v1.8
Table of Contents
Overview
Installation
QuickStart
Auto (Hyper-parameter) Tuning
Neural Architecture Search
Model Compression
Feature Engineering
References
Use Cases and Solutions
FAQ
How to Contribute
ChangeLog
Release 1.8 - 8/27/2020
Release 1.7 - 7/8/2020
NNI
Docs
»
Index
Edit on GitHub
Index
A
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B
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C
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D
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E
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F
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G
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H
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I
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K
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L
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M
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N
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O
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P
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Q
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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
A
ActivationAPoZRankFilterPruner (class in nni.compression.torch)
ActivationMeanRankFilterPruner (class in nni.compression.torch)
add_child() (nni.nas.pytorch.utils.StructuredMutableTreeNode method)
add_model() (nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner method)
ADMMPruner (class in nni.compression.torch)
AGPPruner (class in nni.compression.torch)
algorithm_name (nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner attribute)
AMCPruner (class in nni.compression.torch)
analysis() (nni.compression.torch.utils.sensitivity_analysis.SensitivityAnalysis method)
apply_fixed_architecture() (in module nni.nas.pytorch.fixed)
arch (nni.nas.benchmarks.nasbench101.Nb101TrialConfig attribute)
(nni.nas.benchmarks.nasbench201.Nb201TrialConfig attribute)
ArchitectureCheckpoint (class in nni.nas.pytorch.callbacks)
assess_trial() (nni.assessor.Assessor method)
(nni.curvefitting_assessor.CurvefittingAssessor method)
(nni.medianstop_assessor.MedianstopAssessor method)
Assessor (class in nni.assessor)
AssessResult (class in nni.assessor)
AutoCompressPruner (class in nni.compression.torch)
AverageMeter (class in nni.nas.pytorch.utils)
AverageMeterGroup (class in nni.nas.pytorch.utils)
AVG_POOL_3X3 (nni.nas.benchmarks.nasbench201 attribute)
(nni.nas.benchmarks.nds.constants attribute)
B
Bad (nni.assessor.AssessResult attribute)
base_lr (nni.nas.benchmarks.nds.NdsTrialConfig attribute)
BaseMutator (class in nni.nas.pytorch.base_mutator)
BaseTrainer (class in nni.nas.pytorch.base_trainer)
BatchTuner (class in nni.batch_tuner.batch_tuner)
best_test_acc (nni.nas.benchmarks.nds.NdsTrialStats attribute)
best_train_acc (nni.nas.benchmarks.nds.NdsTrialStats attribute)
best_train_loss (nni.nas.benchmarks.nds.NdsTrialStats attribute)
beta (nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner attribute)
bo (nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner attribute)
build() (nni.nas.pytorch.callbacks.Callback method)
build_dependency() (nni.compression.torch.utils.shape_dependency.ChannelDependency method)
