path	# lines of code
DCGAN/main.swift	113
SwiftModelsBenchmarksCore/Layers/DenseNet.swift	10
SwiftModelsBenchmarksCore/Layers/ResNetV2.swift	38
SwiftModelsBenchmarksCore/Layers/WideResNet.swift	73
SwiftModelsBenchmarksCore/Layers/SqueezeNet.swift	17
SwiftModelsBenchmarksCore/Layers/LayerSuite.swift	140
SwiftModelsBenchmarksCore/Layers/MobileNetV2.swift	17
SwiftModelsBenchmarksCore/Layers/ShuffleNetV2.swift	31
SwiftModelsBenchmarksCore/Layers/EfficientNet.swift	73
SwiftModelsBenchmarksCore/Layers/LayerSuites.swift	15
SwiftModelsBenchmarksCore/Layers/MobileNetV3.swift	31
SwiftModelsBenchmarksCore/Layers/MobileNetV1.swift	17
SwiftModelsBenchmarksCore/Layers/ResNet.swift	87
SwiftModelsBenchmarksCore/Layers/VGG.swift	17
SwiftModelsBenchmarksCore/Layers/LeNet.swift	10
SwiftModelsBenchmarksCore/Layers/Dimensions.swift	6
SwiftModelsBenchmarksCore/BenchmarkArguments.swift	87
SwiftModelsBenchmarksCore/Models/ResNetCIFAR10.swift	55
SwiftModelsBenchmarksCore/Models/ResNetImageNet.swift	53
SwiftModelsBenchmarksCore/Models/ModelSuites.swift	8
SwiftModelsBenchmarksCore/Models/ImageClassificationInference.swift	41
SwiftModelsBenchmarksCore/Models/LeNetMNIST.swift	45
SwiftModelsBenchmarksCore/Models/SyntheticImageDataset.swift	42
SwiftModelsBenchmarksCore/Models/ImageClassificationTraining.swift	43
SwiftModelsBenchmarksCore/Models/WordSeg.swift	124
SwiftModelsBenchmarksCore/BenchmarkSettings.swift	117
SwiftModelsBenchmarksCore/Suites.swift	5
SwiftModelsBenchmarksCore/BenchmarkCommand.swift	12
SwiftModelsBenchmarksCore/BenchmarkColumns.swift	52
TrainingLoop/Metrics.swift	168
TrainingLoop/LossFunctions.swift	7
TrainingLoop/Callbacks/StatisticsRecorder.swift	107
TrainingLoop/Callbacks/ProgressPrinter.swift	58
TrainingLoop/Callbacks/LearningRateScheduler/LearningRateScheduler.swift	54
TrainingLoop/Callbacks/LearningRateScheduler/LearningRateSchedule.swift	105
TrainingLoop/Callbacks/CSVLogger.swift	49
TrainingLoop/TrainingLoop.swift	214
Datasets/TensorPair.swift	9
Datasets/LanguageModelDataset.swift	94
Datasets/MovieLens/MovieLens.swift	125
Datasets/Imagenette/ImageNet.swift	164
Datasets/Imagenette/Imagenette.swift	154
Datasets/Imagenette/Imagewoof.swift	60
Datasets/BostonHousing/BostonHousing.swift	61
Datasets/COCO/COCO.swift	536
Datasets/COCO/COCOVariant.swift	126
Datasets/COCO/COCODataset.swift	134
Datasets/ObjectDetectionDataset.swift	65
Datasets/WordSeg/Phrase.swift	9
Datasets/WordSeg/WordSegDataset.swift	120
Datasets/ImageSegmentationDataset.swift	11
Datasets/CIFAR100/CIFAR100.swift	110
Datasets/CIFAR10/CIFAR10.swift	109
Datasets/TextUnsupervised/TextUnsupervised.swift	236
Datasets/MNIST/MNIST.swift	49
Datasets/MNIST/MNISTDatasetHandler.swift	45
Datasets/MNIST/KuzushijiMNIST.swift	49
Datasets/MNIST/FashionMNIST.swift	49
Datasets/OxfordIIITPets/OxfordIIITPets.swift	119
