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Merged
merged 13 commits into from
Feb 27, 2021
Merged

feature: add inference_id to predict #2093

merged 13 commits into from
Feb 27, 2021

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akionakamura
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@akionakamura akionakamura commented Jan 16, 2021 •
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Issue #2086:

Description of changes:
Adding inference_id to the Predictor::predict method, which will be sent to the invoke_endpoint. If you provide an inference_id value, it is added to the captured data when you enable data capture on the endpoint.

Testing done:
Added the test test_predict_call_with_inference_id which ensures the InferenceId argument is sent to the boto3 client as per their documentation: https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/sagemaker-runtime.html#SageMakerRuntime.Client.invoke_endpoint

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  • I have read the CONTRIBUTING doc
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Hey folks, my first time contributing here. Please let me know if I'm missing something.

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@akionakamura akionakamura mentioned this pull request Jan 18, 2021
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metrizable
metrizable previously requested changes Jan 19, 2021
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Would you please add an integration test with this argument?

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Hey @metrizable, sure I'll give it a try! I'm struggling to setup integration tests locally, with things like botocore.exceptions.ClientError: An error occurred (AccessDenied) when calling the CreateBucket operation: Access Denied. I've looked at https://github.com/aws/sagemaker-python-sdk/blob/master/CONTRIBUTING.md#run-the-integration-tests, but didn't find anything helpful.

Do you have a documentation, or something, to share on how should I setup for integration tests?

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For the record, just made the setup with the SageMakerRole role in my AWS account, and ran the added integration test:
export IGNORE_COVERAGE=- ; tox -e py36 -- -s -vv tests/integ/test_predict_with_inference_id.py ; unset IGNORE_COVERAGE

It was successful:

