Warning: Permanently added 'localhost' (ED25519) to the list of known hosts.
Warning: Permanently added 'localhost' (ED25519) to the list of known hosts.
Warning: Permanently added 'localhost' (ED25519) to the list of known hosts.
[16:20:43 PST] Transferring environment variable script to build VM
[16:20:45 PST] Transferring kokoro_log_reader.py to build VM
[16:20:46 PST] Transferring source code to build VM
[16:20:58 PST] Executing build script on build VM



[ID: 5528663] Executing command via SSH:
export KOKORO_BUILD_NUMBER="3252"
export KOKORO_JOB_NAME="cloud-devrel/client-libraries/python/googleapis/python-aiplatform/continuous/system"
source /tmpfs/kokoro-env_vars.sh; cd /tmpfs/src/ ; chmod 755 github/python-aiplatform/.kokoro/trampoline.sh ; PYTHON_3_VERSION="$(pyenv which python3 2> /dev/null || which python3)" ; PYTHON_2_VERSION="$(pyenv which python2 2> /dev/null || which python2)" ; if "$PYTHON_3_VERSION" -c "import psutil" ; then KOKORO_PYTHON_COMMAND="$PYTHON_3_VERSION" ; else KOKORO_PYTHON_COMMAND="$PYTHON_2_VERSION" ; fi > /dev/null 2>&1 ; echo "export KOKORO_PYTHON_COMMAND="$KOKORO_PYTHON_COMMAND"" > "$HOME/.kokoro_python_vars" ; nohup bash -c "( rm -f /tmpfs/kokoro_build_exit_code ; github/python-aiplatform/.kokoro/trampoline.sh ; echo \${PIPESTATUS[0]} > /tmpfs/kokoro_build_exit_code ) > /tmpfs/kokoro_build.log 2>&1" > /dev/null 2>&1 & echo $! > /tmpfs/kokoro_build.pid ; source "$HOME/.kokoro_python_vars" ; "$KOKORO_PYTHON_COMMAND" /tmpfs/kokoro_log_reader.py /tmpfs/kokoro_build.log /tmpfs/kokoro_build_exit_code /tmpfs/kokoro_build.pid /tmpfs/kokoro_log_reader.pid --start_byte 0

2025-01-03 16:20:59 Creating folder on disk for secrets: /tmpfs/src/gfile/secret_manager
Activated service account credentials for: [kokoro-trampoline@cloud-devrel-kokoro-resources.iam.gserviceaccount.com]
WARNING: Your config file at [/home/kbuilder/.docker/config.json] contains these credential helper entries:

{
"credHelpers": {
"gcr.io": "gcr",
"us.gcr.io": "gcr",
"asia.gcr.io": "gcr",
"staging-k8s.gcr.io": "gcr",
"eu.gcr.io": "gcr"
}
}
These will be overwritten.
Docker configuration file updated.
Using default tag: latest
latest: Pulling from cloud-devrel-kokoro-resources/python-multi
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Digest: sha256:9bb9bd3cd602cf04a361ef46d2f32e514ed06ab856e0fb889349572ec028d89a
Status: Downloaded newer image for gcr.io/cloud-devrel-kokoro-resources/python-multi:latest
gcr.io/cloud-devrel-kokoro-resources/python-multi:latest
Executing: docker run --rm --interactive --network=host --privileged --volume=/var/run/docker.sock:/var/run/docker.sock --workdir=/tmpfs/src --entrypoint=github/python-aiplatform/.kokoro/build.sh --env-file=/tmpfs/tmp/tmp6clb8sms/envfile --volume=/tmpfs:/tmpfs gcr.io/cloud-devrel-kokoro-resources/python-multi
KOKORO_KEYSTORE_DIR=/tmpfs/src/keystore
KOKORO_GITHUB_COMMIT_URL=https://github.com/googleapis/python-aiplatform/commit/88d265641fa6cfa83c4cc506fd36ab14269a555b
KOKORO_JOB_NAME=cloud-devrel/client-libraries/python/googleapis/python-aiplatform/continuous/system
KOKORO_GIT_COMMIT=88d265641fa6cfa83c4cc506fd36ab14269a555b
KOKORO_JOB_CLUSTER=GCP_UBUNTU
KOKORO_BLAZE_DIR=/tmpfs/src/objfs
KOKORO_ROOT=/tmpfs
KOKORO_JOB_TYPE=CONTINUOUS_INTEGRATION
KOKORO_ROOT_DIR=/tmpfs/
KOKORO_BUILD_NUMBER=3252
KOKORO_JOB_POOL=yoshi-ubuntu
KOKORO_GITHUB_COMMIT=88d265641fa6cfa83c4cc506fd36ab14269a555b
KOKORO_BUILD_INITIATOR=kokoro-github-subscriber
KOKORO_ARTIFACTS_DIR=/tmpfs/src
KOKORO_BUILD_ID=a239163c-cf1e-4a87-93ef-3977666065c9
KOKORO_GFILE_DIR=/tmpfs/src/gfile
KOKORO_BUILD_CONFIG_DIR=
KOKORO_POSIX_ROOT=/tmpfs
KOKORO_BUILD_ARTIFACTS_SUBDIR=prod/cloud-devrel/client-libraries/python/googleapis/python-aiplatform/continuous/system/3252/20250103-161951
WARNING: Skipping nox-automation as it is not installed.

[notice] A new release of pip is available: 23.0.1 -> 24.3.1
[notice] To update, run: pip install --upgrade pip
2024.10.9
nox > Running session system-3.10
nox > Creating virtual environment (virtualenv) using python3.10 in .nox/system-3-10
nox > python -m pip install --pre 'grpcio!=1.52.0rc1'
nox > python -m pip install mock pytest google-cloud-testutils -c /tmpfs/src/github/python-aiplatform/testing/constraints-3.10.txt
nox > python -m pip install -e '.[testing]' -c /tmpfs/src/github/python-aiplatform/testing/constraints-3.10.txt
nox > py.test -v --junitxml=system_3.10_sponge_log.xml tests/system
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pytest_asyncio/plugin.py:207: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
============================= test session starts ==============================
platform linux -- Python 3.10.15, pytest-8.3.4, pluggy-1.5.0 -- /tmpfs/src/github/python-aiplatform/.nox/system-3-10/bin/python
cachedir: .pytest_cache
rootdir: /tmpfs/src/github/python-aiplatform
plugins: xdist-3.3.1, asyncio-0.25.1, anyio-3.7.1
asyncio: mode=strict, asyncio_default_fixture_loop_scope=None
created: 16/16 workers
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pytest_asyncio/plugin.py:207: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pytest_asyncio/plugin.py:207: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pytest_asyncio/plugin.py:207: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pytest_asyncio/plugin.py:207: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pytest_asyncio/plugin.py:207: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pytest_asyncio/plugin.py:207: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pytest_asyncio/plugin.py:207: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pytest_asyncio/plugin.py:207: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pytest_asyncio/plugin.py:207: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pytest_asyncio/plugin.py:207: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pytest_asyncio/plugin.py:207: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pytest_asyncio/plugin.py:207: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pytest_asyncio/plugin.py:207: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pytest_asyncio/plugin.py:207: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pytest_asyncio/plugin.py:207: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pytest_asyncio/plugin.py:207: PytestDeprecationWarning: The configuration option "asyncio_default_fixture_loop_scope" is unset.
The event loop scope for asynchronous fixtures will default to the fixture caching scope. Future versions of pytest-asyncio will default the loop scope for asynchronous fixtures to function scope. Set the default fixture loop scope explicitly in order to avoid unexpected behavior in the future. Valid fixture loop scopes are: "function", "class", "module", "package", "session"

warnings.warn(PytestDeprecationWarning(_DEFAULT_FIXTURE_LOOP_SCOPE_UNSET))
16 workers [248 items]

