Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W _ _sampled (nni.nas.oneshot.pytorch.supermodule.sampling.PathSamplingInput attribute) (nni.nas.oneshot.pytorch.supermodule.sampling.PathSamplingLayer attribute) (nni.nas.oneshot.pytorch.supermodule.sampling.PathSamplingRepeat attribute) A absolute_scope (nni.mutable.utils.label_scope property) Adaptive1dLayerwiseDistiller (class in nni.compression.distillation) add_mutable() (nni.nas.nn.pytorch.MutableModule method) advance_lr_schedulers() (nni.nas.oneshot.pytorch.base_lightning.BaseOneShotLightningModule method) advance_optimization() (nni.nas.oneshot.pytorch.base_lightning.BaseOneShotLightningModule method) AGPPruner (class in nni.compression.pruning) AMOEBA_OPS (nni.nas.hub.pytorch.AmoebaNet attribute) AmoebaNet (class in nni.nas.hub.pytorch) apply() (nni.nas.space.Mutator method) arch (nni.nas.benchmark.nasbench101.Nb101TrialConfig attribute) (nni.nas.benchmark.nasbench201.Nb201TrialConfig attribute) arch_parameters() (nni.nas.oneshot.pytorch.supermodule.differentiable.DifferentiableMixedCell method) (nni.nas.oneshot.pytorch.supermodule.differentiable.DifferentiableMixedInput method) (nni.nas.oneshot.pytorch.supermodule.differentiable.DifferentiableMixedLayer method) (nni.nas.oneshot.pytorch.supermodule.differentiable.DifferentiableMixedRepeat method) (nni.nas.oneshot.pytorch.supermodule.differentiable.MixedOpDifferentiablePolicy static method) architecture_optimizers() (nni.nas.oneshot.pytorch.base_lightning.BaseOneShotLightningModule method) args (nni.nas.nn.pytorch.ParametrizedModule attribute) arguments (nni.nas.evaluator.FunctionalEvaluator attribute) as_legacy_dict() (nni.mutable.Mutable method) assess_trial() (nni.assessor.Assessor method) Assessor (class in nni.assessor) AssessResult (class in nni.assessor) auto_label() (in module nni.mutable.utils) auto_set_denpendency_group_ids (class in nni.compression.utils) AutoActivation (class in nni.nas.hub.pytorch.modules) AutoFormer (class in nni.nas.hub.pytorch) available_binary_choices() (nni.nas.hub.pytorch.modules.AutoActivation static method) available_unary_choices() (nni.nas.hub.pytorch.modules.AutoActivation static method) B Bad (nni.assessor.AssessResult attribute) base_lr (nni.nas.benchmark.nds.NdsTrialConfig attribute) BaseModelSpace (class in nni.nas.space) BaseOneShotLightningModule (class in nni.nas.oneshot.pytorch.base_lightning) BaseStrategy (in module nni.nas.strategy.base) BaseSuperNetModule (class in nni.nas.oneshot.pytorch.base_lightning) BatchTuner (class in nni.algorithms.hpo.batch_tuner) BenchmarkEvaluator (class in nni.nas.benchmark) BenchmarkModelSpace (class in nni.nas.benchmark) best_parent() (nni.nas.strategy.RegularizedEvolution method) best_test_acc (nni.nas.benchmark.nds.NdsTrialStats attribute) best_train_acc (nni.nas.benchmark.nds.NdsTrialStats attribute) best_train_loss (nni.nas.benchmark.nds.NdsTrialStats attribute) bind_model() (nni.nas.space.Mutator method) (nni.nas.space.MutatorSequence method) bind_sampler() (nni.nas.space.Mutator method) BNNQuantizer (class in nni.compression.quantization) BOHB (class in nni.algorithms.hpo.bohb_advisor) budget_available() (nni.nas.execution.ExecutionEngine method) (nni.nas.execution.TrainingServiceExecutionEngine method) bypass() (nni.mutable.frozen.frozen_context static method) C candidates (nni.nas.nn.pytorch.LayerChoice property) case() (nni.mutable.symbol.SymbolicExpression static method) Categorical (class in nni.mutable) CategoricalMultiple (class in nni.mutable) Cell (class in nni.nas.nn.pytorch) cell (nni.nas.space.Node attribute) cell_spec (nni.nas.benchmark.nds.NdsTrialConfig attribute) CgoEngineConfig (class in nni.nas.experiment.config) Chain (class in nni.nas.strategy.middleware) check_contains() (nni.mutable.annotation.Constraint method) (nni.mutable.Mutable method) (nni.nas.space.GraphModelSpace method) (nni.nas.space.Mutator method) check_entered() (nni.mutable.utils.label_scope method) choice() (nni.nas.space.Mutator method) choices (nni.nas.nn.pytorch.LayerChoice attribute) Classification (class in nni.nas.evaluator.pytorch) ClassificationModule (class in nni.nas.evaluator.pytorch) combinations() (in module nni.nas.profiler.pytorch.nn_meter) completed() (nni.nas.space.ModelStatus method) condition() (nni.mutable.symbol.SymbolicExpression static method) config (nni.experiment.Experiment attribute) (nni.nas.benchmark.nasbench101.Nb101TrialStats attribute) (nni.nas.benchmark.nasbench201.Nb201TrialStats attribute) (nni.nas.benchmark.nds.NdsTrialStats attribute) configure_architecture_optimizers() (nni.nas.oneshot.pytorch.base_lightning.BaseOneShotLightningModule method) configure_oneshot_module() (nni.nas.oneshot.pytorch.strategy.OneShotStrategy method) configure_optimizers() (nni.nas.oneshot.pytorch.base_lightning.BaseOneShotLightningModule method) connect() (nni.experiment.Experiment class method) Constraint (class in nni.mutable.annotation) ConstraintViolation container (in module nni.mutable) contains() (nni.mutable.Mutable method) ContextStack (class in nni.mutable.utils) count_activation (nni.nas.profiler.pytorch.flops.FlopsParamsCounterConfig