Index

A

activity (ngclearn.components.neurons.graded.rateCell.RateCell property) Adam (class in ngclearn.utils.optim.adam) advance_state() (ngclearn.components.baseComponentTemplate.COMPONENT_TEMPLATE method) (ngclearn.components.input_encoders.bernoulliCell.BernoulliCell method) (ngclearn.components.input_encoders.latencyCell.LatencyCell method) (ngclearn.components.input_encoders.poissonCell.PoissonCell method) (ngclearn.components.neurons.graded.gaussianErrorCell.GaussianErrorCell method) (ngclearn.components.neurons.graded.laplacianErrorCell.LaplacianErrorCell method) (ngclearn.components.neurons.graded.rateCell.RateCell method) (ngclearn.components.neurons.spiking.fitzhughNagumoCell.FitzhughNagumoCell method) (ngclearn.components.neurons.spiking.izhikevichCell.IzhikevichCell method) (ngclearn.components.neurons.spiking.LIFCell.LIFCell method) (ngclearn.components.neurons.spiking.quadLIFCell.QuadLIFCell method) (ngclearn.components.neurons.spiking.sLIFCell.SLIFCell method) (ngclearn.components.other.expKernel.ExpKernel method) (ngclearn.components.other.varTrace.VarTrace method) (ngclearn.components.synapses.hebbian.expSTDPSynapse.ExpSTDPSynapse method) (ngclearn.components.synapses.hebbian.hebbianSynapse.HebbianSynapse method) (ngclearn.components.synapses.hebbian.traceSTDPSynapse.TraceSTDPSynapse method)

apply_kernel() (in module ngclearn.components.other.expKernel) arctan_estimator() (in module ngclearn.utils.surrogate_fx)

B

BernoulliCell (class in ngclearn.components.input_encoders.bernoulliCell)

binarize() (in module ngclearn.utils.model_utils)

C

calc_spike_times_linear() (in module ngclearn.components.input_encoders.latencyCell) calc_spike_times_nonlinear() (in module ngclearn.components.input_encoders.latencyCell) calc_update() (in module ngclearn.components.synapses.hebbian.hebbianSynapse) clamp_max() (in module ngclearn.utils.model_utils) clamp_min() (in module ngclearn.utils.model_utils) COMPONENT_TEMPLATE (class in ngclearn.components.baseComponentTemplate) compute_layer() (in module ngclearn.components.synapses.hebbian.expSTDPSynapse) (in module ngclearn.components.synapses.hebbian.hebbianSynapse) (in module ngclearn.components.synapses.hebbian.traceSTDPSynapse)

create_function() (in module ngclearn.utils.model_utils) create_overlay_raster_plot() (in module ngclearn.utils.viz.raster) create_raster_plot() (in module ngclearn.utils.viz.raster) current (ngclearn.components.neurons.graded.rateCell.RateCell property) (ngclearn.components.neurons.spiking.LIFCell.LIFCell property) (ngclearn.components.neurons.spiking.quadLIFCell.QuadLIFCell property) (ngclearn.components.neurons.spiking.sLIFCell.SLIFCell property)

D

d_heaviside() (in module ngclearn.utils.model_utils) d_identity() (in module ngclearn.utils.model_utils) d_lrelu() (in module ngclearn.utils.model_utils) d_relu() (in module ngclearn.utils.model_utils) d_relu6() (in module ngclearn.utils.model_utils) d_sigmoid() (in module ngclearn.utils.model_utils) d_softplus() (in module ngclearn.utils.model_utils) d_tanh() (in module ngclearn.utils.model_utils) d_threshold() (in module ngclearn.utils.model_utils) DataLoader (class in ngclearn.utils.data_loader) DEFAULTCompartment (ngclearn.components.baseComponentTemplate.COMPONENT_TEMPLATE property)

