pytorch / benchmark
File Size

The distribution of size of files (measured in lines of code).

Intro
  • File size measurements show the distribution of size of files.
  • Files are classified in four categories based on their size (lines of code): 1-100 (very small files), 101-200 (small files), 201-500 (medium size files), 501-1000 (long files), 1001+(very long files).
  • It is a good practice to keep files small. Long files may become "bloaters", code that have increased to such gargantuan proportions that they are hard to work with.
Learn more...
File Size Overall
  • There are 582 files with 55,432 lines of code.
    • 0 very long files (0 lines of code)
    • 23 long files (17,574 lines of code)
    • 42 medium size files (12,057 lines of codeclsfd_ftr_w_mp_ins)
    • 88 small files (12,687 lines of code)
    • 429 very small files (13,114 lines of code)
0% | 31% | 21% | 22% | 23%
Legend:
1001+
501-1000
201-500
101-200
1-100


explore: zoomable circles | sunburst | 3D view
File Size per Extension
1001+
501-1000
201-500
101-200
1-100
cfg0% | 91% | 1% | 6% | <1%
py0% | 13% | 25% | 29% | 31%
ipynb0% | 43% | 56% | 0% | 0%
yaml0% | 30% | 45% | 0% | 24%
yml0% | 0% | 0% | 0% | 100%
m0% | 0% | 0% | 0% | 100%
pt0% | 0% | 0% | 0% | 100%
File Size per Logical Decomposition
primary
1001+
501-1000
201-500
101-200
1-100
torchbenchmark/models/yolov30% | 82% | 6% | 10% | 1%
torchbenchmark/models/dlrm0% | 79% | 13% | 3% | 3%
torchbenchmark/models/Super_SloMo0% | 47% | 0% | 26% | 25%
torchbenchmark/score/configs0% | 47% | 52% | 0% | 0%
torchbenchmark/models/tacotron20% | 0% | 33% | 17% | 49%
torchbenchmark/models/soft_actor_critic0% | 0% | 78% | 17% | 4%
torchbenchmark/models/pytorch_CycleGAN_and_pix2pix0% | 0% | 35% | 15% | 48%
torchbenchmark/models/Background_Matting0% | 0% | 57% | 20% | 22%
torchbenchmark/models/moco0% | 0% | 66% | 0% | 33%
torchbenchmark/models/attention_is_all_you_need_pytorch0% | 0% | 38% | 39% | 22%
components/_impl/workers0% | 0% | 90% | 0% | 9%
ROOT0% | 0% | 29% | 35% | 34%
torchbenchmark/models/pytorch_stargan0% | 0% | 56% | 0% | 43%
torchbenchmark/models/LearningToPaint0% | 0% | 14% | 34% | 50%
torchbenchmark0% | 0% | 87% | 0% | 12%
torchbenchmark/models/nvidia_deeprecommender0% | 0% | 30% | 44% | 24%
torchbenchmark/models/pyhpc_turbulent_kinetic_energy0% | 0% | 68% | 29% | 2%
torchbenchmark/util0% | 0% | 24% | 36% | 39%
torchbenchmark/util/framework0% | 0% | 24% | 27% | 48%
torchbenchmark/models/tts_angular0% | 0% | 52% | 39% | 8%
torchbenchmark/models/pyhpc_equation_of_state0% | 0% | 82% | 0% | 17%
torchbenchmark/models/demucs0% | 0% | 10% | 57% | 31%
torchbenchmark/models/pyhpc_isoneutral_mixing0% | 0% | 63% | 34% | 2%
torchbenchmark/score0% | 0% | 27% | 55% | 16%
torchbenchmark/util/torchtext_legacy0% | 0% | 20% | 58% | 21%
scripts0% | 0% | 0% | 93% | 6%
torchbenchmark/models/drq0% | 0% | 0% | 83% | 16%
torchbenchmark/models/speech_transformer0% | 0% | 0% | 30% | 69%
torchbenchmark/e2e_models/hf_bert0% | 0% | 0% | 98% | 1%
torchbenchmark/models/timm_efficientdet0% | 0% | 0% | 62% | 37%
torchbenchmark/models/fastNLP_Bert0% | 0% | 0% | 90% | 9%
torchbenchmark/models/maml0% | 0% | 0% | 74% | 25%
torchbenchmark/models/BERT_pytorch0% | 0% | 0% | 30% | 69%
torchbenchmark/models/dcgan0% | 0% | 0% | 93% | 6%
torchbenchmark/models/pytorch_unet0% | 0% | 0% | 28% | 71%
torchbenchmark/microbenchmarks/nvfuser0% | 0% | 0% | 96% | 3%