scheduling tests via LoadScopeScheduling

tests/system/aiplatform/test_e2e_metadata_schema.py::TestMetadataSchema::test_system_dataset_artifact_create
tests/system/aiplatform/test_dataset.py::TestDataset::test_get_existing_dataset
tests/system/aiplatform/test_custom_job.py::TestCustomJob::test_from_local_script_prebuilt_container
tests/system/aiplatform/test_autologging.py::TestAutologging::test_autologging_with_autorun_creation
tests/system/aiplatform/test_initializer.py::TestInitializer::test_init_calls_set_google_auth_default
[gw3] [ 0%] SKIPPED tests/system/aiplatform/test_dataset.py::TestDataset::test_get_existing_dataset
tests/system/aiplatform/test_dataset.py::TestDataset::test_get_nonexistent_dataset
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_text_generation[grpc]
tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_create_get_list_featurestore
tests/system/aiplatform/test_matching_engine_index.py::TestMatchingEngine::test_create_get_list_matching_engine_index
[gw13] [ 0%] PASSED tests/system/aiplatform/test_initializer.py::TestInitializer::test_init_calls_set_google_auth_default
tests/system/aiplatform/test_batch_prediction.py::TestBatchPredictionJob::test_model_monitoring
tests/system/aiplatform/test_experiment_model.py::TestExperimentModel::test_sklearn_model
tests/system/aiplatform/test_e2e_tabular.py::TestEndToEndTabular::test_end_to_end_tabular
tests/system/aiplatform/test_e2e_forecasting.py::TestEndToEndForecasting4::test_end_to_end_forecasting[TimeSeriesDenseEncoderForecastingTrainingJob]
tests/system/aiplatform/test_e2e_forecasting.py::TestEndToEndForecasting2::test_end_to_end_forecasting[SequenceToSequencePlusForecastingTrainingJob]
tests/system/aiplatform/test_e2e_forecasting.py::TestEndToEndForecasting1::test_end_to_end_forecasting[AutoMLForecastingTrainingJob]
tests/system/aiplatform/test_e2e_forecasting.py::TestEndToEndForecasting3::test_end_to_end_forecasting[TemporalFusionTransformerForecastingTrainingJob]
tests/system/aiplatform/test_experiments.py::TestExperiments::test_create_experiment
tests/system/aiplatform/test_initializer.py::TestInitializer::test_init_rest_async_incorrect_credentials
[gw13] [ 1%] PASSED tests/system/aiplatform/test_initializer.py::TestInitializer::test_init_rest_async_incorrect_credentials
tests/system/aiplatform/test_pipeline_job.py::TestPipelineJob::test_add_pipeline_job_to_experiment
[gw3] [ 1%] PASSED tests/system/aiplatform/test_dataset.py::TestDataset::test_get_nonexistent_dataset
tests/system/aiplatform/test_dataset.py::TestDataset::test_get_new_dataset_and_import
[gw8] [ 2%] PASSED tests/system/aiplatform/test_e2e_metadata_schema.py::TestMetadataSchema::test_system_dataset_artifact_create
tests/system/aiplatform/test_e2e_metadata_schema.py::TestMetadataSchema::test_google_dataset_artifact_create
[gw14] [ 2%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_text_generation[grpc]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_text_generation[rest]
[gw8] [ 2%] PASSED tests/system/aiplatform/test_e2e_metadata_schema.py::TestMetadataSchema::test_google_dataset_artifact_create
tests/system/aiplatform/test_e2e_metadata_schema.py::TestMetadataSchema::test_execution_create_using_system_schema_class
[gw8] [ 3%] PASSED tests/system/aiplatform/test_e2e_metadata_schema.py::TestMetadataSchema::test_execution_create_using_system_schema_class
tests/system/aiplatform/test_project_id_inference.py::TestProjectIDInference::test_project_id_inference
[gw14] [ 3%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_text_generation[rest]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_text_generation_preview_count_tokens[grpc]
[gw12] [ 4%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_create_experiment
tests/system/aiplatform/test_experiments.py::TestExperiments::test_get_experiment
[gw14] [ 4%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_text_generation_preview_count_tokens[grpc]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_text_generation_preview_count_tokens[rest]
[gw12] [ 4%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_get_experiment
tests/system/aiplatform/test_experiments.py::TestExperiments::test_start_run
[gw14] [ 5%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_text_generation_preview_count_tokens[rest]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_text_generation_model_predict_async
[gw14] [ 5%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_text_generation_model_predict_async
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_text_generation_streaming[grpc]
[gw14] [ 6%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_text_generation_streaming[grpc]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_text_generation_streaming[rest]
[gw12] [ 6%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_start_run
tests/system/aiplatform/test_experiments.py::TestExperiments::test_get_run
[gw14] [ 6%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_text_generation_streaming[rest]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_preview_text_generation_from_pretrained[grpc]
[gw12] [ 7%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_get_run
tests/system/aiplatform/test_experiments.py::TestExperiments::test_log_params
[gw14] [ 7%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_preview_text_generation_from_pretrained[grpc]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_preview_text_generation_from_pretrained[rest]
[gw14] [ 8%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_preview_text_generation_from_pretrained[rest]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_chat_on_chat_model[grpc]
[gw10] [ 8%] PASSED tests/system/aiplatform/test_experiment_model.py::TestExperimentModel::test_sklearn_model
tests/system/aiplatform/test_experiment_model.py::TestExperimentModel::test_xgboost_booster_with_custom_uri
[gw14] [ 8%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_chat_on_chat_model[grpc]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_chat_on_chat_model[rest]
[gw14] [ 9%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_chat_on_chat_model[rest]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_chat_model_preview_count_tokens[grpc]
[gw12] [ 9%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_log_params
tests/system/aiplatform/test_experiments.py::TestExperiments::test_log_metrics
[gw14] [ 10%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_chat_model_preview_count_tokens[grpc]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_chat_model_preview_count_tokens[rest]
[gw10] [ 10%] PASSED tests/system/aiplatform/test_experiment_model.py::TestExperimentModel::test_xgboost_booster_with_custom_uri
tests/system/aiplatform/test_experiment_model.py::TestExperimentModel::test_xgboost_xgbmodel_with_custom_names
[gw0] [ 10%] FAILED tests/system/aiplatform/test_autologging.py::TestAutologging::test_autologging_with_autorun_creation
tests/system/aiplatform/test_autologging.py::TestAutologging::test_autologging_with_manual_run_creation
[gw14] [ 11%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_chat_model_preview_count_tokens[rest]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_chat_model_async
[gw12] [ 11%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_log_metrics
tests/system/aiplatform/test_experiments.py::TestExperiments::test_log_time_series_metrics
[gw14] [ 12%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_chat_model_async
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_chat_model_send_message_streaming[grpc]
[gw14] [ 12%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_chat_model_send_message_streaming[grpc]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_chat_model_send_message_streaming[rest]
[gw10] [ 12%] PASSED tests/system/aiplatform/test_experiment_model.py::TestExperimentModel::test_xgboost_xgbmodel_with_custom_names
tests/system/aiplatform/test_experiment_model.py::TestExperimentModel::test_tensorflow_keras_model_with_input_example
[gw14] [ 13%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_chat_model_send_message_streaming[rest]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_text_embedding[grpc]
[gw12] [ 13%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_log_time_series_metrics
tests/system/aiplatform/test_experiments.py::TestExperiments::test_get_time_series_data_frame_batch_read_success
[gw14] [ 14%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_text_embedding[grpc]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_text_embedding[rest]
[gw14] [ 14%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_text_embedding[rest]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_text_embedding_async
[gw14] [ 14%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_text_embedding_async
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_tuning[grpc]
[gw14] [ 15%] SKIPPED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_tuning[grpc]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_tuning[rest]
[gw14] [ 15%] SKIPPED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_tuning[rest]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_batch_prediction_for_text_generation[grpc]
[gw0] [ 16%] PASSED tests/system/aiplatform/test_autologging.py::TestAutologging::test_autologging_with_manual_run_creation
tests/system/aiplatform/test_autologging.py::TestAutologging::test_autologging_nested_run_model
[gw10] [ 16%] PASSED tests/system/aiplatform/test_experiment_model.py::TestExperimentModel::test_tensorflow_keras_model_with_input_example
tests/system/aiplatform/test_experiment_model.py::TestExperimentModel::test_tensorflow_module_with_gpu_container
[gw12] [ 16%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_get_time_series_data_frame_batch_read_success
tests/system/aiplatform/test_experiments.py::TestExperiments::test_log_classification_metrics
[gw12] [ 17%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_log_classification_metrics
tests/system/aiplatform/test_experiments.py::TestExperiments::test_log_model
[gw0] [ 17%] PASSED tests/system/aiplatform/test_autologging.py::TestAutologging::test_autologging_nested_run_model
[gw12] [ 18%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_log_model
tests/system/aiplatform/test_experiments.py::TestExperiments::test_create_artifact
[gw12] [ 18%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_create_artifact
tests/system/aiplatform/test_experiments.py::TestExperiments::test_get_artifact_by_uri
[gw12] [ 18%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_get_artifact_by_uri
tests/system/aiplatform/test_experiments.py::TestExperiments::test_log_execution_and_artifact
[gw10] [ 19%] PASSED tests/system/aiplatform/test_experiment_model.py::TestExperimentModel::test_tensorflow_module_with_gpu_container
tests/system/aiplatform/test_experiment_model.py::TestExperimentModel::test_deploy_model_with_cpu_container
[gw12] [ 19%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_log_execution_and_artifact
tests/system/aiplatform/test_experiments.py::TestExperiments::test_end_run
[gw14] [ 20%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_batch_prediction_for_text_generation[grpc]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_batch_prediction_for_text_generation[rest]
tests/system/aiplatform/test_tensorboard.py::TestTensorboard::test_create_and_get_tensorboard
[gw12] [ 20%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_end_run
tests/system/aiplatform/test_experiments.py::TestExperiments::test_run_context_manager
[gw12] [ 20%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_run_context_manager
tests/system/aiplatform/test_experiments.py::TestExperiments::test_add_pipeline_job_to_experiment
[gw0] [ 21%] PASSED tests/system/aiplatform/test_tensorboard.py::TestTensorboard::test_create_and_get_tensorboard
tests/system/aiplatform/test_tensorboard.py::TestTensorboard::test_create_and_get_tensorboard_experiment
[gw0] [ 21%] PASSED tests/system/aiplatform/test_tensorboard.py::TestTensorboard::test_create_and_get_tensorboard_experiment
tests/system/aiplatform/test_tensorboard.py::TestTensorboard::test_create_and_get_tensorboard_run
[gw0] [ 22%] PASSED tests/system/aiplatform/test_tensorboard.py::TestTensorboard::test_create_and_get_tensorboard_run
tests/system/aiplatform/test_tensorboard.py::TestTensorboard::test_create_and_get_tensorboard_time_series
[gw0] [ 22%] PASSED tests/system/aiplatform/test_tensorboard.py::TestTensorboard::test_create_and_get_tensorboard_time_series
tests/system/aiplatform/test_tensorboard.py::TestTensorboard::test_write_tensorboard_scalar_data
[gw0] [ 22%] PASSED tests/system/aiplatform/test_tensorboard.py::TestTensorboard::test_write_tensorboard_scalar_data
tests/system/vertex_ray/test_cluster_management.py::TestClusterManagement::test_cluster_management[2.9]
[gw14] [ 23%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_batch_prediction_for_text_generation[rest]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_batch_prediction_for_textembedding[grpc]
[gw14] [ 23%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_batch_prediction_for_textembedding[grpc]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_batch_prediction_for_textembedding[rest]
[gw13] [ 24%] PASSED tests/system/aiplatform/test_pipeline_job.py::TestPipelineJob::test_add_pipeline_job_to_experiment
tests/system/aiplatform/test_prediction_cpr.py::TestPredictionCpr::test_build_cpr_model_upload_and_deploy
[gw14] [ 24%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_batch_prediction_for_textembedding[rest]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_batch_prediction_for_code_generation[grpc]
[gw12] [ 25%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_add_pipeline_job_to_experiment
tests/system/aiplatform/test_experiments.py::TestExperiments::test_get_experiments_df
[gw12] [ 25%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_get_experiments_df
tests/system/aiplatform/test_experiments.py::TestExperiments::test_get_experiments_df_include_time_series_false
[gw14] [ 25%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_batch_prediction_for_code_generation[grpc]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_batch_prediction_for_code_generation[rest]
[gw12] [ 26%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_get_experiments_df_include_time_series_false
tests/system/aiplatform/test_experiments.py::TestExperiments::test_delete_run_does_not_exist_raises_exception
[gw12] [ 26%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_delete_run_does_not_exist_raises_exception
tests/system/aiplatform/test_experiments.py::TestExperiments::test_delete_run_success
[gw10] [ 27%] PASSED tests/system/aiplatform/test_experiment_model.py::TestExperimentModel::test_deploy_model_with_cpu_container
tests/system/aiplatform/test_experiment_model.py::TestExperimentModel::test_deploy_model_with_gpu_container
[gw12] [ 27%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_delete_run_success
tests/system/aiplatform/test_experiments.py::TestExperiments::test_reuse_run_success
[gw12] [ 27%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_reuse_run_success
tests/system/aiplatform/test_experiments.py::TestExperiments::test_delete_run_then_tensorboard_success
[gw12] [ 28%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_delete_run_then_tensorboard_success
tests/system/aiplatform/test_experiments.py::TestExperiments::test_delete_wout_backing_tensorboard_reuse_run_raises_exception
[gw14] [ 28%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_batch_prediction_for_code_generation[rest]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_code_generation_streaming[grpc]
[gw14] [ 29%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_code_generation_streaming[grpc]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_code_generation_streaming[rest]
[gw12] [ 29%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_delete_wout_backing_tensorboard_reuse_run_raises_exception
tests/system/aiplatform/test_experiments.py::TestExperiments::test_delete_experiment_does_not_exist_raises_exception
[gw14] [ 29%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_code_generation_streaming[rest]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_code_chat_model_send_message_streaming[grpc]
[gw14] [ 30%] FAILED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_code_chat_model_send_message_streaming[grpc]
tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_code_chat_model_send_message_streaming[rest]
[gw12] [ 30%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_delete_experiment_does_not_exist_raises_exception
tests/system/aiplatform/test_experiments.py::TestExperiments::test_init_associates_global_tensorboard_to_experiment
[gw14] [ 31%] PASSED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_code_chat_model_send_message_streaming[rest]
tests/system/vertexai/test_batch_prediction.py::TestBatchPrediction::test_batch_prediction_with_gcs_input
[gw12] [ 31%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_init_associates_global_tensorboard_to_experiment
tests/system/aiplatform/test_experiments.py::TestExperiments::test_get_backing_tensorboard_resource_returns_tensorboard
[gw12] [ 31%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_get_backing_tensorboard_resource_returns_tensorboard
tests/system/aiplatform/test_experiments.py::TestExperiments::test_get_backing_tensorboard_resource_returns_none
[gw12] [ 32%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_get_backing_tensorboard_resource_returns_none
tests/system/aiplatform/test_experiments.py::TestExperiments::test_delete_backing_tensorboard_experiment_run_success
[gw12] [ 32%] PASSED tests/system/aiplatform/test_experiments.py::TestExperiments::test_delete_backing_tensorboard_experiment_run_success
tests/system/vertexai/test_prompts.py::TestPrompts::test_create_prompt_with_variables
[gw12] [ 33%] PASSED tests/system/vertexai/test_prompts.py::TestPrompts::test_create_prompt_with_variables
tests/system/vertexai/test_prompts.py::TestPrompts::test_create_prompt_with_function_calling
[gw12] [ 33%] PASSED tests/system/vertexai/test_prompts.py::TestPrompts::test_create_prompt_with_function_calling
tests/system/vertexai/test_prompts.py::TestPrompts::test_get_prompt_with_variables
[gw12] [ 33%] PASSED tests/system/vertexai/test_prompts.py::TestPrompts::test_get_prompt_with_variables
tests/system/vertexai/test_prompts.py::TestPrompts::test_get_prompt_with_function_calling
[gw12] [ 34%] PASSED tests/system/vertexai/test_prompts.py::TestPrompts::test_get_prompt_with_function_calling
tests/system/vertexai/test_reasoning_engines.py::TestReasoningEngines::test_langchain_template
[gw8] [ 34%] PASSED tests/system/aiplatform/test_project_id_inference.py::TestProjectIDInference::test_project_id_inference
tests/system/aiplatform/test_telemetry.py::TestTelemetry::test_single_context_manager
[gw8] [ 35%] PASSED tests/system/aiplatform/test_telemetry.py::TestTelemetry::test_single_context_manager
tests/system/aiplatform/test_telemetry.py::TestTelemetry::test_nested_context_manager
[gw8] [ 35%] PASSED tests/system/aiplatform/test_telemetry.py::TestTelemetry::test_nested_context_manager
[gw13] [ 35%] FAILED tests/system/aiplatform/test_prediction_cpr.py::TestPredictionCpr::test_build_cpr_model_upload_and_deploy
tests/system/aiplatform/test_private_endpoint.py::TestPrivateEndpoint::test_create_deploy_delete_private_endpoint
[gw11] [ 36%] PASSED tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_create_get_list_featurestore
tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_create_get_list_entity_types
[gw11] [ 36%] PASSED tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_create_get_list_entity_types
tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_create_get_list_features
[gw11] [ 37%] PASSED tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_create_get_list_features
tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_ingest_feature_values
[gw2] [ 37%] PASSED tests/system/aiplatform/test_custom_job.py::TestCustomJob::test_from_local_script_prebuilt_container
tests/system/aiplatform/test_custom_job.py::TestCustomJob::test_from_local_script_custom_container
[gw3] [ 37%] PASSED tests/system/aiplatform/test_dataset.py::TestDataset::test_get_new_dataset_and_import
tests/system/aiplatform/test_dataset.py::TestDataset::test_create_and_import_image_dataset
[gw2] [ 38%] PASSED tests/system/aiplatform/test_custom_job.py::TestCustomJob::test_from_local_script_custom_container
tests/system/aiplatform/test_custom_job.py::TestCustomJob::test_from_local_script_enable_autolog_prebuilt_container
[gw14] [ 38%] PASSED tests/system/vertexai/test_batch_prediction.py::TestBatchPrediction::test_batch_prediction_with_gcs_input
tests/system/vertexai/test_batch_prediction.py::TestBatchPrediction::test_batch_prediction_with_bq_input
[gw12] [ 39%] PASSED tests/system/vertexai/test_reasoning_engines.py::TestReasoningEngines::test_langchain_template
[gw10] [ 39%] PASSED tests/system/aiplatform/test_experiment_model.py::TestExperimentModel::test_deploy_model_with_gpu_container
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_local[_get_tokenizer_for_model_preview-gemini-1.0-pro-udhr-udhr-PROD_ENDPOINT]
tests/system/aiplatform/test_vizier.py::TestVizier::test_vizier_lifecycle
[gw10] [ 39%] PASSED tests/system/aiplatform/test_vizier.py::TestVizier::test_vizier_lifecycle
tests/system/aiplatform/test_vizier.py::TestVizier::test_vizier_study_deletion
[gw10] [ 40%] PASSED tests/system/aiplatform/test_vizier.py::TestVizier::test_vizier_study_deletion
tests/system/aiplatform/test_vizier.py::TestVizier::test_vizier_trial_deletion
[gw10] [ 40%] PASSED tests/system/aiplatform/test_vizier.py::TestVizier::test_vizier_trial_deletion
[gw13] [ 41%] PASSED tests/system/aiplatform/test_private_endpoint.py::TestPrivateEndpoint::test_create_deploy_delete_private_endpoint
tests/system/vertex_ray/test_ray_data.py::TestRayData::test_ray_data[2.9]
[gw12] [ 41%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_local[_get_tokenizer_for_model_preview-gemini-1.0-pro-udhr-udhr-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_local[_get_tokenizer_for_model_preview-gemini-1.5-pro-udhr-udhr-PROD_ENDPOINT]
[gw12] [ 41%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_local[_get_tokenizer_for_model_preview-gemini-1.5-pro-udhr-udhr-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_local[_get_tokenizer_for_model_preview-gemini-1.5-flash-udhr-udhr-PROD_ENDPOINT]
[gw12] [ 42%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_local[_get_tokenizer_for_model_preview-gemini-1.5-flash-udhr-udhr-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_local[_get_tokenizer_for_model_preview-gemini-1.5-flash-002-udhr-udhr-PROD_ENDPOINT]
[gw12] [ 42%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_local[_get_tokenizer_for_model_preview-gemini-1.5-flash-002-udhr-udhr-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_local[_get_tokenizer_for_model_preview-gemini-1.5-pro-002-udhr-udhr-PROD_ENDPOINT]
[gw11] [ 43%] PASSED tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_ingest_feature_values
tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_batch_create_features
[gw0] [ 43%] PASSED tests/system/vertex_ray/test_cluster_management.py::TestClusterManagement::test_cluster_management[2.9]
tests/system/vertex_ray/test_cluster_management.py::TestClusterManagement::test_cluster_management[2.33]
[gw11] [ 43%] PASSED tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_batch_create_features
tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_ingest_feature_values_from_df_using_feature_time_column_and_online_read_multiple_entities
[gw12] [ 44%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_local[_get_tokenizer_for_model_preview-gemini-1.5-pro-002-udhr-udhr-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_local[get_tokenizer_for_model-gemini-1.0-pro-udhr-udhr-PROD_ENDPOINT]
[gw12] [ 44%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_local[get_tokenizer_for_model-gemini-1.0-pro-udhr-udhr-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_local[get_tokenizer_for_model-gemini-1.5-pro-udhr-udhr-PROD_ENDPOINT]
[gw12] [ 45%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_local[get_tokenizer_for_model-gemini-1.5-pro-udhr-udhr-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_local[get_tokenizer_for_model-gemini-1.5-flash-udhr-udhr-PROD_ENDPOINT]
[gw12] [ 45%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_local[get_tokenizer_for_model-gemini-1.5-flash-udhr-udhr-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_local[get_tokenizer_for_model-gemini-1.5-flash-002-udhr-udhr-PROD_ENDPOINT]
[gw12] [ 45%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_local[get_tokenizer_for_model-gemini-1.5-flash-002-udhr-udhr-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_local[get_tokenizer_for_model-gemini-1.5-pro-002-udhr-udhr-PROD_ENDPOINT]
[gw12] [ 46%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_local[get_tokenizer_for_model-gemini-1.5-pro-002-udhr-udhr-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_compute_tokens[_get_tokenizer_for_model_preview-gemini-1.0-pro-udhr-udhr-PROD_ENDPOINT]
[gw14] [ 46%] PASSED tests/system/vertexai/test_batch_prediction.py::TestBatchPrediction::test_batch_prediction_with_bq_input
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_with_cached_content_from_text[grpc-PROD_ENDPOINT]
[gw12] [ 47%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_compute_tokens[_get_tokenizer_for_model_preview-gemini-1.0-pro-udhr-udhr-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_compute_tokens[_get_tokenizer_for_model_preview-gemini-1.5-pro-udhr-udhr-PROD_ENDPOINT]
[gw2] [ 47%] PASSED tests/system/aiplatform/test_custom_job.py::TestCustomJob::test_from_local_script_enable_autolog_prebuilt_container
tests/system/aiplatform/test_custom_job.py::TestCustomJob::test_from_local_script_enable_autolog_custom_container
[gw12] [ 47%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_compute_tokens[_get_tokenizer_for_model_preview-gemini-1.5-pro-udhr-udhr-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_compute_tokens[_get_tokenizer_for_model_preview-gemini-1.5-flash-udhr-udhr-PROD_ENDPOINT]