DEFAULTCompartmentName() (ngclearn.components.baseComponentTemplate.COMPONENT_TEMPLATE class method) derivMean (ngclearn.components.neurons.graded.gaussianErrorCell.GaussianErrorCell property) (ngclearn.components.neurons.graded.laplacianErrorCell.LaplacianErrorCell property) derivMeanName() (ngclearn.components.neurons.graded.gaussianErrorCell.GaussianErrorCell class method) (ngclearn.components.neurons.graded.laplacianErrorCell.LaplacianErrorCell class method) derivTarget (ngclearn.components.neurons.graded.gaussianErrorCell.GaussianErrorCell property) (ngclearn.components.neurons.graded.laplacianErrorCell.LaplacianErrorCell property) derivTargetName() (ngclearn.components.neurons.graded.gaussianErrorCell.GaussianErrorCell class method) (ngclearn.components.neurons.graded.laplacianErrorCell.LaplacianErrorCell class method) deserialize() (in module ngclearn.utils.io_utils) drop_out() (in module ngclearn.utils.model_utils)

E

enforce_constraints() (in module ngclearn.components.synapses.hebbian.hebbianSynapse) epsp (ngclearn.components.other.expKernel.ExpKernel property) evolve() (in module ngclearn.components.synapses.hebbian.expSTDPSynapse) (in module ngclearn.components.synapses.hebbian.traceSTDPSynapse) (ngclearn.components.synapses.hebbian.expSTDPSynapse.ExpSTDPSynapse method) (ngclearn.components.synapses.hebbian.hebbianSynapse.HebbianSynapse method) (ngclearn.components.synapses.hebbian.traceSTDPSynapse.TraceSTDPSynapse method)

ExpKernel (class in ngclearn.components.other.expKernel) ExpSTDPSynapse (class in ngclearn.components.synapses.hebbian.expSTDPSynapse) extract_pca_latents() (in module ngclearn.utils.viz.dim_reduce) extract_spike() (in module ngclearn.components.input_encoders.latencyCell) extract_tsne_latents() (in module ngclearn.utils.viz.dim_reduce)

F

fit() (ngclearn.utils.density.gmm.GMM method)

FitzhughNagumoCell (class in ngclearn.components.neurons.spiking.fitzhughNagumoCell)

G

GaussianErrorCell (class in ngclearn.components.neurons.graded.gaussianErrorCell) generate_patch_set() (in module ngclearn.utils.patch_utils)

get_integrator_code() (in module ngclearn.utils.diffeq.ode_utils) GMM (class in ngclearn.utils.density.gmm)

H

heaviside() (in module ngclearn.utils.model_utils)

HebbianSynapse (class in ngclearn.components.synapses.hebbian.hebbianSynapse)

I

identity() (in module ngclearn.utils.model_utils) initialize_params() (in module ngclearn.utils.model_utils) inputCompartment (ngclearn.components.input_encoders.bernoulliCell.BernoulliCell property) (ngclearn.components.input_encoders.latencyCell.LatencyCell property) (ngclearn.components.input_encoders.poissonCell.PoissonCell property) (ngclearn.components.neurons.graded.rateCell.RateCell property) (ngclearn.components.neurons.spiking.fitzhughNagumoCell.FitzhughNagumoCell property) (ngclearn.components.neurons.spiking.izhikevichCell.IzhikevichCell property) (ngclearn.components.other.expKernel.ExpKernel property) (ngclearn.components.other.varTrace.VarTrace property) (ngclearn.components.synapses.hebbian.expSTDPSynapse.ExpSTDPSynapse property) (ngclearn.components.synapses.hebbian.hebbianSynapse.HebbianSynapse property) (ngclearn.components.synapses.hebbian.traceSTDPSynapse.TraceSTDPSynapse property) inputCompartmentName() (ngclearn.components.input_encoders.bernoulliCell.BernoulliCell class method) (ngclearn.components.input_encoders.latencyCell.LatencyCell class method) (ngclearn.components.input_encoders.poissonCell.PoissonCell class method) (ngclearn.components.neurons.graded.gaussianErrorCell.GaussianErrorCell class method) (ngclearn.components.neurons.graded.laplacianErrorCell.LaplacianErrorCell class method) (ngclearn.components.neurons.graded.rateCell.RateCell class method) (ngclearn.components.neurons.spiking.fitzhughNagumoCell.FitzhughNagumoCell class method) (ngclearn.components.neurons.spiking.izhikevichCell.IzhikevichCell class method) (ngclearn.components.neurons.spiking.LIFCell.LIFCell class method) (ngclearn.components.neurons.spiking.quadLIFCell.QuadLIFCell class method) (ngclearn.components.neurons.spiking.sLIFCell.SLIFCell class method) (ngclearn.components.other.expKernel.ExpKernel class method) (ngclearn.components.other.varTrace.VarTrace class method) (ngclearn.components.synapses.hebbian.expSTDPSynapse.ExpSTDPSynapse class method) (ngclearn.components.synapses.hebbian.hebbianSynapse.HebbianSynapse class method) (ngclearn.components.synapses.hebbian.traceSTDPSynapse.TraceSTDPSynapse class method)