 (inference-id)$ export IGNORE_COVERAGE=- ; tox -e py36 -- -s -vv tests/integ/test_predict_
with_inference_id.py ; unset IGNORE_COVERAGE
GLOB sdist-make: /home/akio/Akio/sagemaker-python-sdk/setup.py
py36 inst-nodeps: /home/akio/Akio/sagemaker-python-sdk/.tox/.tmp/package/1/sagemaker-2.23.6.dev0.zip
py36 installed: alembic==1.4.3,apache-airflow==1.10.11,apipkg==1.5,apispec==1.3.3,appdirs==1.4.4,argcomplete==1.12.2,attrs==19.3.0,awslogs==0.14.0,Babel==2.9.0,bcrypt==3.2.0,black==20.8b1,boto3==1.16.56,botocore==1.19.56,cached-property==1.5.2,cattrs==1.0.0,certifi==2020.12.5,cffi==1.14.4,chardet==4.0.0,click==7.1.2,colorama==0.4.4,colorlog==4.0.2,configparser==3.5.3,contextlib2==0.6.0.post1,coverage==5.3.1,croniter==0.3.37,cryptography==3.3.1,dataclasses==0.8,defusedxml==0.6.0,dill==0.3.3,distlib==0.3.1,distro==1.5.0,dnspython==2.1.0,docker==4.4.1,docker-compose==1.27.4,dockerpty==0.4.1,docopt==0.6.2,docutils==0.16,email-validator==1.1.2,execnet==1.7.1,fabric==2.5.0,filelock==3.0.12,flake8==3.8.4,Flask==1.1.2,Flask-Admin==1.5.4,Flask-AppBuilder==2.3.4,Flask-Babel==1.0.0,Flask-Caching==1.3.3,Flask-JWT-Extended==3.25.0,Flask-Login==0.4.1,Flask-OpenID==1.2.5,Flask-SQLAlchemy==2.4.4,flask-swagger==0.2.13,Flask-WTF==0.14.3,funcsigs==1.0.2,future==0.18.2,google-pasta==0.2.0,graphviz==0.16,gunicorn==19.10.0,idna==2.10,importlib-metadata==3.4.0,importlib-resources==5.0.0,iniconfig==1.1.1,invoke==1.5.0,iso8601==0.1.13,itsdangerous==1.1.0,Jinja2==2.10.3,jmespath==0.10.0,json-merge-patch==0.2,jsonschema==3.2.0,lazy-object-proxy==1.5.2,lockfile==0.12.2,Mako==1.1.4,Markdown==2.6.11,MarkupSafe==1.1.1,marshmallow==2.21.0,marshmallow-enum==1.5.1,marshmallow-sqlalchemy==0.23.1,mccabe==0.6.1,mock==4.0.3,more-itertools==8.6.0,mypy-extensions==0.4.3,natsort==7.1.0,numpy==1.19.5,packaging==20.8,pandas==1.1.5,paramiko==2.7.2,pathspec==0.8.1,pendulum==1.4.4,pluggy==0.13.1,prison==0.1.3,protobuf==3.14.0,protobuf3-to-dict==0.1.5,psutil==5.8.0,py==1.10.0,pycodestyle==2.6.0,pycparser==2.20,pyflakes==2.2.0,Pygments==2.7.4,PyJWT==1.7.1,PyNaCl==1.4.0,pyparsing==2.4.7,pyrsistent==0.17.3,pytest==6.0.2,pytest-cov==2.10.1,pytest-forked==1.3.0,pytest-rerunfailures==9.1.1,pytest-xdist==2.2.0,python-daemon==2.2.4,python-dateutil==2.8.1,python-dotenv==0.15.0,python-editor==1.0.4,python-nvd3==0.15.0,python-slugify==4.0.1,python3-openid==3.2.0,pytz==2020.5,pytzdata==2020.1,PyYAML==5.3.1,regex==2020.11.13,requests==2.25.1,s3transfer==0.3.4,sagemaker @ file:///home/akio/Akio/sagemaker-python-sdk/.tox/.tmp/package/1/sagemaker-2.23.6.dev0.zip,sagemaker-experiments==0.1.25,scipy==1.5.4,setproctitle==1.2.1,six==1.15.0,smdebug-rulesconfig==1.0.1,SQLAlchemy==1.3.22,SQLAlchemy-JSONField==0.9.0,SQLAlchemy-Utils==0.36.8,stopit==1.1.2,tabulate==0.8.7,tenacity==4.12.0,termcolor==1.1.0,text-unidecode==1.3,texttable==1.6.3,thrift==0.13.0,toml==0.10.2,tox==3.21.1,typed-ast==1.4.2,typing==3.7.4.3,typing-extensions==3.7.4.3,tzlocal==1.5.1,unicodecsv==0.14.1,urllib3==1.26.2,virtualenv==20.3.1,websocket-client==0.57.0,Werkzeug==0.16.1,WTForms==2.3.3,zipp==3.4.0,zope.deprecation==4.4.0
py36 run-test-pre: PYTHONHASHSEED='3274652685'
py36 run-test: commands[0] | pytest --cov=sagemaker --cov-append -s -vv tests/integ/test_predict_with_inference_id.py
============================================================ test session starts ============================================================
platform linux -- Python 3.6.9, pytest-6.0.2, py-1.10.0, pluggy-0.13.1 -- /home/akio/Akio/sagemaker-python-sdk/.tox/py36/bin/python
cachedir: .tox/py36/.pytest_cache
rootdir: /home/akio/Akio/sagemaker-python-sdk, configfile: tox.ini
plugins: xdist-2.2.0, cov-2.10.1, forked-1.3.0, rerunfailures-9.1.1
collected 2 items

