Path	Lines of Code
CMakeLists.txt	228
CONTRIBUTING.md	20
README.md	40
SECURITY.md	21
doc/autograd.rst	20
doc/data.rst	18
doc/device.rst	36
doc/index.rst	30
doc/module.rst	19
doc/onnx.rst	20
doc/opt.rst	21
doc/snapshot.rst	18
doc/tensor.rst	32
doc/utils.rst	18
examples/CMakeLists.txt	19
examples/cifar_distributed_cnn/README.md	36
examples/cifar_distributed_cnn/autograd/cifar10_multiprocess.py	15
examples/cifar_distributed_cnn/autograd/mnist_cnn.py	217
examples/cifar_distributed_cnn/autograd/mnist_dist.py	4
examples/cifar_distributed_cnn/autograd/mnist_multiprocess.py	13
examples/cifar_distributed_cnn/autograd/resnet_cifar10.py	211
examples/cifar_distributed_cnn/autograd/resnet_dist.py	54
examples/cifar_distributed_cnn/autograd/sparsification_mnist.py	17
examples/cifar_distributed_cnn/autograd/xceptionnet.py	231
examples/cifar_distributed_cnn/benchmark.py	77
examples/cifar_distributed_cnn/data/cifar10.py	58
examples/cifar_distributed_cnn/data/cifar100.py	49
examples/cifar_distributed_cnn/data/download_cifar10.py	24
examples/cifar_distributed_cnn/data/download_cifar100.py	6
examples/cifar_distributed_cnn/data/download_mnist.py	20
examples/cifar_distributed_cnn/data/mnist.py	57
examples/cifar_distributed_cnn/model/alexnet.py	79
examples/cifar_distributed_cnn/model/cnn.py	51
examples/cifar_distributed_cnn/model/resnet.py	178
examples/cifar_distributed_cnn/model/xceptionnet.py	232
examples/cifar_distributed_cnn/run-rtx.sh	14
examples/cifar_distributed_cnn/train_cnn.py	234
examples/cifar_distributed_cnn/train_mpi.py	67
examples/cifar_distributed_cnn/train_multiprocess.py	83
examples/cnn/README.md	35
examples/cnn/autograd/cifar10_multiprocess.py	15
examples/cnn/autograd/mnist_cnn.py	217
examples/cnn/autograd/mnist_dist.py	4
examples/cnn/autograd/mnist_multiprocess.py	13
examples/cnn/autograd/resnet_cifar10.py	211
examples/cnn/autograd/resnet_dist.py	54
examples/cnn/autograd/sparsification_mnist.py	17
examples/cnn/autograd/xceptionnet.py	231
examples/cnn/benchmark.py	77
examples/cnn/data/cifar10.py	58
examples/cnn/data/cifar100.py	49
examples/cnn/data/download_cifar10.py	24
examples/cnn/data/download_cifar100.py	6
examples/cnn/data/download_mnist.py	20
examples/cnn/data/mnist.py	57
examples/cnn/model/alexnet.py	79
examples/cnn/model/cnn.py	51
examples/cnn/model/resnet.py	178
examples/cnn/model/xceptionnet.py	232
examples/cnn/run.sh	12
examples/cnn/train_cnn.py	248
examples/cnn/train_mpi.py	65
examples/cnn/train_multiprocess.py	81
examples/cnn_ms/README.md	35
examples/cnn_ms/autograd/cifar10_multiprocess.py	15
examples/cnn_ms/autograd/mnist_cnn.py	217
examples/cnn_ms/autograd/mnist_dist.py	4
examples/cnn_ms/autograd/mnist_multiprocess.py	13
examples/cnn_ms/autograd/resnet_cifar10.py	211
examples/cnn_ms/autograd/resnet_dist.py	54
examples/cnn_ms/autograd/sparsification_mnist.py	17
examples/cnn_ms/autograd/xceptionnet.py	231
examples/cnn_ms/benchmark.py	77
examples/cnn_ms/data/cifar10.py	58
examples/cnn_ms/data/cifar100.py	49
examples/cnn_ms/data/download_cifar10.py	24
examples/cnn_ms/data/download_cifar100.py	6
examples/cnn_ms/data/download_mnist.py	20
examples/cnn_ms/data/mnist.py	57
examples/cnn_ms/model/alexnet.py	79
examples/cnn_ms/model/cnn.py	51
examples/cnn_ms/model/resnet.py	178
examples/cnn_ms/model/xceptionnet.py	232
examples/cnn_ms/msmlp/model.py	117
examples/cnn_ms/msmlp/native.py	82
examples/cnn_ms/pkg_model_code/model.py	176
examples/cnn_ms/run.sh	12
examples/cnn_ms/train_cnn.py	388
examples/cnn_ms/train_mpi.py	65
examples/cnn_ms/train_ms_model.py	389
examples/cnn_ms/train_multiprocess.py	81
examples/cpp/cifar10/CMakeLists.txt	32
examples/cpp/cifar10/README.md	61
examples/cpp/cifar10/cifar10.h	66
examples/cpp/cifar10/cnn-parallel.cc	211
examples/cpp/cifar10/cnn.cc	168
examples/cpp/cifar10/download_data.py	46
