pydeepity
Python bindings for Deepity
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deepity.FullPCN.FullPCN Member List

This is the complete list of members for deepity.FullPCN.FullPCN, including all inherited members.

__getattr__(self, str name)deepity.FullPCN.FullPCN
__init__(self, *Layer|Activation architecture, Optional[int] batch_size=None, str device="cpu", str dtype="float32")deepity.FullPCN.FullPCN
_build_backend(self)deepity.FullPCN.FullPCNprotected
_configureddeepity.FullPCN.FullPCNprotected
_feedback_ratedeepity.FullPCN.FullPCNprotected
_impldeepity.FullPCN.FullPCNprotected
_inference_ratedeepity.FullPCN.FullPCNprotected
_lambdadeepity.FullPCN.FullPCNprotected
_learning_ratedeepity.FullPCN.FullPCNprotected
_np_dtypedeepity.FullPCN.FullPCNprotected
_optimizerdeepity.FullPCN.FullPCNprotected
_psi_optimizerdeepity.FullPCN.FullPCNprotected
_require_configured(self)deepity.FullPCN.FullPCNprotected
_terminal_size(self)deepity.FullPCN.FullPCNprotected
_validate_architecture(self)deepity.FullPCN.FullPCNprotected
architecturedeepity.FullPCN.FullPCN
compile(self)deepity.FullPCN.FullPCN
configure(self, float learning_rate=1e-6, float inference_rate=0.1, float feedback_rate=1e-4, float lmbda=1e-2, str optimizer="SGD", str psi_optimizer="SGD", bool use_mu_pc_scaling=False, bool use_residual_connections=False, bool use_ipc=False, bool use_epc=False, bool use_momentum=False, float momentum_beta=0.9, bool use_cross_entropy=False, Optional[int] seed=None, str dist="normal")deepity.FullPCN.FullPCN
devicedeepity.FullPCN.FullPCN
dtypedeepity.FullPCN.FullPCN
fit(self, npt.NDArray[np.float32] X, npt.NDArray[np.float32] Y, int epochs, int inference_steps=1, Optional[float] initial_lr=None, float decay_rate=1.0, bool shuffle=True)deepity.FullPCN.FullPCN
layersdeepity.FullPCN.FullPCN
predict(self, npt.NDArray[np.float32] X, int inference_steps=1)deepity.FullPCN.FullPCN
randomize_weights(self, Optional[int] seed=None, str dist="normal")deepity.FullPCN.FullPCN
set_feedback_rate(self, float feedback_rate)deepity.FullPCN.FullPCN
set_inference_rate(self, float inference_rate)deepity.FullPCN.FullPCN
set_learning_rate(self, float learning_rate)deepity.FullPCN.FullPCN
set_optimizer(self, str optimizer)deepity.FullPCN.FullPCN
set_psi_optimizer(self, str optimizer)deepity.FullPCN.FullPCN
set_use_cross_entropy(self, bool enabled)deepity.FullPCN.FullPCN
set_use_epc(self, bool enabled)deepity.FullPCN.FullPCN
set_use_ipc(self, bool enabled)deepity.FullPCN.FullPCN
set_use_momentum(self, bool enabled, float beta=0.9)deepity.FullPCN.FullPCN
set_use_mu_pc_scaling(self, bool enabled)deepity.FullPCN.FullPCN
set_use_residual_connections(self, bool enabled)deepity.FullPCN.FullPCN
train_step(self, npt.NDArray[np.float32] X, npt.NDArray[np.float32] Y, int inference_steps=1)deepity.FullPCN.FullPCN