huggingface / pytorch-image-models File Change Frequency

File change frequency (churn) shows the distribution of file updates (days with at least one commit).

Overview

File Change Frequency Overall

There are 283 files with 79,805 lines of code.

8 files changed more than 100 times (9,704 lines of code)
17 files changed 51-100 times (11,269 lines of code)
82 files changed 21-50 times (33,116 lines of code)
105 files changed 6-20 times (20,444 lines of code)
71 files changed 1-5 times (5,272 lines of code)

Legend:

101+

51-100

21-50

6-20

1-5

explore: grouped by folders | grouped by update frequency | data

Contributors Count Frequency Overall

There are 283 files with 79,805 lines of code.

2 files changed by more than 25 contributors (1,323 lines of code)
9 files changed by 11-25 contributors (10,198 lines of code)
86 files changed by 6-10 contributors (32,168 lines of code)
182 files changed by 2-5 contributors (35,978 lines of code)
4 files changed by 1 contributor (138 lines of code)

Legend:

26+

11-25

6-10

2-5

explore: grouped by folders | grouped by contributors count | data

File Change Frequency per File Extension

py, mdx, txt, md, yaml, in, cfg, gitignore, gitattributes, toml, sh, json

File Change Frequency per Extension

The number of recorded file updates

101+

51-100

21-50

6-20

1-5

File Change Frequency per Logical Decomposition

primary

primary (file change frequency)

The number of recorded file updates

101+

51-100

21-50

6-20

1-5

Most Frequently Changed Files (Top 50)

See data for all files...

