documentation: sync upstream

Author: mchoi8739

CHANGELOG.md

@@ -1,5 +1,11 @@
 # Changelog
 
+## v2.77.1 (2022-02-25)
+
+### Bug Fixes and Other Changes
+
+ * jumpstart model table
+
 ## v2.77.0 (2022-02-22)
 
 ### Features

VERSION

@@ -1 +1 @@
-2.77.1.dev0
+2.77.2.dev0

src/sagemaker/image_uri_config/neo-tensorflow.json

@@ -12,7 +12,8 @@
         "1.11.0": "1.15.3",
         "1.12.0": "1.15.3",
         "1.13.0": "1.15.3",
-        "1.14.0": "1.15.3"
+        "1.14.0": "1.15.3",
+        "2.4.2": "2.4.2"
     },
     "versions": {
         "1.15.3": {
@@ -44,6 +45,36 @@
                 "us-west-2": "301217895009"
             },
             "repository": "sagemaker-inference-tensorflow"
+        },
+        "2.4.2": {
+            "py_versions": ["py3"],
+            "registries": {
+                "af-south-1": "774647643957",
+                "ap-east-1": "110948597952",
+                "ap-northeast-1": "941853720454",
+                "ap-northeast-2": "151534178276",
+                "ap-northeast-3": "925152966179",
+                "ap-south-1": "763008648453",
+                "ap-southeast-1": "324986816169",
+                "ap-southeast-2": "355873309152",
+                "ca-central-1": "464438896020",
+                "cn-north-1": "472730292857",
+                "cn-northwest-1": "474822919863",
+                "eu-central-1": "746233611703",
+                "eu-north-1": "601324751636",
+                "eu-south-1": "966458181534",
+                "eu-west-1": "802834080501",
+                "eu-west-2": "205493899709",
+                "eu-west-3": "254080097072",
+                "me-south-1": "836785723513",
+                "sa-east-1": "756306329178",
+                "us-east-1": "785573368785",
+                "us-east-2": "007439368137",
+                "us-gov-west-1": "263933020539",
+                "us-west-1": "710691900526",
+                "us-west-2": "301217895009"
+            },
+            "repository": "sagemaker-inference-tensorflow"
         }
     }
 }

src/sagemaker/serializers.py

@@ -18,7 +18,6 @@
 import csv
 import io
 import json
-
 import numpy as np
 from six import with_metaclass
 
@@ -357,3 +356,37 @@ def serialize(self, data):
             return data.read()
 
         raise ValueError("Unable to handle input format: %s" % type(data))
+
+
+class DataSerializer(SimpleBaseSerializer):
+    """Serialize data in any file by extracting raw bytes from the file."""
+
+    def __init__(self, content_type="file-path/raw-bytes"):
+        """Initialize a ``DataSerializer`` instance.
+
+        Args:
+            content_type (str): The MIME type to signal to the inference endpoint when sending
+                request data (default: "file-path/raw-bytes").
+        """
+        super(DataSerializer, self).__init__(content_type=content_type)
+
+    def serialize(self, data):
+        """Serialize file data to a raw bytes.
+
+        Args:
+            data (object): Data to be serialized. The data can be a string
+                representing file-path or the raw bytes from a file.
+        Returns:
+            raw-bytes: The data serialized as raw-bytes from the input.
+        """
+        if isinstance(data, str):
+            try:
+                with open(data, "rb") as data_file:
+                    data_file_info = data_file.read()
+                    return data_file_info
+            except Exception as e:
+                raise ValueError(f"Could not open/read file: {data}. {e}")
+        if isinstance(data, bytes):
+            return data
+
+        raise ValueError(f"Object of type {type(data)} is not Data serializable.")

