Monitors¶
Monitors¶
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Generic Monitor that provides meaningful statistics in interactive Visdom plots throughout training. |
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A monitor for |
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A monitor for |
Monitor Parameter Records¶
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A parameter record, created by a monitor, that tracks parameter statistics like gradient variance, sign flips on update step, etc. |
A dictionary that holds named `ParamRecord`s. |
Mutual Information Estimates¶
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Mutual Information Neural Estimation [Rd32d51429fda-1], followed by PCA dimensionality reduction. |
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Gaussian-Copula Mutual Information Estimator [R07d168308d56-1], followed by PCA dimensionality reduction. |
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Non-parametric Kraskov-like Mutual Information Estimator [R9b99107211de-1], followed by PCA dimensionality reduction. |
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Classical binning approach to estimate the mutual information. |
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Mutual Info stub that does nothing. |
Accuracy measures¶
Softmax accuracy. |
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Calculates the accuracy of embedding vectors. |
Timer and schedulers¶
A global batch timer. |
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Performs an update each |
Schedule updates at batches that are powers of two: 1, 2, 4, 8, 16, . |
Visdom server¶
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A Visdom server that updates measures in online fashion. |