inverse_logistic() (in module ngclearn.utils.model_utils) inverse_tanh() (in module ngclearn.utils.model_utils) IzhikevichCell (class in ngclearn.components.neurons.spiking.izhikevichCell)

L

LaplacianErrorCell (class in ngclearn.components.neurons.graded.laplacianErrorCell) LatencyCell (class in ngclearn.components.input_encoders.latencyCell) LIFCell (class in ngclearn.components.neurons.spiking.LIFCell) LIFWrapper() (in module ngclearn.components.wrappers) load() (ngclearn.components.neurons.spiking.LIFCell.LIFCell method) (ngclearn.components.neurons.spiking.quadLIFCell.QuadLIFCell method) (ngclearn.components.neurons.spiking.sLIFCell.SLIFCell method) (ngclearn.components.synapses.hebbian.expSTDPSynapse.ExpSTDPSynapse method) (ngclearn.components.synapses.hebbian.hebbianSynapse.HebbianSynapse method) (ngclearn.components.synapses.hebbian.traceSTDPSynapse.TraceSTDPSynapse method)

loss (ngclearn.components.neurons.graded.gaussianErrorCell.GaussianErrorCell property) (ngclearn.components.neurons.graded.laplacianErrorCell.LaplacianErrorCell property) lossName() (ngclearn.components.neurons.graded.gaussianErrorCell.GaussianErrorCell class method) (ngclearn.components.neurons.graded.laplacianErrorCell.LaplacianErrorCell class method) lrelu() (in module ngclearn.utils.model_utils)

M

make_video() (in module ngclearn.utils.viz.synapse_plot) makedir() (in module ngclearn.utils.io_utils) makedirs() (in module ngclearn.utils.io_utils) mean (ngclearn.components.neurons.graded.gaussianErrorCell.GaussianErrorCell property) (ngclearn.components.neurons.graded.laplacianErrorCell.LaplacianErrorCell property) meanName() (ngclearn.components.neurons.graded.gaussianErrorCell.GaussianErrorCell class method) (ngclearn.components.neurons.graded.laplacianErrorCell.LaplacianErrorCell class method) measure_ACC() (in module ngclearn.utils.metric_utils) (in module ngclearn.utils.model_utils) measure_BCE() (in module ngclearn.utils.metric_utils) (in module ngclearn.utils.model_utils) measure_CatNLL() (in module ngclearn.utils.metric_utils) (in module ngclearn.utils.model_utils) measure_KLD() (in module ngclearn.utils.metric_utils) (in module ngclearn.utils.model_utils) measure_MSE() (in module ngclearn.utils.metric_utils) (in module ngclearn.utils.model_utils) measure_sparsity() (in module ngclearn.utils.metric_utils) modify_current() (in module ngclearn.components.neurons.spiking.sLIFCell) modulate() (in module ngclearn.components.neurons.graded.rateCell) modulator (ngclearn.components.neurons.graded.gaussianErrorCell.GaussianErrorCell property) (ngclearn.components.neurons.graded.laplacianErrorCell.LaplacianErrorCell property) modulatorName() (ngclearn.components.neurons.graded.gaussianErrorCell.GaussianErrorCell class method) (ngclearn.components.neurons.graded.laplacianErrorCell.LaplacianErrorCell class method) module ngclearn ngclearn.commands ngclearn.components ngclearn.components.baseComponentTemplate ngclearn.components.input_encoders ngclearn.components.input_encoders.bernoulliCell ngclearn.components.input_encoders.latencyCell ngclearn.components.input_encoders.poissonCell ngclearn.components.neurons ngclearn.components.neurons.graded ngclearn.components.neurons.graded.gaussianErrorCell ngclearn.components.neurons.graded.laplacianErrorCell ngclearn.components.neurons.graded.rateCell ngclearn.components.neurons.spiking ngclearn.components.neurons.spiking.fitzhughNagumoCell ngclearn.components.neurons.spiking.izhikevichCell ngclearn.components.neurons.spiking.LIFCell ngclearn.components.neurons.spiking.quadLIFCell ngclearn.components.neurons.spiking.sLIFCell ngclearn.components.other ngclearn.components.other.expKernel ngclearn.components.other.varTrace ngclearn.components.synapses ngclearn.components.synapses.hebbian ngclearn.components.synapses.hebbian.expSTDPSynapse ngclearn.components.synapses.hebbian.hebbianSynapse ngclearn.components.synapses.hebbian.traceSTDPSynapse ngclearn.components.wrappers ngclearn.utils ngclearn.utils.data_loader ngclearn.utils.density ngclearn.utils.density.gmm ngclearn.utils.diffeq ngclearn.utils.diffeq.ode_utils ngclearn.utils.io_utils ngclearn.utils.metric_utils ngclearn.utils.model_utils ngclearn.utils.optim ngclearn.utils.optim.adam ngclearn.utils.optim.opt ngclearn.utils.optim.sgd ngclearn.utils.patch_utils ngclearn.utils.surrogate_fx ngclearn.utils.viz ngclearn.utils.viz.dim_reduce ngclearn.utils.viz.raster ngclearn.utils.viz.spike_plot ngclearn.utils.viz.synapse_plot

