automl: move samples to beta set [(#3045)](#3045)

automl/beta/get_model_evaluation.py

@@ -16,6 +16,7 @@
 def get_model_evaluation(project_id, model_id, model_evaluation_id):
     """Get model evaluation."""
     # [START automl_video_classification_get_model_evaluation_beta]
+    # [START automl_video_object_tracking_get_model_evaluation_beta]
     from google.cloud import automl_v1beta1 as automl
 
     # TODO(developer): Uncomment and set the following variables
@@ -41,9 +42,19 @@ def get_model_evaluation(project_id, model_id, model_evaluation_id):
         "Evaluation example count: {}".format(response.evaluated_example_count)
     )
 
+    # [END automl_video_object_tracking_get_model_evaluation_beta]
+
     print(
         "Classification model evaluation metrics: {}".format(
             response.classification_evaluation_metrics
         )
     )
     # [END automl_video_classification_get_model_evaluation_beta]
+
+    # [START automl_video_object_tracking_get_model_evaluation_beta]
+    print(
+        "Video object tracking model evaluation metrics: {}".format(
+            response.video_object_tracking_evaluation_metrics
+        )
+    )
+    # [END automl_video_object_tracking_get_model_evaluation_beta]

automl/beta/get_operation_status.py

@@ -0,0 +1,34 @@
+# Copyright 2020 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License 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.
+
+# [START automl_get_operation_status_beta]
+from google.cloud import automl_v1beta1 as automl
+
+
+def get_operation_status(
+    operation_full_id="projects/YOUR_PROJECT_ID/locations/us-central1/"
+                      "operations/YOUR_OPERATION_ID",
+):
+    """Get operation status."""
+    client = automl.AutoMlClient()
+
+    # Get the latest state of a long-running operation.
+    response = client.transport._operations_client.get_operation(
+        operation_full_id
+    )
+
+    print("Name: {}".format(response.name))
+    print("Operation details:")
+    print(response)
+# [END automl_get_operation_status_beta]

automl/beta/get_operation_status_test.py

@@ -0,0 +1,40 @@
+# Copyright 2020 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License 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.
+
+import os
+
+from google.cloud import automl_v1beta1 as automl
+import pytest
+
+import get_operation_status
+
+PROJECT_ID = os.environ["AUTOML_PROJECT_ID"]
+
+
+@pytest.fixture(scope="function")
+def operation_id():
+    client = automl.AutoMlClient()
+    project_location = client.location_path(PROJECT_ID, "us-central1")
+    generator = client.transport._operations_client.list_operations(
+        project_location, filter_=""
+    ).pages
+    page = next(generator)
+    operation = page.next()
+    yield operation.name
+
+
+def test_get_operation_status(capsys, operation_id):
+    get_operation_status.get_operation_status(operation_id)
+    out, _ = capsys.readouterr()
+    assert "Operation details" in out

automl/beta/import_dataset.py

@@ -0,0 +1,39 @@
+# Copyright 2020 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License 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.
+
+# [START automl_import_data_beta]
+from google.cloud import automl_v1beta1 as automl
+
+
+def import_dataset(
+    project_id="YOUR_PROJECT_ID",
+    dataset_id="YOUR_DATASET_ID",
+    path="gs://YOUR_BUCKET_ID/path/to/data.csv",
+):
+    """Import a dataset."""
+    client = automl.AutoMlClient()
+    # Get the full path of the dataset.
+    dataset_full_id = client.dataset_path(
+        project_id, "us-central1", dataset_id
+    )
+    # Get the multiple Google Cloud Storage URIs
+    input_uris = path.split(",")
+    gcs_source = automl.types.GcsSource(input_uris=input_uris)
+    input_config = automl.types.InputConfig(gcs_source=gcs_source)
+    # Import data from the input URI
+    response = client.import_data(dataset_full_id, input_config)
+
+    print("Processing import...")
+    print("Data imported. {}".format(response.result()))
+# [END automl_import_data_beta]

automl/beta/import_dataset_test.py

@@ -0,0 +1,41 @@
+# Copyright 2020 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License 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.
+
+import os
+
+import import_dataset
+
+PROJECT_ID = os.environ["AUTOML_PROJECT_ID"]
+BUCKET_ID = "{}-lcm".format(PROJECT_ID)
+DATASET_ID = "TEN0000000000000000000"
+
+
+def test_import_dataset(capsys):
+    # As importing a dataset can take a long time and only four operations can
+    # be run on a dataset at once. Try to import into a nonexistent dataset and
+    # confirm that the dataset was not found, but other elements of the request
+    # were valid.
+    try:
+        data = "gs://{}/sentiment-analysis/dataset.csv".format(BUCKET_ID)
+        import_dataset.import_dataset(PROJECT_ID, DATASET_ID, data)
+        out, _ = capsys.readouterr()
+        assert (
+            "The Dataset doesn't exist or is inaccessible for use with AutoMl."
+            in out
+        )
+    except Exception as e:
+        assert (
+            "The Dataset doesn't exist or is inaccessible for use with AutoMl."
+            in e.message
+        )

automl/beta/list_datasets.py

@@ -0,0 +1,52 @@
+# Copyright 2020 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License 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.
+
+# [START automl_video_classification_list_datasets_beta]
+# [START automl_video_object_tracking_list_datasets_beta]
+from google.cloud import automl_v1beta1 as automl
+
+
+def list_datasets(project_id="YOUR_PROJECT_ID"):
+    """List datasets."""
+    client = automl.AutoMlClient()
+    # A resource that represents Google Cloud Platform location.
+    project_location = client.location_path(project_id, "us-central1")
+
+    # List all the datasets available in the region.
+    response = client.list_datasets(project_location, "")
+
+    print("List of datasets:")
+    for dataset in response:
+        print("Dataset name: {}".format(dataset.name))
+        print("Dataset id: {}".format(dataset.name.split("/")[-1]))
+        print("Dataset display name: {}".format(dataset.display_name))
+        print("Dataset create time:")
+        print("\tseconds: {}".format(dataset.create_time.seconds))
+        print("\tnanos: {}".format(dataset.create_time.nanos))
+        # [END automl_video_object_tracking_list_datasets_beta]
+
+        print(
+            "Video classification dataset metadata: {}".format(
+                dataset.video_classification_dataset_metadata
+            )
+        )
+        # [END automl_video_classification_list_datasets_beta]
+
+        # [START automl_video_object_tracking_list_datasets_beta]
+        print(
+            "Video object tracking dataset metadata: {}".format(
+                dataset.video_object_tracking_dataset_metadata
+            )
+        )
+        # [END automl_video_object_tracking_list_datasets_beta]

automl/beta/list_datasets_test.py

@@ -0,0 +1,27 @@
+# Copyright 2020 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License 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.
+
+import os
+
+import list_datasets
+
+PROJECT_ID = os.environ["AUTOML_PROJECT_ID"]
+DATASET_ID = os.environ["ENTITY_EXTRACTION_DATASET_ID"]
+
+
+def test_list_dataset(capsys):
+    # list datasets
+    list_datasets.list_datasets(PROJECT_ID)
+    out, _ = capsys.readouterr()
+    assert "Dataset id: {}".format(DATASET_ID) in out