Remove newlines from jupyter math. #63
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jpcurbelo
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Apr 30, 2024
…wlines Remove newlines from jupyter math.
jpcurbelo
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May 9, 2024
This commit unifies the way the different models preprocess the static and dynamic input data. Closes dynamicslab#57 and dynamicslab#74, part of dynamicslab#64. Similar to the model head, there is now an InputLayer that all (single-frequency) models use. Depending on the config, this layer will: - pass the static variables through an embedding layer (if cfg.statics_embedding is True) - pass the dynamic variables through an embedding layer (if cfg.dynamics_embedding is True) - concatenate static to each step of dynamic inputs (unless this is deactivated; e.g., for EA-LSTM this is not wanted) Key changes: - New config arguments statics_embedding, dynamics_embedding (both bool, default False). - EmbCudaLSTM is no longer needed since the functionality is now part of CudaLSTM. For backwards compatibility, the class still exists but defers to CudaLSTM. - If EA-LSTM and static embeddings are used, there will now be a linear layer between the embedding output and the lstm input to make sure the dimensions match. Previously, the linear layer would be left out if static embeddings were used.
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Removed newlines from LaTeX equations in
2_original_paper.ipynbbecause they create problems when converted to rst for the documentation site. See #62.