File	# lines	# units	created	last modified	# changes (days)	# contributors	first contributor	latest contributor
train.py in root	1155	6	2019-02-02	2025-06-11	210	34	rwightman@gmail.com	23580140+brianhou0208@users...
vision_transformer.py in timm/models	3361	193	2020-10-13	2025-06-21	203	25	rwightman@users.noreply.git...	rwightman@users.noreply.git...
__init__.py in timm/models	168	-	2019-06-20	2025-06-26	158	26	rwightman@gmail.com	rwightman@users.noreply.git...
version.py in timm	1	-	2019-06-20	2025-06-26	154	9	rwightman@gmail.com	rwightman@gmail.com
resnet.py in timm/models	1520	110	2019-06-20	2025-06-13	135	16	rwightman@gmail.com	23580140+brianhou0208@users...
efficientnet.py in timm/models	2024	153	2019-11-29	2025-06-21	128	15	rwightman@users.noreply.git...	rwightman@users.noreply.git...
validate.py in root	449	4	2019-02-22	2025-06-20	114	16	rwightman@gmail.com	23580140+brianhou0208@users...
mobilenetv3.py in timm/models	1026	54	2019-11-29	2025-06-21	112	13	rwightman@users.noreply.git...	rwightman@users.noreply.git...
helpers.py in timm/models	6	-	2019-06-20	2024-10-16	81	12	rwightman@gmail.com	rwightman@gmail.com
convnext.py in timm/models	980	53	2022-01-13	2025-06-13	80	5	rwightman@gmail.com	23580140+brianhou0208@users...
byobnet.py in timm/models	2148	115	2021-02-10	2025-06-21	74	8	rwightman@users.noreply.git...	rwightman@users.noreply.git...
__init__.py in timm/models/layers	46	-	2020-02-09	2024-10-16	72	8	rwightman@gmail.com	rwightman@gmail.com
resnetv2.py in timm/models	760	54	2020-12-24	2025-06-21	68	9	rwightman@gmail.com	23580140+brianhou0208@users...
swin_transformer.py in timm/models	747	43	2021-04-13	2025-06-21	66	12	rwightman@gmail.com	rwightman@users.noreply.git...
beit.py in timm/models	551	31	2021-09-13	2025-06-21	62	8	rwightman@gmail.com	rwightman@users.noreply.git...
__init__.py in timm/layers	64	-	2022-12-06	2025-06-11	58	7	rwightman@gmail.com	23580140+brianhou0208@users...
regnet.py in timm/models	900	67	2020-05-18	2025-06-13	57	7	rwightman@users.noreply.git...	23580140+brianhou0208@users...
maxxvit.py in timm/models	1926	129	2022-08-23	2025-06-13	56	6	rwightman@gmail.com	23580140+brianhou0208@users...
tresnet.py in timm/models	320	22	2020-04-12	2025-06-21	54	9	tal.ridnik@alibaba-inc.com	rwightman@users.noreply.git...
loader.py in timm/data	302	16	2019-06-20	2025-06-13	53	9	rwightman@gmail.com	23580140+brianhou0208@users...
swin_transformer_v2.py in timm/models	753	46	2022-02-19	2025-06-21	52	11	34400551+christophreich1996...	rwightman@users.noreply.git...
vision_transformer_hybrid.py in timm/models	303	20	2021-04-01	2025-06-21	51	7	rwightman@gmail.com	rwightman@users.noreply.git...
inference.py in root	312	2	2019-02-22	2025-01-20	51	11	rwightman@gmail.com	josua.rieder@protonmail.com
rexnet.py in timm/models	321	27	2020-07-23	2025-06-21	51	9	rwightman@gmail.com	rwightman@users.noreply.git...
hrnet.py in timm/models	830	42	2019-11-26	2025-06-21	51	9	rwightman@gmail.com	rwightman@users.noreply.git...
dpn.py in timm/models	291	27	2019-06-20	2024-06-07	50	8	rwightman@gmail.com	rwightman@gmail.com
optim_factory.py in timm/optim	4	-	2019-06-20	2024-11-13	49	9	rwightman@gmail.com	rwightman@gmail.com
densenet.py in timm/models	328	27	2019-06-20	2025-06-13	49	9	rwightman@gmail.com	23580140+brianhou0208@users...
nfnet.py in timm/models	710	58	2021-01-28	2025-06-21	49	7	rwightman@gmail.com	rwightman@users.noreply.git...
benchmark.py in root	596	19	2021-02-23	2025-01-20	48	9	rwightman@gmail.com	josua.rieder@protonmail.com
xcit.py in timm/models	768	57	2021-07-08	2025-06-21	47	9	alexander.soare159@gmail.com	rwightman@users.noreply.git...
cspnet.py in timm/models	904	57	2020-07-27	2024-11-22	47	5	rwightman@gmail.com	rwightman@gmail.com
mlp_mixer.py in timm/models	493	41	2021-05-05	2025-06-21	46	8	rwightman@users.noreply.git...	rwightman@users.noreply.git...
eva.py in timm/models	1286	52	2023-03-28	2025-06-27	46	8	rwightman@gmail.com	rwightman@gmail.com
vovnet.py in timm/models	422	28	2020-06-01	2025-06-13	45	6	rwightman@gmail.com	23580140+brianhou0208@users...
swin_transformer_v2_cr.py in timm/models	766	56	2022-02-19	2025-06-21	45	6	34400551+christophreich1996...	rwightman@users.noreply.git...
davit.py in timm/models	657	44	2022-12-07	2025-06-21	44	5	fredo.guan@hotmail.com	rwightman@users.noreply.git...
senet.py in timm/models	320	29	2019-06-20	2025-05-23	43	7	rwightman@gmail.com	rwightman@gmail.com
_builder.py in timm/models	362	10	2022-12-06	2025-06-13	43	6	rwightman@gmail.com	23580140+brianhou0208@users...
nasnet.py in timm/models	448	28	2019-07-04	2025-06-21	43	8	rwightman@gmail.com	rwightman@users.noreply.git...
byoanet.py in timm/models	359	17	2021-04-12	2025-06-13	42	6	rwightman@users.noreply.git...	23580140+brianhou0208@users...
twins.py in timm/models	418	31	2021-05-18	2025-01-19	42	8	lixinjie@meituan.com	josua.rieder@protonmail.com
vision_transformer_relpos.py in timm/models	515	37	2022-05-02	2025-06-21	42	5	rwightman@gmail.com	rwightman@users.noreply.git...
dataset.py in timm/data	162	19	2019-06-20	2024-12-06	41	7	rwightman@gmail.com	rwightman@gmail.com
xception_aligned.py in timm/models	344	23	2020-07-03	2025-01-21	41	9	rwightman@gmail.com	23580140+brianhou0208@users...
tnt.py in timm/models	444	26	2021-03-28	2025-06-21	41	9	contrastive2021@163.com	rwightman@users.noreply.git...
sknet.py in timm/models	174	13	2020-01-26	2025-05-23	40	6	rwightman@gmail.com	rwightman@gmail.com
pnasnet.py in timm/models	293	23	2019-06-20	2025-06-21	40	8	rwightman@gmail.com	rwightman@users.noreply.git...
dla.py in timm/models	415	33	2019-09-05	2025-06-21	40	8	rwightman@users.noreply.git...	rwightman@users.noreply.git...
cait.py in timm/models	469	33	2021-05-04	2025-06-21	40	6	rwightman@gmail.com	rwightman@users.noreply.git...