tests/integ/test_predict_with_inference_id.py::test_predict_with_inference_id ------------!PASSED
tests/integ/test_predict_with_inference_id.py::test_invoke_endpoint_with_inference_id PASSEDNo monitors found for endpoint. endpoint: model-inference-id-integ-1611629711-76bb
Arguments: serve
[2021-01-26 02:59:22 +0000] [1] [INFO] Starting gunicorn 19.7.1
[2021-01-26 02:59:22 +0000] [1] [INFO] Listening at: http://0.0.0.0:8080 (1)
[2021-01-26 02:59:22 +0000] [1] [INFO] Using worker: gevent
[2021-01-26 02:59:22 +0000] [41] [INFO] Booting worker with pid: 41
[2021-01-26:02:59:22:INFO] Model loaded successfully for worker : 41
[2021-01-26 02:59:22 +0000] [42] [INFO] Booting worker with pid: 42
[2021-01-26:02:59:22:INFO] Model loaded successfully for worker : 42
[2021-01-26 02:59:22 +0000] [43] [INFO] Booting worker with pid: 43
[2021-01-26 02:59:22 +0000] [44] [INFO] Booting worker with pid: 44
[2021-01-26:02:59:22:INFO] Model loaded successfully for worker : 43
[2021-01-26:02:59:22:INFO] Model loaded successfully for worker : 44


