mirror of
https://github.com/c-sooyoung/bo-ptycho.git
synced 2026-09-17 18:29:07 +09:00
made sobo and randombo more consistent
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@@ -16,30 +16,27 @@ def main(config_yaml):
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os.makedirs(result_dir, exist_ok=True)
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shutil.copy(config_yaml, os.path.join(result_dir, os.path.basename(config_yaml)))
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# RANDOM BO SAMPLING PREPARATIONS; 20 SAMPLES
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randombo = bo.RandomBOEngine(config)
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for j in range(10):
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for j in range(20):
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print(f"RANDOM sampling iteration {j+1}")
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job_config = randombo.ask()
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ptycho_engine = ptycho.FoldSlicePtychoEngine(job_config)
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ptycho_engine.run()
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y_value = -np.log(ptycho_engine.metric())
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randombo.tell(job_config, y_value)
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print('[random] TRAIN_X\n', randombo.state['train_x'])
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print('[random] TRAIN_Y\n', randombo.state['train_y'])
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# MAIN SINGLE OBJECTIVE BAYESIAN OPTIMIZATION
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sobo = bo.SingleObjectiveBOEngine(config)
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sobo.train_x = randombo.state['train_x']
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sobo.train_y = randombo.state['train_y']
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sobo.train_x = randombo.train_x
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sobo.train_y = randombo.train_y
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for j in range(config['bo']['max_iterations']):
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print(f"SOBO sampling iteration {j+1}")
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job_config = sobo.ask()
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ptycho_engine = ptycho.FoldSlicePtychoEngine(job_config)
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ptycho_engine.run(header=f"[BO {j:03d}] ")
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y_value = -np.log(ptycho_engine.metric())
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sobo.tell(job_config, y_value)
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print('[sobo] TRAIN_X\n', sobo.train_x)
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print('[sobo] TRAIN_Y\n', sobo.train_y)
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if __name__ == "__main__":
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if len(sys.argv) != 2:
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