Updated parse_policy_info function in augment.py
#13509
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This PR is raised to add more flexible control over the randomness in the augmentation process by changing `level += tf.random.normal([], dtype=tf.float32)` to `level += level_std * tf.random.normal([], dtype=tf.float32)` to the function `parse_policy_info` instead of standard deviation always 1.
LakshmiKalaKadali
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yeqingli and
rachellj218
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LakshmiKalaKadali
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luotigerlsx
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Jan 8, 2025
| @@ -1869,7 +1869,7 @@ def _parse_policy_info(name: str, | |||
| func = NAME_TO_FUNC[name] | |||
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| if level_std > 0: | |||
| level += tf.random.normal([], dtype=tf.float32) | |||
| level += level_std*tf.random.normal([], dtype=tf.float32) | |||
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This will change the behavior completely. I am worrying about the effects of this. Have you done any tests verifying it won't break existing results using this augmentation ?
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It's OK to bring more flexibility, but the default behavior should keep backward compatibility.
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This PR is raised to add more flexible control over the randomness in the augmentation process by changing
level += tf.random.normal([], dtype=tf.float32)tolevel += level_std * tf.random.normal([], dtype=tf.float32)to the functionparse_policy_infoinstead of standard deviation always 1.