update docs (#4739)
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@ -1475,6 +1475,11 @@ with the hidden
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# hiddens are the hiddens from the previous truncated backprop step
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# hiddens are the hiddens from the previous truncated backprop step
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out, hiddens = self.lstm(data, hiddens)
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out, hiddens = self.lstm(data, hiddens)
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# remember to detach() hiddens.
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# If you don't, you will get a RuntimeError: Trying to backward through
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# the graph a second time...
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# Using hiddens.detach() allows each split to be disconnected.
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return {
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return {
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"loss": ...,
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"loss": ...,
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"hiddens": hiddens # remember to detach() this
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"hiddens": hiddens # remember to detach() this
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@ -1702,4 +1707,3 @@ The metrics sent to the progress bar.
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progress_bar_metrics = trainer.progress_bar_metrics
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progress_bar_metrics = trainer.progress_bar_metrics
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assert progress_bar_metrics['a_val'] == 2
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assert progress_bar_metrics['a_val'] == 2
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