Comments (7)
@prob1995 wrote a great visualizer you can try. Unfortunately, the original visualization was done in google sheets / charts so there's no code.
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Hey, there's a namedtuple that defines each element in the list per line:
Lines 12 to 15 in 950397f
So the elements above correspond to each element in this tuple respectively.
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Should I use the augmentation strategy of the highest performing child-model to train my model? (For example, if the third child model have highest test accuracy, should I use pbt_policy_3.txt to train mine model ?)
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I am so sorry. I still can not understand the meaning of 'target_trial_name', 'clone_trial_name', 'target_trial_epochs', and 'clone_trial_epochs', 'old_config', 'new_config' .
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Yes, I'd recommend using the best performing child model to re-train.
The schedule params originate from https://github.com/ray-project/ray/blob/cdc9227f1b7c280465f76639ebc8c28ef7fc332e/python/ray/tune/schedulers/pbt.py#L253-L260
We're logging the trial ids, epoch/iteration numbers, and hyperparameter dict for the original worker and then one we're exploiting to.
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@arcelien could you share the codes to visualize the learned policy such as "Probability Hyperparameters Over Time" and "Magnitude Hyperparameters Over Time" in the github homepage?
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@snownus I wrote a .ipynb trying to reproduce the figure in the paper. Maybe you can use this.
https://github.com/prob1995/pba/blob/master/Policy_Visualization.ipynb
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Related Issues (20)
- colab crashes when using a big dataset. HOT 3
- Bounding box dataset HOT 1
- Evaluation part param set? HOT 2
- Tensorflow version issue? HOT 2
- Eval with the schedules HOT 10
- Script for visualizing the probability and magnitude hyperparameters HOT 2
- Resume pba HOT 2
- The actor died unexpectedly before finishing this task. HOT 1
- Why remove SamplePairing? HOT 2
- Possible unhandled error from worker HOT 1
- Multiple GPU running HOT 2
- Find out which policy performed best after search HOT 2
- Can't reproduce the results in the table3 HOT 2
- TuneError when running PBA on Google Colab HOT 2
- when I run train.py there is only one GPU has utilization HOT 3
- inspect.getargspec() deprecated in Python 3
- RayOutOfMemoryError while doing PBA search. HOT 5
- requirements.txt and non-square images handling
- GPU utilization HOT 1
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