Datasets/DatasetUtilities.swift	83
Datasets/ImageClassificationDataset.swift	11
Datasets/CoLA/CoLA.swift	120
Datasets/CoLA/DataUtilities.swift	25
pix2pix/main.swift	102
pix2pix/Utils.swift	13
pix2pix/Discriminator.swift	40
pix2pix/CheckpointReader.swift	161
pix2pix/CLI.swift	10
pix2pix/CheckpointWriter.swift	6
pix2pix/Generator.swift	30
pix2pix/Dataset.swift	140
pix2pix/Layers.swift	158
MiniGo/main.swift	31
MiniGo/Play/PlayOneGame.swift	48
MiniGo/Models/GoModel.swift	176
MiniGo/Models/MiniGoCheckpointReader.swift	66
MiniGo/GameLib/Position.swift	19
MiniGo/GameLib/GameConfiguration.swift	17
MiniGo/GameLib/Color.swift	13
MiniGo/GameLib/Board.swift	56
MiniGo/GameLib/BoardState.swift	282
MiniGo/GameLib/LibertyTracker.swift	199
MiniGo/Strategies/HumanPolicy.swift	60
MiniGo/Strategies/Policy.swift	8
MiniGo/Strategies/MCTS/MCTSConfiguration.swift	25
MiniGo/Strategies/MCTS/MCTSTree.swift	70
MiniGo/Strategies/MCTS/MCTSNode.swift	130
MiniGo/Strategies/MCTS/MCTSPolicy.swift	86
MiniGo/Strategies/MCTS/MCTSRandomPredictor.swift	14
MiniGo/Strategies/MCTS/MCTSModelBasePredictor.swift	85
MiniGo/Strategies/MCTS/MCTSPredictor.swift	17
MiniGo/Strategies/RandomPolicy.swift	36
GAN/main.swift	126
Models/Text/WordSeg/Lattice.swift	209
Models/Text/WordSeg/SemiRing.swift	82
Models/Text/WordSeg/Model.swift	206
Models/Text/SentencePiece/SentencePieceModel.pb.swift	1012
Models/Text/SentencePiece/SentencePieceModel.proto	229
Models/Text/GPT2/GPT2.swift	100
Models/Text/GPT2/CheckpointWriter.swift	68
Models/Text/GPT2/Operators.swift	44
Models/Text/GPT2/PythonCheckpointReader.swift	107
Models/Text/GPT2/TransformerLM.swift	293
Models/Text/BERT/Utilities.swift	41
Models/Text/BERT/BERT.swift	687
Models/Text/BERT/TransformerBERT.swift	208
Models/Text/BERT/Attention.swift	119
Models/Text/BERT/BERTCheckpointReader.swift	47
Models/Text/BERT/BERTClassifier.swift	20
Models/ImageClassification/ResNetV2.swift	147
Models/ImageClassification/WideResNet.swift	133
Models/ImageClassification/SqueezeNet.swift	160
Models/ImageClassification/Xception.swift	178
Models/ImageClassification/MobileNetV2.swift	186
Models/ImageClassification/ShuffleNetV2.swift	177
Models/ImageClassification/EfficientNet.swift	275
Models/ImageClassification/BigTransfer.swift	279
Models/ImageClassification/DenseNet121.swift	111
Models/ImageClassification/MobileNetV3.swift	414
Models/ImageClassification/MobileNetV1.swift	194
Models/ImageClassification/LeNet-5.swift	17
Models/ImageClassification/ResNet.swift	140
Models/ImageClassification/VGG.swift	67
Models/Spatiotemporal/C3D.swift	25
Models/Recommendation/NeuMF.swift	62
Models/Recommendation/MLP.swift	20
Models/Recommendation/DLRM.swift	123
Gym/Blackjack/main.swift	137
Gym/DQN/main.swift	133
Gym/DQN/Gathering.swift	25
Gym/DQN/ReplayBuffer.swift	57
Gym/DQN/Agent.swift	107
