Path	Lines of Code
CONTRIBUTING.md	44
CONTRIBUTING_zh_CN.md	38
SECURITY.md	24
SECURITY_zh_CN.md	24
examples/assessors/README.md	42
examples/assessors/README_zh_CN.md	42
examples/feature_engineering/auto-feature-engineering/README.md	5
examples/feature_engineering/auto-feature-engineering/README_zh_CN.md	4
examples/feature_engineering/gbdt_selector/gbdt_selector_test.py	38
examples/feature_engineering/gradient_feature_selector/benchmark_test.py	96
examples/feature_engineering/gradient_feature_selector/sklearn_test.py	25
examples/feature_engineering/gradient_feature_selector/test_memory.py	20
examples/feature_engineering/gradient_feature_selector/test_time.py	20
examples/model_compress/auto_compress/torch/auto_compress_module.py	106
examples/model_compress/auto_compress/torch/auto_compress_torch.py	42
examples/model_compress/end2end_compression.py	208
examples/model_compress/models/cifar10/resnet.py	90
examples/model_compress/models/cifar10/vgg.py	57
examples/model_compress/models/mnist/lenet.py	26
examples/model_compress/models/mnist/naive.py	25
examples/model_compress/models/mobilenet.py	62
examples/model_compress/models/mobilenet_v2.py	98
examples/model_compress/pruning/amc/README.md	25
examples/model_compress/pruning/amc/README_zh_CN.md	25
examples/model_compress/pruning/amc/amc_search.py	106
examples/model_compress/pruning/amc/amc_train.py	196
examples/model_compress/pruning/amc/data.py	131
examples/model_compress/pruning/amc/utils.py	111
examples/model_compress/pruning/auto_pruners_torch.py	350
examples/model_compress/pruning/basic_pruners_torch.py	311
examples/model_compress/pruning/comparison_of_pruners/analyze.py	88
examples/model_compress/pruning/comparison_of_pruners/cifar10/comparison_result_resnet18.json	392
examples/model_compress/pruning/comparison_of_pruners/cifar10/comparison_result_resnet50.json	356
examples/model_compress/pruning/comparison_of_pruners/cifar10/comparison_result_vgg16.json	392
examples/model_compress/pruning/config.yml	18
examples/model_compress/pruning/finetune_kd_torch.py	150
examples/model_compress/pruning/lottery_torch_mnist_fc.py	102
examples/model_compress/pruning/mobilenetv2_end2end/prepare_data.sh	20
examples/model_compress/pruning/mobilenetv2_end2end/preprocess.py	69
examples/model_compress/pruning/mobilenetv2_end2end/pretrain.py	89
examples/model_compress/pruning/mobilenetv2_end2end/pruning_experiments.py	299
examples/model_compress/pruning/mobilenetv2_end2end/test.py	39
examples/model_compress/pruning/mobilenetv2_end2end/utils.py	72
examples/model_compress/pruning/naive_prune_tf.py	107
examples/model_compress/pruning/naive_prune_torch.py	119
examples/model_compress/pruning/speedup/model_speedup.py	86
examples/model_compress/pruning/speedup/speedup_mobilnetv2.py	14
examples/model_compress/pruning/speedup/speedup_nanodet.py	23
examples/model_compress/pruning/speedup/speedup_yolov3.py	26
examples/model_compress/pruning/transformers/run.sh	33
examples/model_compress/pruning/transformers/transformer_pruning.py	267
examples/model_compress/pruning/v2/activation_pruning_torch.py	119
examples/model_compress/pruning/v2/admm_pruning_torch.py	113
examples/model_compress/pruning/v2/amc_pruning_torch.py	78
examples/model_compress/pruning/v2/auto_compress_pruner.py	76
examples/model_compress/pruning/v2/fpgm_pruning_torch.py	110
examples/model_compress/pruning/v2/iterative_pruning_torch.py	110
examples/model_compress/pruning/v2/level_pruning_torch.py	107
examples/model_compress/pruning/v2/movement_pruning_glue.py	93
examples/model_compress/pruning/v2/norm_pruning_torch.py	116
examples/model_compress/pruning/v2/scheduler_torch.py	72
examples/model_compress/pruning/v2/simple_pruning_torch.py	69
examples/model_compress/pruning/v2/simulated_anealing_pruning_torch.py	85
examples/model_compress/pruning/v2/slim_pruning_torch.py	114
examples/model_compress/pruning/v2/taylorfo_pruning_torch.py	113
examples/model_compress/quantization/BNN_quantizer_cifar10.py	126
examples/model_compress/quantization/DoReFaQuantizer_torch_mnist.py	60
examples/model_compress/quantization/LSQ_torch_quantizer.py	118
examples/model_compress/quantization/QAT_torch_quantizer.py	78
examples/model_compress/quantization/mixed_precision_speedup_mnist.py	119
examples/model_compress/quantization/observer_quantizer.py	87
examples/nas/benchmarks/nasbench101.sh	15
examples/nas/benchmarks/nasbench201.sh	15
examples/nas/benchmarks/nds.sh	16
examples/nas/benchmarks/nlp.sh	34
examples/nas/legacy/cdarts/aux_head.py	76
examples/nas/legacy/cdarts/config.py	102
examples/nas/legacy/cdarts/datasets/cifar.py	87
examples/nas/legacy/cdarts/datasets/data_utils.py	274
examples/nas/legacy/cdarts/datasets/imagenet.py	80
examples/nas/legacy/cdarts/genotypes.py	64
examples/nas/legacy/cdarts/model.py	128
examples/nas/legacy/cdarts/ops.py	98
examples/nas/legacy/cdarts/retrain.py	123
examples/nas/legacy/cdarts/run_retrain_cifar.sh	13
examples/nas/legacy/cdarts/run_search_cifar.sh	14
examples/nas/legacy/cdarts/search.py	41
examples/nas/legacy/cdarts/utils.py	102
examples/nas/legacy/classic_nas-tf/config_ppo.yml	16
examples/nas/legacy/classic_nas-tf/config_random_search.yml	16
examples/nas/legacy/classic_nas-tf/train.py	96
examples/nas/legacy/classic_nas/config_ppo.yml	16
examples/nas/legacy/classic_nas/config_random_search.yml	16
examples/nas/legacy/classic_nas/mnist.py	137
examples/nas/legacy/cream/Cream.md	1
examples/nas/legacy/cream/Cream_zh_CN.md	1
examples/nas/legacy/cream/__init__.py	1
examples/nas/legacy/cream/configs/retrain/114.yaml	44
examples/nas/legacy/cream/configs/retrain/14.yaml	44
examples/nas/legacy/cream/configs/retrain/23.yaml	44
examples/nas/legacy/cream/configs/retrain/287.yaml	44
examples/nas/legacy/cream/configs/retrain/43.yaml	44
examples/nas/legacy/cream/configs/retrain/481.yaml	44
examples/nas/legacy/cream/configs/retrain/604.yaml	44
examples/nas/legacy/cream/configs/retrain/72.yaml	44
examples/nas/legacy/cream/configs/test.yaml	33
examples/nas/legacy/cream/configs/train.yaml	47
examples/nas/legacy/cream/lib/config.py	95
examples/nas/legacy/cream/lib/core/retrain.py	112
examples/nas/legacy/cream/lib/core/test.py	66
examples/nas/legacy/cream/lib/models/blocks/__init__.py	2
examples/nas/legacy/cream/lib/models/blocks/inverted_residual_block.py	85
examples/nas/legacy/cream/lib/models/blocks/residual_block.py	75
examples/nas/legacy/cream/lib/models/builders/build_childnet.py	149
examples/nas/legacy/cream/lib/models/builders/build_supernet.py	166
examples/nas/legacy/cream/lib/models/structures/childnet.py	116
examples/nas/legacy/cream/lib/models/structures/supernet.py	158
examples/nas/legacy/cream/lib/utils/builder_util.py	195
examples/nas/legacy/cream/lib/utils/flops_table.py	53
examples/nas/legacy/cream/lib/utils/op_by_layer_dict.py	33
examples/nas/legacy/cream/lib/utils/search_structure_supernet.py	37
examples/nas/legacy/cream/lib/utils/util.py	138
examples/nas/legacy/cream/retrain.py	261
examples/nas/legacy/cream/test.py	119
examples/nas/legacy/cream/train.py	164
examples/nas/legacy/pdarts/README.md	1
examples/nas/legacy/pdarts/README_zh_CN.md	1
examples/nas/legacy/pdarts/search.py	55
examples/nas/legacy/textnas/README.md	35
examples/nas/legacy/textnas/README_zh_CN.md	35
examples/nas/legacy/textnas/arc/final_arc.json	212
examples/nas/legacy/textnas/dataloader.py	276
examples/nas/legacy/textnas/model.py	84
examples/nas/legacy/textnas/ops.py	152
examples/nas/legacy/textnas/retrain.py	463
examples/nas/legacy/textnas/run_retrain.sh	36
examples/nas/legacy/textnas/search.py	71
examples/nas/legacy/textnas/utils.py	48
examples/nas/multi-trial/mnasnet/base_mnasnet.py	219
