fix bug in simulation.py
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@ -263,15 +263,15 @@ def run_optimize(X, y, X_samples, model_name, opt_kwargs, model_kwargs):
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m = gpr_models.create_model(model_name, X=X, y=y, **model_kwargs)
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m = gpr_models.create_model(model_name, X=X, y=y, **model_kwargs)
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timer.stop()
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timer.stop()
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model_creation_sec = timer.elapsed_seconds
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model_creation_sec = timer.elapsed_seconds
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LOG.info(m._model.as_pandas_table())
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LOG.info(m.model.as_pandas_table())
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# Optimize the DBMS's configuration knobs
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# Optimize the DBMS's configuration knobs
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timer.start()
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timer.start()
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X_news, ypreds, _, _ = tf_optimize(m.model, X_samples, **opt_kwargs)
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X_news, _, _, loss = tf_optimize(m.model, X_samples, **opt_kwargs)
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timer.stop()
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timer.stop()
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config_optimize_sec = timer.elapsed_seconds
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config_optimize_sec = timer.elapsed_seconds
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return X_news, ypreds, m.get_model_parameters(), m.get_hyperparameters()
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return X_news, loss, m.get_model_parameters(), m.get_hyperparameters()
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def gpr_new(env, config, n_loops=100):
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def gpr_new(env, config, n_loops=100):
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