----------- coverage: platform linux, python 3.6.9-final-0 -----------
Name                                                                                                  Stmts   Miss  Cover
-------------------------------------------------------------------------------------------------------------------------
.tox/py36/lib/python3.6/site-packages/sagemaker/__init__.py                                              31      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/_studio.py                                               45      4    91%
.tox/py36/lib/python3.6/site-packages/sagemaker/algorithm.py                                            159     15    91%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/__init__.py                                        0      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/amazon_estimator.py                              141     15    89%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/common.py                                        147      9    94%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/factorization_machines.py                         74      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/hyperparameter.py                                 38      1    97%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/ipinsights.py                                     50      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/kmeans.py                                         52      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/knn.py                                            48      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/lda.py                                            42      1    98%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/linear_learner.py                                126      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/ntm.py                                            54      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/object2vec.py                                    101      1    99%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/pca.py                                            48      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/randomcutforest.py                                40      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/record_pb2.py                                     80      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/validation.py                                     26      3    88%
.tox/py36/lib/python3.6/site-packages/sagemaker/analytics.py                                            298     20    93%
.tox/py36/lib/python3.6/site-packages/sagemaker/apiutils/__init__.py                                      1      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/apiutils/_base_types.py                                 102     26    75%
.tox/py36/lib/python3.6/site-packages/sagemaker/apiutils/_boto_functions.py                              35      3    91%
.tox/py36/lib/python3.6/site-packages/sagemaker/apiutils/_utils.py                                       12      4    67%
.tox/py36/lib/python3.6/site-packages/sagemaker/automl/__init__.py                                        0      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/automl/automl.py                                        238     17    93%
.tox/py36/lib/python3.6/site-packages/sagemaker/automl/candidate_estimator.py                           147     20    86%
.tox/py36/lib/python3.6/site-packages/sagemaker/chainer/__init__.py                                       4      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/chainer/defaults.py                                       3      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/chainer/estimator.py                                     57      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/chainer/model.py                                         41      1    98%
.tox/py36/lib/python3.6/site-packages/sagemaker/clarify.py                                              138     10    93%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/__init__.py                                           2      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/__init__.py                             2      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/__init__.py                          2      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/ast_transformer.py                  31      6    81%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/files.py                            63      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/__init__.py                3      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/airflow.py                22      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/deprecated_params.py      19      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/framework_version.py      72      5    93%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/image_uris.py             52      1    98%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/matching.py               29      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/modifier.py               10      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/parsing.py                13      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/predictors.py             31      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/renamed_params.py         73      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/serde.py                 101      1    99%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/tf_legacy_mode.py         94      2    98%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/tfs.py                    34      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/training_input.py         46      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/training_params.py        19      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/sagemaker_upgrade_v2.py             23     23     0%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/framework_upgrade.py                                 82     33    60%
.tox/py36/lib/python3.6/site-packages/sagemaker/content_types.py                                          8      8     0%
.tox/py36/lib/python3.6/site-packages/sagemaker/dataset_definition/__init__.py                            3      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/dataset_definition/inputs.py                             36      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/debugger/__init__.py                                      7      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/debugger/debugger.py                                    151     28    81%