torchbenchmark/models/pytorch_struct0% | 0% | 0% | 0% | 100%
torchbenchmark/models/vision_maskrcnn0% | 0% | 0% | 0% | 100%
components/_impl/tasks0% | 0% | 0% | 0% | 100%
torchbenchmark/models/detectron2_maskrcnn0% | 0% | 0% | 0% | 100%
torchbenchmark/models/maml_omniglot0% | 0% | 0% | 0% | 100%
torchbenchmark/util/backends0% | 0% | 0% | 0% | 100%
torchbenchmark/models/opacus_cifar100% | 0% | 0% | 0% | 100%
torchbenchmark/e2e_models/fambench_xlmr0% | 0% | 0% | 0% | 100%
torchbenchmark/models/resnet50_quantized_qat0% | 0% | 0% | 0% | 100%
torchbenchmark/models/mobilenet_v2_quantized_qat0% | 0% | 0% | 0% | 100%
torchbenchmark/models/squeezenet1_10% | 0% | 0% | 0% | 100%
torchbenchmark/models/hf_T50% | 0% | 0% | 0% | 100%
torchbenchmark/models/hf_BigBird0% | 0% | 0% | 0% | 100%
torchbenchmark/models/hf_Albert0% | 0% | 0% | 0% | 100%
torchbenchmark/models/hf_Bart0% | 0% | 0% | 0% | 100%
torchbenchmark/models/hf_Bert0% | 0% | 0% | 0% | 100%
torchbenchmark/models/hf_GPT20% | 0% | 0% | 0% | 100%
torchbenchmark/models/hf_DistilBert0% | 0% | 0% | 0% | 100%
torchbenchmark/models/hf_Reformer0% | 0% | 0% | 0% | 100%
torchbenchmark/models/hf_Longformer0% | 0% | 0% | 0% | 100%
torchbenchmark/models/densenet1210% | 0% | 0% | 0% | 100%
install_utils0% | 0% | 0% | 0% | 100%
torchbenchmark/models/timm_regnet0% | 0% | 0% | 0% | 100%
torchbenchmark/models/resnet500% | 0% | 0% | 0% | 100%
torchbenchmark/models/timm_vision_transformer0% | 0% | 0% | 0% | 100%
torchbenchmark/models/timm_nfnet0% | 0% | 0% | 0% | 100%
torchbenchmark/models/mobilenet_v3_large0% | 0% | 0% | 0% | 100%
torchbenchmark/models/timm_efficientnet0% | 0% | 0% | 0% | 100%
torchbenchmark/models/shufflenet_v2_x1_00% | 0% | 0% | 0% | 100%
torchbenchmark/models/resnet180% | 0% | 0% | 0% | 100%
torchbenchmark/models/mnasnet1_00% | 0% | 0% | 0% | 100%
torchbenchmark/models/resnext50_32x4d0% | 0% | 0% | 0% | 100%
torchbenchmark/models/vgg160% | 0% | 0% | 0% | 100%
torchbenchmark/models/mobilenet_v20% | 0% | 0% | 0% | 100%
torchbenchmark/models/alexnet0% | 0% | 0% | 0% | 100%
torchbenchmark/models/timm_vovnet0% | 0% | 0% | 0% | 100%
torchbenchmark/models/timm_resnest0% | 0% | 0% | 0% | 100%
components/_impl0% | 0% | 0% | 0% | 100%
components0% | 0% | 0% | 0% | 100%
Longest Files (Top 50)
File# lines# units
cfg
yolov4.cfg
in torchbenchmark/models/yolov3/cfg
 956 -
cfg
yolov4-relu.cfg
in torchbenchmark/models/yolov3/cfg
 956 -
cfg
cd53s.cfg
in torchbenchmark/models/yolov3/cfg
 926 -
cfg
yolov3-spp-matrix.cfg
in torchbenchmark/models/yolov3/cfg
 912 -
dlrm_s_pytorch.py
in torchbenchmark/models/dlrm
 898 16
dlrm_s_caffe2.py
in torchbenchmark/models/dlrm
 896 25
data_utils.py
in torchbenchmark/models/dlrm
 875 8
cfg
csresnext50-panet-spp.cfg
in torchbenchmark/models/yolov3/cfg
 830 -
cfg
cd53s-yolov3.cfg
in torchbenchmark/models/yolov3/cfg
 820 -
dlrm_data_pytorch.py
in torchbenchmark/models/dlrm
 802 25
cfg
yolov3-spp-pan-scale.cfg
in torchbenchmark/models/yolov3/cfg
 726 -
visualize.py
in torchbenchmark/models/dlrm/tools
 712 12
cfg
yolov3-spp3.cfg
in torchbenchmark/models/yolov3/cfg
 700 -
utils.py
in torchbenchmark/models/yolov3/yolo_utils
 693 45
train.ipynb
in torchbenchmark/models/Super_SloMo
 689 -
cfg
yolov3-spp.cfg
in torchbenchmark/models/yolov3/cfg
 670 -
cfg
yolov3-spp-3cls.cfg
in torchbenchmark/models/yolov3/cfg
 670 -
cfg
yolov3-spp-1cls.cfg
in torchbenchmark/models/yolov3/cfg
 670 -
cfg
yolov3-asff.cfg