src/sagemaker/workflow/steps.py

@@ -301,6 +301,8 @@ def arguments(self) -> RequestType:
         )
         request_dict = self.estimator.sagemaker_session._get_train_request(**train_args)
         request_dict.pop("TrainingJobName")
+        if "HyperParameters" in request_dict:
+            request_dict["HyperParameters"].pop("sagemaker_job_name", None)
 
         return request_dict
 

tests/data/cuteCat.raw

@@ -148,12 +148,6 @@
     "eu-west-2",
     "us-east-1",
 ]
-NO_SM_PIPELINE_MM_CLARIFY_CHECK_STEP_REGIONS = [
-    "ap-northeast-3",
-    "ap-south-1",
-    "eu-north-1",
-    "sa-east-1",
-]
 EDGE_PACKAGING_SUPPORTED_REGIONS = [
     "us-east-2",
     "us-west-2",

tests/integ/__init__.py

@@ -26,7 +26,9 @@
     artifact,
 )
 from sagemaker.model import ModelPackage
-from tests.integ.test_workflow import test_end_to_end_pipeline_successful_execution
+from tests.integ.sagemaker.workflow.test_workflow import (
+    test_end_to_end_pipeline_successful_execution,
+)
 from sagemaker.workflow.pipeline import _PipelineExecution
 from sagemaker.session import get_execution_role
 from smexperiments import trial_component, trial, experiment

tests/integ/sagemaker/lineage/conftest.py

@@ -0,0 +1,118 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License"). You
+# may not use this file except in compliance with the License. A copy of
+# the License is located at
+#
+#     http://aws.amazon.com/apache2.0/
+#
+# or in the "license" file accompanying this file. This file is
+# distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF
+# ANY KIND, either express or implied. See the License for the specific
+# language governing permissions and limitations under the License.
+from __future__ import absolute_import
+
+import re
+
+import pytest
+
+from sagemaker import get_execution_role, utils
+from sagemaker.workflow.callback_step import CallbackOutput, CallbackStep, CallbackOutputTypeEnum
+from sagemaker.workflow.parameters import ParameterInteger
+from sagemaker.workflow.pipeline import Pipeline
+
+
+@pytest.fixture
+def role(sagemaker_session):
+    return get_execution_role(sagemaker_session)
+
+
+@pytest.fixture
+def pipeline_name():
+    return utils.unique_name_from_base("my-pipeline-callback")
+
+
+@pytest.fixture
+def region_name(sagemaker_session):
+    return sagemaker_session.boto_session.region_name
+
+
+def test_one_step_callback_pipeline(sagemaker_session, role, pipeline_name, region_name):
+    instance_count = ParameterInteger(name="InstanceCount", default_value=2)
+
+    outputParam1 = CallbackOutput(output_name="output1", output_type=CallbackOutputTypeEnum.String)
+    step_callback = CallbackStep(
+        name="callback-step",
+        sqs_queue_url="https://sqs.us-east-2.amazonaws.com/123456789012/MyQueue",
+        inputs={"arg1": "foo"},
+        outputs=[outputParam1],
+    )
+
+    pipeline = Pipeline(
+        name=pipeline_name,
+        parameters=[instance_count],
+        steps=[step_callback],
+        sagemaker_session=sagemaker_session,
+    )
+
+    try:
+        response = pipeline.create(role)
+        create_arn = response["PipelineArn"]
+        assert re.match(
+            rf"arn:aws:sagemaker:{region_name}:\d{{12}}:pipeline/{pipeline_name}",
+            create_arn,
+        )
+
+        pipeline.parameters = [ParameterInteger(name="InstanceCount", default_value=1)]
+        response = pipeline.update(role)
+        update_arn = response["PipelineArn"]
+        assert re.match(
+            rf"arn:aws:sagemaker:{region_name}:\d{{12}}:pipeline/{pipeline_name}",
+            update_arn,
+        )
+    finally:
+        try:
+            pipeline.delete()
+        except Exception:
+            pass
+
+
+def test_two_step_callback_pipeline_with_output_reference(
+    sagemaker_session, role, pipeline_name, region_name
+):
+    instance_count = ParameterInteger(name="InstanceCount", default_value=2)
+
+    outputParam1 = CallbackOutput(output_name="output1", output_type=CallbackOutputTypeEnum.String)
+    step_callback1 = CallbackStep(
+        name="callback-step1",
+        sqs_queue_url="https://sqs.us-east-2.amazonaws.com/123456789012/MyQueue",
+        inputs={"arg1": "foo"},
+        outputs=[outputParam1],
+    )
+
+    step_callback2 = CallbackStep(
+        name="callback-step2",
+        sqs_queue_url="https://sqs.us-east-2.amazonaws.com/123456789012/MyQueue",
+        inputs={"arg1": outputParam1},
+        outputs=[],
+    )
+
+    pipeline = Pipeline(
+        name=pipeline_name,
+        parameters=[instance_count],
+        steps=[step_callback1, step_callback2],
+        sagemaker_session=sagemaker_session,
+    )
+
+    try:
+        response = pipeline.create(role)
+        create_arn = response["PipelineArn"]
+        assert re.match(
+            rf"arn:aws:sagemaker:{region_name}:\d{{12}}:pipeline/{pipeline_name}",
+            create_arn,
+        )
+    finally:
+        try:
+            pipeline.delete()
+        except Exception:
+            pass