Gym/FrozenLake/main.swift	111
Gym/PPO/main.swift	72
Gym/PPO/Gathering.swift	25
Gym/PPO/Memory.swift	22
Gym/PPO/Categorical.swift	85
Gym/PPO/ActorCritic.swift	80
Gym/PPO/Agent.swift	100
Gym/CartPole/main.swift	129
FastStyleTransfer/Layers/Helpers.swift	27
FastStyleTransfer/Layers/Normalization.swift	18
FastStyleTransfer/Models/TransformerNet.swift	98
FastStyleTransfer/Utility/ImportableLayer.swift	53
Checkpoints/SnappyDecompression.swift	130
Checkpoints/CheckpointReader.swift	264
Checkpoints/CheckpointIndexWriter.swift	187
Checkpoints/Checkpointable.swift	69
Checkpoints/Protobufs/tensor_slice.pb.swift	95
Checkpoints/Protobufs/versions.pb.swift	51
Checkpoints/Protobufs/tensor_shape.pb.swift	81
Checkpoints/Protobufs/types.pb.swift	268
Checkpoints/Protobufs/tensor_bundle.pb.swift	266
Checkpoints/CheckpointIndexReader.swift	65
Checkpoints/CheckpointWriter.swift	116
Autoencoder/VAE1D/main.swift	97
Autoencoder/Autoencoder1D/main.swift	33
Autoencoder/Autoencoder2D/main.swift	75
Autoencoder/Callback/ImageSaver.swift	36
cmake/modules/SwiftSupport.cmake	36
cmake/modules/CheckSwiftSourceCompiles.cmake	124
Support/AnimatedImage.swift	84
Support/Stderr.swift	11
Support/LabeledData.swift	16
Support/GIF.swift	191
Support/Image.swift	179
Support/Text/BytePairEncoder.swift	198
Support/Text/WordSeg/Alphabet.swift	32
Support/Text/WordSeg/CharacterSequence.swift	57
Support/Text/WordSeg/Lexicon.swift	31
Support/Text/TextBatch.swift	43
Support/Text/Tokenization.swift	151
Support/FileManagement.swift	104
Support/FileSystem.swift	13
Support/STBImage/include/stb_image.h	5616
Support/STBImage/include/stb_image_write.h	1198
Support/STBImage/stb_image.c	2
Support/STBImage/stb_image_write.c	2
Support/AnyLayer.swift	169
Support/AnyLayerTangentVector.swift	602
Support/BijectiveDictionary.swift	40
Support/FoundationFileSystem.swift	47
PersonLab/Backbone.swift	167
PersonLab/main.swift	52
PersonLab/Utils.swift	64
PersonLab/Decoder.swift	156
PersonLab/Heads.swift	47
PersonLab/Pose.swift	123
PersonLab/Personlab.swift	48
ImageLoader/JPEGImageOperations/JPEGImageOperations.swift	104
SwiftModelsBenchmarks/main.swift	8
SwiftModelsBenchmarks/__init__.py	90
Package.swift	178
TensorBoard/SummaryWriter.swift	31
TensorBoard/TensorBoardWriter.swift	49
TensorBoard/Protobufs/event.pb.swift	453
TensorBoard/Protobufs/resource_handle.pb.swift	65
TensorBoard/Protobufs/tensor.pb.swift	134
TensorBoard/Protobufs/tensor_shape.pb.swift	81
TensorBoard/Protobufs/summary.pb.swift	590
TensorBoard/Protobufs/types.pb.swift	238
TensorBoard/Support.swift	57
TensorBoard/EventLogger.swift	32
CycleGAN/main.swift	119
CycleGAN/Utils.swift	27
CycleGAN/Models/Discriminator.swift	40
CycleGAN/Models/Generator.swift	84
CycleGAN/Models/Layers.swift	84
CycleGAN/CLI.swift	9
CycleGAN/Data/Dataset.swift	109
Catch/main.swift	166