(nni.compression.torch.utils.shape_dependency.GroupDependency method)
C
Callback (class in nni.nas.pytorch.callbacks)
CatMaskPadding (class in nni.compression.torch.utils.mask_conflict)
CdartsTrainer (class in nni.nas.pytorch.cdarts)
cell_spec (nni.nas.benchmarks.nds.NdsTrialConfig attribute)
ChannelDependency (class in nni.compression.torch.utils.shape_dependency)
ChannelMaskConflict (class in nni.compression.torch.utils.mask_conflict)
checkpoint() (nni.nas.pytorch.base_trainer.BaseTrainer method)
(nni.nas.pytorch.trainer.Trainer method)
choices (nni.nas.pytorch.darts.DartsMutator attribute)
(nni.nas.pytorch.mutables.LayerChoice attribute)
ClassicMutator (class in nni.nas.pytorch.classic_nas.mutator)
cold_start_num (nni.metis_tuner.metis_tuner.MetisTuner attribute)
command_queue_worker() (nni.msg_dispatcher_base.MsgDispatcherBase method)
config (nni.nas.benchmarks.nasbench101.Nb101TrialStats attribute)
(nni.nas.benchmarks.nasbench201.Nb201TrialStats attribute)
(nni.nas.benchmarks.nds.NdsTrialStats attribute)
connect_experiment() (nnicli.Experiment method)
CONV1X1_BN_RELU (nni.nas.benchmarks.nasbench101 attribute)
CONV3X3_BN_RELU (nni.nas.benchmarks.nasbench101 attribute)
CONV_1X1 (nni.nas.benchmarks.nasbench201 attribute)
(nni.nas.benchmarks.nds.constants attribute)
CONV_3X1_1X3 (nni.nas.benchmarks.nds.constants attribute)
CONV_3X3 (nni.nas.benchmarks.nasbench201 attribute)
(nni.nas.benchmarks.nds.constants attribute)
CONV_7X1_1X7 (nni.nas.benchmarks.nds.constants attribute)
ConvBranch (class in nni.nas.pytorch.search_space_zoo.enas_ops)
count_flops_params() (in module nni.compression.torch.utils.counter)
current_epoch (nni.nas.benchmarks.nasbench101.Nb101IntermediateStats attribute)
(nni.nas.benchmarks.nasbench201.Nb201IntermediateStats attribute)
(nni.nas.benchmarks.nds.NdsIntermediateStats attribute)
CurvefittingAssessor (class in nni.curvefitting_assessor)
cut_choices() (nni.nas.pytorch.cdarts.RegularizedDartsMutator method)
(nni.nas.pytorch.cdarts.RegularizedMutatorParallel method)
D
DartsCell (class in nni.nas.pytorch.search_space_zoo)
DartsDiscreteMutator (class in nni.nas.pytorch.cdarts)
DartsMutator (class in nni.nas.pytorch.darts)
DartsTrainer (class in nni.nas.pytorch.darts)
data (nnicli.TrialMetricData attribute)
dataset (nni.nas.benchmarks.nasbench201.Nb201TrialConfig attribute)
(nni.nas.benchmarks.nds.NdsTrialConfig attribute)
default_model_len (nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner attribute)
default_model_width (nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner attribute)
dependency_sets (nni.compression.torch.utils.shape_dependency.ChannelDependency attribute)
DIL_CONV_3X3 (nni.nas.benchmarks.nds.constants attribute)
DIL_CONV_5X5 (nni.nas.benchmarks.nds.constants attribute)
DIL_SEP_CONV_3X3 (nni.nas.benchmarks.nds.constants attribute)
DilConv (class in nni.nas.pytorch.search_space_zoo.darts_ops)
E
enable_visualization() (nni.nas.pytorch.trainer.Trainer method)
ENASMacroGeneralModel (class in nni.nas.pytorch.search_space_zoo)
ENASMacroLayer (class in nni.nas.pytorch.search_space_zoo)
ENASMicroLayer (class in nni.nas.pytorch.search_space_zoo)
EnasMutator (class in nni.nas.pytorch.enas)
EnasTrainer (class in nni.nas.pytorch.enas)