attribute) count_bias (nni.nas.profiler.pytorch.flops.FlopsParamsCounterConfig attribute) count_flops_params() (in module nni.nas.profiler.pytorch.flops) count_normalization (nni.nas.profiler.pytorch.flops.FlopsParamsCounterConfig attribute) create_fixed_module() (nni.nas.nn.pytorch.MutableModule class method) CrossGraphOptimization (class in nni.nas.execution.cgo) current() (nni.mutable.frozen.frozen_context static method) (nni.mutable.utils.label_scope static method) current_epoch (nni.nas.benchmark.nasbench101.Nb101IntermediateStats attribute) (nni.nas.benchmark.nasbench201.Nb201IntermediateStats attribute) (nni.nas.benchmark.nds.NdsIntermediateStats attribute) current_model() (in module nni.nas.space) CurvefittingAssessor (class in nni.algorithms.hpo.curvefitting_assessor) D DARTS (class in nni.nas.hub.pytorch) (class in nni.nas.strategy) DARTS_OPS (nni.nas.hub.pytorch.DARTS attribute) DataLoader (class in nni.nas.evaluator.pytorch) dataset (nni.nas.benchmark.nasbench201.Nb201TrialConfig attribute) (nni.nas.benchmark.nds.NdsTrialConfig attribute) dedup() (nni.nas.strategy.utils.DeduplicationHelper method) Deduplication (class in nni.nas.strategy.middleware) DeduplicationHelper (class in nni.nas.strategy.utils) DeepspeedTorchEvaluator (class in nni.compression) default() (nni.mutable.Categorical method) (nni.mutable.CategoricalMultiple method) (nni.mutable.Mutable method) (nni.mutable.Numerical method) (nni.nas.experiment.config.NasExperimentConfig class method) default_callback() (nni.nas.execution.ExecutionEngine method) default_mutation_hooks() (nni.nas.oneshot.pytorch.strategy.OneShotStrategy method) (nni.nas.strategy.DARTS method) (nni.nas.strategy.Proxyless method) default_space() (nni.nas.benchmark.BenchmarkEvaluator class method) DifferentiableMixedCell (class in nni.nas.oneshot.pytorch.supermodule.differentiable) DifferentiableMixedInput (class in nni.nas.oneshot.pytorch.supermodule.differentiable) DifferentiableMixedLayer (class in nni.nas.oneshot.pytorch.supermodule.differentiable) DifferentiableMixedRepeat (class in nni.nas.oneshot.pytorch.supermodule.differentiable) dispatch_model_event() (nni.nas.execution.ExecutionEngine method) DNGOTuner (class in nni.algorithms.hpo.dngo_tuner) DoReFaQuantizer (class in nni.compression.quantization) download_benchmark() (in module nni.nas.benchmark) downsampling (nni.nas.hub.pytorch.nasnet.NDSStage attribute) dry_run() (nni.nas.space.StationaryMutator method) dump() (in module nni.common.serializer) DuplicationError DynamicLayerwiseDistiller (class in nni.compression.distillation) E Edge (class in nni.nas.space) edges (nni.nas.space.Graph attribute) ENAS (class in nni.nas.hub.pytorch) (class in nni.nas.strategy) ENAS_OPS (nni.nas.hub.pytorch.ENAS attribute) engine (nni.nas.execution.Middleware property) (nni.nas.strategy.base.Strategy property) ensure_frozen() (in module nni.mutable.frozen) equals() (nni.mutable.Mutable method) (nni.mutable.Numerical method) estimate_latency() (nni.nas.profiler.pytorch.nn_meter.NnMeterProfiler method) estimate_layerchoice_latency() (nni.nas.profiler.pytorch.nn_meter.NnMeterProfiler method) estimate_repeat_latency() (nni.nas.profiler.pytorch.nn_meter.NnMeterProfiler method) estimated_out_channels (nni.nas.hub.pytorch.nasnet.NDSStage attribute) estimated_out_channels_prev (nni.nas.hub.pytorch.nasnet.NDSStage attribute) evaluate() (nni.nas.benchmark.BenchmarkEvaluator method) (nni.nas.evaluator.Evaluator method) Evaluator (class in nni.nas.evaluator) evaluator (nni.nas.space.ExecutableModelSpace attribute) (nni.nas.space.GraphModelSpace attribute) EvolutionTuner (class in nni.algorithms.hpo.evolution_tuner) executable_model() (nni.nas.space.ExecutableModelSpace method) (nni.nas.space.RawFormatModelSpace method) ExecutableModelSpace (class in nni.nas.space) execute() (nni.nas.space.ExecutableModelSpace method) ExecutionEngine (class in nni.nas.execution) ExecutionEngineConfig (class in nni.nas.experiment.config) ExpectationProfilerPenalty (class in nni.nas.oneshot.pytorch.profiler) Experiment (class in nni.experiment) export() (nni.nas.oneshot.pytorch.base_lightning.BaseOneShotLightningModule method) (nni.nas.oneshot.pytorch.base_lightning.BaseSuperNetModule method) (nni.nas.oneshot.pytorch.supermodule.differentiable.DifferentiableMixedCell method) (nni.nas.oneshot.pytorch.supermodule.differentiable.DifferentiableMixedInput method) (nni.nas.oneshot.pytorch.supermodule.differentiable.DifferentiableMixedLayer method) (nni.nas.oneshot.pytorch.supermodule.differentiable.DifferentiableMixedRepeat method) (nni.nas.oneshot.pytorch.supermodule.differentiable.MixedOpDifferentiablePolicy method) (nni.nas.oneshot.pytorch.supermodule.operation.MixedOperation method) (nni.nas.oneshot.pytorch.supermodule.operation.MixedOperationSamplingPolicy method) (nni.nas.oneshot.pytorch.supermodule.proxyless.ProxylessMixedInput method) (nni.nas.oneshot.pytorch.supermodule.proxyless.ProxylessMixedLayer method) (nni.nas.oneshot.pytorch.supermodule.proxyless.ProxylessMixedRepeat method) (nni.nas.oneshot.pytorch.supermodule.sampling.MixedOpPathSamplingPolicy method) (nni.nas.oneshot.pytorch.supermodule.sampling.PathSamplingCell method) (nni.nas.oneshot.pytorch.supermodule.sampling.PathSamplingInput method) (nni.nas.oneshot.pytorch.supermodule.sampling.PathSamplingLayer method) (nni.nas.oneshot.pytorch.supermodule.sampling.PathSamplingRepeat method) export_data() (nni.experiment.Experiment method) export_placement_constraint() (nni.nas.space.GraphModelSpace method) export_probs() (nni.nas.oneshot.pytorch.base_lightning.BaseOneShotLightningModule method) (nni.nas.oneshot.pytorch.base_lightning.BaseSuperNetModule method) (nni.nas.oneshot.pytorch.supermodule.differentiable.DifferentiableMixedCell method) (nni.nas.oneshot.pytorch.supermodule.differentiable.DifferentiableMixedRepeat method) (nni.nas.oneshot.pytorch.supermodule.differentiable.MixedOpDifferentiablePolicy method) (nni.nas.oneshot.pytorch.supermodule.operation.MixedOperation method) (nni.nas.oneshot.pytorch.supermodule.operation.MixedOperationSamplingPolicy method) (nni.nas.oneshot.pytorch.supermodule.proxyless.ProxylessMixedRepeat method) export_top_models() (nni.nas.experiment.NasExperiment method) expr_cls (nni.mutable.symbol.SymbolicExpression property) ExpressionConstraint (class in nni.mutable.annotation) ExpressionProfiler (class in nni.nas.profiler) extra_repr() (nni.mutable.Mutable method) F FailureHandler (class in nni.nas.strategy.middleware) Filter (class in nni.nas.strategy.middleware) final_test_acc (nni.nas.benchmark.nds.NdsTrialStats attribute) final_train_acc (nni.nas.benchmark.nds.NdsTrialStats attribute) final_train_loss (nni.nas.benchmark.nds.NdsTrialStats attribute) FinalMetricEvent (class in nni.nas.execution) first_cell_transformation_factory() (nni.nas.hub.pytorch.nasnet.NDSStage method) float() (nni.mutable.MutableSymbol method) flops (nni.nas.benchmark.nasbench201.Nb201TrialStats attribute) (nni.nas.benchmark.nds.NdsTrialStats attribute) FlopsParamsCounterConfig (class in nni.nas.profiler.pytorch.flops) FlopsParamsProfiler (class in nni.nas.profiler.pytorch.flops) FlopsProfiler (class in nni.nas.profiler.pytorch.flops) fork() (nni.nas.space.Graph method) (nni.nas.space.GraphModelSpace method) forward() (nni.nas.hub.pytorch.modules.NasBench101Cell method) (nni.nas.nn.pytorch.Cell method) (nni.nas.nn.pytorch.InputChoice method) (nni.nas.oneshot.pytorch.supermodule.differentiable.DifferentiableMixedInput method) (nni.nas.oneshot.pytorch.supermodule.differentiable.DifferentiableMixedLayer method) (nni.nas.oneshot.pytorch.supermodule.operation.MixedOperation method) (nni.nas.oneshot.pytorch.supermodule.proxyless.ProxylessMixedInput method) (nni.nas.oneshot.pytorch.supermodule.proxyless.ProxylessMixedLayer method) forward_argument() (nni.nas.oneshot.pytorch.supermodule.operation.MixedOperation method) (nni.nas.oneshot.pytorch.supermodule.operation.MixedOperationSamplingPolicy method) forward_with_args() (nni.nas.oneshot.pytorch.supermodule.operation.MixedOperation method) FPGMPruner (class in nni.compression.pruning) freeze() (nni.mutable.annotation.Constraint method) (nni.mutable.Mutable method) (nni.nas.evaluator.MutableEvaluator method) (nni.nas.hub.pytorch.nasnet.NDS method) (nni.nas.nn.pytorch.MutableModule method) (nni.nas.nn.pytorch.ParametrizedModule method) (nni.nas.oneshot.pytorch.supermodule.operation.MixedOperation method) (nni.nas.space.GraphModelSpace method) (nni.nas.space.Mutator method) freeze_init_arguments() (nni.nas.nn.pytorch.ParametrizedModule static method) freeze_weight() (nni.nas.oneshot.pytorch.supermodule.operation.MixedOperation method) from_ (nni.nas.space.Mutation attribute) from_model() (nni.nas.space.ExecutableModelSpace class method) frozen() (nni.nas.space.ModelStatus method) frozen_context (class in nni.mutable.frozen) frozen_factory (class in nni.mutable.frozen) frozen_factory() (nni.nas.space.BaseModelSpace class method) function (nni.nas.evaluator.FunctionalEvaluator attribute) FunctionalEvaluator (class in nni.nas.evaluator) G generate_multiple_parameters() (nni.tuner.Tuner method) generate_parameters() (nni.tuner.Tuner method) generator (nni.nas.benchmark.nds.NdsTrialConfig attribute) get() (nni.common.serializer.Traceable method) get_all_experiments_metadata() (nni.experiment.Experiment method) get_default_framework() (in module nni.common.framework) get_default_serializer() (in module nni.nas.utils.serializer) get_experiment_id() (in module nni) get_experiment_metadata() (nni.experiment.Experiment method) get_experiment_profile() (nni.experiment.Experiment method) get_job_metrics() (nni.experiment.Experiment method) get_job_statistics() (nni.experiment.Experiment method) get_next_parameter() (in module nni) get_node_by_id() (nni.nas.space.Graph method) get_node_by_name() (nni.nas.space.Graph method) (nni.nas.space.GraphModelSpace method) get_node_by_python_name() (nni.nas.space.Graph method) (nni.nas.space.GraphModelSpace method) get_nodes() (nni.nas.space.GraphModelSpace method) get_nodes_by_label() (nni.nas.space.GraphModelSpace method) get_nodes_by_type() (nni.nas.space.Graph method) (nni.nas.space.GraphModelSpace method) get_sequence_id() (in