examples/nas/multi-trial/mnasnet/mutator.py	50
examples/nas/multi-trial/mnasnet/search.py	48
examples/nas/multi-trial/mnist/search.py	95
examples/nas/multi-trial/nasbench101/base_ops.py	37
examples/nas/multi-trial/nasbench101/network.py	142
examples/nas/multi-trial/nasbench201/base_ops.py	116
examples/nas/multi-trial/nasbench201/network.py	132
examples/nas/multi-trial/transformer/README.md	13
examples/nas/multi-trial/transformer/retiarii_transformer_demo.py	136
examples/nas/oneshot/darts/README.md	1
examples/nas/oneshot/darts/README_zh_CN.md	1
examples/nas/oneshot/darts/datasets.py	43
examples/nas/oneshot/darts/model.py	118
examples/nas/oneshot/darts/ops.py	80
examples/nas/oneshot/darts/retrain.py	115
examples/nas/oneshot/darts/search.py	60
examples/nas/oneshot/darts/utils.py	13
examples/nas/oneshot/enas-tf/datasets.py	7
examples/nas/oneshot/enas-tf/macro.py	117
examples/nas/oneshot/enas-tf/micro.py	140
examples/nas/oneshot/enas-tf/search.py	21
examples/nas/oneshot/enas-tf/utils.py	10
examples/nas/oneshot/enas/README.md	1
examples/nas/oneshot/enas/README_zh_CN.md	1
examples/nas/oneshot/enas/datasets.py	21
examples/nas/oneshot/enas/macro.py	68
examples/nas/oneshot/enas/micro.py	154
examples/nas/oneshot/enas/ops.py	82
examples/nas/oneshot/enas/search.py	69
examples/nas/oneshot/enas/utils.py	18
examples/nas/oneshot/naive-tf/train.py	69
examples/nas/oneshot/naive/README.md	1
examples/nas/oneshot/naive/README_zh_CN.md	1
examples/nas/oneshot/naive/train.py	58
examples/nas/oneshot/pfld/__init__.py	1
examples/nas/oneshot/pfld/datasets.py	30
examples/nas/oneshot/pfld/export.py	55
examples/nas/oneshot/pfld/lib/__init__.py	1
examples/nas/oneshot/pfld/lib/builder.py	43
examples/nas/oneshot/pfld/lib/ops.py	345
examples/nas/oneshot/pfld/lib/subnet.py	99
examples/nas/oneshot/pfld/lib/supernet.py	102
examples/nas/oneshot/pfld/lib/trainer.py	179
examples/nas/oneshot/pfld/lib/utils.py	43
examples/nas/oneshot/pfld/retrain.py	236
examples/nas/oneshot/pfld/train.py	146
examples/nas/oneshot/proxylessnas/datasets.py	152
examples/nas/oneshot/proxylessnas/main.py	123
examples/nas/oneshot/proxylessnas/model.py	96
examples/nas/oneshot/proxylessnas/ops.py	254
examples/nas/oneshot/proxylessnas/putils.py	82
examples/nas/oneshot/proxylessnas/retrain.py	151
examples/nas/oneshot/spos/README.md	1
examples/nas/oneshot/spos/README_zh_CN.md	1
examples/nas/oneshot/spos/architecture_final.json	22
examples/nas/oneshot/spos/blocks.py	66
examples/nas/oneshot/spos/evaluation.py	129
examples/nas/oneshot/spos/network.py	113
examples/nas/oneshot/spos/search.py	53
examples/nas/oneshot/spos/supernet.py	72
examples/nas/oneshot/spos/utils.py	45
examples/nas/search_space_zoo/darts_example.py	41
examples/nas/search_space_zoo/darts_stack_cells.py	41
examples/nas/search_space_zoo/datasets.py	43
examples/nas/search_space_zoo/enas_macro_example.py	73
examples/nas/search_space_zoo/enas_micro_example.py	100
examples/nas/search_space_zoo/fixed-architecture.json	8
examples/nas/search_space_zoo/nasbench201.py	176
examples/nas/search_space_zoo/utils.py	18
examples/notebooks/Retiarii_example_multi-trial_NAS.ipynb	953
examples/notebooks/Retiarii_example_one-shot_NAS.ipynb	354
examples/notebooks/tabular_data_classification_in_AML.ipynb	1073
examples/notebooks/utils.py	25
examples/trials/README.md	214
examples/trials/README_zh_CN.md	214
examples/trials/auto-gbdt/config.yml	10
examples/trials/auto-gbdt/config_metis.yml	19
examples/trials/auto-gbdt/config_windows.yml	10
examples/trials/auto-gbdt/main.py	67
examples/trials/auto-gbdt/search_space.json	18
examples/trials/benchmarking/automlbenchmark/nni/benchmarks/nnismall-binary.yaml	21
examples/trials/benchmarking/automlbenchmark/nni/benchmarks/nnismall-multiclass.yaml	21
