Index

_

__iter__() (nncf.common.initialization.dataloader.NNCFDataLoader method)

A

AdvancedAccuracyRestorerParameters (class in nncf.quantization.advanced_parameters) AdvancedAWQParameters (class in nncf.quantization.advanced_parameters) AdvancedBiasCorrectionParameters (class in nncf.quantization.advanced_parameters) AdvancedCompressionParameters (class in nncf.quantization.advanced_parameters) AdvancedGPTQParameters (class in nncf.quantization.advanced_parameters)

AdvancedLoraCorrectionParameters (class in nncf.quantization.advanced_parameters) AdvancedQuantizationParameters (class in nncf.quantization.advanced_parameters) AdvancedScaleEstimationParameters (class in nncf.quantization.advanced_parameters) AdvancedSmoothQuantParameters (class in nncf.quantization.advanced_parameters) AggregatorType (class in nncf.quantization.range_estimator) annotate() (nncf.experimental.torch.fx.OpenVINOQuantizer method)

B

BackupMode (class in nncf) batch_norm_adaptation() (in module nncf)

batch_size (nncf.common.initialization.dataloader.NNCFDataLoader property) build_graph() (in module nncf)

C

compress_pt2e() (in module nncf.experimental.torch.fx) compress_weights() (in module nncf)

CompressionFormat (class in nncf) CompressWeightsMode (class in nncf)

D

Dataset (class in nncf)

disable_tracing() (in module nncf.torch) DropType (class in nncf)

E

ExecutionParameters (class in nncf.torch.structures)

F

force_build_cpu_extensions() (in module nncf.torch) force_build_cuda_extensions() (in module nncf.torch)

FP8QuantizationParameters (class in nncf.quantization.advanced_parameters) FP8Type (class in nncf.quantization.advanced_parameters)

G

generate_text_data() (in module nncf.data) get_batch_size() (nncf.Dataset method) get_data() (nncf.Dataset method)

get_inference_data() (nncf.Dataset method) get_length() (nncf.Dataset method) GroupSizeFallbackMode (class in nncf.quantization.advanced_parameters)

I

IgnoredScope (class in nncf)

M

ModelType (class in nncf) module nncf nncf.api nncf.api.statistics nncf.common nncf.common.collector nncf.common.deprecation nncf.common.engine nncf.common.factory nncf.common.graph nncf.common.graph.definitions nncf.common.graph.graph nncf.common.graph.graph_matching nncf.common.graph.layer_attributes nncf.common.graph.model_transformer nncf.common.graph.operator_metatypes nncf.common.graph.patterns nncf.common.graph.patterns.manager nncf.common.graph.patterns.patterns nncf.common.graph.transformations nncf.common.graph.transformations.command_creation nncf.common.graph.transformations.commands nncf.common.graph.transformations.layout nncf.common.graph.utils nncf.common.hardware nncf.common.hardware.config nncf.common.hardware.defines nncf.common.hardware.opset nncf.common.hardware.qspaces nncf.common.hardware.setups nncf.common.hardware.setups.cpu nncf.common.hardware.setups.gpu nncf.common.hardware.setups.npu nncf.common.hook_handle nncf.common.initialization nncf.common.initialization.dataloader nncf.common.insertion_point_graph nncf.common.logging nncf.common.logging.logger nncf.common.logging.progress_bar nncf.common.logging.track_progress nncf.common.plotting nncf.common.quantization nncf.common.quantization.collectors nncf.common.quantization.config_assignment nncf.common.quantization.defaults nncf.common.quantization.initialization nncf.common.quantization.initialization.range nncf.common.quantization.quantizer_propagation nncf.common.quantization.quantizer_propagation.graph nncf.common.quantization.quantizer_propagation.grouping nncf.common.quantization.quantizer_propagation.solver nncf.common.quantization.quantizer_propagation.structs nncf.common.quantization.quantizer_propagation.visualizer nncf.common.quantization.quantizer_removal nncf.common.quantization.quantizer_setup nncf.common.quantization.quantizers nncf.common.quantization.statistics nncf.common.quantization.structs nncf.common.scopes nncf.common.stateful_classes_registry nncf.common.statistics nncf.common.strip nncf.common.tensor nncf.common.tensor_statistics nncf.common.tensor_statistics.aggregator nncf.common.tensor_statistics.collectors nncf.common.tensor_statistics.reduction nncf.common.tensor_statistics.statistic_point nncf.common.tensor_statistics.statistical_functions nncf.common.tensor_statistics.statistics nncf.common.tensor_statistics.statistics_serializer nncf.common.tensor_statistics.statistics_validator nncf.common.utils nncf.common.utils.api_marker nncf.common.utils.backend nncf.common.utils.caching nncf.common.utils.debug nncf.common.utils.decorators nncf.common.utils.dot_file_rw nncf.common.utils.helpers nncf.common.utils.logger nncf.common.utils.os nncf.common.utils.patcher nncf.common.utils.registry nncf.common.utils.tensorboard nncf.common.utils.timer nncf.data nncf.data.dataset nncf.data.generators nncf.definitions nncf.errors nncf.experimental nncf.experimental.common nncf.experimental.common.graph nncf.experimental.common.graph.netron nncf.experimental.quantization nncf.experimental.quantization.algorithms nncf.experimental.quantization.algorithms.post_training nncf.experimental.quantization.algorithms.post_training.algorithm nncf.experimental.quantization.algorithms.post_training.pipeline nncf.experimental.quantization.algorithms.range_estimator nncf.experimental.quantization.algorithms.range_estimator.algorithm nncf.experimental.quantization.algorithms.weight_compression nncf.experimental.quantization.algorithms.weight_compression.algorithm nncf.experimental.quantization.quantizer nncf.experimental.torch nncf.experimental.torch.fx nncf.experimental.torch.fx.commands nncf.experimental.torch.fx.constant_folding nncf.experimental.torch.fx.groups nncf.experimental.torch.fx.model_transformer nncf.experimental.torch.fx.model_utils nncf.experimental.torch.fx.nncf_graph_builder nncf.experimental.torch.fx.node_utils nncf.experimental.torch.fx.quantization nncf.experimental.torch.fx.quantization.backend_parameters nncf.experimental.torch.fx.quantization.quantize_model nncf.experimental.torch.fx.quantization.quantize_pt2e nncf.experimental.torch.fx.quantization.quantizer nncf.experimental.torch.fx.quantization.quantizer.openvino_adapter nncf.experimental.torch.fx.quantization.quantizer.openvino_quantizer nncf.experimental.torch.fx.quantization.quantizer.torch_ao_adapter nncf.experimental.torch.fx.statistics nncf.experimental.torch.fx.statistics.aggregator nncf.experimental.torch.fx.transformations nncf.experimental.torch.sparsify_activations nncf.experimental.torch.sparsify_activations.sparsify_activations_impl nncf.experimental.torch.sparsify_activations.target_scope nncf.experimental.torch.sparsify_activations.torch_backend nncf.onnx nncf.onnx.engine nncf.onnx.graph nncf.onnx.graph.metatypes nncf.onnx.graph.metatypes.groups nncf.onnx.graph.metatypes.onnx_metatypes nncf.onnx.graph.model_metadata nncf.onnx.graph.model_transformer nncf.onnx.graph.model_utils nncf.onnx.graph.nncf_graph_builder nncf.onnx.graph.node_utils nncf.onnx.graph.onnx_helper nncf.onnx.graph.passes nncf.onnx.graph.transformations nncf.onnx.graph.transformations.command_creation nncf.onnx.graph.transformations.commands nncf.onnx.hardware nncf.onnx.hardware.config nncf.onnx.hardware.fused_patterns nncf.onnx.quantization nncf.onnx.quantization.backend_parameters nncf.onnx.quantization.default_quantization nncf.onnx.quantization.ignored_patterns nncf.onnx.quantization.quantize_model nncf.onnx.quantization.quantizer_parameters nncf.onnx.statistics nncf.onnx.statistics.aggregator nncf.onnx.statistics.collectors nncf.openvino nncf.openvino.cpu_info nncf.openvino.engine nncf.openvino.graph nncf.openvino.graph.layer_attributes nncf.openvino.graph.layout nncf.openvino.graph.metatypes nncf.openvino.graph.metatypes.groups nncf.openvino.graph.metatypes.openvino_metatypes nncf.openvino.graph.model_builder nncf.openvino.graph.model_transformer nncf.openvino.graph.model_utils nncf.openvino.graph.nncf_graph_builder nncf.openvino.graph.node_utils nncf.openvino.graph.transformations nncf.openvino.graph.transformations.command_creation nncf.openvino.graph.transformations.commands nncf.openvino.hardware nncf.openvino.hardware.config nncf.openvino.hardware.fused_patterns nncf.openvino.optimized_functions nncf.openvino.optimized_functions.functions nncf.openvino.optimized_functions.models nncf.openvino.quantization nncf.openvino.quantization.backend_parameters nncf.openvino.quantization.default_quantization nncf.openvino.quantization.ignored_patterns nncf.openvino.quantization.quantize_ifmodel nncf.openvino.quantization.quantize_model nncf.openvino.rt_info nncf.openvino.statistics nncf.openvino.statistics.aggregator nncf.openvino.statistics.collectors nncf.parameters nncf.pruning nncf.pruning.prune_model nncf.quantization nncf.quantization.advanced_parameters nncf.quantization.algorithms nncf.quantization.algorithms.accuracy_control nncf.quantization.algorithms.accuracy_control.algorithm nncf.quantization.algorithms.accuracy_control.backend nncf.quantization.algorithms.accuracy_control.evaluator nncf.quantization.algorithms.accuracy_control.onnx_backend nncf.quantization.algorithms.accuracy_control.openvino_backend nncf.quantization.algorithms.accuracy_control.rank_functions nncf.quantization.algorithms.accuracy_control.ranker nncf.quantization.algorithms.accuracy_control.subset_selection nncf.quantization.algorithms.algorithm nncf.quantization.algorithms.bias_correction nncf.quantization.algorithms.bias_correction.algorithm nncf.quantization.algorithms.bias_correction.backend nncf.quantization.algorithms.bias_correction.onnx_backend nncf.quantization.algorithms.bias_correction.openvino_backend nncf.quantization.algorithms.bias_correction.torch_fx_backend nncf.quantization.algorithms.channel_alignment nncf.quantization.algorithms.channel_alignment.algorithm nncf.quantization.algorithms.channel_alignment.backend nncf.quantization.algorithms.channel_alignment.openvino_backend nncf.quantization.algorithms.fast_bias_correction nncf.quantization.algorithms.fast_bias_correction.algorithm nncf.quantization.algorithms.fast_bias_correction.backend nncf.quantization.algorithms.fast_bias_correction.onnx_backend nncf.quantization.algorithms.fast_bias_correction.openvino_backend nncf.quantization.algorithms.fast_bias_correction.torch_backend nncf.quantization.algorithms.fast_bias_correction.torch_fx_backend nncf.quantization.algorithms.hyperparameter_tuner nncf.quantization.algorithms.hyperparameter_tuner.algorithm nncf.quantization.algorithms.hyperparameter_tuner.param_grid nncf.quantization.algorithms.layerwise nncf.quantization.algorithms.layerwise.backend nncf.quantization.algorithms.layerwise.engine nncf.quantization.algorithms.layerwise.iterator nncf.quantization.algorithms.layerwise.openvino_backend nncf.quantization.algorithms.layerwise.openvino_iterator nncf.quantization.algorithms.layerwise.scheduler nncf.quantization.algorithms.min_max nncf.quantization.algorithms.min_max.algorithm nncf.quantization.algorithms.min_max.backend nncf.quantization.algorithms.min_max.onnx_backend nncf.quantization.algorithms.min_max.openvino_backend nncf.quantization.algorithms.min_max.torch_backend nncf.quantization.algorithms.min_max.torch_fx_backend nncf.quantization.algorithms.pipeline nncf.quantization.algorithms.post_training nncf.quantization.algorithms.post_training.algorithm nncf.quantization.algorithms.post_training.pipeline nncf.quantization.algorithms.smooth_quant nncf.quantization.algorithms.smooth_quant.algorithm nncf.quantization.algorithms.smooth_quant.backend nncf.quantization.algorithms.smooth_quant.onnx_backend nncf.quantization.algorithms.smooth_quant.openvino_backend nncf.quantization.algorithms.smooth_quant.torch_backend nncf.quantization.algorithms.smooth_quant.torch_fx_backend nncf.quantization.algorithms.weight_compression nncf.quantization.algorithms.weight_compression.activation_stats nncf.quantization.algorithms.weight_compression.algorithm nncf.quantization.algorithms.weight_compression.awq nncf.quantization.algorithms.weight_compression.awq_patterns nncf.quantization.algorithms.weight_compression.backend nncf.quantization.algorithms.weight_compression.config nncf.quantization.algorithms.weight_compression.constants nncf.quantization.algorithms.weight_compression.fp8_conversion nncf.quantization.algorithms.weight_compression.gptq nncf.quantization.algorithms.weight_compression.lora_correction nncf.quantization.algorithms.weight_compression.mixed_precision nncf.quantization.algorithms.weight_compression.onnx_backend nncf.quantization.algorithms.weight_compression.openvino_backend nncf.quantization.algorithms.weight_compression.parameters nncf.quantization.algorithms.weight_compression.scale_estimation nncf.quantization.algorithms.weight_compression.torch_backend nncf.quantization.algorithms.weight_compression.torch_fx_backend nncf.quantization.algorithms.weight_compression.weight_lowering nncf.quantization.fake_quantize nncf.quantization.passes nncf.quantization.quantize_model nncf.quantization.range_estimator nncf.quantization.statistics_caching nncf.quantization.telemetry_extractors nncf.scopes nncf.telemetry nncf.telemetry.decorator nncf.telemetry.events nncf.telemetry.extractors nncf.telemetry.wrapper nncf.tensor nncf.tensor.definitions nncf.tensor.functions nncf.tensor.functions.dispatcher nncf.tensor.functions.io nncf.tensor.functions.linalg nncf.tensor.functions.numeric nncf.tensor.functions.numpy_io nncf.tensor.functions.numpy_linalg nncf.tensor.functions.numpy_numeric nncf.tensor.functions.openvino_numeric nncf.tensor.functions.torch_io nncf.tensor.functions.torch_linalg nncf.tensor.functions.torch_numeric nncf.tensor.tensor nncf.torch nncf.torch.debug nncf.torch.dynamic_graph nncf.torch.dynamic_graph.io_handling nncf.torch.dynamic_graph.layer_attributes_handlers nncf.torch.dynamic_graph.structs nncf.torch.engine nncf.torch.extensions nncf.torch.function_hook nncf.torch.function_hook.commands nncf.torch.function_hook.extractor nncf.torch.function_hook.graph nncf.torch.function_hook.graph.build_graph_mode nncf.torch.function_hook.graph.graph_utils nncf.torch.function_hook.graph.graph_visualization nncf.torch.function_hook.handle_inner_functions nncf.torch.function_hook.hook_executor_mode nncf.torch.function_hook.hook_storage nncf.torch.function_hook.model_transformer nncf.torch.function_hook.nncf_graph nncf.torch.function_hook.nncf_graph.layer_attributes nncf.torch.function_hook.nncf_graph.nncf_graph_builder nncf.torch.function_hook.pruning nncf.torch.function_hook.pruning.batch_norm_adaptation nncf.torch.function_hook.pruning.magnitude nncf.torch.function_hook.pruning.magnitude.algo nncf.torch.function_hook.pruning.magnitude.modules nncf.torch.function_hook.pruning.magnitude.schedulers nncf.torch.function_hook.pruning.prune_model nncf.torch.function_hook.pruning.rb nncf.torch.function_hook.pruning.rb.algo nncf.torch.function_hook.pruning.rb.losses nncf.torch.function_hook.pruning.rb.modules nncf.torch.function_hook.pruning.rb.schedulers nncf.torch.function_hook.pruning.scheduler_fns nncf.torch.function_hook.pruning.statistics nncf.torch.function_hook.quantization nncf.torch.function_hook.quantization.quantize_model nncf.torch.function_hook.serialization nncf.torch.function_hook.statistics nncf.torch.function_hook.statistics.aggregator nncf.torch.function_hook.strip nncf.torch.function_hook.weak_map nncf.torch.function_hook.wrapper nncf.torch.functions nncf.torch.graph nncf.torch.graph.graph nncf.torch.graph.operator_metatypes nncf.torch.graph.pattern_operations nncf.torch.graph.transformations nncf.torch.graph.transformations.command_creation nncf.torch.graph.transformations.commands nncf.torch.graph.transformations.layout nncf.torch.graph.transformations.serialization nncf.torch.hardware nncf.torch.hardware.config nncf.torch.hardware.fused_patterns nncf.torch.initialization nncf.torch.layer_utils nncf.torch.model_creation nncf.torch.model_graph_manager nncf.torch.nested_objects_traversal nncf.torch.node_utils nncf.torch.quantization nncf.torch.quantization.debug_interface nncf.torch.quantization.default_quantization nncf.torch.quantization.extensions nncf.torch.quantization.ignored_patterns nncf.torch.quantization.layers nncf.torch.quantization.quantize_functions nncf.torch.quantization.quantize_model nncf.torch.quantization.reference nncf.torch.quantization.strip nncf.torch.return_types nncf.torch.statistics nncf.torch.statistics.aggregator nncf.torch.strip nncf.torch.structures nncf.torch.tensor nncf.torch.tensor_statistics nncf.torch.tensor_statistics.algo nncf.torch.tensor_statistics.collectors nncf.torch.tensor_statistics.statistics nncf.torch.utils nncf.version

N

nncf module nncf.api module nncf.api.statistics module nncf.common module nncf.common.collector module nncf.common.deprecation module nncf.common.engine module nncf.common.factory module nncf.common.graph module nncf.common.graph.definitions module nncf.common.graph.graph module nncf.common.graph.graph_matching module nncf.common.graph.layer_attributes module nncf.common.graph.model_transformer module nncf.common.graph.operator_metatypes module nncf.common.graph.patterns module nncf.common.graph.patterns.manager module nncf.common.graph.patterns.patterns module nncf.common.graph.transformations module nncf.common.graph.transformations.command_creation module nncf.common.graph.transformations.commands module nncf.common.graph.transformations.layout module nncf.common.graph.utils module nncf.common.hardware module nncf.common.hardware.config module nncf.common.hardware.defines module nncf.common.hardware.opset module nncf.common.hardware.qspaces module nncf.common.hardware.setups module nncf.common.hardware.setups.cpu module nncf.common.hardware.setups.gpu module nncf.common.hardware.setups.npu module nncf.common.hook_handle module nncf.common.initialization module nncf.common.initialization.dataloader module nncf.common.insertion_point_graph module nncf.common.logging module nncf.common.logging.logger module nncf.common.logging.progress_bar module nncf.common.logging.track_progress module nncf.common.plotting module nncf.common.quantization module nncf.common.quantization.collectors module nncf.common.quantization.config_assignment module nncf.common.quantization.defaults module nncf.common.quantization.initialization module nncf.common.quantization.initialization.range module nncf.common.quantization.quantizer_propagation module nncf.common.quantization.quantizer_propagation.graph module nncf.common.quantization.quantizer_propagation.grouping module nncf.common.quantization.quantizer_propagation.solver module nncf.common.quantization.quantizer_propagation.structs module nncf.common.quantization.quantizer_propagation.visualizer module nncf.common.quantization.quantizer_removal module nncf.common.quantization.quantizer_setup module nncf.common.quantization.quantizers module nncf.common.quantization.statistics module nncf.common.quantization.structs module nncf.common.scopes module nncf.common.stateful_classes_registry module nncf.common.statistics module nncf.common.strip module nncf.common.tensor module nncf.common.tensor_statistics module nncf.common.tensor_statistics.aggregator module nncf.common.tensor_statistics.collectors module nncf.common.tensor_statistics.reduction module nncf.common.tensor_statistics.statistic_point module nncf.common.tensor_statistics.statistical_functions module nncf.common.tensor_statistics.statistics module nncf.common.tensor_statistics.statistics_serializer module nncf.common.tensor_statistics.statistics_validator module nncf.common.utils module nncf.common.utils.api_marker module nncf.common.utils.backend module nncf.common.utils.caching module nncf.common.utils.debug module nncf.common.utils.decorators module nncf.common.utils.dot_file_rw module nncf.common.utils.helpers module nncf.common.utils.logger module nncf.common.utils.os module nncf.common.utils.patcher module nncf.common.utils.registry module nncf.common.utils.tensorboard module nncf.common.utils.timer module nncf.data module nncf.data.dataset module nncf.data.generators module nncf.definitions module nncf.errors module nncf.experimental module nncf.experimental.common module nncf.experimental.common.graph module nncf.experimental.common.graph.netron module nncf.experimental.quantization module nncf.experimental.quantization.algorithms module nncf.experimental.quantization.algorithms.post_training module nncf.experimental.quantization.algorithms.post_training.algorithm module nncf.experimental.quantization.algorithms.post_training.pipeline module nncf.experimental.quantization.algorithms.range_estimator module nncf.experimental.quantization.algorithms.range_estimator.algorithm module nncf.experimental.quantization.algorithms.weight_compression module nncf.experimental.quantization.algorithms.weight_compression.algorithm module nncf.experimental.quantization.quantizer module nncf.experimental.torch module nncf.experimental.torch.fx module nncf.experimental.torch.fx.commands module nncf.experimental.torch.fx.constant_folding module nncf.experimental.torch.fx.groups module nncf.experimental.torch.fx.model_transformer module nncf.experimental.torch.fx.model_utils module nncf.experimental.torch.fx.nncf_graph_builder module nncf.experimental.torch.fx.node_utils module nncf.experimental.torch.fx.quantization module nncf.experimental.torch.fx.quantization.backend_parameters module nncf.experimental.torch.fx.quantization.quantize_model module nncf.experimental.torch.fx.quantization.quantize_pt2e module nncf.experimental.torch.fx.quantization.quantizer module nncf.experimental.torch.fx.quantization.quantizer.openvino_adapter module nncf.experimental.torch.fx.quantization.quantizer.openvino_quantizer module nncf.experimental.torch.fx.quantization.quantizer.torch_ao_adapter module nncf.experimental.torch.fx.statistics module nncf.experimental.torch.fx.statistics.aggregator module nncf.experimental.torch.fx.transformations module nncf.experimental.torch.sparsify_activations module nncf.experimental.torch.sparsify_activations.sparsify_activations_impl module nncf.experimental.torch.sparsify_activations.target_scope module nncf.experimental.torch.sparsify_activations.torch_backend module nncf.onnx module nncf.onnx.engine module nncf.onnx.graph module nncf.onnx.graph.metatypes module nncf.onnx.graph.metatypes.groups module nncf.onnx.graph.metatypes.onnx_metatypes module nncf.onnx.graph.model_metadata module nncf.onnx.graph.model_transformer module nncf.onnx.graph.model_utils module nncf.onnx.graph.nncf_graph_builder module nncf.onnx.graph.node_utils module nncf.onnx.graph.onnx_helper module nncf.onnx.graph.passes module nncf.onnx.graph.transformations module nncf.onnx.graph.transformations.command_creation module nncf.onnx.graph.transformations.commands module nncf.onnx.hardware module nncf.onnx.hardware.config module nncf.onnx.hardware.fused_patterns module nncf.onnx.quantization module nncf.onnx.quantization.backend_parameters module nncf.onnx.quantization.default_quantization module nncf.onnx.quantization.ignored_patterns module nncf.onnx.quantization.quantize_model module nncf.onnx.quantization.quantizer_parameters module nncf.onnx.statistics module nncf.onnx.statistics.aggregator module nncf.onnx.statistics.collectors module nncf.openvino module nncf.openvino.cpu_info module nncf.openvino.engine module nncf.openvino.graph module nncf.openvino.graph.layer_attributes module nncf.openvino.graph.layout module nncf.openvino.graph.metatypes module nncf.openvino.graph.metatypes.groups module nncf.openvino.graph.metatypes.openvino_metatypes module nncf.openvino.graph.model_builder module nncf.openvino.graph.model_transformer module nncf.openvino.graph.model_utils module nncf.openvino.graph.nncf_graph_builder module nncf.openvino.graph.node_utils module nncf.openvino.graph.transformations module nncf.openvino.graph.transformations.command_creation module nncf.openvino.graph.transformations.commands module nncf.openvino.hardware module nncf.openvino.hardware.config module nncf.openvino.hardware.fused_patterns module nncf.openvino.optimized_functions module nncf.openvino.optimized_functions.functions module nncf.openvino.optimized_functions.models module nncf.openvino.quantization module nncf.openvino.quantization.backend_parameters module nncf.openvino.quantization.default_quantization module nncf.openvino.quantization.ignored_patterns module nncf.openvino.quantization.quantize_ifmodel module nncf.openvino.quantization.quantize_model module nncf.openvino.rt_info module nncf.openvino.statistics module nncf.openvino.statistics.aggregator module nncf.openvino.statistics.collectors module nncf.parameters module nncf.pruning module

nncf.pruning.prune_model module nncf.quantization module nncf.quantization.advanced_parameters module nncf.quantization.algorithms module nncf.quantization.algorithms.accuracy_control module nncf.quantization.algorithms.accuracy_control.algorithm module nncf.quantization.algorithms.accuracy_control.backend module nncf.quantization.algorithms.accuracy_control.evaluator module nncf.quantization.algorithms.accuracy_control.onnx_backend module nncf.quantization.algorithms.accuracy_control.openvino_backend module nncf.quantization.algorithms.accuracy_control.rank_functions module nncf.quantization.algorithms.accuracy_control.ranker module nncf.quantization.algorithms.accuracy_control.subset_selection module nncf.quantization.algorithms.algorithm module nncf.quantization.algorithms.bias_correction module nncf.quantization.algorithms.bias_correction.algorithm module nncf.quantization.algorithms.bias_correction.backend module nncf.quantization.algorithms.bias_correction.onnx_backend module nncf.quantization.algorithms.bias_correction.openvino_backend module nncf.quantization.algorithms.bias_correction.torch_fx_backend module nncf.quantization.algorithms.channel_alignment module nncf.quantization.algorithms.channel_alignment.algorithm module nncf.quantization.algorithms.channel_alignment.backend module nncf.quantization.algorithms.channel_alignment.openvino_backend module nncf.quantization.algorithms.fast_bias_correction module nncf.quantization.algorithms.fast_bias_correction.algorithm module nncf.quantization.algorithms.fast_bias_correction.backend module nncf.quantization.algorithms.fast_bias_correction.onnx_backend module nncf.quantization.algorithms.fast_bias_correction.openvino_backend module nncf.quantization.algorithms.fast_bias_correction.torch_backend module nncf.quantization.algorithms.fast_bias_correction.torch_fx_backend module nncf.quantization.algorithms.hyperparameter_tuner module nncf.quantization.algorithms.hyperparameter_tuner.algorithm module nncf.quantization.algorithms.hyperparameter_tuner.param_grid module nncf.quantization.algorithms.layerwise module nncf.quantization.algorithms.layerwise.backend module nncf.quantization.algorithms.layerwise.engine module nncf.quantization.algorithms.layerwise.iterator module nncf.quantization.algorithms.layerwise.openvino_backend module nncf.quantization.algorithms.layerwise.openvino_iterator module nncf.quantization.algorithms.layerwise.scheduler module nncf.quantization.algorithms.min_max module nncf.quantization.algorithms.min_max.algorithm module nncf.quantization.algorithms.min_max.backend module nncf.quantization.algorithms.min_max.onnx_backend module nncf.quantization.algorithms.min_max.openvino_backend module nncf.quantization.algorithms.min_max.torch_backend module nncf.quantization.algorithms.min_max.torch_fx_backend module nncf.quantization.algorithms.pipeline module nncf.quantization.algorithms.post_training module nncf.quantization.algorithms.post_training.algorithm module nncf.quantization.algorithms.post_training.pipeline module nncf.quantization.algorithms.smooth_quant module nncf.quantization.algorithms.smooth_quant.algorithm module nncf.quantization.algorithms.smooth_quant.backend module nncf.quantization.algorithms.smooth_quant.onnx_backend module nncf.quantization.algorithms.smooth_quant.openvino_backend module nncf.quantization.algorithms.smooth_quant.torch_backend module nncf.quantization.algorithms.smooth_quant.torch_fx_backend module nncf.quantization.algorithms.weight_compression module nncf.quantization.algorithms.weight_compression.activation_stats module nncf.quantization.algorithms.weight_compression.algorithm module nncf.quantization.algorithms.weight_compression.awq module nncf.quantization.algorithms.weight_compression.awq_patterns module nncf.quantization.algorithms.weight_compression.backend module nncf.quantization.algorithms.weight_compression.config module nncf.quantization.algorithms.weight_compression.constants module nncf.quantization.algorithms.weight_compression.fp8_conversion module nncf.quantization.algorithms.weight_compression.gptq module nncf.quantization.algorithms.weight_compression.lora_correction module nncf.quantization.algorithms.weight_compression.mixed_precision module nncf.quantization.algorithms.weight_compression.onnx_backend module nncf.quantization.algorithms.weight_compression.openvino_backend module nncf.quantization.algorithms.weight_compression.parameters module nncf.quantization.algorithms.weight_compression.scale_estimation module nncf.quantization.algorithms.weight_compression.torch_backend module nncf.quantization.algorithms.weight_compression.torch_fx_backend module nncf.quantization.algorithms.weight_compression.weight_lowering module nncf.quantization.fake_quantize module nncf.quantization.passes module nncf.quantization.quantize_model module nncf.quantization.range_estimator module nncf.quantization.statistics_caching module nncf.quantization.telemetry_extractors module nncf.scopes module nncf.telemetry module nncf.telemetry.decorator module nncf.telemetry.events module nncf.telemetry.extractors module nncf.telemetry.wrapper module nncf.tensor module nncf.tensor.definitions module nncf.tensor.functions module nncf.tensor.functions.dispatcher module nncf.tensor.functions.io module nncf.tensor.functions.linalg module nncf.tensor.functions.numeric module nncf.tensor.functions.numpy_io module nncf.tensor.functions.numpy_linalg module nncf.tensor.functions.numpy_numeric module nncf.tensor.functions.openvino_numeric module nncf.tensor.functions.torch_io module nncf.tensor.functions.torch_linalg module nncf.tensor.functions.torch_numeric module nncf.tensor.tensor module nncf.torch module nncf.torch.debug module nncf.torch.dynamic_graph module nncf.torch.dynamic_graph.io_handling module nncf.torch.dynamic_graph.layer_attributes_handlers module nncf.torch.dynamic_graph.structs module nncf.torch.engine module nncf.torch.extensions module nncf.torch.function_hook module nncf.torch.function_hook.commands module nncf.torch.function_hook.extractor module nncf.torch.function_hook.graph module nncf.torch.function_hook.graph.build_graph_mode module nncf.torch.function_hook.graph.graph_utils module nncf.torch.function_hook.graph.graph_visualization module nncf.torch.function_hook.handle_inner_functions module nncf.torch.function_hook.hook_executor_mode module nncf.torch.function_hook.hook_storage module nncf.torch.function_hook.model_transformer module nncf.torch.function_hook.nncf_graph module nncf.torch.function_hook.nncf_graph.layer_attributes module nncf.torch.function_hook.nncf_graph.nncf_graph_builder module nncf.torch.function_hook.pruning module nncf.torch.function_hook.pruning.batch_norm_adaptation module nncf.torch.function_hook.pruning.magnitude module nncf.torch.function_hook.pruning.magnitude.algo module nncf.torch.function_hook.pruning.magnitude.modules module nncf.torch.function_hook.pruning.magnitude.schedulers module nncf.torch.function_hook.pruning.prune_model module nncf.torch.function_hook.pruning.rb module nncf.torch.function_hook.pruning.rb.algo module nncf.torch.function_hook.pruning.rb.losses module nncf.torch.function_hook.pruning.rb.modules module nncf.torch.function_hook.pruning.rb.schedulers module nncf.torch.function_hook.pruning.scheduler_fns module nncf.torch.function_hook.pruning.statistics module nncf.torch.function_hook.quantization module nncf.torch.function_hook.quantization.quantize_model module nncf.torch.function_hook.serialization module nncf.torch.function_hook.statistics module nncf.torch.function_hook.statistics.aggregator module nncf.torch.function_hook.strip module nncf.torch.function_hook.weak_map module nncf.torch.function_hook.wrapper module nncf.torch.functions module nncf.torch.graph module nncf.torch.graph.graph module nncf.torch.graph.operator_metatypes module nncf.torch.graph.pattern_operations module nncf.torch.graph.transformations module nncf.torch.graph.transformations.command_creation module nncf.torch.graph.transformations.commands module nncf.torch.graph.transformations.layout module nncf.torch.graph.transformations.serialization module nncf.torch.hardware module nncf.torch.hardware.config module nncf.torch.hardware.fused_patterns module nncf.torch.initialization module nncf.torch.layer_utils module nncf.torch.model_creation module nncf.torch.model_graph_manager module nncf.torch.nested_objects_traversal module nncf.torch.node_utils module nncf.torch.quantization module nncf.torch.quantization.debug_interface module nncf.torch.quantization.default_quantization module nncf.torch.quantization.extensions module nncf.torch.quantization.ignored_patterns module nncf.torch.quantization.layers module nncf.torch.quantization.quantize_functions module nncf.torch.quantization.quantize_model module nncf.torch.quantization.reference module nncf.torch.quantization.strip module nncf.torch.return_types module nncf.torch.statistics module nncf.torch.statistics.aggregator module nncf.torch.strip module nncf.torch.structures module nncf.torch.tensor module nncf.torch.tensor_statistics module nncf.torch.tensor_statistics.algo module nncf.torch.tensor_statistics.collectors module nncf.torch.tensor_statistics.statistics module nncf.torch.utils module nncf.version module nncf_model_input() (in module nncf.torch) nncf_model_output() (in module nncf.torch) NNCFDataLoader (class in nncf.common.initialization.dataloader) NNCFStatistics (class in nncf.common.statistics)