in torchbenchmark/models/yolov3/cfg
 661 -
cfg
yolov3-1cls.cfg
in torchbenchmark/models/yolov3/cfg
 648 -
cfg
yolov3.cfg
in torchbenchmark/models/yolov3/cfg
 648 -
config-v2.yaml
in torchbenchmark/score/configs/v2
 633 -
datasets.py
in torchbenchmark/models/yolov3/yolo_utils
 583 32
config-v1.yaml
in torchbenchmark/score/configs/v1
 490 -
481 31
dlrm_data_caffe2.py
in torchbenchmark/models/dlrm
 411 14
solver.py
in torchbenchmark/models/pytorch_stargan
 404 17
LearningToPaint.ipynb
in torchbenchmark/models/LearningToPaint
 393 -
__init__.py
in torchbenchmark
 390 33
main_lincls.py
in torchbenchmark/models/moco
 357 15
yolo_models.py
in torchbenchmark/models/yolov3
 350 14
nvtrain.py
in torchbenchmark/models/nvidia_deeprecommender
 334 11
model.py
in torchbenchmark/models/tacotron2/waveglow/tacotron2
 333 26
yolo_train.py
in torchbenchmark/models/yolov3
 331 3
model.py
in torchbenchmark/models/tacotron2
 329 25
main_moco.py
in torchbenchmark/models/moco
 316 13
replay.py
in torchbenchmark/models/soft_actor_critic
 314 36
networks.py
in torchbenchmark/models/pytorch_CycleGAN_and_pix2pix/models
 312 24
subprocess_rpc.py
in components/_impl/workers
 288 24
data_loader_terabyte.py
in torchbenchmark/models/dlrm
 280 12
tke_pytorch.py
in torchbenchmark/models/pyhpc_turbulent_kinetic_energy
 273 10
machine_config.py
in torchbenchmark/util
 272 27
pix2pix.ipynb
in torchbenchmark/models/pytorch_CycleGAN_and_pix2pix
 265 -
envs.py
in torchbenchmark/models/soft_actor_critic
 261 31
networks.py
in torchbenchmark/models/Background_Matting
 261 21
train.py
in torchbenchmark/models/attention_is_all_you_need_pytorch
 261 10
preprocess.py
in torchbenchmark/models/attention_is_all_you_need_pytorch
 259 12
CycleGAN.ipynb
in torchbenchmark/models/pytorch_CycleGAN_and_pix2pix
 255 -
args.py
in torchbenchmark/util/framework/timm
 250 2
angular_tts_main.py
in torchbenchmark/models/tts_angular
 250 10
Files With Most Units (Top 50)
File# lines# units
utils.py
in torchbenchmark/models/yolov3/yolo_utils
 693 45
replay.py
in torchbenchmark/models/soft_actor_critic
 314 36
nets.py
in torchbenchmark/models/soft_actor_critic
 236 34
__init__.py
in torchbenchmark
 390 33
datasets.py
in torchbenchmark/models/yolov3/yolo_utils
 583 32
envs.py
in torchbenchmark/models/soft_actor_critic
 261 31
481 31
compute_score_v1.py
in torchbenchmark/score
 185 30
machine_config.py
in torchbenchmark/util
 272 27
model.py
in torchbenchmark/models/tacotron2/waveglow/tacotron2
 333 26
compute_score_v2.py
in torchbenchmark/score
 161 26
dlrm_s_caffe2.py
in torchbenchmark/models/dlrm
 896 25
dlrm_data_pytorch.py
in torchbenchmark/models/dlrm
 802 25
model.py
in torchbenchmark/models/tacotron2
 329 25
networks.py
in torchbenchmark/models/pytorch_CycleGAN_and_pix2pix/models
 312 24
subprocess_rpc.py
in components/_impl/workers
 288 24
tasnet.py
in torchbenchmark/models/demucs/demucs
 238 23
utils.py
in torchbenchmark/models/drq
 129 22
networks.py
in torchbenchmark/models/Background_Matting
 261 21
fp16_optimizer.py
in torchbenchmark/models/tacotron2/waveglow/tacotron2
 182 20
layers.py
in torchbenchmark/models/yolov3/yolo_utils
 102 19
drq.py
in torchbenchmark/models/drq
 200 18
base_model.py
in torchbenchmark/models/pytorch_CycleGAN_and_pix2pix/models
 123 18
model.py
in torchbenchmark/models/tts_angular
 186 18
data_loader.py
in torchbenchmark/models/Background_Matting
 229 17
solver.py