endTime (nnicli.TrialJob attribute)
enqueue_command() (nni.msg_dispatcher_base.MsgDispatcherBase method)
enter_mutable_scope() (nni.nas.pytorch.base_mutator.BaseMutator method)
EvolutionTuner (class in nni.evolution_tuner.evolution_tuner)
exit_mutable_scope() (nni.nas.pytorch.base_mutator.BaseMutator method)
Experiment (class in nnicli)
exploration_probability (nni.metis_tuner.metis_tuner.MetisTuner attribute)
export() (nni.compression.torch.utils.sensitivity_analysis.SensitivityAnalysis method)
(nni.compression.torch.utils.shape_dependency.ChannelDependency method)
(nni.compression.torch.utils.shape_dependency.GroupDependency method)
(nni.nas.pytorch.base_mutator.BaseMutator method)
(nni.nas.pytorch.base_trainer.BaseTrainer method)
(nni.nas.pytorch.cdarts.RegularizedDartsMutator method)
(nni.nas.pytorch.cdarts.RegularizedMutatorParallel method)
(nni.nas.pytorch.mutator.Mutator method)
(nni.nas.pytorch.trainer.Trainer method)
export_data() (nnicli.Experiment method)
export_results() (nni.nas.pytorch.spos.SPOSEvolution method)
F
final_test_acc (nni.nas.benchmarks.nds.NdsTrialStats attribute)
final_train_acc (nni.nas.benchmarks.nds.NdsTrialStats attribute)
final_train_loss (nni.nas.benchmarks.nds.NdsTrialStats attribute)
finalMetricData (nnicli.TrialJob attribute)
fix_mask() (nni.compression.torch.utils.mask_conflict.ChannelMaskConflict method)
(nni.compression.torch.utils.mask_conflict.GroupMaskConflict method)
FixedArchitecture (class in nni.nas.pytorch.fixed)
flops (nni.nas.benchmarks.nasbench201.Nb201TrialStats attribute)
(nni.nas.benchmarks.nds.NdsTrialStats attribute)
forward() (nni.nas.pytorch.base_mutator.BaseMutator method)
(nni.nas.pytorch.mutables.InputChoice method)
(nni.nas.pytorch.mutables.LayerChoice method)
(nni.nas.pytorch.search_space_zoo.DartsCell method)
(nni.nas.pytorch.search_space_zoo.ENASMacroGeneralModel method)
(nni.nas.pytorch.search_space_zoo.ENASMacroLayer method)
(nni.nas.pytorch.search_space_zoo.ENASMicroLayer method)
FPGMPruner (class in nni.compression.torch)
G
generate() (nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner method)
generate_multiple_parameters() (nni.nas.pytorch.spos.SPOSEvolution method)
(nni.tuner.Tuner method)
generate_parameters() (nni.batch_tuner.batch_tuner.BatchTuner method)
(nni.evolution_tuner.evolution_tuner.EvolutionTuner method)
(nni.gp_tuner.gp_tuner.GPTuner method)
(nni.gridsearch_tuner.GridSearchTuner method)
(nni.hyperopt_tuner.hyperopt_tuner.HyperoptTuner method)
(nni.metis_tuner.metis_tuner.MetisTuner method)
(nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner method)
(nni.tuner.Tuner method)
generator (nni.nas.benchmarks.nds.NdsTrialConfig attribute)
get_and_apply_next_architecture() (in module nni.nas.pytorch.classic_nas)
get_best_model_id() (nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner method)
get_current_parameter() (in module nni)
get_experiment_id() (in module nni)
get_experiment_profile() (nnicli.Experiment method)
get_experiment_status() (nnicli.Experiment method)
get_job_metrics() (nnicli.Experiment method)
get_job_statistics() (nnicli.Experiment method)
get_metric_value_by_id() (nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner method)
get_next_parameter() (in module nni)
get_sequence_id() (in module nni)
