framework for recurrect neural networks#254
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lewardo wants to merge 195 commits intoflucoma:mainfrom
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lewardo
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Jan 7, 2024
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great catch on the part of @tremblap,, the first prediction was being discarded and the prediction was skipping points !
depending on the input size there can still be issues with output prediction, but if the input length is appropriate given the training lengths then the output is consistent.
We tested a linear time series and it successfully predicted the correct points so there is definitely consistence convergence (I believe @tremblap still has the patch if anyone would like it)
…lly check the max length dynamically zero pad ceil(log10(maxlen)) zero padding would do but maybe we should store a new "maxlength" key
# Conflicts: # FlucomaClients.cmake # include/clients/nrt/DataSeriesClient.hpp # include/data/FluidJSON.hpp
# Conflicts: # FlucomaClients.cmake # include/flucoma/data/FluidJSON.hpp
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@tremblap @weefuzzy @AlexHarker
Now that the
dataseriesobject is functional, fun algorithms such as the various flavours of recurrent neural networks can be tinkered with!The recurrent structure is written in a way to facilitate writing new recurrent networks (e.g. vanilla RNNs, GRUs, adaptive computation LSTMs etc.), currently only an LSTM is being implemented using the framework, but using the
Recurwrapper (as inspired by the Flux.jl ML library in Julia) writing new algorithms is much easier - I will also write up a guide to writing new recurrent algos as part of this pr once it is fully presentable.The client is not yet implemented, however there algorithm does compile and regress onto time series successfully - this pr is mostly for now to have a place to discuss potential UI challenges with the client and any other back and forth as needed!