O

OpenVINOQuantizer (class in nncf.experimental.torch.fx)

OverflowFix (class in nncf)

P

prune() (in module nncf)

PruneMode (class in nncf) pruning_statistic() (in module nncf)

Q

QuantizationMode (class in nncf) QuantizationParameters (class in nncf.quantization.advanced_parameters) QuantizationPreset (class in nncf) QuantizationScheme (class in nncf.common.quantization.structs)

QuantizationStatistics (class in nncf.common.quantization.statistics) quantize() (in module nncf) quantize_pt2e() (in module nncf.experimental.torch.fx) quantize_with_accuracy_control() (in module nncf) QuantizerPropagationRule (class in nncf.common.quantization.quantizer_propagation.structs)

R

RangeEstimatorParameters (class in nncf.quantization.range_estimator)

register() (nncf.common.statistics.NNCFStatistics method)

S

SensitivityMetric (class in nncf) set_ignored_scope() (nncf.experimental.torch.fx.OpenVINOQuantizer method) Statistics (class in nncf.api.statistics) StatisticsCollectorParameters (class in nncf.quantization.range_estimator)

StatisticsType (class in nncf.quantization.range_estimator) strip() (in module nncf) StripFormat (class in nncf) Subgraph (class in nncf)

T

TargetDevice (class in nncf) to_str() (nncf.api.statistics.Statistics method) (nncf.common.quantization.statistics.QuantizationStatistics method)

transform_for_annotation() (nncf.experimental.torch.fx.OpenVINOQuantizer method)

V

validate() (nncf.experimental.torch.fx.OpenVINOQuantizer method)