.. EpyNN documentation master file, created by sphinx-quickstart on Tue Jul 6 18:46:11 2021. You can adapt this file completely to your liking, but it should at least contain the root `toctree` directive. .. toctree:: Expert Documentation =============================== Every object contained in EpyNN is documented below. Commons ------------------------------------------- General functions ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.commons.library :members: Shared models ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.commons.models :members: I/O operations ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.commons.io :members: Activation and weight initialization ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.commons.maths :members: Loss functions ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.commons.loss :members: Metrics function ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.commons.metrics :members: Learning rate schedulers ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.commons.schedule :members: Logs ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.commons.logs :members: Plots ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.commons.plot :members: Convolution ------------------------------------------- Model ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.convolution.models :members: Forward ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.convolution.forward :members: Backward ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.convolution.backward :members: Parameters ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.convolution.parameters :members: Dense ------------------------------------------- Model ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.dense.models :members: Forward ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.dense.forward :members: Backward ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.dense.backward :members: Parameters ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.dense.parameters :members: Dropout ------------------------------------------- Model ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.dropout.models :members: Forward ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.dropout.forward :members: Backward ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.dropout.backward :members: Parameters ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.dropout.parameters :members: Embedding ------------------------------------------- Model ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.embedding.models :members: Data processing ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.embedding.dataset :members: Forward ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.embedding.forward :members: Backward ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.embedding.backward :members: Parameters ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.embedding.parameters :members: Flatten ------------------------------------------- Model ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.flatten.models :members: Forward ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.flatten.forward :members: Backward ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.flatten.backward :members: Parameters ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.flatten.parameters :members: GRU ------------------------------------------- Model ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.gru.models :members: Forward ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.gru.forward :members: Backward ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.gru.backward :members: Parameters ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.gru.parameters :members: LSTM ------------------------------------------- Model ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.lstm.models :members: Forward ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.lstm.forward :members: Backward ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.lstm.backward :members: Parameters ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.lstm.parameters :members: Network ------------------------------------------- Model ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.network.models :members: Forward ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.network.forward :members: Backward ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.network.backward :members: Initialization ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.network.initialize :members: Training ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.network.training :members: Evaluation ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.network.evaluate :members: Report ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.network.report :members: Hyperparameters ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.network.hyperparameters :members: Pooling ------------------------------------------- Model ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.pooling.models :members: Forward ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.pooling.forward :members: Backward ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.pooling.backward :members: Parameters ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.pooling.parameters :members: RNN ------------------------------------------- Model ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.rnn.models :members: Forward ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.rnn.forward :members: Backward ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.rnn.backward :members: Parameters ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.rnn.parameters :members: Template ------------------------------------------- Model ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.template.models :members: Forward ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.template.forward :members: Backward ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.template.backward :members: Parameters ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. automodule:: epynn.template.parameters :members: Settings ------------------------------------------- .. automodule:: epynn.settings :members: