59 lines
2.2 KiB
Python
Executable File
59 lines
2.2 KiB
Python
Executable File
#!.venv/bin/python3
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import argparse
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import logging
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import sys
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import traceback
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from core.config import setup_config
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from research.experiment.experiment_builder import ExperimentBuilder
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from research.model_trainer import ModelTrainer
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def main():
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parser = argparse.ArgumentParser(description="Train DRC Names Models using Research Templates")
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parser.add_argument("--name", type=str, required=True, help="Model name to train")
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parser.add_argument("--type", type=str, required=True, help="Experiment type")
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parser.add_argument("--config", type=str, help="Path to configuration file")
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parser.add_argument("--env", type=str, default="development", help="Environment name")
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parser.add_argument("--templates", type=str, default="config/research_templates.yaml")
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args = parser.parse_args()
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try:
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# Setup pipeline configuration
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config = setup_config(config_path=args.config, env=args.env)
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experiment_builder = ExperimentBuilder(config)
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# Load research templates
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logging.info(f"Loading research templates from: {args.templates}")
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templates = experiment_builder.load_templates(args.templates)
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# Find the specific experiment configuration
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logging.info(f"Looking for experiment: name='{args.name}', type='{args.type}'")
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experiment_config = experiment_builder.find_template(templates, args.name, args.type)
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logging.info(f"Found experiment: {experiment_config.get('name')}")
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logging.info(f"Description: {experiment_config.get('description')}")
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logging.info(f"Features: {experiment_config.get('features')}")
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# Train the model using template configuration
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trainer = ModelTrainer(config)
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trainer.train_single_model(
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model_name=experiment_config.get("name"),
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model_type=experiment_config.get("model_type"),
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features=experiment_config.get("features"),
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model_params=experiment_config.get("model_params", {}),
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tags=experiment_config.get("tags", []),
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)
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logging.info("Training completed successfully!")
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return 0
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except Exception as e:
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logging.error(f"Training failed: {e}")
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traceback.print_exc()
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return 1
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if __name__ == "__main__":
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sys.exit(main())
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