get_suggestion() (nni.hyperopt_tuner.hyperopt_tuner.HyperoptTuner method)
get_trial_id() (in module nni)
get_trial_job() (nnicli.Experiment method)
global_mutable_counting() (in module nni.nas.pytorch.utils)
Good (nni.assessor.AssessResult attribute)
GPTuner (class in nni.gp_tuner.gp_tuner)
graph() (nni.nas.pytorch.mutator.Mutator method)
GridSearchTuner (class in nni.gridsearch_tuner)
GroupDependency (class in nni.compression.torch.utils.shape_dependency)
GroupMaskConflict (class in nni.compression.torch.utils.mask_conflict)
H
handle_add_customized_trial() (nni.hyperband_advisor.hyperband_advisor.Hyperband method)
(nni.msg_dispatcher_base.MsgDispatcherBase method)
handle_import_data() (nni.hyperband_advisor.hyperband_advisor.Hyperband method)
(nni.msg_dispatcher_base.MsgDispatcherBase method)
handle_initialize() (nni.hyperband_advisor.hyperband_advisor.Hyperband method)
(nni.msg_dispatcher_base.MsgDispatcherBase method)
handle_report_metric_data() (nni.hyperband_advisor.hyperband_advisor.Hyperband method)
(nni.msg_dispatcher_base.MsgDispatcherBase method)
handle_request_trial_jobs() (nni.hyperband_advisor.hyperband_advisor.Hyperband method)
(nni.msg_dispatcher_base.MsgDispatcherBase method)
handle_trial_end() (nni.hyperband_advisor.hyperband_advisor.Hyperband method)
(nni.msg_dispatcher_base.MsgDispatcherBase method)
handle_update_search_space() (nni.hyperband_advisor.hyperband_advisor.Hyperband method)
(nni.msg_dispatcher_base.MsgDispatcherBase method)
hash (nni.nas.benchmarks.nasbench101.Nb101TrialConfig attribute)
hash_module() (in module nni.nas.benchmarks.nasbench101.graph_util)
Hyperband (class in nni.hyperband_advisor.hyperband_advisor)
HyperoptTuner (class in nni.hyperopt_tuner.hyperopt_tuner)
hyperParameters (nnicli.TrialJob attribute)
I
import_data() (nni.batch_tuner.batch_tuner.BatchTuner method)
(nni.evolution_tuner.evolution_tuner.EvolutionTuner method)
(nni.gp_tuner.gp_tuner.GPTuner method)
(nni.gridsearch_tuner.GridSearchTuner method)
(nni.hyperopt_tuner.hyperopt_tuner.HyperoptTuner method)
(nni.metis_tuner.metis_tuner.MetisTuner method)
(nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner method)
(nni.tuner.Tuner method)
infer_num_vertices() (in module nni.nas.benchmarks.nasbench101.graph_util)
init_search() (nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner method)
INPUT (nni.nas.benchmarks.nasbench101 attribute)
input_shape (nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner attribute)
InputChoice (class in nni.nas.pytorch.mutables)
is_valid() (nni.batch_tuner.batch_tuner.BatchTuner method)
iter_time (nni.nas.benchmarks.nds.NdsTrialStats attribute)
K
key (nni.nas.pytorch.mutables.Mutable attribute)
L
L1FilterPruner (class in nni.compression.torch)
L2FilterPruner (class in nni.compression.torch)
latency (nni.nas.benchmarks.nasbench201.Nb201TrialStats attribute)
LayerChoice (class in nni.nas.pytorch.mutables)
length (nni.nas.pytorch.mutables.LayerChoice attribute)
LevelPruner (class in nni.compression.torch)
list_trial_jobs() (nnicli.Experiment method)
load_best_model() (nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner method)
load_checkpoint() (nni.assessor.Assessor method)
(nni.tuner.Tuner method)
