Index

_

__call__() (neurobench.models.snntorch_models.SNNTorchModel method) (neurobench.models.torch_model.TorchModel method) (neurobench.preprocessing.mfcc.MFCCPreProcessor method) (neurobench.preprocessing.speech2spikes.S2SPreProcessor method) __getitem__() (neurobench.datasets.mackey_glass.MackeyGlass method) (neurobench.datasets.MSWC_dataset.MSWC method) (neurobench.datasets.MSWC_dataset.MSWC_query method) (neurobench.datasets.primate_reaching.PrimateReaching method) (neurobench.datasets.speech_commands.SpeechCommands method) __init__() (neurobench.datasets.mackey_glass.MackeyGlass method) (neurobench.datasets.megapixel_automotive.Gen4DetectionDataLoader method) (neurobench.datasets.MSWC_dataset.MSWC method) (neurobench.datasets.MSWC_dataset.MSWC_query method) (neurobench.datasets.primate_reaching.PrimateReaching method) (neurobench.datasets.speech_commands.SpeechCommands method) (neurobench.datasets.WISDM.WISDM method) (neurobench.models.snntorch_models.SNNTorchModel method) (neurobench.models.torch_model.TorchModel method) (neurobench.preprocessing.mfcc.MFCCPreProcessor method) (neurobench.preprocessing.speech2spikes.S2SPreProcessor method)

__net__() (neurobench.models.snntorch_models.SNNTorchModel method) (neurobench.models.torch_model.TorchModel method)

A

AccumulatedMetric (class in neurobench.benchmarks.workload_metrics) activation_sparsity() (in module neurobench.benchmarks.workload_metrics)

aggregate() (in module neurobench.postprocessing.postprocessor) apply_delay() (neurobench.datasets.primate_reaching.PrimateReaching method)

B

Benchmark (class in neurobench.benchmarks)

C

choose_max_count() (in module neurobench.postprocessing.postprocessor) classification_accuracy() (in module neurobench.benchmarks.workload_metrics) COCO_mAP (class in neurobench.benchmarks.workload_metrics) compute() (neurobench.benchmarks.workload_metrics.AccumulatedMetric method) (neurobench.benchmarks.workload_metrics.COCO_mAP method) (neurobench.benchmarks.workload_metrics.membrane_updates method) (neurobench.benchmarks.workload_metrics.r2 method) (neurobench.benchmarks.workload_metrics.synaptic_operations method)

configure() (neurobench.preprocessing.speech2spikes.S2SPreProcessor method) connection_sparsity() (in module neurobench.benchmarks.static_metrics) convert_to_tensor() (in module neurobench.datasets.WISDM) create_class_lookup() (in module neurobench.datasets.megapixel_automotive)

D

dataset_validity_check() (neurobench.preprocessing.mfcc.MFCCPreProcessor static method) detect_activations_connections() (in module neurobench.benchmarks.workload_metrics)

download() (neurobench.datasets.mackey_glass.MackeyGlass method) (neurobench.datasets.MSWC_dataset.MSWC method) (neurobench.datasets.primate_reaching.PrimateReaching method)

F

footprint() (in module neurobench.benchmarks.static_metrics)

G

Gen4DetectionDataLoader (class in neurobench.datasets.megapixel_automotive) generate_data() (neurobench.datasets.mackey_glass.MackeyGlass method)

get_flag_index() (neurobench.datasets.primate_reaching.PrimateReaching static method) get_mswc_item() (in module neurobench.datasets.MSWC_dataset)

L

label_to_index() (neurobench.datasets.speech_commands.SpeechCommands method) load_data() (neurobench.datasets.mackey_glass.MackeyGlass method) (neurobench.datasets.primate_reaching.PrimateReaching method)

load_wisdm2_data() (neurobench.datasets.WISDM.WISDM static method)

M

MackeyGlass (class in neurobench.datasets.mackey_glass) md5s (neurobench.datasets.primate_reaching.PrimateReaching attribute) membrane_updates (class in neurobench.benchmarks.workload_metrics) MFCCPreProcessor (class in neurobench.preprocessing.mfcc) module neurobench.benchmarks neurobench.benchmarks.static_metrics neurobench.benchmarks.workload_metrics neurobench.datasets.mackey_glass neurobench.datasets.megapixel_automotive neurobench.datasets.MSWC_dataset neurobench.datasets.primate_reaching neurobench.datasets.speech_commands neurobench.datasets.WISDM neurobench.models.snntorch_models neurobench.models.torch_model neurobench.postprocessing.postprocessor neurobench.preprocessing.mfcc neurobench.preprocessing.speech2spikes

MSE() (in module neurobench.benchmarks.workload_metrics) MSWC (class in neurobench.datasets.MSWC_dataset) MSWC_query (class in neurobench.datasets.MSWC_dataset)

N

neurobench.benchmarks module neurobench.benchmarks.static_metrics module neurobench.benchmarks.workload_metrics module neurobench.datasets.mackey_glass module neurobench.datasets.megapixel_automotive module neurobench.datasets.MSWC_dataset module neurobench.datasets.primate_reaching module neurobench.datasets.speech_commands module

neurobench.datasets.WISDM module neurobench.models.snntorch_models module neurobench.models.torch_model module neurobench.postprocessing.postprocessor module neurobench.preprocessing.mfcc module neurobench.preprocessing.speech2spikes module NeuroBenchPostProcessor (class in neurobench.postprocessing.postprocessor) number_neuron_updates() (in module neurobench.benchmarks.workload_metrics)

P

parameter_count() (in module neurobench.benchmarks.static_metrics)

predict_dataloader() (neurobench.datasets.WISDM.WISDM method) PrimateReaching (class in neurobench.datasets.primate_reaching)

R

r2 (class in neurobench.benchmarks.workload_metrics) remove_segments_by_length() (neurobench.datasets.primate_reaching.PrimateReaching method) reset() (neurobench.benchmarks.workload_metrics.AccumulatedMetric method) (neurobench.benchmarks.workload_metrics.COCO_mAP method) (neurobench.benchmarks.workload_metrics.membrane_updates method) (neurobench.benchmarks.workload_metrics.r2 method) (neurobench.benchmarks.workload_metrics.synaptic_operations method)

run() (neurobench.benchmarks.Benchmark method)

S

S2SPreProcessor (class in neurobench.preprocessing.speech2spikes) setup() (neurobench.datasets.WISDM.WISDM method) sMAPE() (in module neurobench.benchmarks.workload_metrics) SNNTorchModel (class in neurobench.models.snntorch_models)

SpeechCommands (class in neurobench.datasets.speech_commands) split_data() (neurobench.datasets.mackey_glass.MackeyGlass method) (neurobench.datasets.primate_reaching.PrimateReaching method) split_into_segments() (neurobench.datasets.primate_reaching.PrimateReaching static method) synaptic_operations (class in neurobench.benchmarks.workload_metrics)

T

tensor_to_events() (in module neurobench.preprocessing.speech2spikes) test_dataloader() (neurobench.datasets.WISDM.WISDM method)

TorchModel (class in neurobench.models.torch_model) train_dataloader() (neurobench.datasets.WISDM.WISDM method)

U

url (neurobench.datasets.primate_reaching.PrimateReaching attribute)

V

val_dataloader() (neurobench.datasets.WISDM.WISDM method)

W

WISDM (class in neurobench.datasets.WISDM)