Files With Most Contributors (Top 50)

Based on the number of unique email addresses found in commits.

See data for all files...

File	# lines	# units	created	last modified	# changes (days)	# contributors	first contributor	latest contributor
train.py in root	1155	6	2019-02-02	2025-06-11	210	34	rwightman@gmail.com	23580140+brianhou0208@users...
__init__.py in timm/models	168	-	2019-06-20	2025-06-26	158	26	rwightman@gmail.com	rwightman@users.noreply.git...
vision_transformer.py in timm/models	3361	193	2020-10-13	2025-06-21	203	25	rwightman@users.noreply.git...	rwightman@users.noreply.git...
resnet.py in timm/models	1520	110	2019-06-20	2025-06-13	135	16	rwightman@gmail.com	23580140+brianhou0208@users...
validate.py in root	449	4	2019-02-22	2025-06-20	114	16	rwightman@gmail.com	23580140+brianhou0208@users...
efficientnet.py in timm/models	2024	153	2019-11-29	2025-06-21	128	15	rwightman@users.noreply.git...	rwightman@users.noreply.git...
mobilenetv3.py in timm/models	1026	54	2019-11-29	2025-06-21	112	13	rwightman@users.noreply.git...	rwightman@users.noreply.git...
helpers.py in timm/models	6	-	2019-06-20	2024-10-16	81	12	rwightman@gmail.com	rwightman@gmail.com
swin_transformer.py in timm/models	747	43	2021-04-13	2025-06-21	66	12	rwightman@gmail.com	rwightman@users.noreply.git...
swin_transformer_v2.py in timm/models	753	46	2022-02-19	2025-06-21	52	11	34400551+christophreich1996...	rwightman@users.noreply.git...
inference.py in root	312	2	2019-02-22	2025-01-20	51	11	rwightman@gmail.com	josua.rieder@protonmail.com
version.py in timm	1	-	2019-06-20	2025-06-26	154	9	rwightman@gmail.com	rwightman@gmail.com
resnetv2.py in timm/models	760	54	2020-12-24	2025-06-21	68	9	rwightman@gmail.com	23580140+brianhou0208@users...
tresnet.py in timm/models	320	22	2020-04-12	2025-06-21	54	9	tal.ridnik@alibaba-inc.com	rwightman@users.noreply.git...
loader.py in timm/data	302	16	2019-06-20	2025-06-13	53	9	rwightman@gmail.com	23580140+brianhou0208@users...
hrnet.py in timm/models	830	42	2019-11-26	2025-06-21	51	9	rwightman@gmail.com	rwightman@users.noreply.git...
rexnet.py in timm/models	321	27	2020-07-23	2025-06-21	51	9	rwightman@gmail.com	rwightman@users.noreply.git...
optim_factory.py in timm/optim	4	-	2019-06-20	2024-11-13	49	9	rwightman@gmail.com	rwightman@gmail.com
densenet.py in timm/models	328	27	2019-06-20	2025-06-13	49	9	rwightman@gmail.com	23580140+brianhou0208@users...
benchmark.py in root	596	19	2021-02-23	2025-01-20	48	9	rwightman@gmail.com	josua.rieder@protonmail.com
xcit.py in timm/models	768	57	2021-07-08	2025-06-21	47	9	alexander.soare159@gmail.com	rwightman@users.noreply.git...
xception_aligned.py in timm/models	344	23	2020-07-03	2025-01-21	41	9	rwightman@gmail.com	23580140+brianhou0208@users...
tnt.py in timm/models	444	26	2021-03-28	2025-06-21	41	9	contrastive2021@163.com	rwightman@users.noreply.git...
selecsls.py in timm/models	274	26	2019-12-28	2025-06-21	38	9	mehtadushy@gmail.com	rwightman@users.noreply.git...