N

ngclearn module ngclearn.commands module ngclearn.components module ngclearn.components.baseComponentTemplate module ngclearn.components.input_encoders module ngclearn.components.input_encoders.bernoulliCell module ngclearn.components.input_encoders.latencyCell module ngclearn.components.input_encoders.poissonCell module ngclearn.components.neurons module ngclearn.components.neurons.graded module ngclearn.components.neurons.graded.gaussianErrorCell module ngclearn.components.neurons.graded.laplacianErrorCell module ngclearn.components.neurons.graded.rateCell module ngclearn.components.neurons.spiking module ngclearn.components.neurons.spiking.fitzhughNagumoCell module ngclearn.components.neurons.spiking.izhikevichCell module ngclearn.components.neurons.spiking.LIFCell module ngclearn.components.neurons.spiking.quadLIFCell module ngclearn.components.neurons.spiking.sLIFCell module ngclearn.components.other module ngclearn.components.other.expKernel module ngclearn.components.other.varTrace module ngclearn.components.synapses module ngclearn.components.synapses.hebbian module

ngclearn.components.synapses.hebbian.expSTDPSynapse module ngclearn.components.synapses.hebbian.hebbianSynapse module ngclearn.components.synapses.hebbian.traceSTDPSynapse module ngclearn.components.wrappers module ngclearn.utils module ngclearn.utils.data_loader module ngclearn.utils.density module ngclearn.utils.density.gmm module ngclearn.utils.diffeq module ngclearn.utils.diffeq.ode_utils module ngclearn.utils.io_utils module ngclearn.utils.metric_utils module ngclearn.utils.model_utils module ngclearn.utils.optim module ngclearn.utils.optim.adam module ngclearn.utils.optim.opt module ngclearn.utils.optim.sgd module ngclearn.utils.patch_utils module ngclearn.utils.surrogate_fx module ngclearn.utils.viz module ngclearn.utils.viz.dim_reduce module ngclearn.utils.viz.raster module ngclearn.utils.viz.spike_plot module ngclearn.utils.viz.synapse_plot module normalize_matrix() (in module ngclearn.utils.model_utils)