load_model_by_id() (nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner method)
load_state_dict() (nni.compression.torch.utils.sensitivity_analysis.SensitivityAnalysis method)
logPath (nnicli.TrialJob attribute)
LotteryTicketPruner (class in nni.compression.torch)
LRSchedulerCallback (class in nni.nas.pytorch.callbacks)
M
max_model_size (nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner attribute)
MAX_POOL_3X3 (nni.nas.benchmarks.nds.constants attribute)
MAX_POOL_5X5 (nni.nas.benchmarks.nds.constants attribute)
MAX_POOL_7X7 (nni.nas.benchmarks.nds.constants attribute)
MAXPOOL3X3 (nni.nas.benchmarks.nasbench101 attribute)
MedianstopAssessor (class in nni.medianstop_assessor)
merge_parameter() (in module nni.utils)
MetisTuner (class in nni.metis_tuner.metis_tuner)
miscs_update_idxs_vals() (nni.hyperopt_tuner.hyperopt_tuner.HyperoptTuner method)
model_family (nni.nas.benchmarks.nds.NdsTrialConfig attribute)
model_spec (nni.nas.benchmarks.nds.NdsTrialConfig attribute)
ModelCheckpoint (class in nni.nas.pytorch.callbacks)
MsgDispatcherBase (class in nni.msg_dispatcher_base)
Mutable (class in nni.nas.pytorch.mutables)
mutables (nni.nas.pytorch.base_mutator.BaseMutator attribute)
MutableScope (class in nni.nas.pytorch.mutables)
Mutator (class in nni.nas.pytorch.mutator)
N
n_classes (nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner attribute)
name (nni.nas.pytorch.mutables.Mutable attribute)
names (nni.nas.pytorch.mutables.LayerChoice attribute)
nasbench_format_to_architecture_repr() (in module nni.nas.benchmarks.nasbench101.graph_util)
Nb101IntermediateStats (class in nni.nas.benchmarks.nasbench101)
Nb101TrialConfig (class in nni.nas.benchmarks.nasbench101)
Nb101TrialStats (class in nni.nas.benchmarks.nasbench101)
Nb201IntermediateStats (class in nni.nas.benchmarks.nasbench201)
Nb201TrialConfig (class in nni.nas.benchmarks.nasbench201)
Nb201TrialStats (class in nni.nas.benchmarks.nasbench201)
NdsIntermediateStats (class in nni.nas.benchmarks.nds)
NdsTrialConfig (class in nni.nas.benchmarks.nds)
NdsTrialStats (class in nni.nas.benchmarks.nds)
NetAdaptPruner (class in nni.compression.torch)
NetworkMorphismTuner (class in nni.networkmorphism_tuner.networkmorphism_tuner)
no_candidates (nni.metis_tuner.metis_tuner.MetisTuner attribute)
no_resampling (nni.metis_tuner.metis_tuner.MetisTuner attribute)
NONE (nni.nas.benchmarks.nasbench201 attribute)
(nni.nas.benchmarks.nds.constants attribute)
num_cells (nni.nas.benchmarks.nasbench201.Nb201TrialConfig attribute)
num_channels (nni.nas.benchmarks.nasbench201.Nb201TrialConfig attribute)
num_epochs (nni.nas.benchmarks.nasbench101.Nb101TrialConfig attribute)
(nni.nas.benchmarks.nasbench201.Nb201TrialConfig attribute)
(nni.nas.benchmarks.nds.NdsTrialConfig attribute)
num_vertices (nni.nas.benchmarks.nasbench101.Nb101TrialConfig attribute)
O
on_epoch_begin() (nni.nas.pytorch.callbacks.Callback method)
on_epoch_end() (nni.nas.pytorch.callbacks.ArchitectureCheckpoint method)
(nni.nas.pytorch.callbacks.Callback method)
(nni.nas.pytorch.callbacks.LRSchedulerCallback method)
(nni.nas.pytorch.callbacks.ModelCheckpoint method)
on_forward_input_choice() (nni.nas.pytorch.base_mutator.BaseMutator method)
(nni.nas.pytorch.mutator.Mutator method)
on_forward_layer_choice() (nni.nas.pytorch.base_mutator.BaseMutator method)