tests/integ/sagemaker/workflow/__init__.py

@@ -19,7 +19,6 @@
 import pytest
 from botocore.exceptions import WaiterError
 
-import tests
 from sagemaker.clarify import (
     BiasConfig,
     DataConfig,
@@ -129,10 +128,6 @@ def data_bias_check_config(data_config, bias_config):
     )
 
 
-@pytest.mark.skipif(
-    tests.integ.test_region() in tests.integ.NO_SM_PIPELINE_MM_CLARIFY_CHECK_STEP_REGIONS,
-    reason=f"ClarifyCheckStep is not fully deployed in {tests.integ.test_region()}.",
-)
 def test_one_step_data_bias_pipeline_happycase(
     sagemaker_session,
     role,
@@ -220,10 +215,6 @@ def test_one_step_data_bias_pipeline_happycase(
             pass
 
 
-@pytest.mark.skipif(
-    tests.integ.test_region() in tests.integ.NO_SM_PIPELINE_MM_CLARIFY_CHECK_STEP_REGIONS,
-    reason=f"ClarifyCheckStep is not fully deployed in {tests.integ.test_region()}.",
-)
 def test_one_step_data_bias_pipeline_constraint_violation(
     sagemaker_session,
     role,

tests/integ/sagemaker/workflow/test_callback_steps.py

@@ -0,0 +1,82 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License"). You
+# may not use this file except in compliance with the License. A copy of
+# the License is located at
+#
+#     http://aws.amazon.com/apache2.0/
+#
+# or in the "license" file accompanying this file. This file is
+# distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF
+# ANY KIND, either express or implied. See the License for the specific
+# language governing permissions and limitations under the License.
+from __future__ import absolute_import
+
+import re
+
+import pytest
+
+from sagemaker import get_execution_role, utils
+from sagemaker.workflow.emr_step import EMRStep, EMRStepConfig
+from sagemaker.workflow.parameters import ParameterInteger
+from sagemaker.workflow.pipeline import Pipeline
+
+
+@pytest.fixture
+def role(sagemaker_session):
+    return get_execution_role(sagemaker_session)
+
+
+@pytest.fixture
+def pipeline_name():
+    return utils.unique_name_from_base("my-pipeline-emr")
+
+
+@pytest.fixture
+def region_name(sagemaker_session):
+    return sagemaker_session.boto_session.region_name
+
+
+def test_two_steps_emr_pipeline(sagemaker_session, role, pipeline_name, region_name):
+    instance_count = ParameterInteger(name="InstanceCount", default_value=2)
+
+    emr_step_config = EMRStepConfig(
+        jar="s3://us-west-2.elasticmapreduce/libs/script-runner/script-runner.jar",
+        args=["dummy_emr_script_path"],
+    )
+
+    step_emr_1 = EMRStep(
+        name="emr-step-1",
+        cluster_id="j-1YONHTCP3YZKC",
+        display_name="emr_step_1",
+        description="MyEMRStepDescription",
+        step_config=emr_step_config,
+    )
+
+    step_emr_2 = EMRStep(
+        name="emr-step-2",
+        cluster_id=step_emr_1.properties.ClusterId,
+        display_name="emr_step_2",
+        description="MyEMRStepDescription",
+        step_config=emr_step_config,
+    )
+
+    pipeline = Pipeline(
+        name=pipeline_name,
+        parameters=[instance_count],
+        steps=[step_emr_1, step_emr_2],
+        sagemaker_session=sagemaker_session,
+    )
+
+    try:
+        response = pipeline.create(role)
+        create_arn = response["PipelineArn"]
+        assert re.match(
+            rf"arn:aws:sagemaker:{region_name}:\d{{12}}:pipeline/{pipeline_name}",
+            create_arn,
+        )
+    finally:
+        try:
+            pipeline.delete()
+        except Exception:
+            pass