examples/trials/benchmarking/automlbenchmark/nni/benchmarks/nnismall-regression.yaml	21
examples/trials/benchmarking/automlbenchmark/nni/benchmarks/nnismall.yaml	53
examples/trials/benchmarking/automlbenchmark/nni/benchmarks/nnivalid.yaml	34
examples/trials/benchmarking/automlbenchmark/nni/config.yaml	13
examples/trials/benchmarking/automlbenchmark/nni/extensions/NNI/__init__.py	3
examples/trials/benchmarking/automlbenchmark/nni/extensions/NNI/architectures/run_mlp.py	111
examples/trials/benchmarking/automlbenchmark/nni/extensions/NNI/architectures/run_random_forest.py	108
examples/trials/benchmarking/automlbenchmark/nni/extensions/NNI/exec.py	51
examples/trials/benchmarking/automlbenchmark/nni/extensions/NNI/run_experiment.py	11
examples/trials/benchmarking/automlbenchmark/nni/extensions/NNI/tuners.py	114
examples/trials/benchmarking/automlbenchmark/nni/frameworks.yaml	77
examples/trials/benchmarking/automlbenchmark/parse_result_csv.py	124
examples/trials/benchmarking/automlbenchmark/runbenchmark_nni.sh	41
examples/trials/benchmarking/automlbenchmark/setup.sh	5
examples/trials/benchmarking/hyperband/config_hyperband.yml	12
examples/trials/benchmarking/hyperband/main.py	37
examples/trials/benchmarking/hyperband/search_space.json	8
examples/trials/cifar10_pytorch/README.md	5
examples/trials/cifar10_pytorch/README_zh_CN.md	2
examples/trials/cifar10_pytorch/adl.Dockerfile	5
examples/trials/cifar10_pytorch/config.yml	13
examples/trials/cifar10_pytorch/config_adl.yml	26
examples/trials/cifar10_pytorch/config_windows.yml	13
examples/trials/cifar10_pytorch/main.py	160
examples/trials/cifar10_pytorch/main_adl.py	121
examples/trials/cifar10_pytorch/models/__init__.py	10
examples/trials/cifar10_pytorch/models/densenet.py	82
examples/trials/cifar10_pytorch/models/dpn.py	81
examples/trials/cifar10_pytorch/models/googlenet.py	85
examples/trials/cifar10_pytorch/models/lenet.py	21
examples/trials/cifar10_pytorch/models/mobilenet.py	47
examples/trials/cifar10_pytorch/models/mobilenetv2.py	68
examples/trials/cifar10_pytorch/models/pnasnet.py	96
examples/trials/cifar10_pytorch/models/preact_resnet.py	92
examples/trials/cifar10_pytorch/models/resnet.py	94
examples/trials/cifar10_pytorch/models/resnext.py	73
examples/trials/cifar10_pytorch/models/senet.py	89
examples/trials/cifar10_pytorch/models/shufflenet.py	88
examples/trials/cifar10_pytorch/models/vgg.py	37
examples/trials/cifar10_pytorch/search_space.json	14
examples/trials/cifar10_pytorch/search_space_adl.json	5
examples/trials/cifar10_pytorch/utils.py	111
examples/trials/efficientnet/README.md	1
examples/trials/efficientnet/README_zh_CN.md	1
examples/trials/efficientnet/config.yml	14
examples/trials/efficientnet/config_windows.yml	14
examples/trials/efficientnet/search_net.json	14
examples/trials/efficientnet/tuner.py	15
examples/trials/ga_squad/README.md	253
examples/trials/ga_squad/README_zh_CN.md	229
examples/trials/ga_squad/attention.py	129
examples/trials/ga_squad/config.yml	13
examples/trials/ga_squad/config_windows.yml	13
examples/trials/ga_squad/data.py	210
examples/trials/ga_squad/download.sh	4
examples/trials/ga_squad/evaluate.py	122
examples/trials/ga_squad/graph.py	239
examples/trials/ga_squad/graph_to_tf.py	250
examples/trials/ga_squad/rnn.py	84
examples/trials/ga_squad/train_model.py	194
examples/trials/ga_squad/trial.py	353
examples/trials/ga_squad/util.py	44
examples/trials/kaggle-tgs-salt/README.md	36
examples/trials/kaggle-tgs-salt/README_zh_CN.md	24
examples/trials/kaggle-tgs-salt/augmentation.py	182
examples/trials/kaggle-tgs-salt/config.yml	11
examples/trials/kaggle-tgs-salt/config_windows.yml	11
examples/trials/kaggle-tgs-salt/focal_loss.py	42
examples/trials/kaggle-tgs-salt/loader.py	220
examples/trials/kaggle-tgs-salt/lovasz_losses.py	135
examples/trials/kaggle-tgs-salt/metrics.py	51