[gw12] [ 48%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_compute_tokens[_get_tokenizer_for_model_preview-gemini-1.5-flash-udhr-udhr-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_compute_tokens[_get_tokenizer_for_model_preview-gemini-1.5-flash-002-udhr-udhr-PROD_ENDPOINT]
[gw12] [ 48%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_compute_tokens[_get_tokenizer_for_model_preview-gemini-1.5-flash-002-udhr-udhr-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_compute_tokens[_get_tokenizer_for_model_preview-gemini-1.5-pro-002-udhr-udhr-PROD_ENDPOINT]
[gw2] [ 49%] PASSED tests/system/aiplatform/test_custom_job.py::TestCustomJob::test_from_local_script_enable_autolog_custom_container
[gw14] [ 49%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_with_cached_content_from_text[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_with_cached_content_from_text[rest-PROD_ENDPOINT]
[gw12] [ 50%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_compute_tokens[_get_tokenizer_for_model_preview-gemini-1.5-pro-002-udhr-udhr-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_compute_tokens[get_tokenizer_for_model-gemini-1.0-pro-udhr-udhr-PROD_ENDPOINT]
[gw11] [ 50%] PASSED tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_ingest_feature_values_from_df_using_feature_time_column_and_online_read_multiple_entities
tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_ingest_feature_values_from_df_using_feature_time_datetime_and_online_read_single_entity
[gw12] [ 50%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_compute_tokens[get_tokenizer_for_model-gemini-1.0-pro-udhr-udhr-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_compute_tokens[get_tokenizer_for_model-gemini-1.5-pro-udhr-udhr-PROD_ENDPOINT]
[gw3] [ 51%] PASSED tests/system/aiplatform/test_dataset.py::TestDataset::test_create_and_import_image_dataset
tests/system/aiplatform/test_dataset.py::TestDataset::test_create_tabular_dataset
[gw3] [ 51%] PASSED tests/system/aiplatform/test_dataset.py::TestDataset::test_create_tabular_dataset
tests/system/aiplatform/test_dataset.py::TestDataset::test_create_tabular_dataset_from_dataframe
[gw3] [ 52%] PASSED tests/system/aiplatform/test_dataset.py::TestDataset::test_create_tabular_dataset_from_dataframe
tests/system/aiplatform/test_dataset.py::TestDataset::test_create_tabular_dataset_from_dataframe_with_provided_schema
[gw3] [ 52%] PASSED tests/system/aiplatform/test_dataset.py::TestDataset::test_create_tabular_dataset_from_dataframe_with_provided_schema
tests/system/aiplatform/test_dataset.py::TestDataset::test_create_time_series_dataset
[gw3] [ 52%] PASSED tests/system/aiplatform/test_dataset.py::TestDataset::test_create_time_series_dataset
tests/system/aiplatform/test_dataset.py::TestDataset::test_export_data
[gw3] [ 53%] PASSED tests/system/aiplatform/test_dataset.py::TestDataset::test_export_data
tests/system/aiplatform/test_dataset.py::TestDataset::test_export_data_for_custom_training
[gw3] [ 53%] PASSED tests/system/aiplatform/test_dataset.py::TestDataset::test_export_data_for_custom_training
tests/system/aiplatform/test_dataset.py::TestDataset::test_update_dataset
[gw3] [ 54%] PASSED tests/system/aiplatform/test_dataset.py::TestDataset::test_update_dataset
[gw12] [ 54%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_compute_tokens[get_tokenizer_for_model-gemini-1.5-pro-udhr-udhr-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_compute_tokens[get_tokenizer_for_model-gemini-1.5-flash-udhr-udhr-PROD_ENDPOINT]
[gw12] [ 54%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_compute_tokens[get_tokenizer_for_model-gemini-1.5-flash-udhr-udhr-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_compute_tokens[get_tokenizer_for_model-gemini-1.5-flash-002-udhr-udhr-PROD_ENDPOINT]
[gw1] [ 55%] PASSED tests/system/aiplatform/test_batch_prediction.py::TestBatchPredictionJob::test_model_monitoring
tests/system/aiplatform/test_model_evaluation.py::TestModelEvaluationJob::test_model_evaluate_custom_tabular_model
[gw14] [ 55%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_with_cached_content_from_text[rest-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_text[grpc-PROD_ENDPOINT]
[gw12] [ 56%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_compute_tokens[get_tokenizer_for_model-gemini-1.5-flash-002-udhr-udhr-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_compute_tokens[get_tokenizer_for_model-gemini-1.5-pro-002-udhr-udhr-PROD_ENDPOINT]
[gw14] [ 56%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_text[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_text[rest-PROD_ENDPOINT]
[gw14] [ 56%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_text[rest-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_latency[grpc-PROD_ENDPOINT]
[gw14] [ 57%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_latency[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_latency[rest-PROD_ENDPOINT]
[gw14] [ 57%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_latency[rest-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_async[grpc-PROD_ENDPOINT]
[gw14] [ 58%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_async[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_async[rest-PROD_ENDPOINT]
[gw14] [ 58%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_async[rest-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_streaming[grpc-PROD_ENDPOINT]
[gw14] [ 58%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_streaming[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_streaming[rest-PROD_ENDPOINT]
[gw14] [ 59%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_streaming[rest-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_streaming_async[grpc-PROD_ENDPOINT]
[gw14] [ 59%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_streaming_async[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_streaming_async[rest-PROD_ENDPOINT]
[gw14] [ 60%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_streaming_async[rest-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_with_parameters[grpc-PROD_ENDPOINT]
[gw14] [ 60%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_with_parameters[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_with_parameters[rest-PROD_ENDPOINT]
[gw12] [ 60%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_compute_tokens[get_tokenizer_for_model-gemini-1.5-pro-002-udhr-udhr-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction[gemini-1.0-pro-PROD_ENDPOINT]
[gw12] [ 61%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction[gemini-1.0-pro-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction[gemini-1.5-pro-PROD_ENDPOINT]
[gw12] [ 61%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction[gemini-1.5-pro-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction[gemini-1.5-flash-PROD_ENDPOINT]
[gw14] [ 62%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_with_parameters[rest-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_with_gemini_15_parameters[grpc-PROD_ENDPOINT]
[gw12] [ 62%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction[gemini-1.5-flash-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction[gemini-1.5-flash-002-PROD_ENDPOINT]
[gw12] [ 62%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction[gemini-1.5-flash-002-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction[gemini-1.5-pro-002-PROD_ENDPOINT]
[gw12] [ 63%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction[gemini-1.5-pro-002-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction_is_function_call[gemini-1.0-pro-PROD_ENDPOINT]
[gw12] [ 63%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction_is_function_call[gemini-1.0-pro-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction_is_function_call[gemini-1.5-pro-PROD_ENDPOINT]
[gw12] [ 64%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction_is_function_call[gemini-1.5-pro-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction_is_function_call[gemini-1.5-flash-PROD_ENDPOINT]
[gw12] [ 64%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction_is_function_call[gemini-1.5-flash-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction_is_function_call[gemini-1.5-flash-002-PROD_ENDPOINT]
[gw12] [ 64%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction_is_function_call[gemini-1.5-flash-002-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction_is_function_call[gemini-1.5-pro-002-PROD_ENDPOINT]
[gw12] [ 65%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction_is_function_call[gemini-1.5-pro-002-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction_is_function_response[gemini-1.0-pro-PROD_ENDPOINT]
[gw12] [ 65%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction_is_function_response[gemini-1.0-pro-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction_is_function_response[gemini-1.5-pro-PROD_ENDPOINT]
[gw14] [ 66%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_with_gemini_15_parameters[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_with_gemini_15_parameters[rest-PROD_ENDPOINT]
[gw12] [ 66%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction_is_function_response[gemini-1.5-pro-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction_is_function_response[gemini-1.5-flash-PROD_ENDPOINT]
[gw12] [ 66%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction_is_function_response[gemini-1.5-flash-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction_is_function_response[gemini-1.5-flash-002-PROD_ENDPOINT]
[gw12] [ 67%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction_is_function_response[gemini-1.5-flash-002-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction_is_function_response[gemini-1.5-pro-002-PROD_ENDPOINT]
[gw12] [ 67%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_system_instruction_is_function_response[gemini-1.5-pro-002-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_tool_is_function_declaration[gemini-1.0-pro-PROD_ENDPOINT]
[gw12] [ 68%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_tool_is_function_declaration[gemini-1.0-pro-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_tool_is_function_declaration[gemini-1.5-pro-PROD_ENDPOINT]
[gw12] [ 68%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_tool_is_function_declaration[gemini-1.5-pro-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_tool_is_function_declaration[gemini-1.5-flash-PROD_ENDPOINT]
[gw12] [ 68%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_tool_is_function_declaration[gemini-1.5-flash-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_tool_is_function_declaration[gemini-1.5-flash-002-PROD_ENDPOINT]
[gw12] [ 69%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_tool_is_function_declaration[gemini-1.5-flash-002-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_tool_is_function_declaration[gemini-1.5-pro-002-PROD_ENDPOINT]
[gw14] [ 69%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_with_gemini_15_parameters[rest-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_list_of_content_dict[grpc-PROD_ENDPOINT]
[gw12] [ 70%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_tool_is_function_declaration[gemini-1.5-pro-002-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_content_is_function_call[gemini-1.0-pro-PROD_ENDPOINT]
[gw12] [ 70%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_content_is_function_call[gemini-1.0-pro-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_content_is_function_call[gemini-1.5-pro-PROD_ENDPOINT]
[gw12] [ 70%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_content_is_function_call[gemini-1.5-pro-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_content_is_function_call[gemini-1.5-flash-PROD_ENDPOINT]
[gw12] [ 71%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_content_is_function_call[gemini-1.5-flash-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_content_is_function_call[gemini-1.5-flash-002-PROD_ENDPOINT]
[gw12] [ 71%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_content_is_function_call[gemini-1.5-flash-002-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_content_is_function_call[gemini-1.5-pro-002-PROD_ENDPOINT]
[gw12] [ 72%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_content_is_function_call[gemini-1.5-pro-002-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_content_is_function_response[gemini-1.0-pro-PROD_ENDPOINT]
[gw12] [ 72%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_content_is_function_response[gemini-1.0-pro-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_content_is_function_response[gemini-1.5-pro-PROD_ENDPOINT]
[gw12] [ 72%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_content_is_function_response[gemini-1.5-pro-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_content_is_function_response[gemini-1.5-flash-PROD_ENDPOINT]
[gw12] [ 73%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_content_is_function_response[gemini-1.5-flash-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_content_is_function_response[gemini-1.5-flash-002-PROD_ENDPOINT]
[gw12] [ 73%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_content_is_function_response[gemini-1.5-flash-002-PROD_ENDPOINT]
tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_content_is_function_response[gemini-1.5-pro-002-PROD_ENDPOINT]
[gw12] [ 74%] PASSED tests/system/vertexai/test_tokenization.py::TestTokenization::test_count_tokens_content_is_function_response[gemini-1.5-pro-002-PROD_ENDPOINT]
[gw14] [ 74%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_list_of_content_dict[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_list_of_content_dict[rest-PROD_ENDPOINT]
[gw14] [ 75%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_list_of_content_dict[rest-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_remote_image[grpc-PROD_ENDPOINT]
[gw14] [ 75%] SKIPPED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_remote_image[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_remote_image[rest-PROD_ENDPOINT]
[gw14] [ 75%] SKIPPED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_remote_image[rest-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_text_and_remote_image[grpc-PROD_ENDPOINT]
[gw14] [ 76%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_text_and_remote_image[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_text_and_remote_image[rest-PROD_ENDPOINT]
[gw14] [ 76%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_text_and_remote_image[rest-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_text_and_remote_video[grpc-PROD_ENDPOINT]
[gw14] [ 77%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_text_and_remote_video[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_text_and_remote_video[rest-PROD_ENDPOINT]
[gw0] [ 77%] PASSED tests/system/vertex_ray/test_cluster_management.py::TestClusterManagement::test_cluster_management[2.33]
tests/system/vertex_ray/test_job_submission_dashboard.py::TestJobSubmissionDashboard::test_job_submission_dashboard[2.9]
[gw14] [ 77%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_text_and_remote_video[rest-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_text_and_remote_audio[grpc-PROD_ENDPOINT]
[gw14] [ 78%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_text_and_remote_audio[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_text_and_remote_audio[rest-PROD_ENDPOINT]
[gw14] [ 78%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_from_text_and_remote_audio[rest-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_grounding_google_search_retriever[grpc-PROD_ENDPOINT]
[gw13] [ 79%] PASSED tests/system/vertex_ray/test_ray_data.py::TestRayData::test_ray_data[2.9]
tests/system/vertex_ray/test_ray_data.py::TestRayData::test_ray_data[2.33]
[gw14] [ 79%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_grounding_google_search_retriever[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_grounding_google_search_retriever[rest-PROD_ENDPOINT]
[gw14] [ 79%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_grounding_google_search_retriever[rest-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_grounding_google_search_retriever_with_dynamic_retrieval[grpc-PROD_ENDPOINT]
[gw14] [ 80%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_grounding_google_search_retriever_with_dynamic_retrieval[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_grounding_google_search_retriever_with_dynamic_retrieval[rest-PROD_ENDPOINT]
[gw14] [ 80%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_grounding_google_search_retriever_with_dynamic_retrieval[rest-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_send_message_from_text[grpc-PROD_ENDPOINT]
[gw14] [ 81%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_send_message_from_text[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_send_message_from_text[rest-PROD_ENDPOINT]
[gw14] [ 81%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_send_message_from_text[rest-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_chat_function_calling[grpc-PROD_ENDPOINT]
[gw14] [ 81%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_chat_function_calling[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_chat_function_calling[rest-PROD_ENDPOINT]
[gw14] [ 82%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_chat_function_calling[rest-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_function_calling[grpc-PROD_ENDPOINT]
[gw14] [ 82%] FAILED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_function_calling[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_function_calling[rest-PROD_ENDPOINT]
[gw14] [ 83%] FAILED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_function_calling[rest-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_model_router[grpc-PROD_ENDPOINT]
[gw14] [ 83%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_model_router[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_model_router[rest-PROD_ENDPOINT]
[gw14] [ 83%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_model_router[rest-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_chat_automatic_function_calling[grpc-PROD_ENDPOINT]
[gw14] [ 84%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_chat_automatic_function_calling[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_chat_automatic_function_calling[rest-PROD_ENDPOINT]
[gw14] [ 84%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_chat_automatic_function_calling[rest-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_additional_request_metadata[grpc-PROD_ENDPOINT]
[gw14] [ 85%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_additional_request_metadata[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_additional_request_metadata[rest-PROD_ENDPOINT]
[gw14] [ 85%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_additional_request_metadata[rest-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_compute_tokens_from_text[grpc-PROD_ENDPOINT]
[gw14] [ 85%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_compute_tokens_from_text[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_compute_tokens_from_text[rest-PROD_ENDPOINT]
[gw14] [ 86%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_compute_tokens_from_text[rest-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_count_tokens_from_text[grpc-PROD_ENDPOINT]
[gw14] [ 86%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_count_tokens_from_text[grpc-PROD_ENDPOINT]
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_count_tokens_from_text[rest-PROD_ENDPOINT]
[gw14] [ 87%] PASSED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_count_tokens_from_text[rest-PROD_ENDPOINT]
[gw11] [ 87%] PASSED tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_ingest_feature_values_from_df_using_feature_time_datetime_and_online_read_single_entity
tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_write_features
[gw11] [ 87%] PASSED tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_write_features
tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_search_features
[gw11] [ 88%] PASSED tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_search_features
tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_batch_serve_to_df
[gw11] [ 88%] PASSED tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_batch_serve_to_df
tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_batch_serve_to_gcs
[gw11] [ 89%] PASSED tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_batch_serve_to_gcs
tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_batch_serve_to_bq
[gw11] [ 89%] PASSED tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_batch_serve_to_bq
tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_online_reads
[gw11] [ 89%] PASSED tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_online_reads
[gw0] [ 90%] PASSED tests/system/vertex_ray/test_job_submission_dashboard.py::TestJobSubmissionDashboard::test_job_submission_dashboard[2.9]
tests/system/vertex_ray/test_job_submission_dashboard.py::TestJobSubmissionDashboard::test_job_submission_dashboard[2.33]
[gw13] [ 90%] PASSED tests/system/vertex_ray/test_ray_data.py::TestRayData::test_ray_data[2.33]
[gw1] [ 91%] PASSED tests/system/aiplatform/test_model_evaluation.py::TestModelEvaluationJob::test_model_evaluate_custom_tabular_model
[gw0] [ 91%] PASSED tests/system/vertex_ray/test_job_submission_dashboard.py::TestJobSubmissionDashboard::test_job_submission_dashboard[2.33]
[gw15] [ 91%] FAILED tests/system/aiplatform/test_matching_engine_index.py::TestMatchingEngine::test_create_get_list_matching_engine_index
tests/system/aiplatform/test_matching_engine_index.py::TestMatchingEngine::test_matching_engine_stream_index
[gw7] [ 92%] PASSED tests/system/aiplatform/test_e2e_forecasting.py::TestEndToEndForecasting4::test_end_to_end_forecasting[TimeSeriesDenseEncoderForecastingTrainingJob]
tests/system/aiplatform/test_model_version_management.py::TestVersionManagement::test_upload_deploy_manage_versioned_model
[gw6] [ 92%] PASSED tests/system/aiplatform/test_e2e_forecasting.py::TestEndToEndForecasting3::test_end_to_end_forecasting[TemporalFusionTransformerForecastingTrainingJob]
tests/system/aiplatform/test_model_upload.py::TestModelUploadAndUpdate::test_upload_and_deploy_xgboost_model
[gw7] [ 93%] PASSED tests/system/aiplatform/test_model_version_management.py::TestVersionManagement::test_upload_deploy_manage_versioned_model
[gw9] [ 93%] PASSED tests/system/aiplatform/test_e2e_tabular.py::TestEndToEndTabular::test_end_to_end_tabular
tests/system/aiplatform/test_persistent_resource.py::TestPersistentResource::test_create_persistent_resource
[gw6] [ 93%] PASSED tests/system/aiplatform/test_model_upload.py::TestModelUploadAndUpdate::test_upload_and_deploy_xgboost_model
[gw5] [ 94%] PASSED tests/system/aiplatform/test_e2e_forecasting.py::TestEndToEndForecasting2::test_end_to_end_forecasting[SequenceToSequencePlusForecastingTrainingJob]
tests/system/aiplatform/test_model_monitoring.py::TestModelDeploymentMonitoring::test_create_endpoint
[gw9] [ 94%] PASSED tests/system/aiplatform/test_persistent_resource.py::TestPersistentResource::test_create_persistent_resource
[gw4] [ 95%] PASSED tests/system/aiplatform/test_e2e_forecasting.py::TestEndToEndForecasting1::test_end_to_end_forecasting[AutoMLForecastingTrainingJob]
tests/system/aiplatform/test_model_interactions.py::TestModelInteractions::test_prediction
[gw4] [ 95%] PASSED tests/system/aiplatform/test_model_interactions.py::TestModelInteractions::test_prediction
tests/system/aiplatform/test_model_interactions.py::TestModelInteractions::test_endpoint_predict_async
[gw4] [ 95%] PASSED tests/system/aiplatform/test_model_interactions.py::TestModelInteractions::test_endpoint_predict_async
[gw5] [ 96%] PASSED tests/system/aiplatform/test_model_monitoring.py::TestModelDeploymentMonitoring::test_create_endpoint
tests/system/aiplatform/test_model_monitoring.py::TestModelDeploymentMonitoring::test_mdm_two_models_one_valid_config
[gw5] [ 96%] FAILED tests/system/aiplatform/test_model_monitoring.py::TestModelDeploymentMonitoring::test_mdm_two_models_one_valid_config
tests/system/aiplatform/test_model_monitoring.py::TestModelDeploymentMonitoring::test_mdm_pause_and_update_config
[gw5] [ 97%] SKIPPED tests/system/aiplatform/test_model_monitoring.py::TestModelDeploymentMonitoring::test_mdm_pause_and_update_config
tests/system/aiplatform/test_model_monitoring.py::TestModelDeploymentMonitoring::test_mdm_two_models_two_valid_configs
[gw5] [ 97%] FAILED tests/system/aiplatform/test_model_monitoring.py::TestModelDeploymentMonitoring::test_mdm_two_models_two_valid_configs
tests/system/aiplatform/test_model_monitoring.py::TestModelDeploymentMonitoring::test_mdm_invalid_config_incorrect_model_id
[gw5] [ 97%] PASSED tests/system/aiplatform/test_model_monitoring.py::TestModelDeploymentMonitoring::test_mdm_invalid_config_incorrect_model_id
tests/system/aiplatform/test_model_monitoring.py::TestModelDeploymentMonitoring::test_mdm_invalid_config_xai
[gw5] [ 98%] PASSED tests/system/aiplatform/test_model_monitoring.py::TestModelDeploymentMonitoring::test_mdm_invalid_config_xai
tests/system/aiplatform/test_model_monitoring.py::TestModelDeploymentMonitoring::test_mdm_two_models_invalid_configs_xai
[gw5] [ 98%] PASSED tests/system/aiplatform/test_model_monitoring.py::TestModelDeploymentMonitoring::test_mdm_two_models_invalid_configs_xai
tests/system/aiplatform/test_model_monitoring.py::TestModelDeploymentMonitoring::test_mdm_notification_channel_alert_config
[gw5] [ 99%] FAILED tests/system/aiplatform/test_model_monitoring.py::TestModelDeploymentMonitoring::test_mdm_notification_channel_alert_config
[gw15] [ 99%] PASSED tests/system/aiplatform/test_matching_engine_index.py::TestMatchingEngine::test_matching_engine_stream_index
tests/system/aiplatform/test_pipeline_job_schedule.py::TestPipelineJobSchedule::test_create_get_pause_resume_update_list
[gw15] [100%] PASSED tests/system/aiplatform/test_pipeline_job_schedule.py::TestPipelineJobSchedule::test_create_get_pause_resume_update_list

