Fix hypeopt issue when no result found
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@@ -235,13 +235,26 @@ def start(args):
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else:
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trials = Trials()
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best = fmin(fn=optimizer, space=SPACE, algo=tpe.suggest, max_evals=TOTAL_TRIES, trials=trials)
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try:
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best_parameters = fmin(
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fn=optimizer,
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space=SPACE,
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algo=tpe.suggest,
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max_evals=TOTAL_TRIES,
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trials=trials
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)
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results = sorted(trials.results, key=itemgetter('loss'))
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best_result = results[0]['result']
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except ValueError:
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best_parameters = {}
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best_result = 'Sorry, Hyperopt was not able to find good parameters. Please ' \
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'try with more epochs (param: -e).'
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# Improve best parameter logging display
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if best:
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best = space_eval(SPACE, best)
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if best_parameters:
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best_parameters = space_eval(SPACE, best_parameters)
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logger.info('Best parameters:\n%s', json.dumps(best, indent=4))
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results = sorted(trials.results, key=itemgetter('loss'))
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logger.info('Best Result:\n%s', results[0]['result'])
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logger.info('Best parameters:\n%s', json.dumps(best_parameters, indent=4))
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logger.info('Best Result:\n%s', best_result)
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