examples/cpp/cifar10/run-parallel.sh	1
examples/cpp/cifar10/run.sh	1
examples/cpp/cifar10/vgg-parallel.cc	265
examples/cpp/imagenet/CMakeLists.txt	31
examples/cpp/imagenet/README.md	62
examples/cpp/imagenet/alexnet.cc	347
examples/cpp/imagenet/create_data.sh	2
examples/cpp/imagenet/ilsvrc12.cc	45
examples/cpp/imagenet/ilsvrc12.h	306
examples/cpp/imagenet/run.sh	2
examples/demos/Classification/BloodMnist/ClassDemo.py	168
examples/demos/Classification/BloodMnist/Readme.md	39
examples/demos/Classification/BloodMnist/transforms.py	57
examples/gan/README.md	25
examples/gan/download_mnist.py	8
examples/gan/lsgan.py	139
examples/gan/model/gan_mlp.py	55
examples/gan/model/lsgan_mlp.py	52
examples/gan/utils.py	43
examples/gan/vanilla.py	129
examples/healthcare/application/Cardiovascular_Disease/README.md	29
examples/healthcare/application/Cardiovascular_Disease/run.sh	1
examples/healthcare/application/Cardiovascular_Disease/train.py	240
examples/healthcare/application/Diabetic_Disease/Diabetic_Readmission_Prediction/README.md	32
examples/healthcare/application/Diabetic_Disease/Diabetic_Readmission_Prediction/run.sh	1
examples/healthcare/application/Diabetic_Disease/Diabetic_Readmission_Prediction/train.py	190
examples/healthcare/application/Diabetic_Disease/Diabetic_Retinopathy_Classification/README.md	37
examples/healthcare/application/Diabetic_Disease/Diabetic_Retinopathy_Classification/run.sh	1
examples/healthcare/application/Diabetic_Disease/Diabetic_Retinopathy_Classification/train.py	235
examples/healthcare/application/Hematologic_Disease/readme.md	40
examples/healthcare/application/Hematologic_Disease/run.sh	1
examples/healthcare/application/Hematologic_Disease/train.py	136
examples/healthcare/application/Kidney_Disease/README.md	31
examples/healthcare/application/Kidney_Disease/run.sh	1
examples/healthcare/application/Kidney_Disease/train.py	243
examples/healthcare/application/Malaria_Disease/readme.md	32
examples/healthcare/application/Malaria_Disease/run.sh	1
examples/healthcare/application/Malaria_Disease/train.py	235
examples/healthcare/application/Thyroid_Eye_Disease/README.md	26
examples/healthcare/application/Thyroid_Eye_Disease/run.sh	1
examples/healthcare/application/Thyroid_Eye_Disease/train.py	170
examples/healthcare/data/bloodmnist.py	99
examples/healthcare/data/cardiovascular.py	53
examples/healthcare/data/cifar10.py	58
examples/healthcare/data/diabetic.py	28
examples/healthcare/data/diaret.py	56
examples/healthcare/data/kidney.py	30
examples/healthcare/data/malaria.py	87
examples/healthcare/models/cardionet.py	47
examples/healthcare/models/diabetic_net.py	90
examples/healthcare/models/diabetic_retinopthy_net.py	56
examples/healthcare/models/hematologic_net.py	77
examples/healthcare/models/kidney_net.py	90
examples/healthcare/models/malaria_net.py	98
examples/healthcare/models/tedct_net.py	123
examples/hfl/README.md	47
examples/hfl/requirements.txt	3
examples/hfl/src/__init__.py	1
examples/hfl/src/bank.py	57
examples/hfl/src/client.py	237
examples/hfl/src/mlp.py	78
examples/hfl/src/proto/__init__.py	1
examples/hfl/src/proto/interface.proto	11
examples/hfl/src/proto/interface_pb2.py	180
examples/hfl/src/proto/utils.py	77
examples/hfl/src/server.py	67
examples/largedataset_cnn/README.md	48
examples/largedataset_cnn/autograd/cifar10_multiprocess.py	15
examples/largedataset_cnn/autograd/mnist_cnn.py	217
examples/largedataset_cnn/autograd/mnist_dist.py	4
examples/largedataset_cnn/autograd/mnist_multiprocess.py	13
examples/largedataset_cnn/autograd/resnet_cifar10.py	211
examples/largedataset_cnn/autograd/resnet_dist.py	54
examples/largedataset_cnn/autograd/sparsification_mnist.py	17
examples/largedataset_cnn/autograd/xceptionnet.py	231
examples/largedataset_cnn/model/alexnet.py	79
examples/largedataset_cnn/model/cnn.py	51