=================================== FAILURES ===================================
____________ TestAutologging.test_autologging_with_autorun_creation ____________
[gw0] linux -- Python 3.10.15 /tmpfs/src/github/python-aiplatform/.nox/system-3-10/bin/python

self = Index(['experiment_name', 'run_name', 'run_type', 'state', 'param.copy_X',
'param.fit_intercept', 'param.positi...ot_mean_squared_error', 'metric.training_r2_score',
'metric.training_mean_squared_error'],
dtype='object')
key = 'metric.training_mae'

def get_loc(self, key):
"""
Get integer location, slice or boolean mask for requested label.

Parameters
----------
key : label

Returns
-------
int if unique index, slice if monotonic index, else mask

Examples
--------
>>> unique_index = pd.Index(list('abc'))
>>> unique_index.get_loc('b')
1

>>> monotonic_index = pd.Index(list('abbc'))
>>> monotonic_index.get_loc('b')
slice(1, 3, None)

>>> non_monotonic_index = pd.Index(list('abcb'))
>>> non_monotonic_index.get_loc('b')
array([False, True, False, True])
"""
casted_key = self._maybe_cast_indexer(key)
try:
> return self._engine.get_loc(casted_key)

.nox/system-3-10/lib/python3.10/site-packages/pandas/core/indexes/base.py:3805:
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _
index.pyx:167: in pandas._libs.index.IndexEngine.get_loc
???
index.pyx:196: in pandas._libs.index.IndexEngine.get_loc
???
pandas/_libs/hashtable_class_helper.pxi:7081: in pandas._libs.hashtable.PyObjectHashTable.get_item
???
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _

> ???
E KeyError: 'metric.training_mae'

pandas/_libs/hashtable_class_helper.pxi:7089: KeyError

The above exception was the direct cause of the following exception:

self =
shared_state = {'bucket': , 'resources': [}

def test_autologging_with_autorun_creation(self, shared_state):

aiplatform.init(
project=e2e_base._PROJECT,
location=e2e_base._LOCATION,
experiment=self._experiment_autocreate_scikit,
experiment_tensorboard=self._backing_tensorboard,
)

shared_state["resources"] = [self._backing_tensorboard]

shared_state["resources"].append(
aiplatform.metadata.metadata._experiment_tracker.experiment
)

aiplatform.autolog()

build_and_train_test_scikit_model()

# Confirm sklearn run, params, and metrics exist
experiment_df_scikit = aiplatform.get_experiment_df()
assert experiment_df_scikit["run_name"][0].startswith("sklearn-")
assert experiment_df_scikit["param.fit_intercept"][0] == "True"
> assert experiment_df_scikit["metric.training_mae"][0] > 0

tests/system/aiplatform/test_autologging.py:162:
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _
.nox/system-3-10/lib/python3.10/site-packages/pandas/core/frame.py:4102: in __getitem__
indexer = self.columns.get_loc(key)
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _

self = Index(['experiment_name', 'run_name', 'run_type', 'state', 'param.copy_X',
'param.fit_intercept', 'param.positi...ot_mean_squared_error', 'metric.training_r2_score',
'metric.training_mean_squared_error'],
dtype='object')
key = 'metric.training_mae'

def get_loc(self, key):
"""
Get integer location, slice or boolean mask for requested label.

Parameters
----------
key : label

Returns
-------
int if unique index, slice if monotonic index, else mask

Examples
--------
>>> unique_index = pd.Index(list('abc'))
>>> unique_index.get_loc('b')
1

>>> monotonic_index = pd.Index(list('abbc'))
>>> monotonic_index.get_loc('b')
slice(1, 3, None)

>>> non_monotonic_index = pd.Index(list('abcb'))
>>> non_monotonic_index.get_loc('b')
array([False, True, False, True])
"""
casted_key = self._maybe_cast_indexer(key)
try:
return self._engine.get_loc(casted_key)
except KeyError as err:
if isinstance(casted_key, slice) or (
isinstance(casted_key, abc.Iterable)
and any(isinstance(x, slice) for x in casted_key)
):
raise InvalidIndexError(key)
> raise KeyError(key) from err
E KeyError: 'metric.training_mae'

.nox/system-3-10/lib/python3.10/site-packages/pandas/core/indexes/base.py:3812: KeyError
------------------------------ Captured log setup ------------------------------
INFO google.cloud.aiplatform.tensorboard.tensorboard_resource:base.py:85 Creating Tensorboard
INFO google.cloud.aiplatform.tensorboard.tensorboard_resource:base.py:88 Create Tensorboard backing LRO: projects/580378083368/locations/us-central1/tensorboards/6136097317687656448/operations/6722634990980431872
INFO google.cloud.aiplatform.tensorboard.tensorboard_resource:base.py:113 Tensorboard created. Resource name: projects/580378083368/locations/us-central1/tensorboards/6136097317687656448
INFO google.cloud.aiplatform.tensorboard.tensorboard_resource:base.py:114 To use this Tensorboard in another session:
INFO google.cloud.aiplatform.tensorboard.tensorboard_resource:base.py:115 tb = aiplatform.Tensorboard('projects/580378083368/locations/us-central1/tensorboards/6136097317687656448')
----------------------------- Captured stdout call -----------------------------


------------------------------ Captured log call -------------------------------
INFO google.cloud.aiplatform.metadata.experiment_resources:experiment_resources.py:797 Associating projects/580378083368/locations/us-central1/metadataStores/default/contexts/tmpvrtxsdk-e2e--9bba8b29-8855-4241-a8cd-548d7acfd9e2-sklearn-2025-01-04-00-28-48-08224 to Experiment: tmpvrtxsdk-e2e--9bba8b29-8855-4241-a8cd-548d7acfd9e2
_____ TestLanguageModels.test_code_chat_model_send_message_streaming[grpc] _____
[gw14] linux -- Python 3.10.15 /tmpfs/src/github/python-aiplatform/.nox/system-3-10/bin/python

self =
api_transport = 'grpc'

@pytest.mark.parametrize("api_transport", ["grpc", "rest"])
def test_code_chat_model_send_message_streaming(self, api_transport):
aiplatform.init(
project=e2e_base._PROJECT,
location=e2e_base._LOCATION,
api_transport=api_transport,
)

chat_model = language_models.CodeChatModel.from_pretrained("codechat-bison@001")
chat = chat_model.start_chat()

message1 = "Please help write a function to calculate the max of two numbers"
for response in chat.send_message_streaming(message1):
> assert response.text
E AssertionError: assert ''
E + where '' = MultiCandidateTextGenerationResponse(text='', _prediction_response=Prediction(predictions=[{'candidates': [{'content': '', 'author': '1'}], 'citationMetadata': [{'citations': None}], 'safetyAttributes': [{'blocked': False, 'scores': None, 'categories': None}]}], deployed_model_id='', metadata=None, model_version_id=None, model_resource_name=None, explanations=None), is_blocked=False, errors=(), safety_attributes={}, grounding_metadata=GroundingMetadata(citations=[], search_queries=[]), candidates=[TextGenerationResponse(text='', is_blocked=False, errors=(), safety_attributes={}, grounding_metadata=GroundingMetadata(citations=[], search_queries=[]))]).text

tests/system/aiplatform/test_language_models.py:559: AssertionError
___________ TestPredictionCpr.test_build_cpr_model_upload_and_deploy ___________
[gw13] linux -- Python 3.10.15 /tmpfs/src/github/python-aiplatform/.nox/system-3-10/bin/python

self =
shared_state = {}
caplog = <_pytest.logging.LogCaptureFixture object at 0x7f172435f010>

def test_build_cpr_model_upload_and_deploy(self, shared_state, caplog):
"""Creates a CPR model from custom predictor, uploads it and deploys."""

caplog.set_level(logging.INFO)

aiplatform.init(project=e2e_base._PROJECT, location=e2e_base._LOCATION)

local_model = LocalModel.build_cpr_model(
_USER_CODE_DIR,
_IMAGE_URI,
predictor=SklearnPredictor,
requirements_path=os.path.join(_USER_CODE_DIR, _REQUIREMENTS_FILE),
)

with local_model.deploy_to_local_endpoint(
artifact_uri=_LOCAL_MODEL_DIR,
) as local_endpoint:
local_predict_response = local_endpoint.predict(
request=f'{{"instances": {_PREDICTION_INPUT}}}',
headers={"Content-Type": "application/json"},
)
assert len(json.loads(local_predict_response.content)["predictions"]) == 1

interactive_local_endpoint = local_model.deploy_to_local_endpoint(
artifact_uri=_LOCAL_MODEL_DIR,
)
interactive_local_endpoint.serve()
interactive_local_predict_response = interactive_local_endpoint.predict(
request=f'{{"instances": {_PREDICTION_INPUT}}}',
headers={"Content-Type": "application/json"},
)
interactive_local_endpoint.stop()
assert (
len(json.loads(interactive_local_predict_response.content)["predictions"])
== 1
)

# Configure docker.
logging.info(
subprocess.run(["gcloud", "auth", "configure-docker"], capture_output=True)
)

> local_model.push_image()

tests/system/aiplatform/test_prediction_cpr.py:94:
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _
google/cloud/aiplatform/prediction/local_model.py:612: in push_image
errors.raise_docker_error_with_command(command, return_code)
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _

command = ['docker', 'push', 'gcr.io/ucaip-sample-tests/prediction-cpr/sklearn:20250104_002831']
return_code = 1

def raise_docker_error_with_command(command: List[str], return_code: int) -> NoReturn:
"""Raises DockerError with the given command and return code.

Args:
command (List(str)):
Required. The docker command that fails.
return_code (int):
Required. The return code from the command.

Raises:
DockerError which error message populated by the given command and return code.
"""
error_msg = textwrap.dedent(
"""
Docker failed with error code {code}.
Command: {cmd}
""".format(
code=return_code, cmd=" ".join(command)
)
)
> raise DockerError(error_msg, command, return_code)
E google.cloud.aiplatform.docker_utils.errors.DockerError: ('\nDocker failed with error code 1.\nCommand: docker push gcr.io/ucaip-sample-tests/prediction-cpr/sklearn:20250104_002831\n', ['docker', 'push', 'gcr.io/ucaip-sample-tests/prediction-cpr/sklearn:20250104_002831'], 1)

google/cloud/aiplatform/docker_utils/errors.py:60: DockerError
------------------------------ Captured log call -------------------------------
INFO google.cloud.aiplatform.docker_utils.build:build.py:531 Running command: docker build -t gcr.io/ucaip-sample-tests/prediction-cpr/sklearn:20250104_002831 --rm -f- /tmpfs/src/github/python-aiplatform/tests/system/aiplatform/test_resources/cpr_user_code
INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 DEPRECATED: The legacy builder is deprecated and will be removed in a future release.

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Install the buildx component to build images with BuildKit:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 https://docs.docker.com/go/buildx/

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Sending build context to Docker daemon 11.31kB
INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Step 1/14 : FROM python:3.10

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 3.10: Pulling from library/python

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 0a96bdb82805: Pulling fs layer

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 54c7be425079: Pulling fs layer

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 7aa8176e6d89: Pulling fs layer

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 1523f4b3f560: Pulling fs layer

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 83ec4e83e66b: Pulling fs layer

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ee8db358fbe4: Pulling fs layer

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ddfcc6240e72: Pulling fs layer

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 1523f4b3f560: Waiting

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 83ec4e83e66b: Waiting

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ee8db358fbe4: Waiting

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ddfcc6240e72: Waiting

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 54c7be425079: Verifying Checksum

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 54c7be425079: Download complete

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 0a96bdb82805: Verifying Checksum

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 0a96bdb82805: Download complete

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 7aa8176e6d89: Verifying Checksum

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 7aa8176e6d89: Download complete

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 83ec4e83e66b: Verifying Checksum

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 83ec4e83e66b: Download complete

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ee8db358fbe4: Verifying Checksum

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ee8db358fbe4: Download complete

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ddfcc6240e72: Verifying Checksum

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ddfcc6240e72: Download complete

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 1523f4b3f560: Verifying Checksum

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 1523f4b3f560: Download complete

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 0a96bdb82805: Pull complete

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 54c7be425079: Pull complete

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 7aa8176e6d89: Pull complete

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 1523f4b3f560: Pull complete

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 83ec4e83e66b: Pull complete

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ee8db358fbe4: Pull complete

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ddfcc6240e72: Pull complete

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Digest: sha256:81b81c80d41ec59dcee2c373b8e1d73a0b6949df793db1b043a033ca6837e02d

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Status: Downloaded newer image for python:3.10

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> ab7315e562dd

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Step 2/14 : ENV PYTHONDONTWRITEBYTECODE=1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> Running in 74ca353a55b6

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Removing intermediate container 74ca353a55b6

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> 762161157173

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Step 3/14 : EXPOSE 8080

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> Running in 6b619610275c

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Removing intermediate container 6b619610275c

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> 500a7d3738bf

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Step 4/14 : ENTRYPOINT ["python", "-m", "google.cloud.aiplatform.prediction.model_server"]

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> Running in 3d3e7c6aec65

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Removing intermediate container 3d3e7c6aec65

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> 1dc341134524

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Step 5/14 : RUN mkdir -m 777 -p /usr/app /home

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> Running in 868fb5d2356d

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Removing intermediate container 868fb5d2356d

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> 613689019384

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Step 6/14 : WORKDIR /usr/app

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> Running in dd080062738d

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Removing intermediate container dd080062738d

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> e3fc5ed9fc08

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Step 7/14 : ENV HOME=/home

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> Running in d85c745ee32a

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Removing intermediate container d85c745ee32a

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> 3df2bc1305ed

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Step 8/14 : RUN pip install --no-cache-dir --force-reinstall 'google-cloud-aiplatform[prediction]>=1.27.0'

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> Running in fad079c2842c

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting google-cloud-aiplatform[prediction]>=1.27.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading google_cloud_aiplatform-1.75.0-py2.py3-none-any.whl (6.9 MB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 6.9/6.9 MB 28.6 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting google-auth<3.0.0dev,>=2.14.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading google_auth-2.37.0-py2.py3-none-any.whl (209 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 209.8/209.8 kB 186.8 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting google-api-core[grpc]!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.*,!=2.4.*,!=2.5.*,!=2.6.*,!=2.7.*,<3.0.0dev,>=1.34.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading google_api_core-2.24.0-py3-none-any.whl (158 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 158.6/158.6 kB 190.8 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting docstring-parser<1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading docstring_parser-0.16-py3-none-any.whl (36 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting google-cloud-resource-manager<3.0.0dev,>=1.3.3