O

one_hot() (in module ngclearn.utils.model_utils) Opt (class in ngclearn.utils.optim.opt) outputCompartment (ngclearn.components.input_encoders.bernoulliCell.BernoulliCell property) (ngclearn.components.input_encoders.latencyCell.LatencyCell property) (ngclearn.components.input_encoders.poissonCell.PoissonCell property) (ngclearn.components.neurons.graded.rateCell.RateCell property) (ngclearn.components.neurons.spiking.fitzhughNagumoCell.FitzhughNagumoCell property) (ngclearn.components.neurons.spiking.izhikevichCell.IzhikevichCell property) (ngclearn.components.synapses.hebbian.expSTDPSynapse.ExpSTDPSynapse property) (ngclearn.components.synapses.hebbian.hebbianSynapse.HebbianSynapse property) (ngclearn.components.synapses.hebbian.traceSTDPSynapse.TraceSTDPSynapse property) outputCompartmentName() (ngclearn.components.input_encoders.bernoulliCell.BernoulliCell class method) (ngclearn.components.input_encoders.latencyCell.LatencyCell class method) (ngclearn.components.input_encoders.poissonCell.PoissonCell class method) (ngclearn.components.neurons.graded.gaussianErrorCell.GaussianErrorCell class method) (ngclearn.components.neurons.graded.laplacianErrorCell.LaplacianErrorCell class method) (ngclearn.components.neurons.graded.rateCell.RateCell class method) (ngclearn.components.neurons.spiking.fitzhughNagumoCell.FitzhughNagumoCell class method) (ngclearn.components.neurons.spiking.izhikevichCell.IzhikevichCell class method) (ngclearn.components.neurons.spiking.LIFCell.LIFCell class method) (ngclearn.components.neurons.spiking.quadLIFCell.QuadLIFCell class method) (ngclearn.components.neurons.spiking.sLIFCell.SLIFCell class method) (ngclearn.components.other.expKernel.ExpKernel class method) (ngclearn.components.other.varTrace.VarTrace class method) (ngclearn.components.synapses.hebbian.expSTDPSynapse.ExpSTDPSynapse class method) (ngclearn.components.synapses.hebbian.hebbianSynapse.HebbianSynapse class method) (ngclearn.components.synapses.hebbian.traceSTDPSynapse.TraceSTDPSynapse class method)

P

plot_latents() (in module ngclearn.utils.viz.dim_reduce) plot_spiking_neuron() (in module ngclearn.utils.viz.spike_plot) PoissonCell (class in ngclearn.components.input_encoders.poissonCell) postsynapticCompartment (ngclearn.components.synapses.hebbian.hebbianSynapse.HebbianSynapse property) postsynapticCompartmentName() (ngclearn.components.synapses.hebbian.hebbianSynapse.HebbianSynapse class method) postsynapticTrace (ngclearn.components.synapses.hebbian.expSTDPSynapse.ExpSTDPSynapse property) (ngclearn.components.synapses.hebbian.traceSTDPSynapse.TraceSTDPSynapse property) postsynapticTraceName() (ngclearn.components.synapses.hebbian.expSTDPSynapse.ExpSTDPSynapse class method) (ngclearn.components.synapses.hebbian.traceSTDPSynapse.TraceSTDPSynapse class method)

pressure (ngclearn.components.neurons.graded.rateCell.RateCell property) pressureName() (ngclearn.components.neurons.graded.rateCell.RateCell class method) presynapticCompartment (ngclearn.components.synapses.hebbian.hebbianSynapse.HebbianSynapse property) presynapticCompartmentName() (ngclearn.components.synapses.hebbian.hebbianSynapse.HebbianSynapse class method) presynapticTrace (ngclearn.components.synapses.hebbian.expSTDPSynapse.ExpSTDPSynapse property) (ngclearn.components.synapses.hebbian.traceSTDPSynapse.TraceSTDPSynapse property) presynapticTraceName() (ngclearn.components.synapses.hebbian.expSTDPSynapse.ExpSTDPSynapse class method) (ngclearn.components.synapses.hebbian.traceSTDPSynapse.TraceSTDPSynapse class method) pull_equations() (in module ngclearn.utils.model_utils)

Q

QuadLIFCell (class in ngclearn.components.neurons.spiking.quadLIFCell)

