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  • Getting started

First steps

  • 1. Installing Norse
  • 2. Quickstart
  • 3. Working with Norse

Usage docs

  • 4. Introduction to spiking systems
  • 5. Running Tasks
  • 6. Parameter learning in Spiking Neural Networks
  • 7. Hardware acceleration
  • 8. Papers citing Norse
  • 9. About Norse

Development docs

  • 10. Development Documentation

Python API

  • norse.torch
    • norse.torch.module.Lift
    • norse.torch.module.SequentialState
    • norse.torch.module.RegularizationCell
    • norse.torch.module.conv.LConv2d
    • norse.torch.module.encode.ConstantCurrentLIFEncoder
    • norse.torch.module.encode.PoissonEncoder
    • norse.torch.module.encode.PoissonEncoderStep
    • norse.torch.module.encode.PopulationEncoder
    • norse.torch.module.encode.SignedPoissonEncoder
    • norse.torch.module.encode.SpikeLatencyEncoder
    • norse.torch.module.encode.SpikeLatencyLIFEncoder
    • norse.torch.module.iaf.IAFFeedForwardState
    • norse.torch.module.iaf.IAFParameters
    • norse.torch.module.iaf.IAFCell
    • norse.torch.module.izhikevich.IzhikevichState
    • norse.torch.module.izhikevich.IzhikevichSpikingBehavior
    • norse.torch.module.izhikevich.Izhikevich
    • norse.torch.module.izhikevich.IzhikevichCell
    • norse.torch.module.izhikevich.IzhikevichRecurrent
    • norse.torch.module.izhikevich.IzhikevichRecurrentCell
    • norse.torch.module.leaky_integrator.LIState
    • norse.torch.module.leaky_integrator.LIParameters
    • norse.torch.module.leaky_integrator.LI
    • norse.torch.module.leaky_integrator.LICell
    • norse.torch.module.leaky_integrator.LILinearCell
    • norse.torch.module.lif.LIFParameters
    • norse.torch.module.lif.LIFState
    • norse.torch.module.lif.LIF
    • norse.torch.module.lif.LIFCell
    • norse.torch.module.lif.LIFRecurrent
    • norse.torch.module.lif.LIFRecurrentCell
    • norse.torch.module.lif_box.LIFBoxFeedForwardState
    • norse.torch.module.lif_box.LIFBoxParameters
    • norse.torch.module.lif_box.LIFBoxCell
    • norse.torch.module.coba_lif.CobaLIFCell
    • norse.torch.module.lif_adex.LIFAdEx
    • norse.torch.module.lif_adex.LIFAdExCell
    • norse.torch.module.lif_adex.LIFAdExRecurrent
    • norse.torch.module.lif_adex.LIFAdExRecurrentCell
    • norse.torch.module.lif_ex.LIFEx
    • norse.torch.module.lif_ex.LIFExCell
    • norse.torch.module.lif_ex.LIFExRecurrent
    • norse.torch.module.lif_ex.LIFExRecurrentCell
    • norse.torch.module.lif_mc.LIFMCRecurrentCell
    • norse.torch.module.lif_mc_refrac.LIFMCRefracRecurrentCell
    • norse.torch.module.lif_refrac.LIFRefracCell
    • norse.torch.module.lif_refrac.LIFRefracRecurrentCell
    • norse.torch.module.lsnn.LSNN
    • norse.torch.module.lsnn.LSNNCell
    • norse.torch.module.lsnn.LSNNRecurrent
    • norse.torch.module.lsnn.LSNNRecurrentCell
    • norse.torch.module.receptive_field.SpatialReceptiveField2d
    • norse.torch.module.receptive_field.TemporalReceptiveField
  • norse.torch.functional
    • norse.torch.functional.constant_current_lif_encode
    • norse.torch.functional.gaussian_rbf
    • norse.torch.functional.euclidean_distance
    • norse.torch.functional.population_encode
    • norse.torch.functional.poisson_encode
    • norse.torch.functional.poisson_encode_step
    • norse.torch.functional.signed_poisson_encode
    • norse.torch.functional.signed_poisson_encode_step
    • norse.torch.functional.spike_latency_lif_encode
    • norse.torch.functional.spike_latency_encode
    • norse.torch.functional.lif_current_encoder
    • norse.torch.functional.lif_adex_current_encoder
    • norse.torch.functional.lif_ex_current_encoder
    • norse.torch.functional.logical.logical_and
    • norse.torch.functional.logical.logical_xor
    • norse.torch.functional.logical.logical_or
    • norse.torch.functional.logical.muller_c
    • norse.torch.functional.logical.posedge_detector
    • norse.torch.functional.regularization.regularize_step
    • norse.torch.functional.regularization.spike_accumulator
    • norse.torch.functional.regularization.voltage_accumulator
    • norse.torch.functional.heaviside
    • norse.torch.functional.heavi_erfc_fn
    • norse.torch.functional.heavi_tanh_fn
    • norse.torch.functional.logistic_fn
    • norse.torch.functional.heavi_circ_fn
    • norse.torch.functional.circ_dist_fn
    • norse.torch.functional.triangle_fn
    • norse.torch.functional.super_fn
    • norse.torch.functional.lift
    • norse.torch.functional.iaf.IAFParameters
    • norse.torch.functional.iaf.IAFFeedForwardState
    • norse.torch.functional.iaf.iaf_feed_forward_step
    • norse.torch.functional.izhikevich.IzhikevichParameters
