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automl_image_classification_training_job_sample.py
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automl_image_classification_training_job_sample.py
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# Copyright 2021 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
#
# https://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.
from google.cloud import aiplatform
# [START aiplatform_sdk_automl_image_classification_training_job_sample]
def automl_image_classification_training_job_sample(
project: str, location: str, dataset_id: str, display_name: str,
):
aiplatform.init(project=project, location=location)
dataset = aiplatform.ImageDataset(dataset_id)
job = aiplatform.AutoMLImageTrainingJob(
display_name=display_name,
prediction_type="classification",
multi_label=False,
model_type="CLOUD",
base_model=None,
)
model = job.run(
dataset=dataset,
model_display_name=display_name,
training_fraction_split=0.6,
validation_fraction_split=0.2,
test_fraction_split=0.2,
budget_milli_node_hours=8000,
disable_early_stopping=False,
)
print(model.display_name)
print(model.name)
print(model.resource_name)
print(model.description)
print(model.uri)
return model
# [END aiplatform_sdk_automl_image_classification_training_job_sample]