.tox/py36/lib/python3.6/site-packages/sagemaker/debugger/framework_profile.py                            50      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/debugger/metrics_config.py                               95      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/debugger/profiler_config.py                              21      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/debugger/profiler_constants.py                           19      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/debugger/utils.py                                        49      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/deprecations.py                                          47      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/deserializers.py                                         91      4    96%
.tox/py36/lib/python3.6/site-packages/sagemaker/estimator.py                                            635     57    91%
.tox/py36/lib/python3.6/site-packages/sagemaker/exceptions.py                                             7      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/feature_store/__init__.py                                 0      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/feature_store/feature_definition.py                      25      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/feature_store/feature_group.py                          146     13    91%
.tox/py36/lib/python3.6/site-packages/sagemaker/feature_store/inputs.py                                  54      1    98%
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.tox/py37/lib/python3.7/site-packages/sagemaker/sklearn/defaults.py                                       3      0   100%
.tox/py37/lib/python3.7/site-packages/sagemaker/sklearn/estimator.py                                     56      0   100%
.tox/py37/lib/python3.7/site-packages/sagemaker/sklearn/model.py                                         41      2    95%
.tox/py37/lib/python3.7/site-packages/sagemaker/sklearn/processing.py                                    13      0   100%
.tox/py37/lib/python3.7/site-packages/sagemaker/spark/__init__.py                                         3      0   100%
.tox/py37/lib/python3.7/site-packages/sagemaker/spark/defaults.py                                         3      0   100%
.tox/py37/lib/python3.7/site-packages/sagemaker/spark/processing.py                                     263      2    99%
.tox/py37/lib/python3.7/site-packages/sagemaker/sparkml/__init__.py                                       3      0   100%
.tox/py37/lib/python3.7/site-packages/sagemaker/sparkml/model.py                                         14      0   100%
.tox/py37/lib/python3.7/site-packages/sagemaker/tensorflow/__init__.py                                    4      0   100%
.tox/py37/lib/python3.7/site-packages/sagemaker/tensorflow/defaults.py                                    3      0   100%
.tox/py37/lib/python3.7/site-packages/sagemaker/tensorflow/estimator.py                                 132     11    92%
.tox/py37/lib/python3.7/site-packages/sagemaker/tensorflow/model.py                                      91     10    89%
.tox/py37/lib/python3.7/site-packages/sagemaker/tensorflow/serving.py                                     6      6     0%
.tox/py37/lib/python3.7/site-packages/sagemaker/transformer.py                                          149      1    99%
.tox/py37/lib/python3.7/site-packages/sagemaker/tuner.py                                                421      8    98%
.tox/py37/lib/python3.7/site-packages/sagemaker/user_agent.py                                            27      1    96%
.tox/py37/lib/python3.7/site-packages/sagemaker/utils.py                                                216     18    92%
.tox/py37/lib/python3.7/site-packages/sagemaker/vpc_utils.py                                             38      2    95%
.tox/py37/lib/python3.7/site-packages/sagemaker/workflow/__init__.py                                      0      0   100%
.tox/py37/lib/python3.7/site-packages/sagemaker/workflow/_repack_model.py                                24     24     0%
.tox/py37/lib/python3.7/site-packages/sagemaker/workflow/_utils.py                                      107     18    83%
.tox/py37/lib/python3.7/site-packages/sagemaker/workflow/airflow.py                                     294     25    91%
.tox/py37/lib/python3.7/site-packages/sagemaker/workflow/condition_step.py                               35      4    89%
.tox/py37/lib/python3.7/site-packages/sagemaker/workflow/conditions.py                                   66      0   100%
.tox/py37/lib/python3.7/site-packages/sagemaker/workflow/entities.py                                     21      1    95%
.tox/py37/lib/python3.7/site-packages/sagemaker/workflow/execution_variables.py                          31      3    90%
.tox/py37/lib/python3.7/site-packages/sagemaker/workflow/parameters.py                                   70      0   100%
.tox/py37/lib/python3.7/site-packages/sagemaker/workflow/pipeline.py                                    104     12    88%
.tox/py37/lib/python3.7/site-packages/sagemaker/workflow/properties.py                                   52      2    96%
.tox/py37/lib/python3.7/site-packages/sagemaker/workflow/step_collections.py                             48     13    73%
.tox/py37/lib/python3.7/site-packages/sagemaker/workflow/steps.py                                       122     11    91%
.tox/py37/lib/python3.7/site-packages/sagemaker/workflow/utilities.py                                    13      2    85%
.tox/py37/lib/python3.7/site-packages/sagemaker/xgboost/__init__.py                                       4      0   100%
.tox/py37/lib/python3.7/site-packages/sagemaker/xgboost/defaults.py                                       4      0   100%
.tox/py37/lib/python3.7/site-packages/sagemaker/xgboost/estimator.py                                     55      1    98%
.tox/py37/lib/python3.7/site-packages/sagemaker/xgboost/model.py                                         38      1    97%
.tox/py37/lib/python3.7/site-packages/sagemaker/xgboost/utils.py                                         11      0   100%
-------------------------------------------------------------------------------------------------------------------------
TOTAL                                                                                                 27108   3125    88%