examples/trials/kaggle-tgs-salt/models.py	470
examples/trials/kaggle-tgs-salt/postprocessing.py	32
examples/trials/kaggle-tgs-salt/predict.py	140
examples/trials/kaggle-tgs-salt/preprocess.py	59
examples/trials/kaggle-tgs-salt/settings.py	17
examples/trials/kaggle-tgs-salt/train.py	184
examples/trials/kaggle-tgs-salt/utils.py	122
examples/trials/mnist-advisor/config_bohb.yml	15
examples/trials/mnist-advisor/config_hyperband.yml	15
examples/trials/mnist-advisor/mnist.py	176
examples/trials/mnist-advisor/search_space.json	7
examples/trials/mnist-annotation/config.yml	12
examples/trials/mnist-annotation/config_windows.yml	12
examples/trials/mnist-annotation/mnist.py	174
examples/trials/mnist-batch-tune-keras/config.yml	10
examples/trials/mnist-batch-tune-keras/config_windows.yml	10
examples/trials/mnist-batch-tune-keras/mnist-keras.py	95
examples/trials/mnist-batch-tune-keras/search_space.json	12
examples/trials/mnist-distributed-pytorch/config_kubeflow.yml	34
examples/trials/mnist-distributed-pytorch/dist_mnist.py	119
examples/trials/mnist-distributed-pytorch/search_space.json	4
examples/trials/mnist-distributed-tfv1/config_kubeflow.yml	39
examples/trials/mnist-distributed-tfv1/dist_mnist.py	228
examples/trials/mnist-distributed-tfv1/search_space.json	5
examples/trials/mnist-keras/config.yml	16
examples/trials/mnist-keras/config_pai.yml	26
examples/trials/mnist-keras/config_windows.yml	16
examples/trials/mnist-keras/mnist-keras.py	97
examples/trials/mnist-keras/search_space.json	4
examples/trials/mnist-nested-search-space/config.yml	13
examples/trials/mnist-nested-search-space/config_windows.yml	13
examples/trials/mnist-nested-search-space/mnist.py	127
examples/trials/mnist-nested-search-space/sample.json	17
examples/trials/mnist-nested-search-space/search_space.json	114
examples/trials/mnist-pbt-tuner-pytorch/config.yml	13
examples/trials/mnist-pbt-tuner-pytorch/config_windows.yml	13
examples/trials/mnist-pbt-tuner-pytorch/mnist.py	138
examples/trials/mnist-pbt-tuner-pytorch/search_space.json	5
examples/trials/mnist-pytorch/config.yml	10
examples/trials/mnist-pytorch/config_adl.yml	19
examples/trials/mnist-pytorch/config_aml.yml	15
examples/trials/mnist-pytorch/config_assessor.yml	16
examples/trials/mnist-pytorch/config_detailed.yml	27
examples/trials/mnist-pytorch/config_dlc.yml	22
examples/trials/mnist-pytorch/config_frameworkcontroller.yml	34
examples/trials/mnist-pytorch/config_frameworkcontroller_custom.yml	25
examples/trials/mnist-pytorch/config_hybrid.yml	14
examples/trials/mnist-pytorch/config_kubeflow.yml	28
examples/trials/mnist-pytorch/config_openpai.yml	20
examples/trials/mnist-pytorch/config_remote.yml	20
examples/trials/mnist-pytorch/config_tensorboard.yml	11
examples/trials/mnist-pytorch/config_windows.yml	10
examples/trials/mnist-pytorch/fc_template.yml	49
examples/trials/mnist-pytorch/mnist.py	123
examples/trials/mnist-pytorch/mnist_tensorboard.py	128
examples/trials/mnist-pytorch/search_space.json	6
examples/trials/mnist-sharedstorage/config_azureblob.yml	28
examples/trials/mnist-sharedstorage/config_nfs.yml	27
examples/trials/mnist-sharedstorage/mnist.py	123
examples/trials/mnist-sharedstorage/search_space.json	6
examples/trials/mnist-tfv1/config.yml	16
examples/trials/mnist-tfv1/config_aml.yml	21
examples/trials/mnist-tfv1/config_assessor.yml	21
examples/trials/mnist-tfv1/config_dlts.yml	20
examples/trials/mnist-tfv1/config_frameworkcontroller.yml	34
examples/trials/mnist-tfv1/config_hybrid.yml	27
examples/trials/mnist-tfv1/config_hybrid_v2.yml	21
examples/trials/mnist-tfv1/config_kubeflow.yml	28
examples/trials/mnist-tfv1/config_pai.yml	26
examples/trials/mnist-tfv1/config_windows.yml	16
examples/trials/mnist-tfv1/launch_hybrid.py	27
examples/trials/mnist-tfv1/mnist.py	175
examples/trials/mnist-tfv1/mnist_before.py	171