examples/largedataset_cnn/model/resnet.py	178
examples/largedataset_cnn/model/xceptionnet.py	232
examples/largedataset_cnn/process_data.py	54
examples/largedataset_cnn/train_largedata.py	214
examples/largedataset_cnn/train_mpi.py	58
examples/malaria_cnn/README.md	32
examples/malaria_cnn/data/malaria.py	87
examples/malaria_cnn/model/cnn.py	56
examples/malaria_cnn/model/mlp.py	47
examples/malaria_cnn/run.sh	1
examples/malaria_cnn/train_cnn.py	234
examples/mlp/model.py	90
examples/mlp/native.py	82
examples/model_selection/Trails/README.md	79
examples/model_selection/Trails/dataset/frappe/decoded_train_feat_id.pt	23
examples/model_selection/Trails/dataset/frappe/decoded_train_feat_value.pt	12
examples/model_selection/Trails/dataset/frappe/decoded_train_y.pt	9
examples/model_selection/Trails/dataset/frappe/decoded_valid_feat_id.pt	17
examples/model_selection/Trails/dataset/frappe/decoded_valid_feat_value.pt	13
examples/model_selection/Trails/dataset/frappe/decoded_valid_y.pt	9
examples/model_selection/Trails/documents/dev_guide.md	81
examples/model_selection/Trails/init.sh	11
examples/model_selection/Trails/init_polardb.sh	9
examples/model_selection/Trails/internal/cache-service/cache_service.py	116
examples/model_selection/Trails/internal/cache-service/trigger_cache_svc.py	15
examples/model_selection/Trails/internal/ml/model_selection/config.ini	67
examples/model_selection/Trails/internal/ml/model_selection/eva_service.py	55
examples/model_selection/Trails/internal/ml/model_selection/exps/0.train_one_model.py	55
examples/model_selection/Trails/internal/ml/model_selection/exps/4.seq_score_online.py	97
examples/model_selection/Trails/internal/ml/model_selection/exps/README.md	25
examples/model_selection/Trails/internal/ml/model_selection/exps/shared_args.py	141
examples/model_selection/Trails/internal/ml/model_selection/main.py	39
examples/model_selection/Trails/internal/ml/model_selection/requirement.txt	65
examples/model_selection/Trails/internal/ml/model_selection/scripts/database/load_data_to_db.sh	41
examples/model_selection/Trails/internal/ml/model_selection/scripts/database/load_data_to_db_int.sh	40
examples/model_selection/Trails/internal/ml/model_selection/scripts/database/load_data_to_db_raw_source.sh	13
examples/model_selection/Trails/internal/ml/model_selection/shared_config.py	60
examples/model_selection/Trails/internal/ml/model_selection/src/__init__.py	1
examples/model_selection/Trails/internal/ml/model_selection/src/common/__init__.py	1
examples/model_selection/Trails/internal/ml/model_selection/src/common/constant.py	46
examples/model_selection/Trails/internal/ml/model_selection/src/common/structure.py	63
examples/model_selection/Trails/internal/ml/model_selection/src/controller/__init__.py	10
examples/model_selection/Trails/internal/ml/model_selection/src/controller/controler.py	104
examples/model_selection/Trails/internal/ml/model_selection/src/controller/core/__init__.py	1
examples/model_selection/Trails/internal/ml/model_selection/src/controller/core/metrics.py	18
examples/model_selection/Trails/internal/ml/model_selection/src/controller/core/sample.py	12
examples/model_selection/Trails/internal/ml/model_selection/src/controller/sampler_all/__init__.py	1
examples/model_selection/Trails/internal/ml/model_selection/src/controller/sampler_all/seq_sampler.py	21
examples/model_selection/Trails/internal/ml/model_selection/src/controller/sampler_bohb/bohb_or.py	228
examples/model_selection/Trails/internal/ml/model_selection/src/controller/sampler_ea/__init__.py	1
examples/model_selection/Trails/internal/ml/model_selection/src/controller/sampler_ea/regularized_ea.py	139
examples/model_selection/Trails/internal/ml/model_selection/src/controller/sampler_rand/__init__.py	1