======================================================= 2 passed in 395.77s (0:06:35) =======================================================
py36 run-test: commands[1] | - coverage report -i --fail-under=86
Name                                                                                                  Stmts   Miss  Cover
-------------------------------------------------------------------------------------------------------------------------
.tox/py36/lib/python3.6/site-packages/sagemaker/__init__.py                                              31      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/_studio.py                                               45      4    91%
.tox/py36/lib/python3.6/site-packages/sagemaker/algorithm.py                                            159     15    91%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/__init__.py                                        0      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/amazon_estimator.py                              141     15    89%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/common.py                                        147      9    94%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/factorization_machines.py                         74      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/hyperparameter.py                                 38      1    97%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/ipinsights.py                                     50      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/kmeans.py                                         52      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/knn.py                                            48      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/lda.py                                            42      1    98%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/linear_learner.py                                126      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/ntm.py                                            54      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/object2vec.py                                    101      1    99%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/pca.py                                            48      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/randomcutforest.py                                40      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/record_pb2.py                                     80      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/amazon/validation.py                                     26      3    88%
.tox/py36/lib/python3.6/site-packages/sagemaker/analytics.py                                            298     20    93%
.tox/py36/lib/python3.6/site-packages/sagemaker/apiutils/__init__.py                                      1      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/apiutils/_base_types.py                                 102     26    75%
.tox/py36/lib/python3.6/site-packages/sagemaker/apiutils/_boto_functions.py                              35      3    91%
.tox/py36/lib/python3.6/site-packages/sagemaker/apiutils/_utils.py                                       12      4    67%
.tox/py36/lib/python3.6/site-packages/sagemaker/automl/__init__.py                                        0      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/automl/automl.py                                        238     17    93%
.tox/py36/lib/python3.6/site-packages/sagemaker/automl/candidate_estimator.py                           147     20    86%
.tox/py36/lib/python3.6/site-packages/sagemaker/chainer/__init__.py                                       4      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/chainer/defaults.py                                       3      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/chainer/estimator.py                                     57      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/chainer/model.py                                         41      1    98%
.tox/py36/lib/python3.6/site-packages/sagemaker/clarify.py                                              138     10    93%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/__init__.py                                           2      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/__init__.py                             2      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/__init__.py                          2      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/ast_transformer.py                  31      6    81%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/files.py                            63      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/__init__.py                3      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/airflow.py                22      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/deprecated_params.py      19      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/framework_version.py      72      5    93%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/image_uris.py             52      1    98%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/matching.py               29      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/modifier.py               10      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/parsing.py                13      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/predictors.py             31      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/renamed_params.py         73      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/serde.py                 101      1    99%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/tf_legacy_mode.py         94      2    98%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/tfs.py                    34      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/training_input.py         46      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/modifiers/training_params.py        19      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/compatibility/v2/sagemaker_upgrade_v2.py             23     23     0%
.tox/py36/lib/python3.6/site-packages/sagemaker/cli/framework_upgrade.py                                 82     33    60%
.tox/py36/lib/python3.6/site-packages/sagemaker/content_types.py                                          8      8     0%
.tox/py36/lib/python3.6/site-packages/sagemaker/dataset_definition/__init__.py                            3      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/dataset_definition/inputs.py                             36      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/debugger/__init__.py                                      7      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/debugger/debugger.py                                    151     28    81%
.tox/py36/lib/python3.6/site-packages/sagemaker/debugger/framework_profile.py                            50      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/debugger/metrics_config.py                               95      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/debugger/profiler_config.py                              21      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/debugger/profiler_constants.py                           19      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/debugger/utils.py                                        49      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/deprecations.py                                          47      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/deserializers.py                                         91      4    96%