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading google_cloud_resource_manager-1.14.0-py2.py3-none-any.whl (384 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 384.1/384.1 kB 151.8 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting pydantic<3

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading pydantic-2.10.4-py3-none-any.whl (431 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 431.8/431.8 kB 59.2 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting google-cloud-bigquery!=3.20.0,<4.0.0dev,>=1.15.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading google_cloud_bigquery-3.27.0-py2.py3-none-any.whl (240 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 240.1/240.1 kB 191.2 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting packaging>=14.3

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading packaging-24.2-py3-none-any.whl (65 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 65.5/65.5 kB 150.8 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting proto-plus<2.0.0dev,>=1.22.3

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading proto_plus-1.25.0-py3-none-any.whl (50 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 50.1/50.1 kB 112.2 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting google-cloud-storage<3.0.0dev,>=1.32.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading google_cloud_storage-2.19.0-py2.py3-none-any.whl (131 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 131.8/131.8 kB 170.1 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0dev,>=3.20.2

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading protobuf-5.29.2-cp38-abi3-manylinux2014_x86_64.whl (319 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 319.7/319.7 kB 183.8 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting shapely<3.0.0dev

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading shapely-2.0.6-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.5 MB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 2.5/2.5 MB 62.6 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting docker>=5.0.3

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading docker-7.1.0-py3-none-any.whl (147 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 147.8/147.8 kB 186.9 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting httpx<0.25.0,>=0.23.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading httpx-0.24.1-py3-none-any.whl (75 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 75.4/75.4 kB 168.9 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting fastapi<=0.114.0,>=0.71.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading fastapi-0.114.0-py3-none-any.whl (94 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 94.0/94.0 kB 151.4 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting starlette>=0.17.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading starlette-0.45.1-py3-none-any.whl (71 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 71.5/71.5 kB 175.5 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting uvicorn[standard]>=0.16.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading uvicorn-0.34.0-py3-none-any.whl (62 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 62.3/62.3 kB 162.3 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting urllib3>=1.26.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading urllib3-2.3.0-py3-none-any.whl (128 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 128.4/128.4 kB 173.2 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting requests>=2.26.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading requests-2.32.3-py3-none-any.whl (64 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 64.9/64.9 kB 169.6 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting starlette>=0.17.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading starlette-0.38.6-py3-none-any.whl (71 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 71.5/71.5 kB 160.8 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting typing-extensions>=4.8.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading typing_extensions-4.12.2-py3-none-any.whl (37 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting googleapis-common-protos<2.0.dev0,>=1.56.2

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading googleapis_common_protos-1.66.0-py2.py3-none-any.whl (221 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 221.7/221.7 kB 199.8 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting grpcio-status<2.0.dev0,>=1.33.2

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading grpcio_status-1.68.1-py3-none-any.whl (14 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting grpcio<2.0dev,>=1.33.2

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading grpcio-1.68.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (5.9 MB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 5.9/5.9 MB 89.4 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting pyasn1-modules>=0.2.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading pyasn1_modules-0.4.1-py3-none-any.whl (181 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 181.5/181.5 kB 194.8 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting cachetools<6.0,>=2.0.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading cachetools-5.5.0-py3-none-any.whl (9.5 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting rsa<5,>=3.1.4

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading rsa-4.9-py3-none-any.whl (34 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting python-dateutil<3.0dev,>=2.7.3

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting watchfiles>=0.13

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 443.8/443.8 kB 199.5 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting python-dotenv>=0.13

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting httptools>=0.6.3

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 442.1/442.1 kB 199.4 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting uvloop!=0.15.0,!=0.15.1,>=0.14.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading uvloop-0.21.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.8 MB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 3.8/3.8 MB 147.4 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting pyyaml>=5.1

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 751.2/751.2 kB 203.3 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting exceptiongroup>=1.0.2

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting pyasn1<0.7.0,>=0.4.6

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading pyasn1-0.6.1-py3-none-any.whl (83 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 83.1/83.1 kB 144.9 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting six>=1.5

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading six-1.17.0-py2.py3-none-any.whl (11 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting charset-normalizer<4,>=2

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (146 kB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 146.1/146.1 kB 175.0 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Installing collected packages: websockets, uvloop, urllib3, typing-extensions, sniffio, six, pyyaml, python-dotenv, pyasn1, protobuf, packaging, numpy, idna, httptools, h11, grpcio, google-crc32c, exceptiongroup, docstring-parser, click, charset-normalizer, certifi, cachetools, annotated-types, uvicorn, shapely, rsa, requests, python-dateutil, pydantic-core, pyasn1-modules, proto-plus, googleapis-common-protos, google-resumable-media, anyio, watchfiles, starlette, pydantic, httpcore, grpcio-status, google-auth, docker, httpx, grpc-google-iam-v1, google-api-core, fastapi, google-cloud-core, google-cloud-storage, google-cloud-resource-manager, google-cloud-bigquery, google-cloud-aiplatform

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully installed annotated-types-0.7.0 anyio-4.7.0 cachetools-5.5.0 certifi-2024.12.14 charset-normalizer-3.4.1 click-8.1.8 docker-7.1.0 docstring-parser-0.16 exceptiongroup-1.2.2 fastapi-0.114.0 google-api-core-2.24.0 google-auth-2.37.0 google-cloud-aiplatform-1.75.0 google-cloud-bigquery-3.27.0 google-cloud-core-2.4.1 google-cloud-resource-manager-1.14.0 google-cloud-storage-2.19.0 google-crc32c-1.6.0 google-resumable-media-2.7.2 googleapis-common-protos-1.66.0 grpc-google-iam-v1-0.14.0 grpcio-1.68.1 grpcio-status-1.68.1 h11-0.14.0 httpcore-0.17.3 httptools-0.6.4 httpx-0.24.1 idna-3.10 numpy-2.2.1 packaging-24.2 proto-plus-1.25.0 protobuf-5.29.2 pyasn1-0.6.1 pyasn1-modules-0.4.1 pydantic-2.10.4 pydantic-core-2.27.2 python-dateutil-2.9.0.post0 python-dotenv-1.0.1 pyyaml-6.0.2 requests-2.32.3 rsa-4.9 shapely-2.0.6 six-1.17.0 sniffio-1.3.1 starlette-0.38.6 typing-extensions-4.12.2 urllib3-2.3.0 uvicorn-0.34.0 uvloop-0.21.0 watchfiles-1.0.3 websockets-14.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 [notice] A new release of pip is available: 23.0.1 -> 24.3.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 [notice] To update, run: pip install --upgrade pip

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Removing intermediate container fad079c2842c

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> 3aa205d0e465

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Step 9/14 : ENV HANDLER_MODULE=google.cloud.aiplatform.prediction.handler

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> Running in 3c5cd6f1d47c

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Removing intermediate container 3c5cd6f1d47c

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> a0429d6e56d0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Step 10/14 : ENV HANDLER_CLASS=PredictionHandler

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> Running in 8d68747c64be

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Removing intermediate container 8d68747c64be

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> a06023d8bcc4

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Step 11/14 : ENV PREDICTOR_MODULE=predictor

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> Running in 4241ccd0cc30

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Removing intermediate container 4241ccd0cc30

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> e45b18b6b6f6

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Step 12/14 : ENV PREDICTOR_CLASS=SklearnPredictor

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> Running in da2cf49c9046

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Removing intermediate container da2cf49c9046

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> f5b137d844e7

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Step 13/14 : COPY [".", "."]

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> 0bd7666dfa4a

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Step 14/14 : RUN pip install --no-cache-dir --force-reinstall -r requirements.txt

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> Running in 503fd33108d5

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting scikit-learn

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading scikit_learn-1.6.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (13.5 MB)

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting google-cloud-aiplatform[prediction]

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading google_cloud_aiplatform-1.75.0-py2.py3-none-any.whl (6.9 MB)

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 6.9/6.9 MB 190.9 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting joblib>=1.2.0

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 301.8/301.8 kB 197.9 MB/s eta 0:00:00

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting scipy>=1.6.0

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting threadpoolctl>=3.1.0

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0dev,>=3.20.2

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting google-cloud-resource-manager<3.0.0dev,>=1.3.3

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting websockets>=10.4

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting exceptiongroup>=1.0.2

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting pyasn1<0.7.0,>=0.4.6

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Downloading pyasn1-0.6.1-py3-none-any.whl (83 kB)

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting six>=1.5

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Collecting charset-normalizer<4,>=2

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Installing collected packages: websockets, uvloop, urllib3, typing-extensions, threadpoolctl, sniffio, six, pyyaml, python-dotenv, pyasn1, protobuf, packaging, numpy, joblib, idna, httptools, h11, grpcio, google-crc32c, exceptiongroup, docstring-parser, click, charset-normalizer, certifi, cachetools, annotated-types, uvicorn, shapely, scipy, rsa, requests, python-dateutil, pydantic-core, pyasn1-modules, proto-plus, googleapis-common-protos, google-resumable-media, anyio, watchfiles, starlette, scikit-learn, pydantic, httpcore, grpcio-status, google-auth, docker, httpx, grpc-google-iam-v1, google-api-core, fastapi, google-cloud-core, google-cloud-storage, google-cloud-resource-manager, google-cloud-bigquery, google-cloud-aiplatform

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: websockets

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: websockets 14.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling websockets-14.1:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled websockets-14.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: uvloop

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: uvloop 0.21.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling uvloop-0.21.0:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled uvloop-0.21.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: urllib3

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: urllib3 2.3.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling urllib3-2.3.0:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled urllib3-2.3.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: typing-extensions

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: typing_extensions 4.12.2

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling typing_extensions-4.12.2:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled typing_extensions-4.12.2

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: sniffio

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: sniffio 1.3.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling sniffio-1.3.1:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled sniffio-1.3.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: six

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: six 1.17.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling six-1.17.0:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled six-1.17.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: pyyaml

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: PyYAML 6.0.2

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling PyYAML-6.0.2:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled PyYAML-6.0.2

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: python-dotenv

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: python-dotenv 1.0.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling python-dotenv-1.0.1:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled python-dotenv-1.0.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: pyasn1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: pyasn1 0.6.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling pyasn1-0.6.1:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled pyasn1-0.6.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: protobuf

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: protobuf 5.29.2

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling protobuf-5.29.2:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled protobuf-5.29.2

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: packaging

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: packaging 24.2

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling packaging-24.2:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled packaging-24.2

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: numpy

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: numpy 2.2.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling numpy-2.2.1:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled numpy-2.2.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: idna

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: idna 3.10

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling idna-3.10:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled idna-3.10

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: httptools

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: httptools 0.6.4

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling httptools-0.6.4:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled httptools-0.6.4

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: h11

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: h11 0.14.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling h11-0.14.0:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled h11-0.14.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: grpcio

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: grpcio 1.68.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling grpcio-1.68.1:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled grpcio-1.68.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: google-crc32c

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: google-crc32c 1.6.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling google-crc32c-1.6.0:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled google-crc32c-1.6.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: exceptiongroup

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: exceptiongroup 1.2.2

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling exceptiongroup-1.2.2:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled exceptiongroup-1.2.2

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: docstring-parser

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: docstring_parser 0.16

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling docstring_parser-0.16:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled docstring_parser-0.16

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: click

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: click 8.1.8

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling click-8.1.8:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled click-8.1.8

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: charset-normalizer

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: charset-normalizer 3.4.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling charset-normalizer-3.4.1:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled charset-normalizer-3.4.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: certifi

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: certifi 2024.12.14

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling certifi-2024.12.14:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled certifi-2024.12.14

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: cachetools

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: cachetools 5.5.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling cachetools-5.5.0:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled cachetools-5.5.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: annotated-types

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: annotated-types 0.7.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling annotated-types-0.7.0:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled annotated-types-0.7.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: uvicorn

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: uvicorn 0.34.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling uvicorn-0.34.0:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled uvicorn-0.34.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: shapely

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: shapely 2.0.6

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling shapely-2.0.6:

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: rsa

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: rsa 4.9

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling rsa-4.9:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled rsa-4.9

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: requests

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: requests 2.32.3

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling requests-2.32.3:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled requests-2.32.3

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: python-dateutil

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: python-dateutil 2.9.0.post0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling python-dateutil-2.9.0.post0:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled python-dateutil-2.9.0.post0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: pydantic-core

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: pydantic_core 2.27.2

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling pydantic_core-2.27.2:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled pydantic_core-2.27.2

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: pyasn1-modules

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: pyasn1_modules 0.4.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling pyasn1_modules-0.4.1:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled pyasn1_modules-0.4.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: proto-plus

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: proto-plus 1.25.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling proto-plus-1.25.0:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled proto-plus-1.25.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: googleapis-common-protos

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: googleapis-common-protos 1.66.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling googleapis-common-protos-1.66.0:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled googleapis-common-protos-1.66.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: google-resumable-media

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: google-resumable-media 2.7.2

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling google-resumable-media-2.7.2:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled google-resumable-media-2.7.2

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: anyio

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: anyio 4.7.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling anyio-4.7.0:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled anyio-4.7.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: watchfiles

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: watchfiles 1.0.3

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling watchfiles-1.0.3:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled watchfiles-1.0.3

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: starlette

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: starlette 0.38.6

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling starlette-0.38.6:

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: pydantic

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: pydantic 2.10.4

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling pydantic-2.10.4:

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: httpcore

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: httpcore 0.17.3

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling httpcore-0.17.3:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled httpcore-0.17.3

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: grpcio-status

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: grpcio-status 1.68.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling grpcio-status-1.68.1:

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: google-auth

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: google-auth 2.37.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling google-auth-2.37.0:

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: docker

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: docker 7.1.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling docker-7.1.0:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled docker-7.1.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: httpx

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: httpx 0.24.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling httpx-0.24.1:

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: grpc-google-iam-v1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: grpc-google-iam-v1 0.14.0

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: google-api-core

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: google-api-core 2.24.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling google-api-core-2.24.0:

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: fastapi

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: fastapi 0.114.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling fastapi-0.114.0:

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INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: google-cloud-core

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: google-cloud-core 2.4.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling google-cloud-core-2.4.1:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled google-cloud-core-2.4.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: google-cloud-storage

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: google-cloud-storage 2.19.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling google-cloud-storage-2.19.0:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled google-cloud-storage-2.19.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: google-cloud-resource-manager

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: google-cloud-resource-manager 1.14.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling google-cloud-resource-manager-1.14.0:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled google-cloud-resource-manager-1.14.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: google-cloud-bigquery

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: google-cloud-bigquery 3.27.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling google-cloud-bigquery-3.27.0:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled google-cloud-bigquery-3.27.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Attempting uninstall: google-cloud-aiplatform

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Found existing installation: google-cloud-aiplatform 1.75.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Uninstalling google-cloud-aiplatform-1.75.0:

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully uninstalled google-cloud-aiplatform-1.75.0

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully installed annotated-types-0.7.0 anyio-4.7.0 cachetools-5.5.0 certifi-2024.12.14 charset-normalizer-3.4.1 click-8.1.8 docker-7.1.0 docstring-parser-0.16 exceptiongroup-1.2.2 fastapi-0.114.0 google-api-core-2.24.0 google-auth-2.37.0 google-cloud-aiplatform-1.75.0 google-cloud-bigquery-3.27.0 google-cloud-core-2.4.1 google-cloud-resource-manager-1.14.0 google-cloud-storage-2.19.0 google-crc32c-1.6.0 google-resumable-media-2.7.2 googleapis-common-protos-1.66.0 grpc-google-iam-v1-0.14.0 grpcio-1.68.1 grpcio-status-1.68.1 h11-0.14.0 httpcore-0.17.3 httptools-0.6.4 httpx-0.24.1 idna-3.10 joblib-1.4.2 numpy-2.2.1 packaging-24.2 proto-plus-1.25.0 protobuf-5.29.2 pyasn1-0.6.1 pyasn1-modules-0.4.1 pydantic-2.10.4 pydantic-core-2.27.2 python-dateutil-2.9.0.post0 python-dotenv-1.0.1 pyyaml-6.0.2 requests-2.32.3 rsa-4.9 scikit-learn-1.6.0 scipy-1.15.0 shapely-2.0.6 six-1.17.0 sniffio-1.3.1 starlette-0.38.6 threadpoolctl-3.5.0 typing-extensions-4.12.2 urllib3-2.3.0 uvicorn-0.34.0 uvloop-0.21.0 watchfiles-1.0.3 websockets-14.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 [notice] A new release of pip is available: 23.0.1 -> 24.3.1