nest.py in timm/models	438	33	2021-06-24	2025-05-23	34	9	alexander.soare159@gmail.com	rwightman@gmail.com
auto_augment.py in timm/data	707	64	2019-09-01	2025-01-19	31	9	rwightman@gmail.com	josua.rieder@protonmail.com
clean_checkpoint.py in root	88	2	2019-04-13	2023-04-19	30	9	rwightman@gmail.com	rwightman@gmail.com
model.py in timm/utils	113	13	2020-09-07	2025-01-19	24	9	rwightman@gmail.com	josua.rieder@protonmail.com
mixup.py in timm/data	268	16	2019-06-20	2025-06-11	23	9	rwightman@gmail.com	23580140+brianhou0208@users...
byobnet.py in timm/models	2148	115	2021-02-10	2025-06-21	74	8	rwightman@users.noreply.git...	rwightman@users.noreply.git...
__init__.py in timm/models/layers	46	-	2020-02-09	2024-10-16	72	8	rwightman@gmail.com	rwightman@gmail.com
beit.py in timm/models	551	31	2021-09-13	2025-06-21	62	8	rwightman@gmail.com	rwightman@users.noreply.git...
dpn.py in timm/models	291	27	2019-06-20	2024-06-07	50	8	rwightman@gmail.com	rwightman@gmail.com
mlp_mixer.py in timm/models	493	41	2021-05-05	2025-06-21	46	8	rwightman@users.noreply.git...	rwightman@users.noreply.git...
eva.py in timm/models	1286	52	2023-03-28	2025-06-27	46	8	rwightman@gmail.com	rwightman@gmail.com
nasnet.py in timm/models	448	28	2019-07-04	2025-06-21	43	8	rwightman@gmail.com	rwightman@users.noreply.git...
twins.py in timm/models	418	31	2021-05-18	2025-01-19	42	8	lixinjie@meituan.com	josua.rieder@protonmail.com
pnasnet.py in timm/models	293	23	2019-06-20	2025-06-21	40	8	rwightman@gmail.com	rwightman@users.noreply.git...
dla.py in timm/models	415	33	2019-09-05	2025-06-21	40	8	rwightman@users.noreply.git...	rwightman@users.noreply.git...
inception_v4.py in timm/models	298	28	2019-06-20	2025-06-13	39	8	rwightman@gmail.com	23580140+brianhou0208@users...
inception_v3.py in timm/models	347	30	2019-06-20	2025-06-21	39	8	rwightman@gmail.com	rwightman@users.noreply.git...
inception_resnet_v2.py in timm/models	266	22	2019-06-20	2025-06-21	36	8	rwightman@gmail.com	rwightman@users.noreply.git...
transforms_factory.py in timm/data	355	4	2019-12-20	2025-06-11	32	8	rwightman@gmail.com	23580140+brianhou0208@users...
crossvit.py in timm/models	491	33	2021-09-01	2025-06-21	32	8	chenrich@us.ibm.com	rwightman@users.noreply.git...
dataset_factory.py in timm/data	179	2	2021-01-16	2025-05-23	31	8	rwightman@gmail.com	rwightman@gmail.com
scheduler_factory.py in timm/scheduler	184	3	2019-06-20	2024-11-07	28	8	rwightman@gmail.com	rwightman@gmail.com
vision_transformer_sam.py in timm/models	540	28	2023-05-17	2025-06-21	27	8	xi.fang@smartmore.com	rwightman@users.noreply.git...
vgg.py in timm/models	224	22	2021-02-10	2025-06-13	27	8	rwightman@users.noreply.git...	23580140+brianhou0208@users...
__init__.py in timm/optim	30	-	2019-06-20	2024-11-26	22	8	rwightman@gmail.com	rwightman@gmail.com
avg_checkpoints.py in root	115	2	2020-01-03	2023-04-19	20	8	rwightman@gmail.com	rwightman@gmail.com

Files With Least Contributors (Top 50)

Based on the number of unique email addresses found in commits.