module nni) get_status() (nni.experiment.Experiment method) get_trial_id() (in module nni) get_trial_job() (nni.experiment.Experiment method) global_() (nni.mutable.utils.label_scope static method) Good (nni.assessor.AssessResult attribute) GPTuner (class in nni.algorithms.hpo.gp_tuner) Graph (class in nni.nas.space) graph (nni.nas.space.Edge attribute) (nni.nas.space.Node attribute) GraphModelFormatConfig (class in nni.nas.experiment.config) GraphModelSpace (class in nni.nas.space) graphs (nni.nas.space.GraphModelSpace attribute) grid() (nni.mutable.annotation.Constraint method) (nni.mutable.Categorical method) (nni.mutable.CategoricalMultiple method) (nni.mutable.Mutable method) (nni.mutable.Numerical method) GridSearch (class in nni.nas.strategy) GridSearchTuner (class in nni.algorithms.hpo.gridsearch_tuner) GumbelDARTS (class in nni.nas.strategy) GumbelSoftmax (class in nni.nas.oneshot.pytorch.supermodule.differentiable) H handle_failure() (nni.nas.strategy.middleware.FailureHandler method) has_checkpoint() (nni.experiment.Experiment method) hash (nni.nas.benchmark.nasbench101.Nb101TrialConfig attribute) head (nni.nas.space.Edge attribute) head_slot (nni.nas.space.Edge attribute) hidden_nodes (nni.nas.space.Graph attribute) history (nni.nas.space.GraphModelSpace property) Hyperband (class in nni.algorithms.hpo.hyperband_advisor) I id (nni.experiment.Experiment attribute) (nni.nas.space.Graph attribute) (nni.nas.space.Node attribute) idle_worker_available() (nni.nas.execution.ExecutionEngine method) (nni.nas.execution.SequentialExecutionEngine method) (nni.nas.execution.TrainingServiceExecutionEngine method) import_data() (nni.tuner.Tuner method) incoming_edges (nni.nas.space.Node attribute) initialize() (nni.nas.strategy.base.Strategy method) input_names (nni.nas.space.Graph attribute) input_node (nni.nas.space.Graph attribute) InputChoice (class in nni.nas.nn.pytorch) int() (nni.mutable.MutableSymbol method) IntermediateMetricEvent (class in nni.nas.execution) InvertedResidual (class in nni.nas.hub.pytorch.proxylessnas) is_leaf_module() (nni.nas.profiler.pytorch.nn_meter.NnMeterProfiler method) is_mutable() (nni.nas.evaluator.MutableEvaluator method) is_traceable() (in module nni.common.serializer) is_wrapped_with_trace() (in module nni.common.serializer) iter_time (nni.nas.benchmark.nds.NdsTrialStats attribute) J JsonSerializer (class in nni.nas.utils.serializer) K kill_trial_job() (nni.experiment.Experiment method) L L1NormPruner (class in nni.compression.pruning) L2NormPruner (class in nni.compression.pruning) label (nni.nas.oneshot.pytorch.supermodule.sampling.PathSamplingLayer attribute) (nni.nas.space.Node attribute) label_scope (class in nni.mutable.utils) LabeledMutable (class in nni.mutable) latency (nni.nas.benchmark.nasbench201.Nb201TrialStats attribute) LayerChoice (class in nni.nas.nn.pytorch) leaf_mutables() (nni.mutable.annotation.Constraint method) (nni.mutable.CategoricalMultiple method) (nni.mutable.Mutable method) (nni.nas.space.Mutator method) (nni.nas.space.StationaryMutator method) leaf_symbols() (nni.mutable.symbol.SymbolicExpression method) length (nni.nas.nn.pytorch.LayerChoice attribute) LevelPruner (class in nni.compression.pruning) Lightning (class in nni.nas.evaluator.pytorch) LightningEvaluator (class in nni.compression) LightningModule (class in nni.nas.evaluator.pytorch) LinearPruner (class in nni.compression.pruning) list_models() (nni.nas.execution.ExecutionEngine method) (nni.nas.execution.TrainingServiceExecutionEngine method) (nni.nas.oneshot.pytorch.strategy.OneShotStrategy method) (nni.nas.strategy.base.Strategy method) (nni.nas.strategy.middleware.Chain method) list_trial_jobs() (nni.experiment.Experiment method) load() (in module nni.common.serializer) (nni.nas.utils.serializer.Serializer method) load_benchmark() (in module nni.nas.benchmark) load_checkpoint() (nni.assessor.Assessor method) (nni.experiment.Experiment method) (nni.nas.experiment.NasExperiment method) (nni.tuner.Tuner method) load_pretrained_supernet() (nni.nas.hub.pytorch.AutoFormer class method) load_searched_model() (nni.nas.hub.pytorch.AutoFormer class method) (nni.nas.nn.pytorch.ModelSpace class method) load_state_dict() (nni.nas.execution.ExecutionEngine method) (nni.nas.experiment.NasExperiment method) (nni.nas.oneshot.pytorch.strategy.OneShotStrategy method) (nni.nas.strategy.base.Strategy method) log_probs() (nni.nas.oneshot.pytorch.base_lightning.BaseOneShotLightningModule method) LsqQuantizer (class in nni.compression.quantization) M max() (nni.mutable.symbol.SymbolicExpression static method) MedianStop (class in nni.nas.strategy.middleware) MedianstopAssessor (class in nni.algorithms.hpo.medianstop_assessor) MetisTuner (class in nni.algorithms.hpo.metis_tuner) metric (nni.nas.space.ExecutableModelSpace property) Metrics (class in nni.nas.space) metrics (nni.nas.space.ExecutableModelSpace attribute) (nni.nas.space.GraphModelSpace attribute) Middleware (class in nni.nas.execution) min() (nni.mutable.symbol.SymbolicExpression static method) MixedBatchNorm2d (class in nni.nas.oneshot.pytorch.supermodule.operation) MixedConv2d (class in nni.nas.oneshot.pytorch.supermodule.operation) MixedLayerNorm (class in nni.nas.oneshot.pytorch.supermodule.operation) MixedLinear (class in nni.nas.oneshot.pytorch.supermodule.operation) MixedMultiHeadAttention (class in nni.nas.oneshot.pytorch.supermodule.operation) MixedOpDifferentiablePolicy (class in nni.nas.oneshot.pytorch.supermodule.differentiable) MixedOperation (class in nni.nas.oneshot.pytorch.supermodule.operation) MixedOperationSamplingPolicy (class in nni.nas.oneshot.pytorch.supermodule.operation) MixedOpPathSamplingPolicy (class in nni.nas.oneshot.pytorch.supermodule.sampling) MobileNetV3Space (class in nni.nas.hub.pytorch) mock_runtime() (nni.nas.evaluator.Evaluator static method) model (nni.nas.evaluator.pytorch.LightningModule property) (nni.nas.oneshot.pytorch.base_lightning.BaseOneShotLightningModule property) (nni.nas.space.Graph attribute) model_context() (in module nni.nas.space) model_family (nni.nas.benchmark.nds.NdsTrialConfig attribute) model_space (nni.nas.strategy.base.Strategy property) (nni.nas.strategy.middleware.StrategyMiddleware property) model_spec (nni.nas.benchmark.nds.NdsTrialConfig attribute) ModelEvent (class in nni.nas.execution) ModelEventType (class in nni.nas.execution) ModelFormatConfig (class in nni.nas.experiment.config) ModelSpace (class in nni.nas.nn.pytorch) ModelSpeedup (class in nni.compression.speedup) ModelStatus (class in nni.nas.space) module nni.common.framework nni.common.serializer nni.mutable.annotation nni.mutable.exception nni.mutable.frozen nni.mutable.symbol nni.mutable.utils nni.nas.benchmark nni.nas.benchmark.nasbench101 nni.nas.benchmark.nasbench201 nni.nas.benchmark.nds nni.nas.execution nni.nas.execution.cgo nni.nas.experiment.config nni.nas.hub.pytorch.modules nni.nas.oneshot.pytorch.base_lightning nni.nas.oneshot.pytorch.profiler nni.nas.oneshot.pytorch.supermodule.differentiable nni.nas.oneshot.pytorch.supermodule.operation nni.nas.oneshot.pytorch.supermodule.proxyless nni.nas.oneshot.pytorch.supermodule.sampling nni.nas.profiler.pytorch.flops nni.nas.profiler.pytorch.nn_meter nni.nas.space nni.nas.strategy.base nni.nas.strategy.middleware nni.nas.strategy.utils nni.nas.utils.serializer nni.typehint MovementPruner (class in nni.compression.pruning) MultiModelLightningModule (class in nni.nas.execution.cgo) MultiModelTrainer (class in nni.nas.execution.cgo) MultipleEvaluation (class in nni.nas.strategy.middleware) Mutable (class in nni.mutable) mutable_descendants() (nni.nas.nn.pytorch.MutableModule method) MutableAnnotation (class in nni.mutable.annotation) MutableEvaluator (class in nni.nas.evaluator) MutableExpression (class in nni.mutable) MutableModule (class in nni.nas.nn.pytorch) mutables (nni.nas.nn.pytorch.MutableModule property) MutableSymbol (class in nni.mutable) mutate() (nni.nas.oneshot.pytorch.base_lightning.BaseSuperNetModule class method) (nni.nas.oneshot.pytorch.supermodule.operation.MixedOperation class method) (nni.nas.oneshot.pytorch.supermodule.sampling.PathSamplingCell class method) (nni.nas.space.Mutator method) mutate_evaluator() (nni.nas.oneshot.pytorch.strategy.OneShotStrategy method) mutate_model() (nni.nas.oneshot.pytorch.strategy.OneShotStrategy method) Mutation (class in nni.nas.space) MutationSampler (class in nni.nas.space) Mutator (class in nni.nas.space) mutator (nni.nas.space.Mutation attribute) mutators (nni.nas.space.GraphModelSpace attribute) MutatorSequence (class in nni.nas.space) N name (nni.mutable.utils.label_scope property) (nni.nas.space.Graph attribute) (nni.nas.space.Node attribute) named_mutable_descendants() (nni.nas.nn.pytorch.MutableModule method) names (nni.nas.nn.pytorch.LayerChoice attribute) NasBench101 (class in nni.nas.hub.pytorch) NasBench101Benchmark (class in nni.nas.benchmark) NasBench101Cell (class in nni.nas.hub.pytorch.modules) NasBench201 (class in nni.nas.hub.pytorch) NasBench201Benchmark (class in nni.nas.benchmark) NasBench201Cell (class in nni.nas.hub.pytorch.modules) NasExperiment (class in nni.nas.experiment) NasExperimentConfig (class in nni.nas.experiment.config) NASNet (class in nni.nas.hub.pytorch) NASNET_OPS (nni.nas.hub.pytorch.NASNet attribute) Nb101IntermediateStats (class in nni.nas.benchmark.nasbench101) Nb101TrialConfig (class in nni.nas.benchmark.nasbench101) Nb101TrialStats (class in nni.nas.benchmark.nasbench101) Nb201IntermediateStats (class in nni.nas.benchmark.nasbench201) Nb201TrialConfig (class in nni.nas.benchmark.nasbench201) Nb201TrialStats (class in nni.nas.benchmark.nasbench201) NDS (class in nni.nas.hub.pytorch.nasnet) NdsIntermediateStats (class in nni.nas.benchmark.nds) NDSStage (class in nni.nas.hub.pytorch.nasnet) NDSStageDifferentiable (class in nni.nas.hub.pytorch.nasnet) NDSStagePathSampling (class in nni.nas.hub.pytorch.nasnet) NdsTrialConfig (class in nni.nas.benchmark.nds) NdsTrialStats (class in nni.nas.benchmark.nds) new_individual() (nni.nas.strategy.RegularizedEvolution method) next_label() (nni.mutable.utils.label_scope method) nni.common.framework module nni.common.serializer module nni.mutable.annotation module