in torchbenchmark/models/pytorch_stargan
 404 17
181 17
iterator.py
in torchbenchmark/util/torchtext_legacy
 180 16
utils.py
in torchbenchmark/models/soft_actor_critic
 125 16
dlrm_s_pytorch.py
in torchbenchmark/models/dlrm
 898 16
ddpg.py
in torchbenchmark/models/LearningToPaint/baseline_modelfree/DRL
 177 16
ddpg.py
in torchbenchmark/models/LearningToPaint/baseline/DRL
 177 16
dataloader.py
in torchbenchmark/models/Super_SloMo
 129 15
vocab.py
in torchbenchmark/models/BERT_pytorch/bert_pytorch/dataset
 115 15
main_lincls.py
in torchbenchmark/models/moco
 357 15
data.py
in torchbenchmark/util/torchtext_legacy
 205 14
model.py
in torchbenchmark/util
 153 14
dlrm_data_caffe2.py
in torchbenchmark/models/dlrm
 411 14
yolo_models.py
in torchbenchmark/models/yolov3
 350 14
loss_scaler.py
in torchbenchmark/models/tacotron2/waveglow/tacotron2
 83 14
loss_scaler.py
in torchbenchmark/models/tacotron2
 83 14
subprocess_worker.py
in components/_impl/workers
 202 14
field.py
in torchbenchmark/util/torchtext_legacy
 191 13
__init__.py
in torchbenchmark/models/fastNLP_Bert
 158 13
dora.py
in torchbenchmark/models/demucs
 198 13
torch_utils.py
in torchbenchmark/models/yolov3/yolo_utils
 133 13
main_moco.py
in torchbenchmark/models/moco
 316 13
util.py
in torchbenchmark/models/LearningToPaint/baseline_modelfree/utils
 43 13
util.py
in torchbenchmark/models/LearningToPaint/baseline/utils
 43 13
extra_args.py
in torchbenchmark/util
 94 12
Files With Long Lines (Top 50)

There are 89 files with lines longer than 120 characters. In total, there are 291 long lines.

File# lines# units# long lines
networks.py
in torchbenchmark/models/Background_Matting
 261 21 22
base_options.py
in torchbenchmark/models/pytorch_CycleGAN_and_pix2pix/options
 90 5 19
train_options.py
in torchbenchmark/models/pytorch_CycleGAN_and_pix2pix/options
 29 1 14
train.ipynb
in torchbenchmark/models/Super_SloMo
 689 - 13
visualize.py
in torchbenchmark/models/dlrm/tools
 712 12 12
CycleGAN.ipynb
in torchbenchmark/models/pytorch_CycleGAN_and_pix2pix
 255 - 10
networks.py
in torchbenchmark/models/pytorch_CycleGAN_and_pix2pix/models
 312 24 9
cfg
yolov3-spp-matrix.cfg
in torchbenchmark/models/yolov3/cfg
 912 - 9
pix2pix.ipynb
in torchbenchmark/models/pytorch_CycleGAN_and_pix2pix
 265 - 8
train_real_fixed.py
in torchbenchmark/models/Background_Matting
 157 1 8
video_to_slomo.py
in torchbenchmark/models/Super_SloMo
 133 4 8
train_adobe.py
in torchbenchmark/models/Background_Matting
 104 1 7
extra_args.py
in torchbenchmark/util
 94 12 6
data_loader.py
in torchbenchmark/models/Background_Matting
 229 17 6
machine_config.py
in torchbenchmark/util
 272 27 5
__init__.py
in torchbenchmark/models/timm_efficientdet
 132 5 5
__init__.py
in torchbenchmark/models/BERT_pytorch
 113 9 5
LearningToPaint.ipynb
in torchbenchmark/models/LearningToPaint
 393 - 5
model.py
in torchbenchmark/util
 153 14 4
cycle_gan_model.py
in torchbenchmark/models/pytorch_CycleGAN_and_pix2pix/models
 101 9 4
model_wrapper.py
in torchbenchmark/models/Super_SloMo
 45 2 4
train.py
in torchbenchmark/models/Super_SloMo
 87 1 4
__init__.py
in torchbenchmark/e2e_models/hf_bert
 167 4 4
127 5 4
batch_hed.py
in torchbenchmark/models/pytorch_CycleGAN_and_pix2pix/scripts/edges
 50 1 3
nvinfer.py
in torchbenchmark/models/nvidia_deeprecommender
 199 7 3
__init__.py
in torchbenchmark/models/Background_Matting
 230 8 3
compose.py
