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feat: Add AutoML Image Training Job class #152

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Merged
vinnysenthil merged 4 commits into from
Jan 8, 2021
Merged

feat: Add AutoML Image Training Job class #152

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c8347c0
Add AutoMLImageTrainingJob, tests, constants
vinnysenthil Dec 24, 2020
7e15b8b
Merge branch 'dev' into automl-image-training
vinnysenthil Dec 24, 2020
0472813
Address reviewer comments
vinnysenthil Jan 8, 2021
d7c3587
Merge branch 'dev' into automl-image-training
vinnysenthil Jan 8, 2021
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18 changes: 18 additions & 0 deletions google/cloud/aiplatform/constants.py
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Expand Up @@ -29,3 +29,21 @@
"file-list",
)
BATCH_PREDICTION_OUTPUT_STORAGE_FORMATS = ("jsonl", "csv", "bigquery")

MOBILE_TF_MODEL_TYPES = {
"MOBILE_TF_LOW_LATENCY_1",
"MOBILE_TF_VERSATILE_1",
"MOBILE_TF_HIGH_ACCURACY_1",
}

# TODO(b/177079208): Use EPCL Enums for validating Model Types
# Defined by gs://google-cloud-aiplatform/schema/trainingjob/definition/automl_image_*
# Format: "prediction_type": set() of model_type's
#
# NOTE: When adding a new prediction_type's, ensure it fits the pattern
# "automl_image_{prediction_type}_*" used by the YAML schemas on GCS
AUTOML_IMAGE_PREDICTION_MODEL_TYPES = {
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"classification": {"CLOUD"} | MOBILE_TF_MODEL_TYPES,
"object_detection": {"CLOUD_HIGH_ACCURACY_1", "CLOUD_LOW_LATENCY_1"}
| MOBILE_TF_MODEL_TYPES,
}
2 changes: 2 additions & 0 deletions google/cloud/aiplatform/schema.py
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Expand Up @@ -22,6 +22,8 @@ class training_job:
class definition:
custom_task = "gs://google-cloud-aiplatform/schema/trainingjob/definition/custom_task_1.0.0.yaml"
tabular_task = "gs://google-cloud-aiplatform/schema/trainingjob/definition/automl_tabular_1.0.0.yaml"
automl_image_classification_task = "gs://google-cloud-aiplatform/schema/trainingjob/definition/automl_image_classification_1.0.0.yaml"
automl_image_object_detection_task = "gs://google-cloud-aiplatform/schema/trainingjob/definition/automl_image_object_detection_1.0.0.yaml"


class dataset:
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