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87 changes: 77 additions & 10 deletions sagemaker-core/src/sagemaker/core/jumpstart/constants.py
Original file line number Diff line number Diff line change
Expand Up @@ -14,6 +14,7 @@

from __future__ import absolute_import
from __future__ import absolute_import
import copy
import logging
import os
from typing import Dict, Set, Type
Expand Down Expand Up @@ -180,16 +181,82 @@ def _load_region_config(filepath: str) -> Set[JumpStartLaunchedRegionInfo]:

MODEL_ID_LIST_WEB_URL = "https://sagemaker.readthedocs.io/en/stable/doc_utils/pretrainedmodels.html"

try:
DEFAULT_JUMPSTART_SAGEMAKER_SESSION = Session(
boto3.Session(region_name=JUMPSTART_DEFAULT_REGION_NAME)
)
except Exception as e: # pylint: disable=W0703
DEFAULT_JUMPSTART_SAGEMAKER_SESSION = None
JUMPSTART_LOGGER.warning(
"Unable to create default JumpStart SageMaker Session due to the following error: %s.",
str(e),
)

class _LazyJumpStartSagemakerSession: # pylint: disable=too-few-public-methods
"""Lazily-initialized proxy for the default JumpStart SageMaker Session.

Constructing a real ``Session`` eagerly creates several boto3 clients and
resolves AWS credentials/region. Doing that work at import time added
several seconds to ``import sagemaker`` even when the default session was
never used (see aws/sagemaker-python-sdk#4468).

This proxy defers the work until the session is first used. It:

* is truthy without initializing, so ``session or DEFAULT_...`` fallbacks
and ``if session:`` checks stay cheap and do not build boto3 clients;
* forwards attribute reads and writes to the underlying real session;
* forwards ``copy``/``deepcopy`` so callers that copy-and-mutate the default
session keep working;
* on the failure path (``Session(...)`` construction raises), logs a warning
and resolves to ``None`` so that *attribute access* then behaves exactly as
it would on ``None`` (an ``AttributeError``). Note the degradation is only
observed through attribute access: because the proxy is always truthy,
``bool()``/``if session:``/``or``/``is None`` checks do not see it. In
practice this path is effectively unreachable -- the region is a hardcoded
constant and boto3 defers credential resolution to first API call, so
constructing the clients does not raise at import time.
"""

__slots__ = ()

_resolved = False
_session = None

@classmethod
def _resolve(cls):
"""Build the real Session once, caching the result (or ``None``)."""
if not cls._resolved:
cls._resolved = True
try:
cls._session = Session(boto3.Session(region_name=JUMPSTART_DEFAULT_REGION_NAME))
except Exception as e: # pylint: disable=W0703
cls._session = None
JUMPSTART_LOGGER.warning(
"Unable to create default JumpStart SageMaker Session due to the "
"following error: %s.",
str(e),
)
return cls._session

def __bool__(self):
# Truthy without initializing, so ``x or DEFAULT_...`` stays lazy.
return True

def __getattr__(self, name):
# Delegates to the real session; on the failure path this raises the
# same AttributeError that accessing an attribute on ``None`` would.
return getattr(type(self)._resolve(), name)

def __setattr__(self, name, value):
setattr(type(self)._resolve(), name, value)

def __delattr__(self, name):
# Forwarded so that ``unittest.mock.patch`` tears down cleanly. For a
# class-level attribute mock records ``is_local=False``, sets the mock
# via ``__setattr__`` (creating an instance attribute on the real
# session) and restores by calling ``delattr``. Without this method the
# teardown raises ``AttributeError`` and leaves the mock installed on
# the process-wide session.
delattr(type(self)._resolve(), name)

def __copy__(self):
return copy.copy(type(self)._resolve())

def __deepcopy__(self, memo):
return copy.deepcopy(type(self)._resolve(), memo)


DEFAULT_JUMPSTART_SAGEMAKER_SESSION = _LazyJumpStartSagemakerSession()

EXTRA_MODEL_ID_TAGS = ["sm-jumpstart-id", "sagemaker-studio:jumpstart-model-id"]
EXTRA_MODEL_VERSION_TAGS = [
Expand Down
138 changes: 138 additions & 0 deletions sagemaker-core/tests/unit/jumpstart/test_constants.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,138 @@
# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License"). You
# may not use this file except in compliance with the License. A copy of
# the License is located at
#
# http://aws.amazon.com/apache2.0/
#
# or in the "license" file accompanying this file. This file is
# distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF
# ANY KIND, either express or implied. See the License for the specific
# language governing permissions and limitations under the License.
"""Tests for lazy initialization of DEFAULT_JUMPSTART_SAGEMAKER_SESSION (GH #4468)."""

from __future__ import absolute_import

import copy
from types import SimpleNamespace

import pytest
from unittest.mock import MagicMock, patch

from sagemaker.core.jumpstart import constants
from sagemaker.core.jumpstart.constants import _LazyJumpStartSagemakerSession