in torchbenchmark/models/Background_Matting/Data_adobe
 98 5 3
dlrm_s_pytorch.py
in torchbenchmark/models/dlrm
 898 16 3
yolo_train.py
in torchbenchmark/models/yolov3
 331 3 3
angular_tts_main.py
in torchbenchmark/models/tts_angular
 250 10 3
train.py
in torchbenchmark/models/LearningToPaint/baseline_modelfree
 104 1 3
train.py
in torchbenchmark/models/LearningToPaint/baseline
 104 1 3
__init__.py
in torchbenchmark/models/speech_transformer
 43 5 3
__init__.py
in torchbenchmark
 390 33 2
__init__.py
in torchbenchmark/models/pytorch_CycleGAN_and_pix2pix
 49 6 2
nvtrain.py
in torchbenchmark/models/nvidia_deeprecommender
 334 11 2
data_utils.py
in torchbenchmark/models/dlrm
 875 8 2
slomo_model.py
in torchbenchmark/models/Super_SloMo
 89 10 2
create_dataset.py
in torchbenchmark/models/Super_SloMo/data
 73 3 2
apply_bpe.py
in torchbenchmark/models/attention_is_all_you_need_pytorch
 162 10 2
learn_bpe.py
in torchbenchmark/models/attention_is_all_you_need_pytorch
 150 6 2
compute_score_v1.py
in torchbenchmark/score
 185 30 2
trainer.py
in torchbenchmark/e2e_models/hf_bert
 136 4 2
481 31 2
68 5 1
e2emodel.py
in torchbenchmark/util
 11 1 1
gen_torchvision_benchmarks.py
in torchbenchmark/util
 15 - 1
args.py
in torchbenchmark/util/framework/timm
 250 2 1
dataset.py
in torchbenchmark/util/framework/transformers/text_classification
 96 3 1
Correlations

File Size vs. Commits (all time): 582 points

torchbenchmark/models/BERT_pytorch/bert_pytorch/dataset/vocab.py x: 3 commits (all time) y: 115 lines of code torchbenchmark/models/demucs/demucs/model.py x: 4 commits (all time) y: 145 lines of code torchbenchmark/models/timm_efficientdet/__init__.py x: 2 commits (all time) y: 132 lines of code torchbenchmark/models/timm_efficientdet/install.py x: 2 commits (all time) y: 34 lines of code torchbenchmark/models/speech_transformer/speech_transformer/data/data.py x: 3 commits (all time) y: 95 lines of code torchbenchmark/models/moco/__init__.py x: 18 commits (all time) y: 91 lines of code torchbenchmark/models/hf_Albert/install.py x: 3 commits (all time) y: 11 lines of code torchbenchmark/util/framework/huggingface/patch_hf.py x: 3 commits (all time) y: 25 lines of code run_e2e.py x: 2 commits (all time) y: 40 lines of code torchbenchmark/e2e_models/fambench_xlmr/__init__.py x: 1 commits (all time) y: 54 lines of code torchbenchmark/e2e_models/fambench_xlmr/install.py x: 1 commits (all time) y: 6 lines of code torchbenchmark/models/hf_Albert/__init__.py x: 9 commits (all time) y: 8 lines of code torchbenchmark/models/hf_Bert/__init__.py x: 10 commits (all time) y: 8 lines of code torchbenchmark/models/hf_T5/metadata.yaml x: 4 commits (all time) y: 9 lines of code torchbenchmark/util/framework/huggingface/model_factory.py x: 1 commits (all time) y: 71 lines of code test.py x: 27 commits (all time) y: 98 lines of code torchbenchmark/__init__.py x: 25 commits (all time) y: 390 lines of code torchbenchmark/util/framework/timm/model_factory.py x: 3 commits (all time) y: 67 lines of code torchbenchmark/util/framework/vision/model_factory.py x: 12 commits (all time) y: 70 lines of code torchbenchmark/util/model.py x: 12 commits (all time) y: 153 lines of code torchbenchmark/models/timm_efficientdet/args.py x: 1 commits (all time) y: 154 lines of code torchbenchmark/models/timm_efficientdet/loader.py x: 1 commits (all time) y: 67 lines of code 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