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Commits on Apr 19, 2019
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The hyperparameters are now loaded from an external JSON parameter fi…
…le instead of coded into the .py file. This makes it easier to keep track of many runs.
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Added a Dataset subclass to represent the enwik8 data. This way we ca…
…n use Pytorch DataLoaders.
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Commits on Apr 20, 2019
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Allowing the EnWik8Clean dataset to have a variable number of samples…
… instead of the default 10,000.
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Commits on Apr 21, 2019
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Added GPU support. One epoch of 10k samples now takes 30 seconds (ins…
…tead of 30 minutes).
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Commits on Apr 22, 2019
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Also added code for testing on Xin's Windows desktop
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Now saves the intermittent train, accuracy, and structure history so …
…all is not lost if something bad happens before the run ends.
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Commits on Apr 23, 2019
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Commits on Apr 24, 2019
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Made two separate optimizers for the two training modes. Hopefully th…
…is fixes the weird periodic spike issue.
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Added code to extract the weight matrices and bias vectors from the k…
…eras .h5 save file.
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Commits on Apr 26, 2019
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Commits on Apr 27, 2019
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Changed the form of y from one-hot to index labels to prevent exhorbi…
…tantly large word-level one-hot vectors.
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Commits on Apr 28, 2019
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Make validation for each data sample, but not a batch of samples. Record the searched structure under ./batch_history/val.txt.
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Commits on Apr 29, 2019
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Made the scoring hidden size range more realistic in the random searc…
…h (too small previously).
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Forgot to actually add the data to the zero-padded tensor so it was j…
…ust outputting all zeros for the SST dataset.
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Commits on May 3, 2019
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Commits on May 5, 2019
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Increased the number of validation samples to 10000 and the number of…
… test to 20,000 for increased precision.
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Divides loss2 and loss4 by the batch size for consistent comparison w…
…ith datasets of different sequence lengths.
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Commits on May 6, 2019
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Now works for the SST dataset, but somehow I broke it for the other t…
…wo datasets. Not sure what the issue is since the code should be the same.
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Commits on May 8, 2019
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Somehow a prior commit where I added the sst dataset got reverted, so I included those changes manually here again. Hopefully no other issues remain with the accidental revert.
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Random hyperparameter search for the RRNN.
The ranges listed in lines 428-440 are the hyperparameter ranges used for the initial rough wiki random search.
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Commits on May 15, 2019
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Commits on May 21, 2019
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