(nni.nas.pytorch.mutator.Mutator method)
optimize_mode (nni.metis_tuner.metis_tuner.MetisTuner attribute)
(nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner attribute)
ori_test_acc (nni.nas.benchmarks.nasbench201.Nb201IntermediateStats attribute)
(nni.nas.benchmarks.nasbench201.Nb201TrialStats attribute)
ori_test_evaluation_time (nni.nas.benchmarks.nasbench201.Nb201TrialStats attribute)
ori_test_loss (nni.nas.benchmarks.nasbench201.Nb201IntermediateStats attribute)
(nni.nas.benchmarks.nasbench201.Nb201TrialStats attribute)
OUTPUT (nni.nas.benchmarks.nasbench101 attribute)
P
parameter (nnicli.TrialResult attribute)
parameter_id (nnicli.TrialHyperParameters attribute)
parameter_index (nnicli.TrialHyperParameters attribute)
(nnicli.TrialJob attribute)
parameter_source (nnicli.TrialHyperParameters attribute)
parameterId (nnicli.TrialMetricData attribute)
parameters (nni.nas.benchmarks.nasbench101.Nb101TrialStats attribute)
(nni.nas.benchmarks.nasbench201.Nb201TrialStats attribute)
(nni.nas.benchmarks.nds.NdsTrialStats attribute)
(nnicli.TrialHyperParameters attribute)
Pool (class in nni.nas.pytorch.search_space_zoo.enas_ops)
PoolBN (class in nni.nas.pytorch.search_space_zoo.darts_ops)
PoolBranch (class in nni.nas.pytorch.search_space_zoo.enas_ops)
process_command_thread() (nni.msg_dispatcher_base.MsgDispatcherBase method)
proposer (nni.nas.benchmarks.nds.NdsTrialConfig attribute)
Q
query_nb101_trial_stats() (in module nni.nas.benchmarks.nasbench101)
query_nb201_trial_stats() (in module nni.nas.benchmarks.nasbench201)
query_nds_trial_stats() (in module nni.nas.benchmarks.nds)
R
RandomMutator (class in nni.nas.pytorch.random)
receive_trial_result() (nni.batch_tuner.batch_tuner.BatchTuner method)
(nni.evolution_tuner.evolution_tuner.EvolutionTuner method)
(nni.gp_tuner.gp_tuner.GPTuner method)
(nni.gridsearch_tuner.GridSearchTuner method)
(nni.hyperopt_tuner.hyperopt_tuner.HyperoptTuner method)
(nni.metis_tuner.metis_tuner.MetisTuner method)
(nni.nas.pytorch.spos.SPOSEvolution method)
(nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner method)
(nni.tuner.Tuner method)
RegularizedDartsMutator (class in nni.nas.pytorch.cdarts)
RegularizedMutatorParallel (class in nni.nas.pytorch.cdarts)
replace_layer_choice() (nni.nas.pytorch.fixed.FixedArchitecture method)
report_final_result() (in module nni)
report_intermediate_result() (in module nni)
reset() (nni.nas.pytorch.cdarts.RegularizedDartsMutator method)
(nni.nas.pytorch.mutator.Mutator method)
(nni.nas.pytorch.utils.AverageMeter method)
reset_with_loss() (nni.nas.pytorch.cdarts.RegularizedDartsMutator method)
(nni.nas.pytorch.cdarts.RegularizedMutatorParallel method)
resume_experiment() (nnicli.Experiment method)
run() (nni.msg_dispatcher_base.MsgDispatcherBase method)
S
sample_final() (nni.nas.pytorch.classic_nas.mutator.ClassicMutator method)
(nni.nas.pytorch.darts.DartsMutator method)
(nni.nas.pytorch.enas.EnasMutator method)
(nni.nas.pytorch.fixed.FixedArchitecture method)
(nni.nas.pytorch.mutator.Mutator method)
(nni.nas.pytorch.random.RandomMutator method)
(nni.nas.pytorch.spos.SPOSSupernetTrainingMutator method)
sample_search() (nni.nas.pytorch.cdarts.DartsDiscreteMutator method)
(nni.nas.pytorch.cdarts.RegularizedDartsMutator method)