R

rateActivity (ngclearn.components.neurons.graded.rateCell.RateCell property) rateActivityName() (ngclearn.components.neurons.graded.rateCell.RateCell class method) RateCell (class in ngclearn.components.neurons.graded.rateCell) recovery (ngclearn.components.neurons.spiking.fitzhughNagumoCell.FitzhughNagumoCell property) (ngclearn.components.neurons.spiking.izhikevichCell.IzhikevichCell property) recoveryName() (ngclearn.components.neurons.spiking.fitzhughNagumoCell.FitzhughNagumoCell class method) (ngclearn.components.neurons.spiking.izhikevichCell.IzhikevichCell class method) refract (ngclearn.components.neurons.spiking.LIFCell.LIFCell property) (ngclearn.components.neurons.spiking.quadLIFCell.QuadLIFCell property) (ngclearn.components.neurons.spiking.sLIFCell.SLIFCell property) refractCompartmentName() (ngclearn.components.neurons.spiking.LIFCell.LIFCell class method) (ngclearn.components.neurons.spiking.quadLIFCell.QuadLIFCell class method) (ngclearn.components.neurons.spiking.sLIFCell.SLIFCell class method) relu() (in module ngclearn.utils.model_utils) relu6() (in module ngclearn.utils.model_utils) reset() (ngclearn.components.baseComponentTemplate.COMPONENT_TEMPLATE method) (ngclearn.components.input_encoders.bernoulliCell.BernoulliCell method) (ngclearn.components.input_encoders.latencyCell.LatencyCell method) (ngclearn.components.input_encoders.poissonCell.PoissonCell method) (ngclearn.components.neurons.graded.gaussianErrorCell.GaussianErrorCell method) (ngclearn.components.neurons.graded.laplacianErrorCell.LaplacianErrorCell method) (ngclearn.components.neurons.graded.rateCell.RateCell method) (ngclearn.components.neurons.spiking.fitzhughNagumoCell.FitzhughNagumoCell method) (ngclearn.components.neurons.spiking.izhikevichCell.IzhikevichCell method) (ngclearn.components.neurons.spiking.LIFCell.LIFCell method) (ngclearn.components.neurons.spiking.quadLIFCell.QuadLIFCell method) (ngclearn.components.neurons.spiking.sLIFCell.SLIFCell method) (ngclearn.components.other.expKernel.ExpKernel method) (ngclearn.components.other.varTrace.VarTrace method) (ngclearn.components.synapses.hebbian.expSTDPSynapse.ExpSTDPSynapse method) (ngclearn.components.synapses.hebbian.hebbianSynapse.HebbianSynapse method) (ngclearn.components.synapses.hebbian.traceSTDPSynapse.TraceSTDPSynapse method)

run_cell() (in module ngclearn.components.neurons.graded.gaussianErrorCell) (in module ngclearn.components.neurons.graded.laplacianErrorCell) (in module ngclearn.components.neurons.graded.rateCell) (in module ngclearn.components.neurons.spiking.fitzhughNagumoCell) (in module ngclearn.components.neurons.spiking.izhikevichCell) (in module ngclearn.components.neurons.spiking.LIFCell) (in module ngclearn.components.neurons.spiking.quadLIFCell) (in module ngclearn.components.neurons.spiking.sLIFCell) run_cell_stateless() (in module ngclearn.components.neurons.graded.rateCell) run_gaussian_cell() (in module ngclearn.components.neurons.graded.gaussianErrorCell) run_laplacian_cell() (in module ngclearn.components.neurons.graded.laplacianErrorCell) run_varfilter() (in module ngclearn.components.other.varTrace)

S

sample() (ngclearn.utils.density.gmm.GMM method) sample_bernoulli() (in module ngclearn.components.input_encoders.bernoulliCell) sample_poisson() (in module ngclearn.components.input_encoders.poissonCell) save() (ngclearn.components.baseComponentTemplate.COMPONENT_TEMPLATE method) (ngclearn.components.input_encoders.bernoulliCell.BernoulliCell method) (ngclearn.components.input_encoders.latencyCell.LatencyCell method) (ngclearn.components.input_encoders.poissonCell.PoissonCell method) (ngclearn.components.neurons.graded.gaussianErrorCell.GaussianErrorCell method) (ngclearn.components.neurons.graded.laplacianErrorCell.LaplacianErrorCell method) (ngclearn.components.neurons.graded.rateCell.RateCell method) (ngclearn.components.neurons.spiking.fitzhughNagumoCell.FitzhughNagumoCell method) (ngclearn.components.neurons.spiking.izhikevichCell.IzhikevichCell method) (ngclearn.components.neurons.spiking.LIFCell.LIFCell method) (ngclearn.components.neurons.spiking.quadLIFCell.QuadLIFCell method) (ngclearn.components.neurons.spiking.sLIFCell.SLIFCell method) (ngclearn.components.other.expKernel.ExpKernel method) (ngclearn.components.other.varTrace.VarTrace method) (ngclearn.components.synapses.hebbian.expSTDPSynapse.ExpSTDPSynapse method) (ngclearn.components.synapses.hebbian.hebbianSynapse.HebbianSynapse method) (ngclearn.components.synapses.hebbian.traceSTDPSynapse.TraceSTDPSynapse method)