See data for all files...

File	# lines	# units	created	last modified	# changes (days)	# contributors	first contributor	latest contributor
_param_groups.py in timm/optim	97	4	2024-11-13	2024-11-13	1	1	rwightman@gmail.com	rwightman@gmail.com
decay_batch.py in timm/utils	17	2	2022-07-19	2022-07-19	1	1	rwightman@gmail.com	rwightman@gmail.com
_types.py in timm/optim	15	1	2024-11-28	2024-11-28	1	1	rwightman@gmail.com	rwightman@gmail.com
grid.py in timm/layers	9	2	2024-01-27	2024-01-27	1	1	rwightman@gmail.com	rwightman@gmail.com
adan.py in timm/optim	234	8	2022-09-23	2024-12-27	5	2	rwightman@gmail.com	rwightman@users.noreply.git...
reader_tfds.py in timm/data/readers	219	12	2022-10-14	2024-01-05	8	2	rwightman@gmail.com	rwightman@gmail.com
hybrid_embed.py in timm/layers	219	10	2024-07-17	2024-07-26	2	2	rwightman@gmail.com	rwightman@users.noreply.git...
reader_image_in_tar.py in timm/data/readers	181	10	2022-10-14	2022-10-15	2	2	rwightman@gmail.com	rwightman@users.noreply.git...
mars.py in timm/optim	155	4	2024-11-26	2024-12-27	4	2	rwightman@gmail.com	rwightman@users.noreply.git...
madgrad.py in timm/optim	108	4	2021-08-18	2024-11-13	3	2	rwightman@users.noreply.git...	rwightman@gmail.com
onnx.py in timm/utils	82	2	2023-04-12	2025-05-23	5	2	rwightman@users.noreply.git...	rwightman@gmail.com
onnx_validate.py in root	82	2	2023-04-12	2023-04-19	2	2	rwightman@users.noreply.git...	rwightman@gmail.com
convert_nest_flax.py in convert	66	1	2021-06-24	2021-07-06	3	2	alexander.soare159@gmail.com	rwightman@gmail.com
nadam.py in timm/optim	61	2	2019-06-20	2024-11-26	6	2	rwightman@gmail.com	rwightman@gmail.com
attention_extract.py in timm/utils	61	2	2024-05-04	2024-05-23	5	2	rwightman@gmail.com	rwightman@gmail.com
dataset_info.py in timm/data	53	14	2023-02-07	2023-04-19	4	2	rwightman@users.noreply.git...	rwightman@gmail.com
reader_image_tar.py in timm/data/readers	52	5	2022-10-14	2022-10-15	2	2	rwightman@gmail.com	rwightman@users.noreply.git...
format.py in timm/layers	45	4	2023-03-16	2023-04-19	3	2	rwightman@gmail.com	rwightman@gmail.com
interpolate.py in timm/layers	45	2	2023-08-08	2023-08-11	2	2	rwightman@gmail.com	rwightman@users.noreply.git...
img_extensions.py in timm/data/readers	33	7	2022-10-14	2022-10-15	2	2	rwightman@gmail.com	rwightman@users.noreply.git...
layer_scale.py in timm/layers	27	4	2024-08-15	2024-08-21	2	2	rwightman@gmail.com	rwightman@users.noreply.git...
grn.py in timm/layers	20	2	2023-01-05	2023-01-15	2	2	rwightman@users.noreply.git...	fredo.guan@hotmail.com
reader.py in timm/data/readers	11	4	2022-10-14	2022-10-15	2	2	rwightman@gmail.com	rwightman@users.noreply.git...
constants.py in timm/data	10	-	2019-06-20	2022-11-22	4	2	rwightman@gmail.com	rwightman@gmail.com
shared_count.py in timm/data/readers	10	3	2022-10-14	2022-10-15	2	2	rwightman@gmail.com	rwightman@users.noreply.git...
