672 [-0.128, +0.000] us |  26.624 [-0.192, +0.000] us |  <= -7.2% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       4       |      random      |  28.672 [-0.128, +0.832] us |  26.624 [-0.192, +0.000] us |  <= -7.2% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       8       |      random      |  38.912 [-1.088, +0.032] us |  32.800 [-0.192, +2.016] us |  <= -8.6% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      16       |      random      |  59.392 [-0.128, +0.096] us |  53.248 [-0.192, +0.000] us | <= -11.3% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      32       |      random      | 106.496 [-1.184, +0.032] us |  92.160 [-0.160, +0.032] us | <= -14.2% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      64       |      random      | 186.368 [-1.184, +0.000] us | 163.840 [-2.144, +0.000] us | <= -13.0% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       1       | quantized_random |  26.624 [-1.216, +0.032] us |  24.576 [-1.248, +0.000] us |  <= -3.4% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       2       | quantized_random |  28.672 [-1.280, +0.000] us |  25.280 [-0.864, +1.344] us |  <= -2.9% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       4       | quantized_random |  28.672 [-1.248, +0.000] us |  26.624 [-2.208, +0.000] us |  <= -3.0% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       8       | quantized_random |  40.960 [-1.248, +0.000] us |  36.672 [-2.048, +0.192] us |  <= -7.7% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      16       | quantized_random |  65.504 [-2.080, +0.032] us |  57.344 [-2.016, +0.000] us | <= -10.6% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      32       | quantized_random | 108.544 [-2.112, +0.000] us |  96.256 [-0.192, +0.032] us | <= -10.5% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      64       | quantized_random | 200.704 [-2.080, +0.000] us | 174.112 [-0.192, +1.984] us | <= -12.8% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       1       |  relu_quantized  |  26.624 [-1.184, +0.000] us |  24.576 [-2.016, +0.032] us |  <= -3.4% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       2       |  relu_quantized  |  28.672 [-2.112, +0.032] us |  24.576 [-0.224, +2.016] us |           |  🤷 AMBG  |
|    F32     |       1048576        |  2048   |       4       |  relu_quantized  |  28.672 [-1.216, +0.000] us |  26.624 [-2.080, +0.000] us |  <= -3.1% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       8       |  relu_quantized  |  40.960 [-2.048, +0.000] us |  34.816 [-0.192, +0.032] us | <= -11.7% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      16       |  relu_quantized  |  65.472 [-2.080, +0.064] us |  57.344 [-2.080, +0.000] us | <= -10.5% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      32       |  relu_quantized  | 108.544 [-2.144, +0.000] us |  96.256 [-2.176, +0.000] us | <= -10.5% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      64       |  relu_quantized  | 200.704 [-2.080, +0.000] us | 174.080 [-2.080, +0.000] us | <= -14.1% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       1       |    tie_heavy     |  32.768 [-2.080, +0.000] us |  30.720 [-2.080, +0.000] us |           |  🤷 AMBG  |
|    F32     |       1048576        |  2048   |       2       |    tie_heavy     |  34.816 [-1.408, +0.000] us |  32.768 [-2.080, +0.000] us |  <= -2.0% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       4       |    tie_heavy     |  34.816 [-1.216, +0.032] us |  32.768 [-2.048, +0.000] us |  <= -2.5% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       8       |    tie_heavy     |  45.920 [-0.960, +1.184] us |  40.960 [-0.096, +0.000] us |  <= -9.8% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      16       |    tie_heavy     |  77.792 [-2.080, +0.032] us |  69.632 [-0.192, +0.000] us |  <= -8.7% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      32       |    tie_heavy     | 133.088 [-2.080, +0.032] us | 122.752 [-2.048, +0.128] us |  <= -6.6% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      64       |    tie_heavy     | 239.616 [-2.080, +0.992] us | 217.088 [-4.128, +2.048] us |  <= -8.4% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       1       |    pivot_tie     |  45.056 [-1.184, +0.000] us |  43.008 [-2.112, +0.000] us |  <= -2.0% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       2       |    pivot_tie     |  49.152 [-2.080, +0.000] us |  45.056 [-0.192, +0.000] us |  <= -4.5% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |       4       |    pivot_tie     |  49.152 [-2.080, +0.000] us |  47.104 [-2.176, +0.000] us |           |  🤷 AMBG  |
|    F32     |       1048576        |  2048   |       8       |    pivot_tie     |  59.392 [-0.192, +0.032] us |  55.296 [-1.280, +0.000] us |  <= -7.1% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      16       |    pivot_tie     | 106.496 [-1.216, +0.000] us |  98.304 [-0.192, +0.000] us |  <= -7.1% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      32       |    pivot_tie     | 184.320 [-2.176, +0.000] us | 173.888 [-2.048, +0.192] us |  <= -4.6% |  🟢 FAST  |
|    F32     |       1048576        |  2048   |      64       |    pivot_tie     | 329.728 [-0.992, +1.024] us | 305.152 [-2.112, +0.000] us |  <= -7.7% |  🟢 FAST  |