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 [notice] To update, run: pip install --upgrade pip

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Removing intermediate container 503fd33108d5

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 ---> 32b5b48162d3

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully built 32b5b48162d3

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 Successfully tagged gcr.io/ucaip-sample-tests/prediction-cpr/sklearn:20250104_002831

INFO google.cloud.aiplatform.prediction.local_endpoint:local_endpoint.py:237 Got the project id from the global config: ucaip-sample-tests.
INFO google.cloud.aiplatform.prediction.local_endpoint:local_endpoint.py:237 Got the project id from the global config: ucaip-sample-tests.
INFO root:test_prediction_cpr.py:90 CompletedProcess(args=['gcloud', 'auth', 'configure-docker'], returncode=0, stdout=b'', stderr=b'Adding credentials for all GCR repositories.\nWARNING: A long list of credential helpers may cause delays running \'docker build\'. We recommend passing the registry name to configure only the registry you are using.\nAfter update, the following will be written to your Docker config file located \nat [/root/.docker/config.json]:\n {\n "credHelpers": {\n "gcr.io": "gcloud",\n "us.gcr.io": "gcloud",\n "eu.gcr.io": "gcloud",\n "asia.gcr.io": "gcloud",\n "staging-k8s.gcr.io": "gcloud",\n "marketplace.gcr.io": "gcloud"\n }\n}\n\nDo you want to continue (Y/n)? \nDocker configuration file updated.\n')
INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 The push refers to repository [gcr.io/ucaip-sample-tests/prediction-cpr/sklearn]

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 0a657039aa9d: Preparing

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 9975c015622d: Preparing

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 53cd1aeb0e6a: Preparing

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 a1792f79f811: Preparing

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 e604bce64948: Preparing

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 8b5a701e8431: Preparing

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 14ebb3438d1a: Preparing

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 6d58389117c3: Preparing

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 85c6f0cfb532: Preparing

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 a4fd1e7df47e: Preparing

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 2f7b6d216a37: Preparing

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 14ebb3438d1a: Waiting

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 6d58389117c3: Waiting

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 85c6f0cfb532: Waiting

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 a4fd1e7df47e: Waiting

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 2f7b6d216a37: Waiting

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 8b5a701e8431: Waiting

INFO google.cloud.aiplatform.docker_utils.local_util:local_util.py:60 error parsing HTTP 412 response body: invalid character 'C' looking for beginning of value: "Container Registry is deprecated and shutting down, please use the auto migration tool to migrate to Artifact Registry. For more details see: https://cloud.google.com/artifact-registry/docs/transition/auto-migrate-gcr-ar"
_ TestGenerativeModels.test_generate_content_function_calling[grpc-PROD_ENDPOINT] _
[gw14] linux -- Python 3.10.15 /tmpfs/src/github/python-aiplatform/.nox/system-3-10/bin/python

self =
api_endpoint_env_name = 'PROD_ENDPOINT'

def test_generate_content_function_calling(self, api_endpoint_env_name):
get_current_weather_func = generative_models.FunctionDeclaration(
name="get_current_weather",
description="Get the current weather in a given location",
parameters=_REQUEST_FUNCTION_PARAMETER_SCHEMA_STRUCT,
)

weather_tool = generative_models.Tool(
function_declarations=[get_current_weather_func],
)

model = generative_models.GenerativeModel(
GEMINI_MODEL_NAME,
# Specifying the tools once to avoid specifying them in every request
tools=[weather_tool],
)

# Define the user's prompt in a Content object that we can reuse in model calls
prompt = "What is the weather like in Boston?"
user_prompt_content = generative_models.Content(
role="user",
parts=[
generative_models.Part.from_text(prompt),
],
)

# Send the prompt and instruct the model to generate content using the Tool
response = model.generate_content(
user_prompt_content,
generation_config={"temperature": 0},
tools=[weather_tool],
)
response_function_call_content = response.candidates[0].content

assert (
response.candidates[0].content.parts[0].function_call.name
== "get_current_weather"
)

assert response.candidates[0].function_calls[0].args["location"]
assert len(response.candidates[0].function_calls) == 1
> assert (
response.candidates[0].function_calls[0]
== response.candidates[0].content.parts[0].function_call
)
E assert name: "get_current_weather"\nargs {\n fields {\n key: "location"\n value {\n string_value: "Boston, MA"\n }\n }\n}\n == name: "get_current_weather"\nargs {\n fields {\n key: "location"\n value {\n string_value: "Boston, MA"\n }\n }\n}\n
E + where name: "get_current_weather"\nargs {\n fields {\n key: "location"\n value {\n string_value: "Boston, MA"\n }\n }\n}\n = function_call {\n name: "get_current_weather"\n args {\n fields {\n key: "location"\n value {\n string_value: "Boston, MA"\n }\n }\n }\n}\n.function_call

tests/system/vertexai/test_generative_models.py:565: AssertionError
_ TestGenerativeModels.test_generate_content_function_calling[rest-PROD_ENDPOINT] _
[gw14] linux -- Python 3.10.15 /tmpfs/src/github/python-aiplatform/.nox/system-3-10/bin/python

self =
api_endpoint_env_name = 'PROD_ENDPOINT'

def test_generate_content_function_calling(self, api_endpoint_env_name):
get_current_weather_func = generative_models.FunctionDeclaration(
name="get_current_weather",
description="Get the current weather in a given location",
parameters=_REQUEST_FUNCTION_PARAMETER_SCHEMA_STRUCT,
)

weather_tool = generative_models.Tool(
function_declarations=[get_current_weather_func],
)

model = generative_models.GenerativeModel(
GEMINI_MODEL_NAME,
# Specifying the tools once to avoid specifying them in every request
tools=[weather_tool],
)

# Define the user's prompt in a Content object that we can reuse in model calls
prompt = "What is the weather like in Boston?"
user_prompt_content = generative_models.Content(
role="user",
parts=[
generative_models.Part.from_text(prompt),
],
)

# Send the prompt and instruct the model to generate content using the Tool
response = model.generate_content(
user_prompt_content,
generation_config={"temperature": 0},
tools=[weather_tool],
)
response_function_call_content = response.candidates[0].content

assert (
response.candidates[0].content.parts[0].function_call.name
== "get_current_weather"
)

assert response.candidates[0].function_calls[0].args["location"]
assert len(response.candidates[0].function_calls) == 1
> assert (
response.candidates[0].function_calls[0]
== response.candidates[0].content.parts[0].function_call
)
E assert name: "get_current_weather"\nargs {\n fields {\n key: "location"\n value {\n string_value: "Boston, MA"\n }\n }\n}\n == name: "get_current_weather"\nargs {\n fields {\n key: "location"\n value {\n string_value: "Boston, MA"\n }\n }\n}\n
E + where name: "get_current_weather"\nargs {\n fields {\n key: "location"\n value {\n string_value: "Boston, MA"\n }\n }\n}\n = function_call {\n name: "get_current_weather"\n args {\n fields {\n key: "location"\n value {\n string_value: "Boston, MA"\n }\n }\n }\n}\n.function_call

tests/system/vertexai/test_generative_models.py:565: AssertionError
________ TestMatchingEngine.test_create_get_list_matching_engine_index _________
[gw15] linux -- Python 3.10.15 /tmpfs/src/github/python-aiplatform/.nox/system-3-10/bin/python

self =
shared_state = {'index': ...ect at 0x7f127e263df0>
resource name: projects/580378083368/locations/us-central1/indexEndpoints/1974437010462474240]}

def test_create_get_list_matching_engine_index(self, shared_state):
aiplatform.init(
project=e2e_base._PROJECT,
location=e2e_base._LOCATION,
)

# Clean up resources from previous test runs.
for index_endpoint in aiplatform.MatchingEngineIndexEndpoint.list():
for deployed_index in index_endpoint.deployed_indexes:
index_endpoint.undeploy_index(deployed_index_id=deployed_index.id)
index_endpoint.delete()

for index in aiplatform.MatchingEngineIndex.list():
index.delete()

# Create an index
index = aiplatform.MatchingEngineIndex.create_tree_ah_index(
display_name=_TEST_INDEX_DISPLAY_NAME,
contents_delta_uri=_TEST_CONTENTS_DELTA_URI,
dimensions=_TEST_INDEX_CONFIG_DIMENSIONS,
approximate_neighbors_count=_TEST_INDEX_APPROXIMATE_NEIGHBORS_COUNT,
distance_measure_type=_TEST_INDEX_DISTANCE_MEASURE_TYPE,
leaf_node_embedding_count=_TEST_LEAF_NODE_EMBEDDING_COUNT,
leaf_nodes_to_search_percent=_TEST_LEAF_NODES_TO_SEARCH_PERCENT,
description=_TEST_INDEX_DESCRIPTION,
labels=_TEST_LABELS,
)

shared_state["resources"] = [index]
shared_state["index"] = index
shared_state["index_name"] = index.resource_name

# Verify that the retrieved index is the same
get_index = aiplatform.MatchingEngineIndex(index_name=index.resource_name)
assert index.resource_name == get_index.resource_name

# Create index and check that it is listed
list_indexes = aiplatform.MatchingEngineIndex.list()
assert get_index.resource_name in [
index.resource_name for index in list_indexes
]

# Update the index metadata
updated_index = get_index.update_metadata(
display_name=_TEST_DISPLAY_NAME_UPDATE,
description=_TEST_DESCRIPTION_UPDATE,
labels=_TEST_LABELS_UPDATE,
)

assert updated_index.name == get_index.name
# TODO: Reinstate assertions once b/220005272 is fixed.
# assert updated_index.display_name == _TEST_DISPLAY_NAME_UPDATE
# assert updated_index.description == _TEST_DESCRIPTION_UPDATE
# assert updated_index.labels == _TEST_LABELS_UPDATE

# Update the index embeddings
updated_index = get_index.update_embeddings(
contents_delta_uri=_TEST_CONTENTS_DELTA_URI_UPDATE,
is_complete_overwrite=_TEST_IS_COMPLETE_OVERWRITE,
)

assert updated_index.name == get_index.name

# Create endpoint and check that it is listed
psa_index_endpoint = aiplatform.MatchingEngineIndexEndpoint.create(
display_name=_TEST_INDEX_ENDPOINT_DISPLAY_NAME,
description=_TEST_INDEX_ENDPOINT_DESCRIPTION,
network=e2e_base._VPC_NETWORK_URI,
labels=_TEST_LABELS,
)
assert psa_index_endpoint.resource_name in [
index_endpoint.resource_name
for index_endpoint in aiplatform.MatchingEngineIndexEndpoint.list()
]

assert psa_index_endpoint.labels == _TEST_LABELS
assert psa_index_endpoint.display_name == _TEST_INDEX_ENDPOINT_DISPLAY_NAME
assert psa_index_endpoint.description == _TEST_INDEX_ENDPOINT_DESCRIPTION

# Create endpoint and check that it is listed
public_index_endpoint = aiplatform.MatchingEngineIndexEndpoint.create(
display_name=_TEST_PUBLIC_INDEX_ENDPOINT_DISPLAY_NAME,
description=_TEST_PUBLIC_INDEX_ENDPOINT_DESCRIPTION,
public_endpoint_enabled=True,
labels=_TEST_LABELS,
)
assert public_index_endpoint.resource_name in [
index_endpoint.resource_name
for index_endpoint in aiplatform.MatchingEngineIndexEndpoint.list()
]

assert public_index_endpoint.labels == _TEST_LABELS
assert (
public_index_endpoint.display_name
== _TEST_PUBLIC_INDEX_ENDPOINT_DISPLAY_NAME
)
assert (
public_index_endpoint.description == _TEST_PUBLIC_INDEX_ENDPOINT_DESCRIPTION
)

shared_state["resources"].append(psa_index_endpoint)

# Deploy endpoint
psa_index_endpoint = psa_index_endpoint.deploy_index(
index=index,
deployed_index_id=_TEST_DEPLOYED_INDEX_ID,
display_name=_TEST_DEPLOYED_INDEX_DISPLAY_NAME,
)

# Deploy public endpoint
public_index_endpoint = public_index_endpoint.deploy_index(
index=index,
deployed_index_id=_TEST_DEPLOYED_INDEX_ID_PUBLIC,
display_name=_TEST_DEPLOYED_INDEX_DISPLAY_NAME_PUBLIC,
min_replica_count=_TEST_MIN_REPLICA_COUNT_UPDATED,
max_replica_count=_TEST_MAX_REPLICA_COUNT_UPDATED,
)

# Update endpoint
updated_index_endpoint = psa_index_endpoint.update(
display_name=_TEST_DISPLAY_NAME_UPDATE,
description=_TEST_DESCRIPTION_UPDATE,
labels=_TEST_LABELS_UPDATE,
)

assert updated_index_endpoint.labels == _TEST_LABELS_UPDATE
assert updated_index_endpoint.display_name == _TEST_DISPLAY_NAME_UPDATE
assert updated_index_endpoint.description == _TEST_DESCRIPTION_UPDATE

# Mutate deployed index
psa_index_endpoint.mutate_deployed_index(
deployed_index_id=_TEST_DEPLOYED_INDEX_ID,
min_replica_count=_TEST_MIN_REPLICA_COUNT_UPDATED,
max_replica_count=_TEST_MAX_REPLICA_COUNT_UPDATED,
)

# deployed index on private endpoint.
deployed_index = psa_index_endpoint.deployed_indexes[0]

assert deployed_index.id == _TEST_DEPLOYED_INDEX_ID
assert deployed_index.index == index.resource_name
assert (
deployed_index.automatic_resources.min_replica_count
== _TEST_MIN_REPLICA_COUNT_UPDATED
)
assert (
deployed_index.automatic_resources.max_replica_count
== _TEST_MAX_REPLICA_COUNT_UPDATED
)

# deployed index on public endpoint.
> deployed_index_public = public_index_endpoint.deployed_indexes[0]

tests/system/aiplatform/test_matching_engine_index.py:384:
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _

self = [], key = 0

def __getitem__(self, key):
> return self._marshal.to_python(self._pb_type, self.pb[key])
E IndexError: list index out of range