nni.mutable.exception module nni.mutable.frozen module nni.mutable.symbol module nni.mutable.utils module nni.nas.benchmark module nni.nas.benchmark.nasbench101 module nni.nas.benchmark.nasbench201 module nni.nas.benchmark.nds module nni.nas.execution module nni.nas.execution.cgo module nni.nas.experiment.config module nni.nas.hub.pytorch.modules module nni.nas.oneshot.pytorch.base_lightning module nni.nas.oneshot.pytorch.profiler module nni.nas.oneshot.pytorch.supermodule.differentiable module nni.nas.oneshot.pytorch.supermodule.operation module nni.nas.oneshot.pytorch.supermodule.proxyless module nni.nas.oneshot.pytorch.supermodule.sampling module nni.nas.profiler.pytorch.flops module nni.nas.profiler.pytorch.nn_meter module nni.nas.space module nni.nas.strategy.base module nni.nas.strategy.middleware module nni.nas.strategy.utils module nni.nas.utils.serializer module nni.typehint module NnMeterProfiler (class in nni.nas.profiler.pytorch.nn_meter) NoContextError Node (class in nni.nas.space) nodes (nni.nas.space.Graph attribute) num_cells (nni.nas.benchmark.nasbench201.Nb201TrialConfig attribute) num_channels (nni.nas.benchmark.nasbench201.Nb201TrialConfig attribute) num_epochs (nni.nas.benchmark.nasbench101.Nb101TrialConfig attribute) (nni.nas.benchmark.nasbench201.Nb201TrialConfig attribute) (nni.nas.benchmark.nds.NdsTrialConfig attribute) num_vertices (nni.nas.benchmark.nasbench101.Nb101TrialConfig attribute) Numerical (class in nni.mutable) NumParamsProfiler (class in nni.nas.profiler.pytorch.flops) O oneshot_module (nni.nas.oneshot.pytorch.strategy.OneShotStrategy property) OneShotStrategy (class in nni.nas.oneshot.pytorch.strategy) op_candidates_factory (nni.nas.nn.pytorch.Cell attribute) operation (nni.nas.space.Node attribute) ori_test_acc (nni.nas.benchmark.nasbench201.Nb201IntermediateStats attribute) (nni.nas.benchmark.nasbench201.Nb201TrialStats attribute) ori_test_evaluation_time (nni.nas.benchmark.nasbench201.Nb201TrialStats attribute) ori_test_loss (nni.nas.benchmark.nasbench201.Nb201IntermediateStats attribute) (nni.nas.benchmark.nasbench201.Nb201TrialStats attribute) outgoing_edges (nni.nas.space.Node attribute) output_names (nni.nas.space.Graph attribute) output_node (nni.nas.space.Graph attribute) output_node_indices (nni.nas.nn.pytorch.Cell attribute) P ParameterRecord (class in nni.typehint) Parameters (in module nni.typehint) parameters (nni.nas.benchmark.nasbench101.Nb101TrialStats attribute) (nni.nas.benchmark.nasbench201.Nb201TrialStats attribute) (nni.nas.benchmark.nds.NdsTrialStats attribute) ParametrizedModule (class in nni.nas.nn.pytorch) parent (nni.nas.space.GraphModelSpace attribute) PathSamplingCell (class in nni.nas.oneshot.pytorch.supermodule.sampling) PathSamplingInput (class in nni.nas.oneshot.pytorch.supermodule.sampling) PathSamplingLayer (class in nni.nas.oneshot.pytorch.supermodule.sampling) PathSamplingRepeat (class in nni.nas.oneshot.pytorch.supermodule.sampling) PBTTuner (class in nni.algorithms.hpo.pbt_tuner) placeholder() (nni.compression.speedup.ModelSpeedup method) PNAS (class in nni.nas.hub.pytorch) PNAS_OPS (nni.nas.hub.pytorch.PNAS attribute) PolicyBasedRL (class in nni.nas.strategy) port (nni.experiment.Experiment attribute) postprocess_weight_optimizers() (nni.nas.oneshot.pytorch.base_lightning.BaseOneShotLightningModule method) PPOTuner (class in nni.algorithms.hpo.ppo_tuner) predecessors (nni.nas.space.Node attribute) preset() (nni.nas.hub.pytorch.AutoFormer class method) prevent_default() (nni.nas.execution.ModelEvent method) profile() (nni.nas.oneshot.pytorch.profiler.ExpectationProfilerPenalty method) (nni.nas.oneshot.pytorch.profiler.ProfilerPenalty method) (nni.nas.oneshot.pytorch.profiler.SampleProfilerPenalty method) Profiler (class in nni.nas.profiler) ProfilerFilter (class in nni.nas.oneshot.pytorch.profiler) ProfilerPenalty (class in nni.nas.oneshot.pytorch.profiler) propagate_originally() (nni.compression.speedup.ModelSpeedup method) proposer (nni.nas.benchmark.nds.NdsTrialConfig attribute) Proxyless (class in nni.nas.strategy) ProxylessMixedInput (class in nni.nas.oneshot.pytorch.supermodule.proxyless) ProxylessMixedLayer (class in nni.nas.oneshot.pytorch.supermodule.proxyless) ProxylessMixedRepeat (class in nni.nas.oneshot.pytorch.supermodule.proxyless) ProxylessNAS (class in nni.nas.hub.pytorch) PtqQuantizer (class in nni.compression.quantization) python_name (nni.nas.space.Graph attribute) (nni.nas.space.Node attribute) Q QATQuantizer (class in nni.compression.quantization) qclip() (nni.mutable.Numerical method) query_nb101_trial_stats() (in module nni.nas.benchmark.nasbench101) query_nb201_trial_stats() (in module nni.nas.benchmark.nasbench201) query_nds_trial_stats() (in module nni.nas.benchmark.nds) R Random (class in nni.nas.strategy) random() (nni.mutable.Categorical method) (nni.mutable.CategoricalMultiple method) (nni.mutable.Mutable method) (nni.mutable.Numerical method) (nni.nas.space.Mutator method) (nni.nas.space.StationaryMutator method) (nni.nas.strategy.Random method) (nni.nas.strategy.RegularizedEvolution method) RandomOneShot (class