examples/model_selection/Trails/internal/ml/model_selection/src/controller/sampler_rand/random_sample.py	15
examples/model_selection/Trails/internal/ml/model_selection/src/controller/sampler_rl/__init__.py	1
examples/model_selection/Trails/internal/ml/model_selection/src/controller/sampler_rl/reinforcement_learning.py	31
examples/model_selection/Trails/internal/ml/model_selection/src/dataset_utils/__init__.py	1
examples/model_selection/Trails/internal/ml/model_selection/src/dataset_utils/dataset.py	138
examples/model_selection/Trails/internal/ml/model_selection/src/dataset_utils/download_critero_and_avazu.py	25
examples/model_selection/Trails/internal/ml/model_selection/src/dataset_utils/h5py_dataset.py	25
examples/model_selection/Trails/internal/ml/model_selection/src/dataset_utils/save_load_torch.py	60
examples/model_selection/Trails/internal/ml/model_selection/src/dataset_utils/sequence_dataloader.py	59
examples/model_selection/Trails/internal/ml/model_selection/src/dataset_utils/stream_dataloader.py	59
examples/model_selection/Trails/internal/ml/model_selection/src/dataset_utils/structure_data_loader.py	204
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/__init__.py	5
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/coordinator.py	65
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/__init__.py	1
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/__init__.py	1
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/alg_base.py	72
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/prune_synflow.py	215
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/README.md	18
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/README.md	35
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/autograd/cifar10_multiprocess.py	15
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/autograd/mnist_cnn.py	217
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/autograd/mnist_dist.py	4
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/autograd/mnist_multiprocess.py	13
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/autograd/resnet_cifar10.py	211
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/autograd/resnet_dist.py	54
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/autograd/sparsification_mnist.py	17
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/autograd/xceptionnet.py	231
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/benchmark.py	77
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/data/cifar10.py	58
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/data/cifar100.py	49
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/data/download_cifar10.py	24
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/data/download_cifar100.py	6
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/data/download_mnist.py	20
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/data/mnist.py	57
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/model/alexnet.py	79
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/model/cnn.py	51
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/model/resnet.py	178
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/model/xceptionnet.py	232
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/pkg_model_code/model.py	176
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/run.sh	12
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/train_cnn.py	389
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/train_mpi.py	65
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/train_ms_model.py	406
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/cnn_ms/train_multiprocess.py	81
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/ms_model_mlp/model.py	126
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/ms_model_mlp/native.py	82