Summary

  • Total Matches: 1260
    • Unchanged (classified as SAME): 48
    • Improvement (clear timing gap, %Diff < 0): 471
    • Regression (clear timing gap, %Diff > 0): 0
    • Ambiguous (comparison requires more evidence): 636
      • Reasons:
        • bulk_time_support_mismatch: 372 (sample: min(ref=40.1%, cmp=100.0%) >= 97.0%; support: min(ref=4.2%, cmp=100.0%) >= 80.0%)
        • centers_not_close: 234 (timing centers are not close enough to declare same)
        • weak_interval_overlap: 26 (timing intervals do not overlap strongly enough to declare same)
        • bulk_cycle_support_mismatch: 4 (sample: min(ref=95.3%, cmp=100.0%) >= 97.0%; support: min(ref=95.3%, cmp=100.0%) >= 80.0%)
    • Unknown (input data unavailable or unusable): 105
Details

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🟩 Finished in 3h 19m: Pass: 100%/210 | Total: 9d 20h | Max: 3h 19m | Hits: 22%/1254980

See results here.

size_state size;
pass_result result;
};
static_assert(sizeof(state_t) == 16, "the published cluster state must be exactly one 16-byte st.async payload");

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I believe this is superfluous if we manually just added the alignas

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Is it? Maybe I'm missing sth, but aggregate types that are bigger than their alignment are not unusual. Did you misread the assert to be on alignof()?

Comment on lines +850 to +865
// mbarrier-path `add_remote_prefix`, completing on the target's `prefix_mbar` (see `exchange_prefixes`).
_CCCL_DEVICE _CCCL_FORCEINLINE void add_remote_prefix_async(
[[maybe_unused]] unsigned target_rank,
[[maybe_unused]] offset_t num_local_selected_for_scan,
[[maybe_unused]] offset_t num_local_tied_for_scan)
{
#if __cccl_ptx_isa >= 860
_TempStorage* const remote = map_to_rank(&temp_storage, target_rank);
::cuda::ptx::red_async(
::cuda::ptx::op_add, &remote->selected_offset_counter, num_local_selected_for_scan, &remote->prefix_mbar);
::cuda::ptx::red_async(
::cuda::ptx::op_add, &remote->tie_offset_counter, num_local_tied_for_scan, &remote->prefix_mbar);
#else // __cccl_ptx_isa < 860
_CCCL_UNREACHABLE();
#endif // __cccl_ptx_isa >= 860
}

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We might want to conditionally compile the whole function and not just the internal.

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I guess that should help compile time? On the other hand I do like having the guards directly next to the PTX in question.

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I might just inline some of these new helpers. Small functions like these seem nice at first sight, but when reviewing complicated kernels they make you jump around in the source a lot and potentially add a lot of boilerplate like these guards and the function signatures. Often times they are only used in one place anyway.

::cuda::ptx::fence_sync_restrict(::cuda::ptx::sem_acquire, ::cuda::ptx::space_cluster, ::cuda::ptx::scope_cluster);
#else // __cccl_ptx_isa < 860
_CCCL_UNREACHABLE();
#endif // __cccl_ptx_isa >= 860

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A lot of this feels like an anti pattern. Can you please check if we cannot just rely on use_mbarrier_sync with an if constexpr and NV_IF_TARGET to conditionally compile out all those functions rather than having a lot of unreachable functions?

I

@pauleonix pauleonix Oct 26, 2026 •

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AFAIK the issue is that these functions are not templates, so even when "guarded" by if constexpr on the caller side they cause build failures. But I will take another look.

// plus the remote relaxed arrival (which also arms the receiver for the payload) is what orders this pass's `hist`
// accesses (BlockScan reads, reset) before the receiver's next fold. The caller's block barrier puts every thread's
// accesses into the issuing lanes' history.
_CCCL_DEVICE _CCCL_FORCEINLINE void publish_pass_state()

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Same here, this is fully guarded by use_mbarrier_sync so we can just conditionally define the whole function

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[FEA]: Use mbarriers to improve barrier/communication latency in cluster segmented TopK

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