.nox/system-3-10/lib/python3.10/site-packages/proto/marshal/collections/repeated.py:125: IndexError
------------------------------ Captured log call -------------------------------
INFO google.cloud.aiplatform.matching_engine.matching_engine_index:base.py:85 Creating MatchingEngineIndex
INFO google.cloud.aiplatform.matching_engine.matching_engine_index:base.py:88 Create MatchingEngineIndex backing LRO: projects/580378083368/locations/us-central1/indexes/2869034855193116672/operations/7938606890370465792
INFO google.cloud.aiplatform.matching_engine.matching_engine_index:base.py:113 MatchingEngineIndex created. Resource name: projects/580378083368/locations/us-central1/indexes/2869034855193116672
INFO google.cloud.aiplatform.matching_engine.matching_engine_index:base.py:114 To use this MatchingEngineIndex in another session:
INFO google.cloud.aiplatform.matching_engine.matching_engine_index:base.py:115 index = aiplatform.MatchingEngineIndex('projects/580378083368/locations/us-central1/indexes/2869034855193116672')
INFO google.cloud.aiplatform.matching_engine.matching_engine_index:base.py:189 Updating MatchingEngineIndex index: projects/580378083368/locations/us-central1/indexes/2869034855193116672
INFO google.cloud.aiplatform.matching_engine.matching_engine_index:base.py:209 Update MatchingEngineIndex index backing LRO: projects/580378083368/locations/us-central1/indexes/2869034855193116672/operations/6114649041285414912
INFO google.cloud.aiplatform.matching_engine.matching_engine_index:base.py:222 MatchingEngineIndex index Updated. Resource name: projects/580378083368/locations/us-central1/indexes/2869034855193116672
INFO google.cloud.aiplatform.matching_engine.matching_engine_index:base.py:189 Updating MatchingEngineIndex index: projects/580378083368/locations/us-central1/indexes/2869034855193116672
INFO google.cloud.aiplatform.matching_engine.matching_engine_index:base.py:209 Update MatchingEngineIndex index backing LRO: projects/580378083368/locations/us-central1/indexes/2869034855193116672/operations/8213326467640066048
INFO google.cloud.aiplatform.matching_engine.matching_engine_index:base.py:222 MatchingEngineIndex index Updated. Resource name: projects/580378083368/locations/us-central1/indexes/2869034855193116672
INFO google.cloud.aiplatform.matching_engine.matching_engine_index_endpoint:base.py:85 Creating MatchingEngineIndexEndpoint
INFO google.cloud.aiplatform.matching_engine.matching_engine_index_endpoint:base.py:88 Create MatchingEngineIndexEndpoint backing LRO: projects/580378083368/locations/us-central1/indexEndpoints/1974437010462474240/operations/468261008469655552
INFO google.cloud.aiplatform.matching_engine.matching_engine_index_endpoint:base.py:113 MatchingEngineIndexEndpoint created. Resource name: projects/580378083368/locations/us-central1/indexEndpoints/1974437010462474240
INFO google.cloud.aiplatform.matching_engine.matching_engine_index_endpoint:base.py:114 To use this MatchingEngineIndexEndpoint in another session:
INFO google.cloud.aiplatform.matching_engine.matching_engine_index_endpoint:base.py:115 index_endpoint = aiplatform.MatchingEngineIndexEndpoint('projects/580378083368/locations/us-central1/indexEndpoints/1974437010462474240')
INFO google.cloud.aiplatform.matching_engine.matching_engine_index_endpoint:base.py:85 Creating MatchingEngineIndexEndpoint
INFO google.cloud.aiplatform.matching_engine.matching_engine_index_endpoint:base.py:88 Create MatchingEngineIndexEndpoint backing LRO: projects/580378083368/locations/us-central1/indexEndpoints/3027153423360327680/operations/7011991267038986240
INFO google.cloud.aiplatform.matching_engine.matching_engine_index_endpoint:base.py:113 MatchingEngineIndexEndpoint created. Resource name: projects/580378083368/locations/us-central1/indexEndpoints/3027153423360327680
INFO google.cloud.aiplatform.matching_engine.matching_engine_index_endpoint:base.py:114 To use this MatchingEngineIndexEndpoint in another session:
INFO google.cloud.aiplatform.matching_engine.matching_engine_index_endpoint:base.py:115 index_endpoint = aiplatform.MatchingEngineIndexEndpoint('projects/580378083368/locations/us-central1/indexEndpoints/3027153423360327680')
INFO google.cloud.aiplatform.matching_engine.matching_engine_index_endpoint:base.py:189 Deploying index MatchingEngineIndexEndpoint index_endpoint: projects/580378083368/locations/us-central1/indexEndpoints/1974437010462474240
INFO google.cloud.aiplatform.matching_engine.matching_engine_index_endpoint:base.py:209 Deploy index MatchingEngineIndexEndpoint index_endpoint backing LRO: projects/580378083368/locations/us-central1/indexEndpoints/1974437010462474240/operations/1247383744004751360
INFO google.cloud.aiplatform.matching_engine.matching_engine_index_endpoint:base.py:222 MatchingEngineIndexEndpoint index_endpoint Deployed index. Resource name: projects/580378083368/locations/us-central1/indexEndpoints/1974437010462474240
INFO google.cloud.aiplatform.matching_engine.matching_engine_index_endpoint:base.py:189 Deploying index MatchingEngineIndexEndpoint index_endpoint: projects/580378083368/locations/us-central1/indexEndpoints/3027153423360327680
INFO google.cloud.aiplatform.matching_engine.matching_engine_index_endpoint:base.py:209 Deploy index MatchingEngineIndexEndpoint index_endpoint backing LRO: projects/580378083368/locations/us-central1/indexEndpoints/3027153423360327680/operations/8295728267072110592
INFO google.cloud.aiplatform.matching_engine.matching_engine_index_endpoint:base.py:222 MatchingEngineIndexEndpoint index_endpoint Deployed index. Resource name: projects/580378083368/locations/us-central1/indexEndpoints/3027153423360327680
INFO google.cloud.aiplatform.matching_engine.matching_engine_index_endpoint:base.py:189 Mutating index MatchingEngineIndexEndpoint index_endpoint: projects/580378083368/locations/us-central1/indexEndpoints/1974437010462474240
INFO google.cloud.aiplatform.matching_engine.matching_engine_index_endpoint:base.py:209 Mutate index MatchingEngineIndexEndpoint index_endpoint backing LRO: projects/580378083368/locations/us-central1/indexEndpoints/1974437010462474240/operations/5712913880775131136
INFO google.cloud.aiplatform.matching_engine.matching_engine_index_endpoint:base.py:222 MatchingEngineIndexEndpoint index_endpoint Mutated. Resource name: projects/580378083368/locations/us-central1/indexEndpoints/1974437010462474240
______ TestModelDeploymentMonitoring.test_mdm_two_models_one_valid_config ______
[gw5] linux -- Python 3.10.15 /tmpfs/src/github/python-aiplatform/.nox/system-3-10/bin/python

args = (parent: "projects/ucaip-sample-tests/locations/us-central1"
model_deployment_monitoring_job {
display_name: "temp_e...ocacyorg.joonix.net"
}
enable_logging: true
}
sample_predict_instance {
null_value: NULL_VALUE
}
}
,)
kwargs = {'metadata': [('x-goog-request-params', 'parent=projects/ucaip-sample-tests/locations/us-central1'), ('x-goog-api-clie...0+top_google_constructor_method+google.cloud.aiplatform.jobs.ModelDeploymentMonitoringJob.create')], 'timeout': 3600.0}

@functools.wraps(callable_)
def error_remapped_callable(*args, **kwargs):
try:
> return callable_(*args, **kwargs)

.nox/system-3-10/lib/python3.10/site-packages/google/api_core/grpc_helpers.py:76:
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _
.nox/system-3-10/lib/python3.10/site-packages/grpc/_interceptor.py:247: in __call__
response, ignored_call = self._with_call(request,
.nox/system-3-10/lib/python3.10/site-packages/grpc/_interceptor.py:290: in _with_call
return call.result(), call
.nox/system-3-10/lib/python3.10/site-packages/grpc/_channel.py:343: in result
raise self
.nox/system-3-10/lib/python3.10/site-packages/grpc/_interceptor.py:274: in continuation
response, call = self._thunk(new_method).with_call(
.nox/system-3-10/lib/python3.10/site-packages/grpc/_channel.py:957: in with_call
return _end_unary_response_blocking(state, call, True, None)
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _

state =
call =
with_call = True, deadline = None

def _end_unary_response_blocking(state, call, with_call, deadline):
if state.code is grpc.StatusCode.OK:
if with_call:
rendezvous = _MultiThreadedRendezvous(state, call, None, deadline)
return state.response, rendezvous
else:
return state.response
else:
> raise _InactiveRpcError(state)
E grpc._channel._InactiveRpcError: <_InactiveRpcError of RPC that terminated with:
E status = StatusCode.PERMISSION_DENIED
E details = "Vertex AI Service Agent service-580378083368@gcp-sa-aiplatform.iam.gserviceaccount.com does not have the requisite access to BigQuery [bq://mco-mm.bqmlga4.train]. Ensure that the service account has been granted the bigquery.tables.get permission and try again."
E debug_error_string = "UNKNOWN:Error received from peer ipv4:172.253.117.95:443 {grpc_message:"Vertex AI Service Agent service-580378083368@gcp-sa-aiplatform.iam.gserviceaccount.com does not have the requisite access to BigQuery [bq://mco-mm.bqmlga4.train]. Ensure that the service account has been granted the bigquery.tables.get permission and try again.", grpc_status:7, created_time:"2025-01-04T02:58:21.503453784+00:00"}"
E >

.nox/system-3-10/lib/python3.10/site-packages/grpc/_channel.py:849: _InactiveRpcError

The above exception was the direct cause of the following exception:

self =
shared_state = {'resources': [
resource name: projects/580378083368/locations/us-central1/endpoints/7146342894939406336]}

def test_mdm_two_models_one_valid_config(self, shared_state):
"""
Enable model monitoring on two existing models deployed to the same endpoint.
"""
assert len(shared_state["resources"]) == 1
self.endpoint = shared_state["resources"][0]
aiplatform.init(project=e2e_base._PROJECT, location=e2e_base._LOCATION)
# test model monitoring configurations
> job = aiplatform.ModelDeploymentMonitoringJob.create(
display_name=self._make_display_name(key=JOB_NAME),
logging_sampling_strategy=sampling_strategy,
schedule_config=schedule_config,
alert_config=email_alert_config,
objective_configs=objective_config,
create_request_timeout=3600,
project=e2e_base._PROJECT,
location=e2e_base._LOCATION,
endpoint=self.endpoint,
)

tests/system/aiplatform/test_model_monitoring.py:157:
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _
google/cloud/aiplatform/jobs.py:3479: in create
self._gca_resource = self.api_client.create_model_deployment_monitoring_job(
google/cloud/aiplatform_v1/services/job_service/client.py:4440: in create_model_deployment_monitoring_job
response = rpc(
.nox/system-3-10/lib/python3.10/site-packages/google/api_core/gapic_v1/method.py:131: in __call__
return wrapped_func(*args, **kwargs)
.nox/system-3-10/lib/python3.10/site-packages/google/api_core/timeout.py:120: in func_with_timeout
return func(*args, **kwargs)
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _

args = (parent: "projects/ucaip-sample-tests/locations/us-central1"
model_deployment_monitoring_job {
display_name: "temp_e...ocacyorg.joonix.net"
}
enable_logging: true
}
sample_predict_instance {
null_value: NULL_VALUE
}
}
,)
kwargs = {'metadata': [('x-goog-request-params', 'parent=projects/ucaip-sample-tests/locations/us-central1'), ('x-goog-api-clie...0+top_google_constructor_method+google.cloud.aiplatform.jobs.ModelDeploymentMonitoringJob.create')], 'timeout': 3600.0}

@functools.wraps(callable_)
def error_remapped_callable(*args, **kwargs):
try:
return callable_(*args, **kwargs)
except grpc.RpcError as exc:
> raise exceptions.from_grpc_error(exc) from exc
E google.api_core.exceptions.PermissionDenied: 403 Vertex AI Service Agent service-580378083368@gcp-sa-aiplatform.iam.gserviceaccount.com does not have the requisite access to BigQuery [bq://mco-mm.bqmlga4.train]. Ensure that the service account has been granted the bigquery.tables.get permission and try again.

.nox/system-3-10/lib/python3.10/site-packages/google/api_core/grpc_helpers.py:78: PermissionDenied
------------------------------ Captured log call -------------------------------
INFO google.cloud.aiplatform.jobs:base.py:85 Creating ModelDeploymentMonitoringJob
_____ TestModelDeploymentMonitoring.test_mdm_two_models_two_valid_configs ______
[gw5] linux -- Python 3.10.15 /tmpfs/src/github/python-aiplatform/.nox/system-3-10/bin/python

args = (parent: "projects/ucaip-sample-tests/locations/us-central1"
model_deployment_monitoring_job {
display_name: "temp_e...ocacyorg.joonix.net"
}
enable_logging: true
}
sample_predict_instance {
null_value: NULL_VALUE
}
}
,)
kwargs = {'metadata': [('x-goog-request-params', 'parent=projects/ucaip-sample-tests/locations/us-central1'), ('x-goog-api-clie...0+top_google_constructor_method+google.cloud.aiplatform.jobs.ModelDeploymentMonitoringJob.create')], 'timeout': 3600.0}

@functools.wraps(callable_)
def error_remapped_callable(*args, **kwargs):
try:
> return callable_(*args, **kwargs)

.nox/system-3-10/lib/python3.10/site-packages/google/api_core/grpc_helpers.py:76:
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _
.nox/system-3-10/lib/python3.10/site-packages/grpc/_interceptor.py:247: in __call__
response, ignored_call = self._with_call(request,
.nox/system-3-10/lib/python3.10/site-packages/grpc/_interceptor.py:290: in _with_call
return call.result(), call
.nox/system-3-10/lib/python3.10/site-packages/grpc/_channel.py:343: in result
raise self
.nox/system-3-10/lib/python3.10/site-packages/grpc/_interceptor.py:274: in continuation
response, call = self._thunk(new_method).with_call(
.nox/system-3-10/lib/python3.10/site-packages/grpc/_channel.py:957: in with_call
return _end_unary_response_blocking(state, call, True, None)
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _

state =
call =
with_call = True, deadline = None

def _end_unary_response_blocking(state, call, with_call, deadline):
if state.code is grpc.StatusCode.OK:
if with_call:
rendezvous = _MultiThreadedRendezvous(state, call, None, deadline)
return state.response, rendezvous
else:
return state.response
else:
> raise _InactiveRpcError(state)
E grpc._channel._InactiveRpcError: <_InactiveRpcError of RPC that terminated with:
E status = StatusCode.PERMISSION_DENIED
E details = "Vertex AI Service Agent service-580378083368@gcp-sa-aiplatform.iam.gserviceaccount.com does not have the requisite access to BigQuery [bq://mco-mm.bqmlga4.train]. Ensure that the service account has been granted the bigquery.tables.get permission and try again."
E debug_error_string = "UNKNOWN:Error received from peer ipv4:172.253.117.95:443 {created_time:"2025-01-04T02:58:23.799874792+00:00", grpc_status:7, grpc_message:"Vertex AI Service Agent service-580378083368@gcp-sa-aiplatform.iam.gserviceaccount.com does not have the requisite access to BigQuery [bq://mco-mm.bqmlga4.train]. Ensure that the service account has been granted the bigquery.tables.get permission and try again."}"
E >

.nox/system-3-10/lib/python3.10/site-packages/grpc/_channel.py:849: _InactiveRpcError

The above exception was the direct cause of the following exception:

self =
shared_state = {'resources': [
resource name: projects/580378083368/locations/us-central1/endpoints/7146342894939406336]}

def test_mdm_two_models_two_valid_configs(self, shared_state):
assert len(shared_state["resources"]) == 1
self.endpoint = shared_state["resources"][0]
aiplatform.init(project=e2e_base._PROJECT, location=e2e_base._LOCATION)
[deployed_model1, deployed_model2] = list(
map(lambda x: x.id, self.endpoint.list_models())
)
all_configs = {
deployed_model1: objective_config,
deployed_model2: objective_config2,
}
> job = aiplatform.ModelDeploymentMonitoringJob.create(
display_name=self._make_display_name(key=JOB_NAME),
logging_sampling_strategy=sampling_strategy,
schedule_config=schedule_config,
alert_config=email_alert_config,
objective_configs=all_configs,
create_request_timeout=3600,
project=e2e_base._PROJECT,
location=e2e_base._LOCATION,
endpoint=self.endpoint,
)

tests/system/aiplatform/test_model_monitoring.py:292:
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _
google/cloud/aiplatform/jobs.py:3479: in create
self._gca_resource = self.api_client.create_model_deployment_monitoring_job(
google/cloud/aiplatform_v1/services/job_service/client.py:4440: in create_model_deployment_monitoring_job
response = rpc(
.nox/system-3-10/lib/python3.10/site-packages/google/api_core/gapic_v1/method.py:131: in __call__
return wrapped_func(*args, **kwargs)
.nox/system-3-10/lib/python3.10/site-packages/google/api_core/timeout.py:120: in func_with_timeout
return func(*args, **kwargs)
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _

args = (parent: "projects/ucaip-sample-tests/locations/us-central1"
model_deployment_monitoring_job {
display_name: "temp_e...ocacyorg.joonix.net"
}
enable_logging: true
}
sample_predict_instance {
null_value: NULL_VALUE
}
}
,)
kwargs = {'metadata': [('x-goog-request-params', 'parent=projects/ucaip-sample-tests/locations/us-central1'), ('x-goog-api-clie...0+top_google_constructor_method+google.cloud.aiplatform.jobs.ModelDeploymentMonitoringJob.create')], 'timeout': 3600.0}

@functools.wraps(callable_)
def error_remapped_callable(*args, **kwargs):
try:
return callable_(*args, **kwargs)
except grpc.RpcError as exc:
> raise exceptions.from_grpc_error(exc) from exc
E google.api_core.exceptions.PermissionDenied: 403 Vertex AI Service Agent service-580378083368@gcp-sa-aiplatform.iam.gserviceaccount.com does not have the requisite access to BigQuery [bq://mco-mm.bqmlga4.train]. Ensure that the service account has been granted the bigquery.tables.get permission and try again.