examples/trials/mnist-tfv1/search_space.json	7
examples/trials/mnist-tfv2/config.yml	10
examples/trials/mnist-tfv2/config_assessor.yml	16
examples/trials/mnist-tfv2/config_detailed.yml	30
examples/trials/mnist-tfv2/config_hybrid.yml	46
examples/trials/mnist-tfv2/config_remote.yml	20
examples/trials/mnist-tfv2/config_windows.yml	10
examples/trials/mnist-tfv2/launch.py	20
examples/trials/mnist-tfv2/mnist.py	78
examples/trials/mnist-tfv2/search_space.json	7
examples/trials/network_morphism/FashionMNIST/FashionMNIST_keras.py	129
examples/trials/network_morphism/FashionMNIST/FashionMNIST_pytorch.py	177
examples/trials/network_morphism/FashionMNIST/__init__.py	1
examples/trials/network_morphism/FashionMNIST/config.yml	17
examples/trials/network_morphism/FashionMNIST/utils.py	124
examples/trials/network_morphism/README.md	80
examples/trials/network_morphism/README_zh_CN.md	80
examples/trials/network_morphism/cifar10/__init__.py	1
examples/trials/network_morphism/cifar10/cifar10_keras.py	129
examples/trials/network_morphism/cifar10/cifar10_pytorch.py	170
examples/trials/network_morphism/cifar10/config.yml	17
examples/trials/network_morphism/cifar10/utils.py	124
examples/trials/pix2pix-pytorch/base_params.py	47
examples/trials/pix2pix-pytorch/config.yml	47
examples/trials/pix2pix-pytorch/pix2pix.py	141
examples/trials/pix2pix-pytorch/setup.sh	3
examples/trials/pix2pix-pytorch/test.py	109
examples/trials/sklearn/classification/config.yml	11
examples/trials/sklearn/classification/main.py	55
examples/trials/sklearn/classification/python_api_connect.ipynb	195
examples/trials/sklearn/classification/python_api_start.ipynb	214
examples/trials/sklearn/classification/search_space.json	7
examples/trials/sklearn/regression/config.yml	11
examples/trials/sklearn/regression/main.py	63
examples/trials/sklearn/regression/search_space.json	4
examples/trials/systems_auto_tuning/opevo/src/algorithms/gbfs.py	194
examples/trials/systems_auto_tuning/opevo/src/algorithms/na2c.py	281
examples/trials/systems_auto_tuning/opevo/src/algorithms/opevo.py	322
examples/trials/systems_auto_tuning/opevo/src/compiler_auto_tune_stable.py	342
examples/trials/systems_auto_tuning/opevo/src/experiments/bmm/B960N128K128M64PNN/config_opevo.yml	20
examples/trials/systems_auto_tuning/opevo/src/experiments/bmm/B960N128K128M64PNN/search_space.json	1
examples/trials/systems_auto_tuning/opevo/src/experiments/bmm/B960N128K128M64PTN/config_opevo.yml	20
examples/trials/systems_auto_tuning/opevo/src/experiments/bmm/B960N128K128M64PTN/search_space.json	1
examples/trials/systems_auto_tuning/opevo/src/experiments/bmm/B960N128K64M128PNT/config_opevo.yml	20
examples/trials/systems_auto_tuning/opevo/src/experiments/bmm/B960N128K64M128PNT/search_space.json	1
examples/trials/systems_auto_tuning/opevo/src/experiments/conv/N512C3HW227F64K11ST4PD0/config_opevo.yml	20
examples/trials/systems_auto_tuning/opevo/src/experiments/conv/N512C3HW227F64K11ST4PD0/search_space.json	1
examples/trials/systems_auto_tuning/opevo/src/experiments/conv/N512C64HW27F192K5ST1PD2/config_opevo.yml	20
examples/trials/systems_auto_tuning/opevo/src/experiments/conv/N512C64HW27F192K5ST1PD2/search_space.json	1
examples/trials/systems_auto_tuning/opevo/src/experiments/mm/N512K1024M1024/config_gbfs.yml	18
examples/trials/systems_auto_tuning/opevo/src/experiments/mm/N512K1024M1024/config_na2c.yml	17
examples/trials/systems_auto_tuning/opevo/src/experiments/mm/N512K1024M1024/config_opevo.yml	20
examples/trials/systems_auto_tuning/opevo/src/experiments/mm/N512K1024M1024/search_space.json	1
examples/trials/systems_auto_tuning/opevo/src/experiments/mm/N512K1024M4096/config_gbfs.yml	18
examples/trials/systems_auto_tuning/opevo/src/experiments/mm/N512K1024M4096/config_na2c.yml	17
