NeuroBench
stable
Contents:
Introduction
Tutorial
Metrics
Contribution Guidelines
API Overview
neurobench.benchmarks
neurobench.datasets
neurobench.models
neurobench.preprocessing
neurobench.postprocessing
NeuroBench
Index
Edit on GitHub
Index
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A
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B
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C
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D
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F
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G
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L
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M
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N
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P
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R
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S
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T
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U
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V
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__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)