.tox/py36/lib/python3.6/site-packages/sagemaker/estimator.py                                            635     57    91%
.tox/py36/lib/python3.6/site-packages/sagemaker/exceptions.py                                             7      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/feature_store/__init__.py                                 0      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/feature_store/feature_definition.py                      25      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/feature_store/feature_group.py                          146     13    91%
.tox/py36/lib/python3.6/site-packages/sagemaker/feature_store/inputs.py                                  54      1    98%
.tox/py36/lib/python3.6/site-packages/sagemaker/fw_utils.py                                             172     18    90%
.tox/py36/lib/python3.6/site-packages/sagemaker/git_utils.py                                            124     10    92%
.tox/py36/lib/python3.6/site-packages/sagemaker/image_uris.py                                           128      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/inputs.py                                                53      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/job.py                                                  130      4    97%
.tox/py36/lib/python3.6/site-packages/sagemaker/lineage/__init__.py                                       1      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/lineage/_api_types.py                                    58      1    98%
.tox/py36/lib/python3.6/site-packages/sagemaker/lineage/_utils.py                                        14      2    86%
.tox/py36/lib/python3.6/site-packages/sagemaker/lineage/action.py                                        46      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/lineage/artifact.py                                      98      1    99%
.tox/py36/lib/python3.6/site-packages/sagemaker/lineage/association.py                                   23      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/lineage/context.py                                       47      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/lineage/visualizer.py                                   108     60    44%
.tox/py36/lib/python3.6/site-packages/sagemaker/local/__init__.py                                         3      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/local/data.py                                           117      4    97%
.tox/py36/lib/python3.6/site-packages/sagemaker/local/entities.py                                       295     20    93%
.tox/py36/lib/python3.6/site-packages/sagemaker/local/image.py                                          436    106    76%
.tox/py36/lib/python3.6/site-packages/sagemaker/local/local_session.py                                  165     31    81%
.tox/py36/lib/python3.6/site-packages/sagemaker/local/utils.py                                           28      1    96%
.tox/py36/lib/python3.6/site-packages/sagemaker/logs.py                                                  65      7    89%
.tox/py36/lib/python3.6/site-packages/sagemaker/metadata_properties.py                                   19      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/model.py                                                294     30    90%
.tox/py36/lib/python3.6/site-packages/sagemaker/model_metrics.py                                         41      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/model_monitor/__init__.py                                20      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/model_monitor/clarify_model_monitoring.py               343     14    96%
.tox/py36/lib/python3.6/site-packages/sagemaker/model_monitor/cron_expression_generator.py               11      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/model_monitor/data_capture_config.py                     30      1    97%
.tox/py36/lib/python3.6/site-packages/sagemaker/model_monitor/dataset_format.py                          11      2    82%
.tox/py36/lib/python3.6/site-packages/sagemaker/model_monitor/model_monitoring.py                       950    211    78%
.tox/py36/lib/python3.6/site-packages/sagemaker/model_monitor/monitoring_files.py                       102     59    42%
.tox/py36/lib/python3.6/site-packages/sagemaker/multidatamodel.py                                        91     11    88%
.tox/py36/lib/python3.6/site-packages/sagemaker/mxnet/__init__.py                                         4      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/mxnet/defaults.py                                         3      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/mxnet/estimator.py                                       70      6    91%
.tox/py36/lib/python3.6/site-packages/sagemaker/mxnet/model.py                                           55      2    96%
.tox/py36/lib/python3.6/site-packages/sagemaker/network.py                                               19      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/parameter.py                                             37      1    97%
.tox/py36/lib/python3.6/site-packages/sagemaker/pipeline.py                                              54      9    83%
.tox/py36/lib/python3.6/site-packages/sagemaker/predictor.py                                            153     11    93%
.tox/py36/lib/python3.6/site-packages/sagemaker/processing.py                                           279      9    97%
.tox/py36/lib/python3.6/site-packages/sagemaker/pytorch/__init__.py                                       4      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/pytorch/defaults.py                                       3      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/pytorch/estimator.py                                     73     18    75%
.tox/py36/lib/python3.6/site-packages/sagemaker/pytorch/model.py                                         55      8    85%
.tox/py36/lib/python3.6/site-packages/sagemaker/rl/__init__.py                                            3      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/rl/estimator.py                                         134      3    98%
.tox/py36/lib/python3.6/site-packages/sagemaker/s3.py                                                    52      7    87%
.tox/py36/lib/python3.6/site-packages/sagemaker/serializers.py                                          113      6    95%
.tox/py36/lib/python3.6/site-packages/sagemaker/session.py                                             1185    363    69%
.tox/py36/lib/python3.6/site-packages/sagemaker/sklearn/__init__.py                                       5      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/sklearn/defaults.py                                       3      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/sklearn/estimator.py                                     56      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/sklearn/model.py                                         41      2    95%
.tox/py36/lib/python3.6/site-packages/sagemaker/sklearn/processing.py                                    13      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/spark/__init__.py                                         3      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/spark/defaults.py                                         3      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/spark/processing.py                                     263      2    99%