(nni.nas.pytorch.classic_nas.mutator.ClassicMutator method)
(nni.nas.pytorch.darts.DartsMutator method)
(nni.nas.pytorch.enas.EnasMutator method)
(nni.nas.pytorch.fixed.FixedArchitecture method)
(nni.nas.pytorch.mutator.Mutator method)
(nni.nas.pytorch.random.RandomMutator method)
(nni.nas.pytorch.spos.SPOSSupernetTrainingMutator method)
save_checkpoint() (nni.assessor.Assessor method)
(nni.tuner.Tuner method)
search_space (nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner attribute)
seed (nni.nas.benchmarks.nasbench201.Nb201TrialStats attribute)
(nni.nas.benchmarks.nds.NdsTrialStats attribute)
selection_num_starting_points (nni.metis_tuner.metis_tuner.MetisTuner attribute)
SensitivityAnalysis (class in nni.compression.torch.utils.sensitivity_analysis)
SensitivityPruner (class in nni.compression.torch)
SEP_CONV_3X3 (nni.nas.benchmarks.nds.constants attribute)
SEP_CONV_5X5 (nni.nas.benchmarks.nds.constants attribute)
SEP_CONV_7X7 (nni.nas.benchmarks.nds.constants attribute)
SepConv (class in nni.nas.pytorch.search_space_zoo.darts_ops)
SepConvBN (class in nni.nas.pytorch.search_space_zoo.enas_ops)
sequence (nnicli.TrialMetricData attribute)
SimulatedAnnealingPruner (class in nni.compression.torch)
SKIP_CONNECT (nni.nas.benchmarks.nasbench201 attribute)
(nni.nas.benchmarks.nds.constants attribute)
SlimPruner (class in nni.compression.torch)
SPOSEvolution (class in nni.nas.pytorch.spos)
SPOSSupernetTrainer (class in nni.nas.pytorch.spos)
SPOSSupernetTrainingMutator (class in nni.nas.pytorch.spos)
start_experiment() (nnicli.Experiment method)
startTime (nnicli.TrialJob attribute)
status (nnicli.TrialJob attribute)
status() (nni.nas.pytorch.mutator.Mutator method)
stop_experiment() (nnicli.Experiment method)
StructuredMutableTreeNode (class in nni.nas.pytorch.utils)
summary() (nni.nas.pytorch.utils.AverageMeterGroup method)
T
t_min (nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner attribute)
TaylorFOWeightFilterPruner (class in nni.compression.torch)
test_acc (nni.nas.benchmarks.nasbench101.Nb101IntermediateStats attribute)
(nni.nas.benchmarks.nasbench101.Nb101TrialStats attribute)
(nni.nas.benchmarks.nasbench201.Nb201IntermediateStats attribute)
(nni.nas.benchmarks.nasbench201.Nb201TrialStats attribute)
(nni.nas.benchmarks.nds.NdsIntermediateStats attribute)
test_evaluation_time (nni.nas.benchmarks.nasbench201.Nb201TrialStats attribute)
test_loss (nni.nas.benchmarks.nasbench201.Nb201IntermediateStats attribute)
(nni.nas.benchmarks.nasbench201.Nb201TrialStats attribute)
timestamp (nnicli.TrialMetricData attribute)
to_device() (in module nni.nas.pytorch.utils)
train() (nni.nas.pytorch.base_trainer.BaseTrainer method)
(nni.nas.pytorch.trainer.Trainer method)
train_acc (nni.nas.benchmarks.nasbench101.Nb101IntermediateStats attribute)
(nni.nas.benchmarks.nasbench101.Nb101TrialStats attribute)
(nni.nas.benchmarks.nasbench201.Nb201IntermediateStats attribute)
(nni.nas.benchmarks.nasbench201.Nb201TrialStats attribute)
(nni.nas.benchmarks.nds.NdsIntermediateStats attribute)
train_loss (nni.nas.benchmarks.nasbench201.Nb201IntermediateStats attribute)
(nni.nas.benchmarks.nasbench201.Nb201TrialStats attribute)
(nni.nas.benchmarks.nds.NdsIntermediateStats attribute)