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/msmlp/model.py	117
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/algo/singa_ms/msmlp/native.py	82
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/concurrent_evaluator.py	128
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/evaluator.py	327
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase1/run_phase1.py	91
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase2/__init__.py	1
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase2/algo/__init__.py	1
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase2/algo/trainer.py	441
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase2/evaluator.py	44
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase2/run_sh.py	114
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase2/run_sr.py	93
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/phase2/run_uniform.py	50
examples/model_selection/Trails/internal/ml/model_selection/src/eva_engine/run_ms.py	236
examples/model_selection/Trails/internal/ml/model_selection/src/logger/__init__.py	19
examples/model_selection/Trails/internal/ml/model_selection/src/query_api/README.md	17
examples/model_selection/Trails/internal/ml/model_selection/src/query_api/__init__.py	1
examples/model_selection/Trails/internal/ml/model_selection/src/query_api/img_explore_ea.py	54
examples/model_selection/Trails/internal/ml/model_selection/src/query_api/img_train_baseline.py	78
examples/model_selection/Trails/internal/ml/model_selection/src/query_api/interface.py	74
examples/model_selection/Trails/internal/ml/model_selection/src/query_api/query_api_img.py	174
examples/model_selection/Trails/internal/ml/model_selection/src/query_api/query_api_mlp.py	116
examples/model_selection/Trails/internal/ml/model_selection/src/query_api/singleton.py	10
examples/model_selection/Trails/internal/ml/model_selection/src/search_space/__init__.py	1
examples/model_selection/Trails/internal/ml/model_selection/src/search_space/core/__init__.py	1
examples/model_selection/Trails/internal/ml/model_selection/src/search_space/core/model_params.py	6
examples/model_selection/Trails/internal/ml/model_selection/src/search_space/core/rl_policy.py	3
examples/model_selection/Trails/internal/ml/model_selection/src/search_space/core/space.py	58
examples/model_selection/Trails/internal/ml/model_selection/src/search_space/init_search_space.py	29
examples/model_selection/Trails/internal/ml/model_selection/src/search_space/mlp_api/__init__.py	1
examples/model_selection/Trails/internal/ml/model_selection/src/search_space/mlp_api/model_params.py	12
examples/model_selection/Trails/internal/ml/model_selection/src/search_space/mlp_api/rl_policy.py	12
examples/model_selection/Trails/internal/ml/model_selection/src/search_space/mlp_api/space.py	493
examples/model_selection/Trails/internal/ml/model_selection/src/search_space/utils/__init__.py	1
examples/model_selection/Trails/internal/ml/model_selection/src/search_space/utils/weight_initializers.py	43
examples/model_selection/Trails/internal/ml/model_selection/src/tools/__init__.py	1
examples/model_selection/Trails/internal/ml/model_selection/src/tools/compute.py	65
examples/model_selection/Trails/internal/ml/model_selection/src/tools/correlation.py	95
examples/model_selection/Trails/internal/ml/model_selection/src/tools/io_tools.py	31
examples/model_selection/Trails/internal/ml/model_selection/src/tools/res_measure.py	64
examples/model_selection/Trails/internal/ml/model_selection/src/tools/utils.py	357
examples/model_selection/Trails/internal/ml/model_slicing/README.md	870
examples/model_selection/Trails/internal/ml/model_slicing/baseline_int.py	140
examples/model_selection/Trails/internal/ml/model_slicing/pg_interface.py	232
examples/model_selection/Trails/internal/ml/model_slicing/profile_preprocess.py	36