.tox/py36/lib/python3.6/site-packages/sagemaker/sparkml/__init__.py                                       3      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/sparkml/model.py                                         14      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/tensorflow/__init__.py                                    4      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/tensorflow/defaults.py                                    3      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/tensorflow/estimator.py                                 132     11    92%
.tox/py36/lib/python3.6/site-packages/sagemaker/tensorflow/model.py                                      91     10    89%
.tox/py36/lib/python3.6/site-packages/sagemaker/tensorflow/serving.py                                     6      6     0%
.tox/py36/lib/python3.6/site-packages/sagemaker/transformer.py                                          149      1    99%
.tox/py36/lib/python3.6/site-packages/sagemaker/tuner.py                                                421      8    98%
.tox/py36/lib/python3.6/site-packages/sagemaker/user_agent.py                                            27      1    96%
.tox/py36/lib/python3.6/site-packages/sagemaker/utils.py                                                216     18    92%
.tox/py36/lib/python3.6/site-packages/sagemaker/vpc_utils.py                                             38      2    95%
.tox/py36/lib/python3.6/site-packages/sagemaker/workflow/__init__.py                                      0      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/workflow/_repack_model.py                                24     24     0%
.tox/py36/lib/python3.6/site-packages/sagemaker/workflow/_utils.py                                      107     18    83%
.tox/py36/lib/python3.6/site-packages/sagemaker/workflow/airflow.py                                     294     25    91%
.tox/py36/lib/python3.6/site-packages/sagemaker/workflow/condition_step.py                               35      4    89%
.tox/py36/lib/python3.6/site-packages/sagemaker/workflow/conditions.py                                   66      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/workflow/entities.py                                     21      1    95%
.tox/py36/lib/python3.6/site-packages/sagemaker/workflow/execution_variables.py                          31      3    90%
.tox/py36/lib/python3.6/site-packages/sagemaker/workflow/parameters.py                                   70      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/workflow/pipeline.py                                    104     12    88%
.tox/py36/lib/python3.6/site-packages/sagemaker/workflow/properties.py                                   52      2    96%
.tox/py36/lib/python3.6/site-packages/sagemaker/workflow/step_collections.py                             48     13    73%
.tox/py36/lib/python3.6/site-packages/sagemaker/workflow/steps.py                                       122     11    91%
.tox/py36/lib/python3.6/site-packages/sagemaker/workflow/utilities.py                                    13      2    85%
.tox/py36/lib/python3.6/site-packages/sagemaker/xgboost/__init__.py                                       4      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/xgboost/defaults.py                                       4      0   100%
.tox/py36/lib/python3.6/site-packages/sagemaker/xgboost/estimator.py                                     55      1    98%
.tox/py36/lib/python3.6/site-packages/sagemaker/xgboost/model.py                                         38      1    97%
.tox/py36/lib/python3.6/site-packages/sagemaker/xgboost/utils.py                                         11      0   100%
.tox/py37/lib/python3.7/site-packages/sagemaker/__init__.py                                              31      0   100%
.tox/py37/lib/python3.7/site-packages/sagemaker/_studio.py                                               45      4    91%
.tox/py37/lib/python3.7/site-packages/sagemaker/algorithm.py                                            159     15    91%
.tox/py37/lib/python3.7/site-packages/sagemaker/amazon/__init__.py                                        0      0   100%
.tox/py37/lib/python3.7/site-packages/sagemaker/amazon/amazon_estimator.py                              141     15    89%
.tox/py37/lib/python3.7/site-packages/sagemaker/amazon/common.py                                        147      9    94%
.tox/py37/lib/python3.7/site-packages/sagemaker/amazon/factorization_machines.py                         74      0   100%
.tox/py37/lib/python3.7/site-packages/sagemaker/amazon/hyperparameter.py                                 38      1    97%
.tox/py37/lib/python3.7/site-packages/sagemaker/amazon/ipinsights.py                                     50      0   100%
.tox/py37/lib/python3.7/site-packages/sagemaker/amazon/kmeans.py                                         52      0   100%
.tox/py37/lib/python3.7/site-packages/sagemaker/amazon/knn.py                                            48      0   100%
.tox/py37/lib/python3.7/site-packages/sagemaker/amazon/lda.py                                            42      1    98%
.tox/py37/lib/python3.7/site-packages/sagemaker/amazon/linear_learner.py                                126      0   100%
.tox/py37/lib/python3.7/site-packages/sagemaker/amazon/ntm.py                                            54      0   100%
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.tox/py37/lib/python3.7/site-packages/sagemaker/pytorch/__init__.py                                       4      0   100%
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.tox/py37/lib/python3.7/site-packages/sagemaker/workflow/airflow.py                                     294     25    91%
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.tox/py37/lib/python3.7/site-packages/sagemaker/workflow/properties.py                                   52      2    96%
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.tox/py37/lib/python3.7/site-packages/sagemaker/xgboost/__init__.py                                       4      0   100%
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.tox/py37/lib/python3.7/site-packages/sagemaker/xgboost/estimator.py                                     55      1    98%
.tox/py37/lib/python3.7/site-packages/sagemaker/xgboost/model.py                                         38      1    97%
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-------------------------------------------------------------------------------------------------------------------------
TOTAL                                                                                                 27108   3125    88%
__________________________________________________________________ summary __________________________________________________________________
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@ChoiByungWook can you help me understand these build errors? Is there something I can do?

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@ChoiByungWook can you help me understand these build errors? Is there something I can do?

Not a problem on your end. We ran into some issues on our end.

@ChoiByungWook ChoiByungWook dismissed metrizable’s stale review February 27, 2021 00:46

Integ test was added

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@ChoiByungWook ChoiByungWook merged commit 6acde94 into aws:master Feb 27, 2021
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@ChoiByungWook ChoiByungWook ChoiByungWook approved these changes

@metrizable metrizable Awaiting requested review from metrizable

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@akionakamura @sagemaker-bot @ChoiByungWook @metrizable @ahsan-z-khan