secant_lif_estimator() (in module ngclearn.utils.surrogate_fx) serialize() (in module ngclearn.utils.io_utils) SGD (class in ngclearn.utils.optim.sgd) sigmoid() (in module ngclearn.utils.model_utils) SLIFCell (class in ngclearn.components.neurons.spiking.sLIFCell) sLIFWrapper() (in module ngclearn.components.wrappers) softmax() (in module ngclearn.utils.model_utils) softplus() (in module ngclearn.utils.model_utils) spikes (ngclearn.components.neurons.spiking.LIFCell.LIFCell property) (ngclearn.components.neurons.spiking.quadLIFCell.QuadLIFCell property) (ngclearn.components.neurons.spiking.sLIFCell.SLIFCell property) step_euler() (in module ngclearn.utils.diffeq.ode_utils) step_heun() (in module ngclearn.utils.diffeq.ode_utils) step_rk2() (in module ngclearn.utils.diffeq.ode_utils) step_update() (in module ngclearn.utils.optim.adam) (in module ngclearn.utils.optim.sgd) straight_through_estimator() (in module ngclearn.utils.surrogate_fx) surrogate (ngclearn.components.neurons.spiking.sLIFCell.SLIFCell property) surrogateCompartmentName() (ngclearn.components.neurons.spiking.sLIFCell.SLIFCell class method)

T

tanh() (in module ngclearn.utils.model_utils) target (ngclearn.components.neurons.graded.gaussianErrorCell.GaussianErrorCell property) (ngclearn.components.neurons.graded.laplacianErrorCell.LaplacianErrorCell property) targetName() (ngclearn.components.neurons.graded.gaussianErrorCell.GaussianErrorCell class method) (ngclearn.components.neurons.graded.laplacianErrorCell.LaplacianErrorCell class method) threshold (ngclearn.components.neurons.spiking.sLIFCell.SLIFCell property) threshold() (in module ngclearn.utils.model_utils) threshold_cauchy() (in module ngclearn.utils.model_utils) threshold_soft() (in module ngclearn.utils.model_utils) threshold_theta (ngclearn.components.neurons.spiking.LIFCell.LIFCell property) (ngclearn.components.neurons.spiking.quadLIFCell.QuadLIFCell property) thresholdCompartmentName() (ngclearn.components.neurons.spiking.sLIFCell.SLIFCell class method) thresholdThetaName() (ngclearn.components.neurons.spiking.LIFCell.LIFCell class method) (ngclearn.components.neurons.spiking.quadLIFCell.QuadLIFCell class method) timeOfLastSpike (ngclearn.components.input_encoders.bernoulliCell.BernoulliCell property) (ngclearn.components.input_encoders.latencyCell.LatencyCell property) (ngclearn.components.input_encoders.poissonCell.PoissonCell property) (ngclearn.components.neurons.spiking.fitzhughNagumoCell.FitzhughNagumoCell property) (ngclearn.components.neurons.spiking.izhikevichCell.IzhikevichCell property) (ngclearn.components.neurons.spiking.LIFCell.LIFCell property) (ngclearn.components.neurons.spiking.quadLIFCell.QuadLIFCell property) (ngclearn.components.neurons.spiking.sLIFCell.SLIFCell property)

timeOfLastSpikeCompartmentName() (ngclearn.components.input_encoders.bernoulliCell.BernoulliCell class method) (ngclearn.components.input_encoders.latencyCell.LatencyCell class method) (ngclearn.components.input_encoders.poissonCell.PoissonCell class method) (ngclearn.components.neurons.spiking.fitzhughNagumoCell.FitzhughNagumoCell class method) (ngclearn.components.neurons.spiking.izhikevichCell.IzhikevichCell class method) (ngclearn.components.neurons.spiking.LIFCell.LIFCell class method) (ngclearn.components.neurons.spiking.quadLIFCell.QuadLIFCell class method) (ngclearn.components.neurons.spiking.sLIFCell.SLIFCell class method) trace (ngclearn.components.other.varTrace.VarTrace property) traceName() (ngclearn.components.other.varTrace.VarTrace class method) TraceSTDPSynapse (class in ngclearn.components.synapses.hebbian.traceSTDPSynapse) triangular_estimator() (in module ngclearn.utils.surrogate_fx) trigger (ngclearn.components.synapses.hebbian.hebbianSynapse.HebbianSynapse property) (ngclearn.components.synapses.hebbian.traceSTDPSynapse.TraceSTDPSynapse property) triggerName() (ngclearn.components.synapses.hebbian.hebbianSynapse.HebbianSynapse class method) (ngclearn.components.synapses.hebbian.traceSTDPSynapse.TraceSTDPSynapse class method)