examples/trials/systems_auto_tuning/opevo/src/experiments/mm/N512K1024M4096/config_opevo.yml	20
examples/trials/systems_auto_tuning/opevo/src/experiments/mm/N512K1024M4096/search_space.json	1
examples/trials/systems_auto_tuning/opevo/src/experiments/mm/N512K4096M1024/config_gbfs.yml	18
examples/trials/systems_auto_tuning/opevo/src/experiments/mm/N512K4096M1024/config_na2c.yml	17
examples/trials/systems_auto_tuning/opevo/src/experiments/mm/N512K4096M1024/config_opevo.yml	20
examples/trials/systems_auto_tuning/opevo/src/experiments/mm/N512K4096M1024/search_space.json	1
examples/trials/systems_auto_tuning/opevo/src/run.sh	16
examples/trials/systems_auto_tuning/opevo/src/templates/batch_matmul.py	100
examples/trials/systems_auto_tuning/opevo/src/templates/convfwd_direct.py	104
examples/trials/systems_auto_tuning/opevo/src/templates/matmul.py	91
examples/trials/systems_auto_tuning/opevo/tvm_patches/tvm_v0.6.patch	76
examples/trials/systems_auto_tuning/rocksdb-fillrandom/config_smac.yml	15
examples/trials/systems_auto_tuning/rocksdb-fillrandom/config_tpe.yml	15
examples/trials/systems_auto_tuning/rocksdb-fillrandom/db_bench_installation.sh	25
examples/trials/systems_auto_tuning/rocksdb-fillrandom/main.py	60
examples/trials/systems_auto_tuning/rocksdb-fillrandom/search_space.json	14
examples/trials/weight_sharing/ga_squad/attention.py	129
examples/trials/weight_sharing/ga_squad/config_remote.yml	29
examples/trials/weight_sharing/ga_squad/data.py	209
examples/trials/weight_sharing/ga_squad/download.sh	4
examples/trials/weight_sharing/ga_squad/evaluate.py	128
examples/trials/weight_sharing/ga_squad/graph.py	276
examples/trials/weight_sharing/ga_squad/graph_to_tf.py	251
examples/trials/weight_sharing/ga_squad/rnn.py	84
examples/trials/weight_sharing/ga_squad/train_model.py	193
examples/trials/weight_sharing/ga_squad/trial.py	359
examples/trials/weight_sharing/ga_squad/util.py	44
examples/tuners/customized_tuner/README.md	2
examples/tuners/customized_tuner/README_zh_CN.md	2
examples/tuners/customized_tuner/demo_tuner/__init__.py	1
examples/tuners/customized_tuner/demo_tuner/demo_tuner.py	29
examples/tuners/customized_tuner/meta_file.yml	4
examples/tuners/customized_tuner/setup.py	17
examples/tuners/ga_customer_tuner/README.md	13
examples/tuners/ga_customer_tuner/README_zh_CN.md	10
examples/tuners/ga_customer_tuner/__init__.py	1
examples/tuners/ga_customer_tuner/customer_tuner.py	98
examples/tuners/ga_customer_tuner/graph.py	212
examples/tuners/mnist_keras_customized_advisor/config.yml	18
examples/tuners/mnist_keras_customized_advisor/dummy_advisor.py	61
examples/tuners/mnist_keras_customized_advisor/mnist_keras.py	72
examples/tuners/mnist_keras_customized_advisor/search_space.json	5
examples/tuners/random_nas_tuner/random_nas_tuner.py	45
examples/tuners/weight_sharing/ga_customer_tuner/README.md	13
examples/tuners/weight_sharing/ga_customer_tuner/README_zh_CN.md	10
examples/tuners/weight_sharing/ga_customer_tuner/__init__.py	1
examples/tuners/weight_sharing/ga_customer_tuner/customer_tuner.py	129
examples/tuners/weight_sharing/ga_customer_tuner/graph.py	276
nni/retiarii/converter/README.md	19
nni/runtime/default_config/training_services.json	1
test/config/examples/cifar10-pytorch-adl.yml	20
test/config/examples/cifar10-pytorch-v2.yml	16
test/config/examples/cifar10-pytorch.yml	20
test/config/examples/cifar10_adl_search_space.json	5
test/config/examples/cifar10_search_space.json	5
test/config/examples/classic-nas-pytorch-v2.yml	18
test/config/examples/classic-nas-pytorch.yml	18
test/config/examples/classic-nas-tf2.yml	18
test/config/examples/mnist-annotation-v2.yml	16
test/config/examples/mnist-annotation.yml	18
test/config/examples/mnist-keras-v2.yml	16
test/config/examples/mnist-keras.yml	19
test/config/examples/mnist-nested-search-space-v2.yml	16