@pytest.fixture(autouse=True)
def reset_lazy_session_cache():
"""Ensure each test starts and ends with an unresolved proxy cache."""
_LazyJumpStartSagemakerSession._resolved = False
_LazyJumpStartSagemakerSession._session = None
yield
_LazyJumpStartSagemakerSession._resolved = False
_LazyJumpStartSagemakerSession._session = None


def test_default_session_is_a_lazy_proxy():
assert isinstance(constants.DEFAULT_JUMPSTART_SAGEMAKER_SESSION, _LazyJumpStartSagemakerSession)


def test_truthiness_does_not_build_a_session():
"""``session or DEFAULT_...`` / ``if session:`` must stay lazy (no boto clients)."""
with patch.object(constants, "Session") as session_cls:
assert bool(constants.DEFAULT_JUMPSTART_SAGEMAKER_SESSION) is True
assert _LazyJumpStartSagemakerSession._resolved is False
session_cls.assert_not_called()


def test_first_attribute_access_builds_session_once():
fake = MagicMock()
fake.boto_region_name = "us-west-2"
with patch.object(constants, "Session", return_value=fake) as session_cls:
# First access materializes the real Session.
assert constants.DEFAULT_JUMPSTART_SAGEMAKER_SESSION.boto_region_name == "us-west-2"
assert _LazyJumpStartSagemakerSession._resolved is True
# Second access reuses the cached Session (not rebuilt).
_ = constants.DEFAULT_JUMPSTART_SAGEMAKER_SESSION.boto_region_name
session_cls.assert_called_once()


def test_setattr_is_forwarded_to_real_session():
fake = MagicMock()
with patch.object(constants, "Session", return_value=fake):
constants.DEFAULT_JUMPSTART_SAGEMAKER_SESSION.sagemaker_client = "client"
assert fake.sagemaker_client == "client"


def test_copy_returns_the_real_session():
"""utils.get_default_jumpstart_session_with_user_agent_suffix copies then mutates,
so copy.copy(proxy) must yield a real (copyable, mutable) session, not the proxy."""
fake = SimpleNamespace(boto_session="orig", sagemaker_client="orig")
with patch.object(constants, "Session", return_value=fake):
result = copy.copy(constants.DEFAULT_JUMPSTART_SAGEMAKER_SESSION)
# A shallow copy of the resolved session -- distinct object, same contents,
# and crucially NOT the lazy proxy.
assert not isinstance(result, _LazyJumpStartSagemakerSession)
assert isinstance(result, SimpleNamespace)
assert result is not fake
# Mutating the copy (as the real caller does) must not raise.
result.boto_session = "new"
assert fake.boto_session == "orig"


def test_failed_build_degrades_to_none_contract(caplog):
"""If Session construction raises, resolution yields None and logs a warning;
attribute access then behaves exactly as it would on ``None``."""
with patch.object(constants, "Session", side_effect=RuntimeError("boom")):
# Truthiness is still cheap and does not raise.
assert bool(constants.DEFAULT_JUMPSTART_SAGEMAKER_SESSION) is True
assert _LazyJumpStartSagemakerSession._resolve() is None
with pytest.raises(AttributeError):
_ = constants.DEFAULT_JUMPSTART_SAGEMAKER_SESSION.boto_region_name


def test_mock_patch_of_class_level_attribute_tears_down_cleanly():
"""``mock.patch`` on a class-level session method must restore the original and
leave nothing behind on the process-wide session.

mock records ``is_local=False`` for a class-level attribute (it is absent from
the instance ``__dict__``) and restores it by calling ``delattr``, so the proxy
must forward ``__delattr__``. Without that forwarding the teardown raises
``AttributeError`` and the mock leaks into every later test in the same worker.
"""

class FakeSession:
"""Stands in for ``Session``: ``read_s3_file`` is a class-level attribute."""

def read_s3_file(self):
return "real"

fake = FakeSession()
with patch.object(constants, "Session", return_value=fake):
proxy = constants.DEFAULT_JUMPSTART_SAGEMAKER_SESSION
assert proxy.read_s3_file() == "real"

with patch.object(proxy, "read_s3_file", return_value="mocked"):
assert proxy.read_s3_file() == "mocked"

# Teardown must restore the class method and leave no shadowing instance
# attribute behind on the shared session.
assert proxy.read_s3_file() == "real"
assert "read_s3_file" not in fake.__dict__


def test_mock_patch_of_instance_level_attribute_tears_down_cleanly():
"""The instance-attribute path (``is_local=True``, restored via ``setattr``)
must keep working -- guards against a regression in ``__setattr__`` forwarding."""

class FakeSession:
def __init__(self):
self.sagemaker_client = "real-client"

fake = FakeSession()
with patch.object(constants, "Session", return_value=fake):
proxy = constants.DEFAULT_JUMPSTART_SAGEMAKER_SESSION
with patch.object(proxy, "sagemaker_client", "mock-client"):
assert proxy.sagemaker_client == "mock-client"
assert proxy.sagemaker_client == "real-client"
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