    • norse.torch.functional.izhikevich.IzhikevichSpikingBehavior
    • norse.torch.functional.izhikevich.tonic_spiking
    • norse.torch.functional.izhikevich.tonic_bursting
    • norse.torch.functional.izhikevich.phasic_spiking
    • norse.torch.functional.izhikevich.phasic_bursting
    • norse.torch.functional.izhikevich.mixed_mode
    • norse.torch.functional.izhikevich.spike_frequency_adaptation
    • norse.torch.functional.izhikevich.class_1_exc
    • norse.torch.functional.izhikevich.class_2_exc
    • norse.torch.functional.izhikevich.spike_latency
    • norse.torch.functional.izhikevich.subthreshold_oscillation
    • norse.torch.functional.izhikevich.resonator
    • norse.torch.functional.izhikevich.izhikevich_feed_forward_step
    • norse.torch.functional.leaky_integrator.LIParameters
    • norse.torch.functional.leaky_integrator.LIState
    • norse.torch.functional.leaky_integrator.li_feed_forward_step
    • norse.torch.functional.LIFParameters
    • norse.torch.functional.LIFFeedForwardState
    • norse.torch.functional.lif_feed_forward_step
    • norse.torch.functional.lif_feed_forward_adjoint_step
    • norse.torch.functional.lif_feed_forward_adjoint_step_sparse
    • norse.torch.functional.lif_box.LIFBoxFeedForwardState
    • norse.torch.functional.lif_box.LIFBoxParameters
    • norse.torch.functional.lif_box.lif_box_feed_forward_step
    • norse.torch.functional.coba_lif.CobaLIFParameters
    • norse.torch.functional.coba_lif.CobaLIFFeedForwardState
    • norse.torch.functional.coba_lif.coba_lif_feed_forward_step
    • norse.torch.functional.lif_adex.LIFAdExParameters
    • norse.torch.functional.lif_adex.LIFAdExFeedForwardState
    • norse.torch.functional.lif_adex.lif_adex_feed_forward_step
    • norse.torch.functional.lif_adex.lif_adex_current_encoder
    • norse.torch.functional.lif_ex.LIFExParameters
    • norse.torch.functional.lif_ex.LIFExFeedForwardState
    • norse.torch.functional.lif_ex.lif_ex_feed_forward_step
    • norse.torch.functional.lif_ex.lif_ex_current_encoder
    • norse.torch.functional.lif_mc_feed_forward_step
    • norse.torch.functional.lif_mc_refrac_feed_forward_step
    • norse.torch.functional.LIFRefracParameters
    • norse.torch.functional.LIFRefracFeedForwardState
    • norse.torch.functional.lif_refrac_feed_forward_step
    • norse.torch.functional.lif_refrac_feed_forward_adjoint_step
    • norse.torch.functional.LSNNParameters
    • norse.torch.functional.LSNNFeedForwardState
    • norse.torch.functional.lsnn_feed_forward_step
    • norse.torch.functional.lsnn_feed_forward_adjoint_step
    • norse.torch.functional.receptive_field.gaussian_kernel
    • norse.torch.functional.receptive_field.spatial_receptive_field
    • norse.torch.functional.receptive_field.spatial_receptive_fields_with_derivatives
    • norse.torch.functional.receptive_field.temporal_scale_distribution
    • norse.torch.functional.STDPSensorParameters
    • norse.torch.functional.STDPSensorState
    • norse.torch.functional.stdp_sensor_step
    • norse.torch.functional.TsodyksMakramParameters
    • norse.torch.functional.TsodyksMakramState
    • norse.torch.functional.stp_step
  • norse.torch.utils
    • norse.torch.utils.plot.plot_heatmap_2d
    • norse.torch.utils.plot.plot_heatmap_3d
    • norse.torch.utils.plot.plot_histogram_2d
    • norse.torch.utils.plot.plot_izhikevich
    • norse.torch.utils.plot.plot_neuron_states
    • norse.torch.utils.plot.plot_scatter_3d
    • norse.torch.utils.plot.plot_spikes_2d
    • norse.torch.utils.tensorboard.hook_spike_activity_mean
    • norse.torch.utils.tensorboard.hook_spike_activity_sum
    • norse.torch.utils.tensorboard.hook_spike_histogram_mean
    • norse.torch.utils.tensorboard.hook_spike_histogram_sum
    • norse.torch.utils.tensorboard.hook_spike_image
  • Complete API
    • norse
      • norse.benchmark
        • norse.benchmark.benchmark
        • norse.benchmark.main
        • norse.benchmark.norse_lif
        • norse.benchmark.plot
      • norse.dataset
        • norse.dataset.memory
        • norse.dataset.spiking_heidelberg
      • norse.task
        • norse.task.cifar10
        • norse.task.correlation_experiment
        • norse.task.memory
        • norse.task.mnist
        • norse.task.mnist_pl
      • norse.torch
        • norse.torch.functional
        • norse.torch.models
        • norse.torch.module
        • norse.torch.utils
      • norse.utils
  • Repository
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  • .rst

norse.benchmark

norse.benchmark#

Tools and scripts for benchmarking Norse.

Modules

norse.benchmark.benchmark

norse.benchmark.main

norse.benchmark.norse_lif

norse.benchmark.plot

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