in nni.nas.strategy) RandomTuner (class in nni.algorithms.hpo.random_tuner) RangeProfilerFilter (class in nni.nas.oneshot.pytorch.profiler) RawFormatModelSpace (class in nni.nas.space) RawModelFormatConfig (class in nni.nas.experiment.config) receive_trial_result() (nni.tuner.Tuner method) register_flops_formula() (in module nni.nas.profiler.pytorch.flops) register_model_event_callback() (nni.nas.execution.ExecutionEngine method) Regression (class in nni.nas.evaluator.pytorch) RegressionModule (class in nni.nas.evaluator.pytorch) RegularizedEvolution (class in nni.nas.strategy) remove() (nni.nas.strategy.utils.DeduplicationHelper method) Repeat (class in nni.nas.nn.pytorch) replace_compressed_modules() (nni.compression.speedup.ModelSpeedup method) report_final_result() (in module nni) report_intermediate_result() (in module nni) resample() (nni.nas.oneshot.pytorch.base_lightning.BaseOneShotLightningModule method) (nni.nas.oneshot.pytorch.base_lightning.BaseSuperNetModule method) (nni.nas.oneshot.pytorch.supermodule.differentiable.DifferentiableMixedCell method) (nni.nas.oneshot.pytorch.supermodule.differentiable.DifferentiableMixedInput method) (nni.nas.oneshot.pytorch.supermodule.differentiable.DifferentiableMixedLayer method) (nni.nas.oneshot.pytorch.supermodule.differentiable.DifferentiableMixedRepeat method) (nni.nas.oneshot.pytorch.supermodule.differentiable.MixedOpDifferentiablePolicy method) (nni.nas.oneshot.pytorch.supermodule.operation.MixedOperation method) (nni.nas.oneshot.pytorch.supermodule.operation.MixedOperationSamplingPolicy method) (nni.nas.oneshot.pytorch.supermodule.proxyless.ProxylessMixedInput method) (nni.nas.oneshot.pytorch.supermodule.proxyless.ProxylessMixedLayer method) (nni.nas.oneshot.pytorch.supermodule.proxyless.ProxylessMixedRepeat method) (nni.nas.oneshot.pytorch.supermodule.sampling.MixedOpPathSamplingPolicy method) (nni.nas.oneshot.pytorch.supermodule.sampling.PathSamplingCell method) (nni.nas.oneshot.pytorch.supermodule.sampling.PathSamplingInput method) (nni.nas.oneshot.pytorch.supermodule.sampling.PathSamplingLayer method) (nni.nas.oneshot.pytorch.supermodule.sampling.PathSamplingRepeat method) reset_uid() (in module nni.mutable.utils) resume() (nni.experiment.Experiment method) RetrySamplingHelper (class in nni.nas.strategy.utils) robust_default() (nni.mutable.Mutable method) root_graph (nni.nas.space.GraphModelSpace attribute) run() (nni.experiment.Experiment method) (nni.nas.strategy.base.Strategy method) run_hook() (nni.nas.oneshot.pytorch.strategy.OneShotStrategy method) run_or_resume() (nni.experiment.Experiment method) S sample (nni.nas.space.ExecutableModelSpace attribute) sample_to_condition() (in module nni.nas.profiler.pytorch.nn_meter) SampleMissingError SampleProfilerPenalty (class in nni.nas.oneshot.pytorch.profiler) samples (nni.nas.space.Mutation attribute) SampleValidationError save() (nni.nas.utils.serializer.Serializer method) save_checkpoint() (nni.assessor.Assessor method) (nni.experiment.Experiment method) (nni.nas.experiment.NasExperiment method) (nni.tuner.Tuner method) SearchSpace (in module nni.typehint) seed (nni.nas.benchmark.nasbench201.Nb201TrialStats attribute) (nni.nas.benchmark.nds.NdsTrialStats attribute) SequentialEngineConfig (class in nni.nas.experiment.config) SequentialExecutionEngine (class in nni.nas.execution) Serializer (class in nni.nas.utils.serializer) set_default_framework() (in module nni.common.framework) set_default_serializer() (in module nni.nas.utils.serializer) set_drop_path_prob() (nni.nas.hub.pytorch.nasnet.NDS method) set_engine() (nni.nas.execution.Middleware method) (nni.nas.strategy.middleware.StrategyMiddleware method) set_model() (nni.nas.evaluator.pytorch.LightningModule method) (nni.nas.oneshot.pytorch.base_lightning.BaseOneShotLightningModule method) shortcut_framework() (in module nni.common.framework) shortcut_module() (in module nni.common.framework) should_invoke_fixed_module() (nni.nas.nn.pytorch.MutableModule class method) ShuffleNetSpace (class in nni.nas.hub.pytorch) shutdown() (nni.nas.execution.ExecutionEngine method) SimplifiedModelFormatConfig (class in nni.nas.experiment.config) SimplifiedModelSpace (class in nni.nas.space) simplify() (nni.mutable.Mutable method) SlimBenchmarkSpace (class in nni.nas.benchmark) SlimPruner (class in nni.compression.pruning) SMACTuner (class in nni.algorithms.hpo.smac_tuner) specialize_cell() (nni.nas.space.Node method) start() (nni.experiment.Experiment method) (nni.nas.experiment.NasExperiment method) state_dict() (nni.nas.execution.ExecutionEngine method) (nni.nas.experiment.NasExperiment method) (nni.nas.oneshot.pytorch.strategy.OneShotStrategy method) (nni.nas.strategy.base.Strategy method) StationaryMutator (class in nni.nas.space) status (nni.nas.space.ExecutableModelSpace attribute) (nni.nas.space.GraphModelSpace attribute) stop() (nni.experiment.Experiment method) (nni.nas.experiment.NasExperiment method) stop_propagation() (nni.nas.execution.ModelEvent method) store_attr() (nni.compression.speedup.ModelSpeedup method) Strategy (class in nni.nas.strategy.base) StrategyMiddleware (class in nni.nas.strategy.middleware) StrategyStatus (class in nni.nas.strategy.base) submit_models() (nni.nas.execution.ExecutionEngine method) (nni.nas.execution.TrainingServiceExecutionEngine method) (nni.nas.strategy.middleware.MultipleEvaluation method) successors (nni.nas.space.Node attribute) suffix (nni.nas.utils.serializer.Serializer attribute) super_init_argument() (nni.nas.oneshot.pytorch.supermodule.operation.MixedOperation method) supernet (nni.nas.oneshot.pytorch.strategy.OneShotStrategy property) supernet_modules() (nni.nas.oneshot.pytorch.base_lightning.BaseOneShotLightningModule method) switch_case() (nni.mutable.symbol.SymbolicExpression static method) Symbol (class in nni.mutable.symbol) SymbolicExpression (class in nni.mutable.symbol) T tail (nni.nas.space.Edge attribute) tail_slot (nni.nas.space.Edge attribute) TaylorPruner (class in nni.compression.pruning) tensor_propagate_check() (nni.compression.speedup.ModelSpeedup method) test_acc (nni.nas.benchmark.nasbench101.Nb101IntermediateStats attribute) (nni.nas.benchmark.nasbench101.Nb101TrialStats attribute) (nni.nas.benchmark.nasbench201.Nb201IntermediateStats attribute) (nni.nas.benchmark.nasbench201.Nb201TrialStats attribute) (nni.nas.benchmark.nds.NdsIntermediateStats attribute) test_evaluation_time (nni.nas.benchmark.nasbench201.Nb201TrialStats attribute) test_loss (nni.nas.benchmark.nasbench201.Nb201IntermediateStats attribute) (nni.nas.benchmark.nasbench201.Nb201TrialStats attribute) to (nni.nas.space.Mutation attribute) to_code() (nni.nas.space.GraphModelSpace method) to_float() (nni.mutable.symbol.SymbolicExpression static method) to_int() (nni.mutable.symbol.SymbolicExpression static method) to_onnx() (in module nni.nas.profiler.pytorch.nn_meter) TorchEvaluator (class in nni.compression) TorchSerializer (class in nni.nas.utils.serializer) TPE (class in nni.nas.strategy) TpeArguments (class in nni.algorithms.hpo.tpe_tuner) TpeTuner (class in nni.algorithms.hpo.tpe_tuner) trace() (in module nni.common.serializer) trace_args (nni.common.serializer.Traceable property) trace_copy() (nni.common.serializer.Traceable method) trace_kwargs (nni.common.serializer.Traceable property) trace_symbol (nni.common.serializer.Traceable property) Traceable (class in nni.common.serializer) train_acc (nni.nas.benchmark.nasbench101.Nb101IntermediateStats attribute) (nni.nas.benchmark.nasbench101.Nb101TrialStats attribute) (nni.nas.benchmark.nasbench201.Nb201IntermediateStats attribute) (nni.nas.benchmark.nasbench201.Nb201TrialStats attribute) (nni.nas.benchmark.nds.NdsIntermediateStats attribute) train_dataloader() (nni.nas.oneshot.pytorch.strategy.OneShotStrategy method) train_loss (nni.nas.benchmark.nasbench201.Nb201IntermediateStats attribute) (nni.nas.benchmark.nasbench201.Nb201TrialStats attribute) (nni.nas.benchmark.nds.NdsIntermediateStats attribute) Trainer (class in nni.nas.evaluator.pytorch) training_module (nni.nas.oneshot.pytorch.base_lightning.BaseOneShotLightningModule attribute) training_time (nni.nas.benchmark.nasbench101.Nb101IntermediateStats attribute) (nni.nas.benchmark.nasbench101.Nb101TrialStats attribute) (nni.nas.benchmark.nasbench201.Nb201TrialStats attribute) TrainingEndEvent (class in nni.nas.execution) TrainingServiceEngineConfig (class in nni.nas.experiment.config) TrainingServiceExecutionEngine (class in nni.nas.execution) TransformersEvaluator (class in nni.compression) Translatable (class in nni.common.serializer) trial (nni.nas.benchmark.nasbench101.Nb101IntermediateStats attribute) (nni.nas.benchmark.nasbench201.Nb201IntermediateStats attribute) (nni.nas.benchmark.nds.NdsIntermediateStats attribute) trial_end() (nni.assessor.Assessor method) (nni.tuner.Tuner method) TrialMetric (in module nni.typehint) Tuner (class in nni.tuner) U uid() (in module nni.mutable.utils) unregister_model_event_callback() (nni.nas.execution.ExecutionEngine method) update() (nni.mutable.frozen.frozen_context static method) update_max_experiment_duration() (nni.experiment.Experiment method) update_max_trial_number() (nni.experiment.Experiment method) update_search_space() (nni.experiment.Experiment method) (nni.tuner.Tuner method) update_trial_concurrency() (nni.experiment.Experiment method) V val_dataloader() (nni.nas.oneshot.pytorch.strategy.OneShotStrategy method) valid_acc (nni.nas.benchmark.nasbench101.Nb101IntermediateStats attribute) (nni.nas.benchmark.nasbench101.Nb101TrialStats attribute) (nni.nas.benchmark.nasbench201.Nb201IntermediateStats attribute) (nni.nas.benchmark.nasbench201.Nb201TrialStats attribute) valid_evaluation_time (nni.nas.benchmark.nasbench201.Nb201TrialStats attribute) valid_loss (nni.nas.benchmark.nasbench201.Nb201IntermediateStats attribute) (nni.nas.benchmark.nasbench201.Nb201TrialStats attribute) validate() (nni.mutable.Mutable method) validate_space() (nni.nas.benchmark.BenchmarkEvaluator method) view() (nni.experiment.Experiment method) W wait_models() (nni.nas.execution.ExecutionEngine method) (nni.nas.execution.TrainingServiceExecutionEngine method) weight_decay (nni.nas.benchmark.nds.NdsTrialConfig attribute)