U

update() (ngclearn.utils.density.gmm.GMM method) (ngclearn.utils.optim.adam.Adam method) (ngclearn.utils.optim.opt.Opt method) (ngclearn.utils.optim.sgd.SGD method) update_theta() (in module ngclearn.components.neurons.spiking.LIFCell) (in module ngclearn.components.neurons.spiking.quadLIFCell) update_times() (in module ngclearn.components.input_encoders.bernoulliCell) (in module ngclearn.components.input_encoders.latencyCell) (in module ngclearn.components.input_encoders.poissonCell) (in module ngclearn.components.neurons.spiking.fitzhughNagumoCell) (in module ngclearn.components.neurons.spiking.izhikevichCell) (in module ngclearn.components.neurons.spiking.LIFCell) (in module ngclearn.components.neurons.spiking.quadLIFCell) (in module ngclearn.components.neurons.spiking.sLIFCell)

V

VarTrace (class in ngclearn.components.other.varTrace) verify_connections() (ngclearn.components.baseComponentTemplate.COMPONENT_TEMPLATE method) (ngclearn.components.input_encoders.bernoulliCell.BernoulliCell method) (ngclearn.components.input_encoders.latencyCell.LatencyCell method) (ngclearn.components.input_encoders.poissonCell.PoissonCell method) (ngclearn.components.neurons.graded.gaussianErrorCell.GaussianErrorCell method) (ngclearn.components.neurons.graded.laplacianErrorCell.LaplacianErrorCell method) (ngclearn.components.neurons.graded.rateCell.RateCell method) (ngclearn.components.neurons.spiking.fitzhughNagumoCell.FitzhughNagumoCell method) (ngclearn.components.neurons.spiking.izhikevichCell.IzhikevichCell method) (ngclearn.components.neurons.spiking.LIFCell.LIFCell method) (ngclearn.components.neurons.spiking.quadLIFCell.QuadLIFCell method) (ngclearn.components.neurons.spiking.sLIFCell.SLIFCell method) (ngclearn.components.other.expKernel.ExpKernel method) (ngclearn.components.other.varTrace.VarTrace method) (ngclearn.components.synapses.hebbian.expSTDPSynapse.ExpSTDPSynapse method) (ngclearn.components.synapses.hebbian.hebbianSynapse.HebbianSynapse method) (ngclearn.components.synapses.hebbian.traceSTDPSynapse.TraceSTDPSynapse method)

visualize() (in module ngclearn.utils.viz.synapse_plot) visualize_frame() (in module ngclearn.utils.viz.synapse_plot) visualize_gif() (in module ngclearn.utils.viz.synapse_plot) visualize_labels() (in module ngclearn.utils.viz.synapse_plot) voltage (ngclearn.components.neurons.spiking.fitzhughNagumoCell.FitzhughNagumoCell property) (ngclearn.components.neurons.spiking.izhikevichCell.IzhikevichCell property) (ngclearn.components.neurons.spiking.LIFCell.LIFCell property) (ngclearn.components.neurons.spiking.quadLIFCell.QuadLIFCell property) (ngclearn.components.neurons.spiking.sLIFCell.SLIFCell property) voltageCompartmentName() (ngclearn.components.neurons.spiking.LIFCell.LIFCell class method) (ngclearn.components.neurons.spiking.quadLIFCell.QuadLIFCell class method) (ngclearn.components.neurons.spiking.sLIFCell.SLIFCell class method) voltageName() (ngclearn.components.neurons.spiking.fitzhughNagumoCell.FitzhughNagumoCell class method) (ngclearn.components.neurons.spiking.izhikevichCell.IzhikevichCell class method)