42 lines
1.1 KiB
Python
42 lines
1.1 KiB
Python
import click
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@click.group()
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@click.version_option()
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def cli():
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"""
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build, train and run machine learning models.
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"""
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@cli.command("pipeline:train")
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def pipeline_train():
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"""run the training pipeline with train data"""
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from {{cookiecutter.module_name}}.training import pipeline
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pipeline.run(evaluate=False)
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@cli.command("pipeline:evaluate")
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def pipeline_evaluate():
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"""run the training pipeline with test data"""
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from {{cookiecutter.module_name}}.training import pipeline
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pipeline.run(evaluate=True)
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@cli.command("app:serve")
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def app_serve():
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"""run the api server pipeline with pretrained model"""
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from {{cookiecutter.module_name}} import app
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app.run()
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@cli.command("data:download")
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def data_download():
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"""download the train and test data"""
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from {{cookiecutter.module_name}} import data
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from {{cookiecutter.module_name}} import config
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from pathlib import Path
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data.download(Path(config.paths.data))
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@cli.command("data:debug")
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def data_debug():
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"""debug the dataset class"""
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from {{cookiecutter.module_name}}.data import dataset
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dataset.debug()
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