typing.py in timm/layers	4	-	2023-10-19	2023-12-27	3	2	avs050602@gmail.com	seefun@outlook.com
__init__.py in timm/data/readers	2	-	2022-10-14	2022-10-15	2	2	rwightman@gmail.com	rwightman@users.noreply.git...
naflexvit.py in timm/models	1076	47	2025-06-03	2025-06-21	11	3	rwightman@gmail.com	rwightman@users.noreply.git...
_optim_factory.py in timm/optim	916	24	2024-11-13	2025-06-13	10	3	rwightman@gmail.com	23580140+brianhou0208@users...
mobilenetv5.py in timm/models	647	25	2025-05-05	2025-06-26	2	3	ryanmullins@google.com	rwightman@gmail.com
nextvit.py in timm/models	617	36	2024-02-11	2025-06-21	17	3	rwightman@users.noreply.git...	rwightman@users.noreply.git...
naflex_transforms.py in timm/data	495	23	2025-04-08	2025-06-11	6	3	rwightman@gmail.com	23580140+brianhou0208@users...
hieradet_sam2.py in timm/models	478	30	2024-08-16	2025-06-21	7	3	rwightman@gmail.com	rwightman@users.noreply.git...
swiftformer.py in timm/models	472	36	2025-04-28	2025-06-21	12	3	23580140+brianhou0208@users...	rwightman@users.noreply.git...
adopt.py in timm/optim	398	11	2024-11-08	2025-06-13	6	3	rwightman@gmail.com	23580140+brianhou0208@users...
shvit.py in timm/models	395	36	2025-04-28	2025-06-21	11	3	23580140+brianhou0208@users...	rwightman@users.noreply.git...
reader_wds.py in timm/data/readers	360	19	2022-10-14	2025-01-19	9	3	rwightman@gmail.com	josua.rieder@protonmail.com
fasternet.py in timm/models	351	32	2025-05-05	2025-06-21	10	3	23580140+brianhou0208@users...	rwightman@users.noreply.git...
pos_embed_rel.py in timm/layers	326	20	2022-12-23	2024-01-27	12	3	rwightman@users.noreply.git...	rwightman@gmail.com
naflex_dataset.py in timm/data	311	10	2025-04-08	2025-06-11	7	3	rwightman@gmail.com	23580140+brianhou0208@users...
nadamw.py in timm/optim	282	6	2023-06-14	2025-06-19	6	3	rwightman@gmail.com	23580140+brianhou0208@users...
evo_norm.py in timm/layers	272	31	2022-12-06	2022-12-13	3	3	rwightman@gmail.com	fredo.guan@hotmail.com
starnet.py in timm/models	263	25	2025-04-28	2025-06-21	11	3	23580140+brianhou0208@users...	rwightman@users.noreply.git...
naflex_loader.py in timm/data	259	6	2025-04-08	2025-06-13	8	3	rwightman@gmail.com	23580140+brianhou0208@users...
adafactor_bv.py in timm/optim	246	7	2024-11-04	2025-06-13	7	3	rwightman@gmail.com	23580140+brianhou0208@users...
attention_pool2d.py in timm/layers	223	10	2022-12-06	2024-06-12	8	3	rwightman@gmail.com	rwightman@gmail.com
classifier.py in timm/layers	222	13	2022-12-06	2024-08-21	23	3	rwightman@gmail.com	rwightman@users.noreply.git...
naflex_random_erasing.py in timm/data	193	7	2025-05-20	2025-06-11	4	3	rwightman@gmail.com	23580140+brianhou0208@users...
lion.py in timm/optim	178	6	2023-02-15	2025-06-13	8	3	rwightman@gmail.com	23580140+brianhou0208@users...
reader_hfids.py in timm/data/readers	172	9	2024-01-05	2025-01-19	4	3	rwightman@gmail.com	josua.rieder@protonmail.com