train_one_epoch() (nni.nas.pytorch.darts.DartsTrainer method)
(nni.nas.pytorch.enas.EnasTrainer method)
(nni.nas.pytorch.spos.SPOSSupernetTrainer method)
(nni.nas.pytorch.trainer.Trainer method)
Trainer (class in nni.nas.pytorch.trainer)
training_time (nni.nas.benchmarks.nasbench101.Nb101IntermediateStats attribute)
(nni.nas.benchmarks.nasbench101.Nb101TrialStats attribute)
(nni.nas.benchmarks.nasbench201.Nb201TrialStats attribute)
traverse() (nni.nas.pytorch.utils.StructuredMutableTreeNode method)
trial (nni.nas.benchmarks.nasbench101.Nb101IntermediateStats attribute)
(nni.nas.benchmarks.nasbench201.Nb201IntermediateStats attribute)
(nni.nas.benchmarks.nds.NdsIntermediateStats attribute)
trial_end() (nni.assessor.Assessor method)
(nni.curvefitting_assessor.CurvefittingAssessor method)
(nni.medianstop_assessor.MedianstopAssessor method)
(nni.nas.pytorch.spos.SPOSEvolution method)
(nni.tuner.Tuner method)
TrialHyperParameters (class in nnicli)
TrialJob (class in nnicli)
trialJobId (nnicli.TrialJob attribute)
(nnicli.TrialMetricData attribute)
(nnicli.TrialResult attribute)
TrialMetricData (class in nnicli)
TrialResult (class in nnicli)
Tuner (class in nni.tuner)
type (nnicli.TrialMetricData attribute)
type() (nni.nas.pytorch.utils.StructuredMutableTreeNode method)
U
update() (nni.nas.pytorch.utils.AverageMeter method)
(nni.nas.pytorch.utils.AverageMeterGroup method)
(nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner method)
update_already_pruned() (nni.compression.torch.utils.sensitivity_analysis.SensitivityAnalysis method)
update_concurrency() (nnicli.Experiment method)
update_duration() (nnicli.Experiment method)
update_search_space() (nni.batch_tuner.batch_tuner.BatchTuner method)
(nni.evolution_tuner.evolution_tuner.EvolutionTuner method)
(nni.gp_tuner.gp_tuner.GPTuner method)
(nni.gridsearch_tuner.GridSearchTuner method)
(nni.hyperopt_tuner.hyperopt_tuner.HyperoptTuner method)
(nni.metis_tuner.metis_tuner.MetisTuner method)
(nni.nas.pytorch.spos.SPOSEvolution method)
(nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner method)
(nni.tuner.Tuner method)
update_searchspace() (nnicli.Experiment method)
update_trailnum() (nnicli.Experiment method)
V
valid_acc (nni.nas.benchmarks.nasbench101.Nb101IntermediateStats attribute)
(nni.nas.benchmarks.nasbench101.Nb101TrialStats attribute)
(nni.nas.benchmarks.nasbench201.Nb201IntermediateStats attribute)
(nni.nas.benchmarks.nasbench201.Nb201TrialStats attribute)
valid_evaluation_time (nni.nas.benchmarks.nasbench201.Nb201TrialStats attribute)
valid_loss (nni.nas.benchmarks.nasbench201.Nb201IntermediateStats attribute)
(nni.nas.benchmarks.nasbench201.Nb201TrialStats attribute)
validate() (nni.nas.pytorch.base_trainer.BaseTrainer method)
(nni.nas.pytorch.trainer.Trainer method)
validate_one_epoch() (nni.nas.pytorch.darts.DartsTrainer method)
(nni.nas.pytorch.enas.EnasTrainer method)
(nni.nas.pytorch.spos.SPOSSupernetTrainer method)
(nni.nas.pytorch.trainer.Trainer method)
value (nnicli.TrialResult attribute)
verbose (nni.networkmorphism_tuner.networkmorphism_tuner.NetworkMorphismTuner attribute)
view_experiment() (nnicli.Experiment method)
W
weight_decay (nni.nas.benchmarks.nds.NdsTrialConfig attribute)
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