examples/model_selection/Trails/internal/ml/model_slicing/save_satistics.py	20
examples/model_selection/Trails/internal/pg_extension/sql/model_selection_cpu.sql	26
examples/model_selection/Trails/internal/pg_extension/sql/model_selection_cpu_workloads.sql	27
examples/model_selection/Trails/internal/pg_extension/sql/model_selection_dev.sql	64
examples/model_selection/Trails/internal/pg_extension/sql/model_selection_trails.sql	26
examples/model_selection/Trails/internal/pg_extension/sql/model_selection_trails_workloads.sql	27
examples/model_selection/Trails/internal/pg_extension/sql/pg_extension--0.1.0.sql	146
examples/model_selection/Trails/internal/pg_extension/src/bindings/inference.rs	600
examples/model_selection/Trails/internal/pg_extension/src/bindings/ml_register.rs	80
examples/model_selection/Trails/internal/pg_extension/src/bindings/mod.rs	25
examples/model_selection/Trails/internal/pg_extension/src/bindings/ms.rs	197
examples/model_selection/Trails/internal/pg_extension/src/lib.rs	266
examples/model_selection/Trails/internal/pg_extension/template/Cargo.pg11.toml	34
examples/model_selection/Trails/internal/pg_extension/template/Cargo.pg14.toml	34
examples/model_selection/Trails/internal/pg_extension/test/lib.rs	20
examples/model_selection/Trails/requirement.txt	65
examples/model_selection/Trails/singa_pkg_code/model.py	181
examples/model_selection/Trails/singa_pkg_code/tensor.py	1381
examples/model_slicing_psql/README.md	18
examples/ms_model_mlp/model.py	126
examples/ms_model_mlp/native.py	82
examples/msmlp/model.py	117
examples/msmlp/native.py	82
examples/msmodel_mlp/native.py	82
examples/onnx/arcface.py	62
examples/onnx/bert/bert-squad.py	110
examples/onnx/bert/inputs.json	27
examples/onnx/bert/run_onnx_squad.py	336
examples/onnx/bert/tokenization.py	250
examples/onnx/densenet121.py	60
examples/onnx/fer_emotion.py	57
examples/onnx/gpt2/gpt2.py	59
examples/onnx/gpt2/requirements.txt	1
examples/onnx/mobilenet.py	62
examples/onnx/resnet18.py	61
examples/onnx/ro_bert_a/requirements.txt	1
examples/onnx/ro_bert_a/ro_bert_a.py	50
examples/onnx/shufflenetv1.py	60
examples/onnx/shufflenetv2.py	62
examples/onnx/squeezenet.py	61
examples/onnx/superresolution.py	61
examples/onnx/tiny_yolov2.py	103
examples/onnx/training/model.json	112
examples/onnx/training/train.py	267
examples/onnx/utils.py	37
examples/onnx/vgg16.py	61
examples/onnx/vgg19.py	61
examples/qabot/README.md	24
examples/qabot/qabot_data.py	196
examples/qabot/qabot_model.py	93
examples/qabot/qabot_train.py	111
examples/rbm/README.md	28
examples/rbm/train.py	98
examples/rnn/README.md	27
examples/rnn/char_rnn.py	208
examples/rnn/imdb_data.py	209
examples/rnn/imdb_model.py	35
examples/rnn/imdb_train.py	122
examples/singa_easy/README.md	22
examples/singa_easy/examples/data/SampleQuestion.json	26
examples/singa_easy/scripts/start.sh	4
examples/singa_easy/scripts/stop.sh	3
examples/singa_easy/singa_easy/__init__.py	1
examples/singa_easy/singa_easy/modules/__init__.py	1
examples/singa_easy/singa_easy/modules/explanations/__init__.py	1
examples/singa_easy/singa_easy/modules/explanations/lime/__init__.py	1
examples/singa_easy/singa_easy/modules/explanations/lime/lime.py	39
examples/singa_peft/README.md	44
examples/trans/README.md	47
examples/trans/cmn-eng/cmn-2000.txt	2000
examples/trans/data.py	121
examples/trans/model.py	353
examples/trans/run.sh	1
examples/trans/train.py	125
java/CMakeLists.txt	124
python/CMakeLists.txt	129
src/CMakeLists.txt	100
test/CMakeLists.txt	35
test/gtest/CMakeLists.txt	17
tool/code-format/README.md	33
tool/conda/README.md	47
tool/conda/cpu/README.md	37
tool/conda/gpu/README.md	38
tool/conda/singa/README.md	35
tool/docker/README.md	50
tool/jenkins/README.md	119
tool/linting/README.md	35
tool/release/README.md	43