.nox/system-3-10/lib/python3.10/site-packages/google/api_core/grpc_helpers.py:78: PermissionDenied
------------------------------ Captured log call -------------------------------
INFO google.cloud.aiplatform.jobs:base.py:85 Creating ModelDeploymentMonitoringJob
___ TestModelDeploymentMonitoring.test_mdm_notification_channel_alert_config ___
[gw5] linux -- Python 3.10.15 /tmpfs/src/github/python-aiplatform/.nox/system-3-10/bin/python

args = (parent: "projects/ucaip-sample-tests/locations/us-central1"
model_deployment_monitoring_job {
display_name: "temp_e...le-tests/notificationChannels/11578134490450491958"
}
sample_predict_instance {
null_value: NULL_VALUE
}
}
,)
kwargs = {'metadata': [('x-goog-request-params', 'parent=projects/ucaip-sample-tests/locations/us-central1'), ('x-goog-api-clie...0+top_google_constructor_method+google.cloud.aiplatform.jobs.ModelDeploymentMonitoringJob.create')], 'timeout': 3600.0}

@functools.wraps(callable_)
def error_remapped_callable(*args, **kwargs):
try:
> return callable_(*args, **kwargs)

.nox/system-3-10/lib/python3.10/site-packages/google/api_core/grpc_helpers.py:76:
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _
.nox/system-3-10/lib/python3.10/site-packages/grpc/_interceptor.py:247: in __call__
response, ignored_call = self._with_call(request,
.nox/system-3-10/lib/python3.10/site-packages/grpc/_interceptor.py:290: in _with_call
return call.result(), call
.nox/system-3-10/lib/python3.10/site-packages/grpc/_channel.py:343: in result
raise self
.nox/system-3-10/lib/python3.10/site-packages/grpc/_interceptor.py:274: in continuation
response, call = self._thunk(new_method).with_call(
.nox/system-3-10/lib/python3.10/site-packages/grpc/_channel.py:957: in with_call
return _end_unary_response_blocking(state, call, True, None)
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _

state =
call =
with_call = True, deadline = None

def _end_unary_response_blocking(state, call, with_call, deadline):
if state.code is grpc.StatusCode.OK:
if with_call:
rendezvous = _MultiThreadedRendezvous(state, call, None, deadline)
return state.response, rendezvous
else:
return state.response
else:
> raise _InactiveRpcError(state)
E grpc._channel._InactiveRpcError: <_InactiveRpcError of RPC that terminated with:
E status = StatusCode.PERMISSION_DENIED
E details = "Vertex AI Service Agent service-580378083368@gcp-sa-aiplatform.iam.gserviceaccount.com does not have the requisite access to BigQuery [bq://mco-mm.bqmlga4.train]. Ensure that the service account has been granted the bigquery.tables.get permission and try again."
E debug_error_string = "UNKNOWN:Error received from peer ipv4:172.253.117.95:443 {grpc_message:"Vertex AI Service Agent service-580378083368@gcp-sa-aiplatform.iam.gserviceaccount.com does not have the requisite access to BigQuery [bq://mco-mm.bqmlga4.train]. Ensure that the service account has been granted the bigquery.tables.get permission and try again.", grpc_status:7, created_time:"2025-01-04T02:58:25.693721891+00:00"}"
E >

.nox/system-3-10/lib/python3.10/site-packages/grpc/_channel.py:849: _InactiveRpcError

The above exception was the direct cause of the following exception:

self =
shared_state = {'resources': [
resource name: projects/580378083368/locations/us-central1/endpoints/7146342894939406336]}

def test_mdm_notification_channel_alert_config(self, shared_state):
self.endpoint = shared_state["resources"][0]
aiplatform.init(project=e2e_base._PROJECT, location=e2e_base._LOCATION)
# Reset objective_config.explanation_config
objective_config.explanation_config = None
# test model monitoring configurations
> job = aiplatform.ModelDeploymentMonitoringJob.create(
display_name=self._make_display_name(key=JOB_NAME),
logging_sampling_strategy=sampling_strategy,
schedule_config=schedule_config,
alert_config=alert_config,
objective_configs=objective_config,
create_request_timeout=3600,
project=e2e_base._PROJECT,
location=e2e_base._LOCATION,
endpoint=self.endpoint,
)

tests/system/aiplatform/test_model_monitoring.py:418:
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _
google/cloud/aiplatform/jobs.py:3479: in create
self._gca_resource = self.api_client.create_model_deployment_monitoring_job(
google/cloud/aiplatform_v1/services/job_service/client.py:4440: in create_model_deployment_monitoring_job
response = rpc(
.nox/system-3-10/lib/python3.10/site-packages/google/api_core/gapic_v1/method.py:131: in __call__
return wrapped_func(*args, **kwargs)
.nox/system-3-10/lib/python3.10/site-packages/google/api_core/timeout.py:120: in func_with_timeout
return func(*args, **kwargs)
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _

args = (parent: "projects/ucaip-sample-tests/locations/us-central1"
model_deployment_monitoring_job {
display_name: "temp_e...le-tests/notificationChannels/11578134490450491958"
}
sample_predict_instance {
null_value: NULL_VALUE
}
}
,)
kwargs = {'metadata': [('x-goog-request-params', 'parent=projects/ucaip-sample-tests/locations/us-central1'), ('x-goog-api-clie...0+top_google_constructor_method+google.cloud.aiplatform.jobs.ModelDeploymentMonitoringJob.create')], 'timeout': 3600.0}

@functools.wraps(callable_)
def error_remapped_callable(*args, **kwargs):
try:
return callable_(*args, **kwargs)
except grpc.RpcError as exc:
> raise exceptions.from_grpc_error(exc) from exc
E google.api_core.exceptions.PermissionDenied: 403 Vertex AI Service Agent service-580378083368@gcp-sa-aiplatform.iam.gserviceaccount.com does not have the requisite access to BigQuery [bq://mco-mm.bqmlga4.train]. Ensure that the service account has been granted the bigquery.tables.get permission and try again.

.nox/system-3-10/lib/python3.10/site-packages/google/api_core/grpc_helpers.py:78: PermissionDenied
------------------------------ Captured log call -------------------------------
INFO google.cloud.aiplatform.jobs:base.py:85 Creating ModelDeploymentMonitoringJob
---------------------------- Captured log teardown -----------------------------
INFO google.cloud.aiplatform.models:base.py:189 Undeploying Endpoint model: projects/580378083368/locations/us-central1/endpoints/7146342894939406336
INFO google.cloud.aiplatform.models:base.py:209 Undeploy Endpoint model backing LRO: projects/580378083368/locations/us-central1/endpoints/7146342894939406336/operations/8094192183747280896
INFO google.cloud.aiplatform.models:base.py:222 Endpoint model undeployed. Resource name: projects/580378083368/locations/us-central1/endpoints/7146342894939406336
INFO google.cloud.aiplatform.models:base.py:189 Undeploying Endpoint model: projects/580378083368/locations/us-central1/endpoints/7146342894939406336
INFO google.cloud.aiplatform.models:base.py:209 Undeploy Endpoint model backing LRO: projects/580378083368/locations/us-central1/endpoints/7146342894939406336/operations/9180685593850413056
INFO google.cloud.aiplatform.models:base.py:222 Endpoint model undeployed. Resource name: projects/580378083368/locations/us-central1/endpoints/7146342894939406336
INFO google.cloud.aiplatform.base:base.py:189 Deleting Endpoint : projects/580378083368/locations/us-central1/endpoints/7146342894939406336
INFO google.cloud.aiplatform.base:base.py:222 Endpoint deleted. . Resource name: projects/580378083368/locations/us-central1/endpoints/7146342894939406336
INFO google.cloud.aiplatform.base:base.py:156 Deleting Endpoint resource: projects/580378083368/locations/us-central1/endpoints/7146342894939406336
INFO google.cloud.aiplatform.base:base.py:161 Delete Endpoint backing LRO: projects/580378083368/locations/us-central1/operations/65399948052529152
INFO google.cloud.aiplatform.base:base.py:174 Endpoint resource projects/580378083368/locations/us-central1/endpoints/7146342894939406336 deleted.
=============================== warnings summary ===============================
.nox/system-3-10/lib/python3.10/site-packages/google/cloud/storage/_http.py:19: 16 warnings
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/google/cloud/storage/_http.py:19: DeprecationWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html
import pkg_resources

.nox/system-3-10/lib/python3.10/site-packages/pkg_resources/__init__.py:2832: 32 warnings
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pkg_resources/__init__.py:2832: DeprecationWarning: Deprecated call to `pkg_resources.declare_namespace('google')`.
Implementing implicit namespace packages (as specified in PEP 420) is preferred to `pkg_resources.declare_namespace`. See https://setuptools.pypa.io/en/latest/references/keywords.html#keyword-namespace-packages
declare_namespace(pkg)

.nox/system-3-10/lib/python3.10/site-packages/pkg_resources/__init__.py:2832: 32 warnings
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pkg_resources/__init__.py:2832: DeprecationWarning: Deprecated call to `pkg_resources.declare_namespace('google.cloud')`.
Implementing implicit namespace packages (as specified in PEP 420) is preferred to `pkg_resources.declare_namespace`. See https://setuptools.pypa.io/en/latest/references/keywords.html#keyword-namespace-packages
declare_namespace(pkg)

.nox/system-3-10/lib/python3.10/site-packages/pkg_resources/__init__.py:2317: 16 warnings
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pkg_resources/__init__.py:2317: DeprecationWarning: Deprecated call to `pkg_resources.declare_namespace('google')`.
Implementing implicit namespace packages (as specified in PEP 420) is preferred to `pkg_resources.declare_namespace`. See https://setuptools.pypa.io/en/latest/references/keywords.html#keyword-namespace-packages
declare_namespace(parent)

tests/system/aiplatform/test_experiments.py: 38 warnings
tests/system/aiplatform/test_autologging.py: 5 warnings
tests/system/aiplatform/test_custom_job.py: 2 warnings
tests/system/aiplatform/test_model_evaluation.py: 2 warnings
/tmpfs/src/github/python-aiplatform/google/cloud/aiplatform/utils/_ipython_utils.py:148: DeprecationWarning: Importing display from IPython.core.display is deprecated since IPython 7.14, please import from IPython display
from IPython.core.display import display

tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_text_generation_model_predict_async
tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_async[grpc-PROD_ENDPOINT]
tests/system/aiplatform/test_model_interactions.py::TestModelInteractions::test_endpoint_predict_async
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pytest_asyncio/plugin.py:866: DeprecationWarning: The event_loop fixture provided by pytest-asyncio has been redefined in
/tmpfs/src/github/python-aiplatform/tests/system/aiplatform/e2e_base.py:212
Replacing the event_loop fixture with a custom implementation is deprecated
and will lead to errors in the future.
If you want to request an asyncio event loop with a scope other than function
scope, use the "loop_scope" argument to the asyncio mark when marking the tests.
If you want to return different types of event loops, use the event_loop_policy
fixture.

warnings.warn(

tests/system/aiplatform/test_experiment_model.py::TestExperimentModel::test_xgboost_booster_with_custom_uri
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/xgboost/core.py:158: UserWarning: [00:28:57] WARNING: /workspace/src/c_api/c_api.cc:1374: Saving model in the UBJSON format as default. You can use file extension: `json`, `ubj` or `deprecated` to choose between formats.
warnings.warn(smsg, UserWarning)

tests/system/aiplatform/test_experiment_model.py::TestExperimentModel::test_xgboost_xgbmodel_with_custom_names
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/xgboost/core.py:158: UserWarning: [00:29:04] WARNING: /workspace/src/c_api/c_api.cc:1374: Saving model in the UBJSON format as default. You can use file extension: `json`, `ubj` or `deprecated` to choose between formats.
warnings.warn(smsg, UserWarning)

tests/system/aiplatform/test_pipeline_job.py::TestPipelineJob::test_add_pipeline_job_to_experiment
tests/system/aiplatform/test_experiments.py::TestExperiments::test_add_pipeline_job_to_experiment
tests/system/aiplatform/test_pipeline_job_schedule.py::TestPipelineJobSchedule::test_create_get_pause_resume_update_list
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/kfp/dsl/component_decorator.py:126: FutureWarning: The default base_image used by the @dsl.component decorator will switch from 'python:3.9' to 'python:3.10' on Oct 1, 2025. To ensure your existing components work with versions of the KFP SDK released after that date, you should provide an explicit base_image argument and ensure your component works as intended on Python 3.10.
return component_factory.create_component_from_func(

tests/system/aiplatform/test_pipeline_job.py::TestPipelineJob::test_add_pipeline_job_to_experiment
tests/system/aiplatform/test_pipeline_job_schedule.py::TestPipelineJobSchedule::test_create_get_pause_resume_update_list
/tmpfs/src/github/python-aiplatform/google/cloud/aiplatform/pipeline_jobs.py:898: DeprecationWarning: The 'warn' method is deprecated, use 'warning' instead
_LOGGER.warn(

tests/system/aiplatform/test_experiments.py::TestExperiments::test_add_pipeline_job_to_experiment
/tmpfs/src/github/python-aiplatform/tests/system/aiplatform/test_experiments.py:376: DeprecationWarning: The module `kfp.v2` is deprecated and will be removed in a futureversion. Please import directly from the `kfp` namespace, instead of `kfp.v2`.
import kfp.v2.dsl as dsl

tests/system/aiplatform/test_experiments.py::TestExperiments::test_add_pipeline_job_to_experiment
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/kfp/compiler/compiler.py:81: DeprecationWarning: Compiling to JSON is deprecated and will be removed in a future version. Please compile to a YAML file by providing a file path with a .yaml extension instead.
builder.write_pipeline_spec_to_file(

tests/system/aiplatform/test_prediction_cpr.py::TestPredictionCpr::test_build_cpr_model_upload_and_deploy
tests/system/aiplatform/test_prediction_cpr.py::TestPredictionCpr::test_build_cpr_model_upload_and_deploy
/usr/local/lib/python3.10/subprocess.py:955: RuntimeWarning: line buffering (buffering=1) isn't supported in binary mode, the default buffer size will be used
self.stdin = io.open(p2cwrite, 'wb', bufsize)

tests/system/aiplatform/test_prediction_cpr.py::TestPredictionCpr::test_build_cpr_model_upload_and_deploy
tests/system/aiplatform/test_prediction_cpr.py::TestPredictionCpr::test_build_cpr_model_upload_and_deploy
/usr/local/lib/python3.10/subprocess.py:961: RuntimeWarning: line buffering (buffering=1) isn't supported in binary mode, the default buffer size will be used
self.stdout = io.open(c2pread, 'rb', bufsize)

tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_count_tokens_from_text[rest-PROD_ENDPOINT]
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pytest_asyncio/plugin.py:931: DeprecationWarning: pytest-asyncio detected an unclosed event loop when tearing down the event_loop
fixture: <_UnixSelectorEventLoop running=False closed=False debug=False>
pytest-asyncio will close the event loop for you, but future versions of the
library will no longer do so. In order to ensure compatibility with future
versions, please make sure that:
1. Any custom "event_loop" fixture properly closes the loop after yielding it
2. The scopes of your custom "event_loop" fixtures do not overlap
3. Your code does not modify the event loop in async fixtures or tests

warnings.warn(

tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_batch_serve_to_df
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pyarrow/pandas_compat.py:735: DeprecationWarning: DatetimeTZBlock is deprecated and will be removed in a future version. Use public APIs instead.
klass=_int.DatetimeTZBlock,

tests/system/aiplatform/test_featurestore.py::TestFeaturestore::test_batch_serve_to_df
/tmpfs/src/github/python-aiplatform/.nox/system-3-10/lib/python3.10/site-packages/pandas/core/frame.py:717: DeprecationWarning: Passing a BlockManager to DataFrame is deprecated and will raise in a future version. Use public APIs instead.
warnings.warn(

tests/system/aiplatform/test_e2e_tabular.py::TestEndToEndTabular::test_end_to_end_tabular
/tmpfs/src/github/python-aiplatform/tests/system/aiplatform/test_e2e_tabular.py:203: PendingDeprecationWarning: Blob.download_as_string() is deprecated and will be removed in future. Use Blob.download_as_bytes() instead.
error_output_filestr = blob.download_as_string().decode()

-- Docs: https://docs.pytest.org/en/stable/how-to/capture-warnings.html
- generated xml file: /tmpfs/src/github/python-aiplatform/system_3.10_sponge_log.xml -
=========================== short test summary info ============================
FAILED tests/system/aiplatform/test_autologging.py::TestAutologging::test_autologging_with_autorun_creation
FAILED tests/system/aiplatform/test_language_models.py::TestLanguageModels::test_code_chat_model_send_message_streaming[grpc]
FAILED tests/system/aiplatform/test_prediction_cpr.py::TestPredictionCpr::test_build_cpr_model_upload_and_deploy
FAILED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_function_calling[grpc-PROD_ENDPOINT]
FAILED tests/system/vertexai/test_generative_models.py::TestGenerativeModels::test_generate_content_function_calling[rest-PROD_ENDPOINT]
FAILED tests/system/aiplatform/test_matching_engine_index.py::TestMatchingEngine::test_create_get_list_matching_engine_index
FAILED tests/system/aiplatform/test_model_monitoring.py::TestModelDeploymentMonitoring::test_mdm_two_models_one_valid_config
FAILED tests/system/aiplatform/test_model_monitoring.py::TestModelDeploymentMonitoring::test_mdm_two_models_two_valid_configs
FAILED tests/system/aiplatform/test_model_monitoring.py::TestModelDeploymentMonitoring::test_mdm_notification_channel_alert_config
===== 9 failed, 233 passed, 6 skipped, 163 warnings in 12213.23s (3:23:33) =====
nox > Command py.test -v --junitxml=system_3.10_sponge_log.xml tests/system failed with exit code 1
nox > Session system-3.10 failed.
[FlakyBot] Sending logs to Flaky Bot...
[FlakyBot] See https://github.com/googleapis/repo-automation-bots/tree/main/packages/flakybot.
[FlakyBot] Published system_3.10_sponge_log.xml (13424803699372108)!
[FlakyBot] Done!
cleanup


[ID: 5528663] Command finished after 12571 secs, exit value: 1


Warning: Permanently added 'localhost' (ED25519) to the list of known hosts.
[19:50:30 PST] Collecting build artifacts from build VM
Build script failed with exit code: 1