NeuroBench
Contents:
Introduction
Tutorial
Included Metrics
Custom Metrics
Contribution Guidelines
API Overview
neurobench.benchmarks
neurobench.datasets
neurobench.models
neurobench.preprocessing
neurobench.postprocessing
NeuroBench
Index
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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W
_
__call__() (neurobench.metrics.abstract.static_metric.StaticMetric method)
(neurobench.metrics.abstract.workload_metric.WorkloadMetric method)
(neurobench.metrics.static.ConnectionSparsity method)
(neurobench.metrics.static.Footprint method)
(neurobench.metrics.static.ParameterCount method)
(neurobench.metrics.workload.ActivationSparsity method)
(neurobench.metrics.workload.ClassificationAccuracy method)
(neurobench.metrics.workload.CocoMap method)
(neurobench.metrics.workload.MembraneUpdates method)
(neurobench.metrics.workload.MSE method)
(neurobench.metrics.workload.R2 method)
(neurobench.metrics.workload.SMAPE method)
(neurobench.metrics.workload.SynapticOperations method)
(neurobench.models.snntorch_models.SNNTorchModel method)
(neurobench.models.torch_model.TorchModel method)
(neurobench.processors.postprocessors.Aggregate method)
(neurobench.processors.postprocessors.ChooseMaxCount method)
(neurobench.processors.preprocessors.mfcc.MFCCPreProcessor method)
(neurobench.processors.preprocessors.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.benchmarks.Benchmark method)
(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.metrics.abstract.workload_metric.AccumulatedMetric method)
(neurobench.metrics.abstract.workload_metric.WorkloadMetric method)
(neurobench.metrics.workload.ActivationSparsity method)
(neurobench.metrics.workload.ClassificationAccuracy method)
(neurobench.metrics.workload.CocoMap method)
(neurobench.metrics.workload.MembraneUpdates method)
(neurobench.metrics.workload.MSE method)
(neurobench.metrics.workload.R2 method)
(neurobench.metrics.workload.SMAPE method)
(neurobench.metrics.workload.SynapticOperations method)
(neurobench.models.snntorch_models.SNNTorchModel method)
(neurobench.models.torch_model.TorchModel method)
(neurobench.processors.preprocessors.mfcc.MFCCPreProcessor method)
(neurobench.processors.preprocessors.speech2spikes.S2SPreProcessor method)
__net__() (neurobench.models.snntorch_models.SNNTorchModel method)
(neurobench.models.torch_model.TorchModel method)
A
AccumulatedMetric (class in neurobench.metrics.abstract.workload_metric)
ActivationSparsity (class in neurobench.metrics.workload)
Aggregate (class in neurobench.processors.postprocessors)
apply_delay() (neurobench.datasets.primate_reaching.PrimateReaching method)
B
Benchmark (class in neurobench.benchmarks)
C
ChooseMaxCount (class in neurobench.processors.postprocessors)
ClassificationAccuracy (class in neurobench.metrics.workload)
CocoMap (class in neurobench.metrics.workload)
compute() (neurobench.metrics.abstract.workload_metric.AccumulatedMetric method)
(neurobench.metrics.workload.CocoMap method)
(neurobench.metrics.workload.MembraneUpdates method)
(neurobench.metrics.workload.R2 method)
(neurobench.metrics.workload.SynapticOperations method)
configure() (neurobench.processors.preprocessors.speech2spikes.S2SPreProcessor method)
ConnectionSparsity (class in neurobench.metrics.static)
convert_to_tensor() (in module neurobench.datasets.WISDM)
create_class_lookup() (in module neurobench.datasets.megapixel_automotive)
D
dataset_validity_check() (neurobench.processors.preprocessors.mfcc.MFCCPreProcessor static method)
download() (neurobench.datasets.mackey_glass.MackeyGlass method)
(neurobench.datasets.MSWC_dataset.MSWC method)
(neurobench.datasets.primate_reaching.PrimateReaching method)
F
Footprint (class in neurobench.metrics.static)
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)
MembraneUpdates (class in neurobench.metrics.workload)
MFCCPreProcessor (class in neurobench.processors.preprocessors.mfcc)
module
neurobench.benchmarks
neurobench.datasets.mackey_glass
neurobench.datasets.megapixel_automotive
neurobench.datasets.MSWC_dataset
neurobench.datasets.primate_reaching
neurobench.datasets.speech_commands
neurobench.datasets.WISDM
neurobench.metrics.abstract.static_metric
neurobench.metrics.abstract.workload_metric
,
[1]
neurobench.metrics.static
neurobench.metrics.workload
neurobench.models.snntorch_models
neurobench.models.torch_model
neurobench.processors.postprocessors
neurobench.processors.preprocessors.mfcc
neurobench.processors.preprocessors.speech2spikes
MSE (class in neurobench.metrics.workload)
MSWC (class in neurobench.datasets.MSWC_dataset)
MSWC_query (class in neurobench.datasets.MSWC_dataset)
N
neurobench.benchmarks
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.metrics.abstract.static_metric
module
neurobench.metrics.abstract.workload_metric
module
,
[1]
neurobench.metrics.static
module
neurobench.metrics.workload
module
neurobench.models.snntorch_models
module
neurobench.models.torch_model
module
neurobench.processors.postprocessors
module
neurobench.processors.preprocessors.mfcc
module
neurobench.processors.preprocessors.speech2spikes
module
P
ParameterCount (class in neurobench.metrics.static)
predict_dataloader() (neurobench.datasets.WISDM.WISDM method)
PrimateReaching (class in neurobench.datasets.primate_reaching)
R
R2 (class in neurobench.metrics.workload)
remove_segments_by_length() (neurobench.datasets.primate_reaching.PrimateReaching method)
requires_hooks (neurobench.metrics.abstract.workload_metric.WorkloadMetric attribute)
reset() (neurobench.metrics.abstract.workload_metric.AccumulatedMetric method)
(neurobench.metrics.workload.CocoMap method)
(neurobench.metrics.workload.MembraneUpdates method)
(neurobench.metrics.workload.R2 method)
(neurobench.metrics.workload.SynapticOperations method)
run() (neurobench.benchmarks.Benchmark method)
S
S2SPreProcessor (class in neurobench.processors.preprocessors.speech2spikes)
save_benchmark_results() (neurobench.benchmarks.Benchmark method)
setup() (neurobench.datasets.WISDM.WISDM method)
SMAPE (class in neurobench.metrics.workload)
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)
StaticMetric (class in neurobench.metrics.abstract.static_metric)
SynapticOperations (class in neurobench.metrics.workload)
T
tensor_to_events() (in module neurobench.processors.preprocessors.speech2spikes)
test_dataloader() (neurobench.datasets.WISDM.WISDM method)
to_nir() (neurobench.benchmarks.Benchmark method)
to_onnx() (neurobench.benchmarks.Benchmark 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)
WorkloadMetric (class in neurobench.metrics.abstract.workload_metric)