test/config/examples/mnist-nested-search-space.yml	19
test/config/examples/mnist-pytorch-gpu.yml	23
test/config/examples/mnist-pytorch-v2.yml	16
test/config/examples/mnist-pytorch.yml	19
test/config/examples/mnist-tfv1-v2.yml	16
test/config/examples/mnist-tfv1.yml	19
test/config/examples/mnist-tfv2-v2.yml	16
test/config/examples/mnist-tfv2.yml	19
test/config/examples/mnist_pytorch_search_space.json	6
test/config/examples/mnist_search_space.json	7
test/config/examples/sklearn-classification-v2.yml	16
test/config/examples/sklearn-classification.yml	20
test/config/examples/sklearn-regression-v2.yml	16
test/config/examples/sklearn-regression.yml	20
test/config/metrics_test/expected_metrics.json	4
test/config/metrics_test/expected_metrics_dict.json	10
test/config/metrics_test/search_space.json	7
test/config/multi_phase/search_space.json	7
test/config/multi_thread/search_space.json	7
test/config/naive_test/README.md	17
test/config/naive_test/README_zh_CN.md	15
test/config/naive_test/search_space.json	1
test/config/naive_trial/search_space.json	17
test/config/naive_trial/search_space_choices.json	7
test/config/nnictl_experiment/test_import.json	4
test/config/sharedstorage_test/config_sharedstorage_search_space.json	7
test/config/tuners/seach_space_classic_nas.json	26
test/config/tuners/search_space.json	7
test/config/tuners/search_space_advisor.json	7
test/config/tuners/search_space_batchtuner.json	12
test/pytest.ini	2
test/ut/experiment/assets/search_space.json	3
test/ut/experiment/assets/ss_comma.json	10
test/ut/experiment/assets/ss_tab.json	10
test/ut/experiment/assets/ss_tab_comma.json	10
test/ut/retiarii/mnist-tensorflow.json	39
test/ut/retiarii/mnist_pytorch.json	36
test/ut/sdk/assets/classic_nas_search_space.json	26
test/ut/sdk/assets/search_space.json	86
test/ut/tools/annotation/examples/mnist_generated.py	157
test/ut/tools/annotation/examples/mnist_with_annotation.json	56
test/ut/tools/annotation/examples/mnist_with_annotation.py	172
test/ut/tools/annotation/examples/mnist_without_annotation.json	56
test/ut/tools/annotation/examples/mnist_without_annotation.py	173
test/ut/tools/annotation/testcase/searchspace.json	189
test/ut/tools/nnictl/config_files/invalid/search_space.json	6
test/ut/tools/nnictl/config_files/test_files/test_json.json	1
test/ut/tools/nnictl/config_files/valid/search_space.json	6
ts/jupyter_extension/README.md	34
ts/jupyter_extension/package.json	20
ts/jupyter_extension/tsconfig.json	14
ts/nni_manager/config/adl/adaptdl-crd-v1.json	17
ts/nni_manager/config/adl/adaptdl-nni-configmap-template.json	19
ts/nni_manager/config/adl/adaptdl-pvc-template.json	27
ts/nni_manager/config/adl/adaptdl-tensorboard-deployment-template.json	55
ts/nni_manager/config/adl/adaptdl-tensorboard-pvc-template.json	27
ts/nni_manager/config/adl/adaptdljob-template.json	109
ts/nni_manager/config/frameworkcontroller/frameworkcontrollerjob-crd-v1.json	17
ts/nni_manager/config/kubeflow/pytorchjob-crd-v1.json	17
ts/nni_manager/config/kubeflow/pytorchjob-crd-v1alpha2.json	17
ts/nni_manager/config/kubeflow/pytorchjob-crd-v1beta1.json	17
ts/nni_manager/config/kubeflow/pytorchjob-crd-v1beta2.json	17
ts/nni_manager/config/kubeflow/tfjob-crd-v1.json	17
ts/nni_manager/config/kubeflow/tfjob-crd-v1alpha2.json	17
ts/nni_manager/config/kubeflow/tfjob-crd-v1beta1.json	17
ts/nni_manager/config/kubeflow/tfjob-crd-v1beta2.json	17
ts/nni_manager/package.json	111
ts/nni_manager/tsconfig.json	31
ts/webui/README.md	12
ts/webui/mock/all-types-metric.json	2524
ts/webui/mock/dict-metrics-100.json	2943
ts/webui/mock/mnist-tfv1-running.json	553
ts/webui/mock/mnist-tfv2-stage0.json	54
ts/webui/mock/mnist-tfv2-stage1.json	304
ts/webui/mock/mnist-tfv2-stage2.json	457
ts/webui/package.json	129
ts/webui/public/manifest.json	15
ts/webui/tsconfig.json	27