Ross Wightman
a83e9f2d3b
forward & backward in same no_sync context, slightly easier to read that splitting
2023-04-20 08:14:05 -07:00
Ross Wightman
4cd7fb88b2
clip gradients with update
2023-04-19 23:36:20 -07:00
Ross Wightman
df81d8d85b
Cleanup gradient accumulation, fix a few issues, a few other small cleanups in related code.
2023-04-19 23:11:00 -07:00
Ross Wightman
ab7ca62a6e
Merge branch 'main' of github.com:rwightman/pytorch-image-models into wip-voidbag-accumulate-grad
2023-04-19 11:08:12 -07:00
Ross Wightman
ec6cca4b37
Add head-init-scale and head-init-bias args that works for all models, fix #1718
2023-04-14 17:59:23 -07:00
Ross Wightman
43e6143bef
Fix #1712 broken support for AMP w/ PyTorch < 1.10. Disable loss scaler for bfloat16
2023-03-11 15:26:09 -08:00
Taeksang Kim
7f29a46d44
Add gradient accumulation option to train.py
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option: iters-to-accum(iterations to accmulate)
Gradient accumulation improves training performance(samples/s).
It can reduce the number of parameter sharing between each node.
This option can be helpful when network is bottleneck.
Signed-off-by: Taeksang Kim <voidbag@puzzle-ai.com>
2023-02-06 09:24:48 +09:00
Fredo Guan
81ca323751
Davit update formatting and fix grad checkpointing ( #7 )
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fixed head to gap->norm->fc as per convnext, along with option for norm->gap->fc
failed tests due to clip convnext models, davit tests passed
2023-01-15 14:34:56 -08:00
Ross Wightman
d5e7d6b27e
Merge remote-tracking branch 'origin/main' into refactor-imports
2022-12-09 14:49:44 -08:00
Lorenzo Baraldi
3d6bc42aa1
Put validation loss under amp_autocast
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Secured the loss evaluation under the amp, avoiding function to operate on float16
2022-12-09 12:03:23 +01:00
Ross Wightman
927f031293
Major module / path restructure, timm.models.layers -> timm.layers, add _ prefix to all non model modules in timm.models
2022-12-06 15:00:06 -08:00
Ross Wightman
dbe7531aa3
Update scripts to support torch.compile(). Make --results_file arg more consistent across benchmark/validate/inference. Fix #1570
2022-12-05 10:21:34 -08:00
Ross Wightman
9da7e3a799
Add crop_mode for pretraind config / image transforms. Add support for dynamo compilation to benchmark/train/validate
2022-12-05 10:21:34 -08:00
Ross Wightman
4714a4910e
Merge pull request #1525 from TianyiFranklinWang/main
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✏️ fix typo
2022-11-03 20:55:43 -07:00
klae01
ddd6361904
Update train.py
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fix typo args.in_chanes
2022-11-01 16:55:05 +09:00
NPU-Franklin
9152b10478
✏️ fix typo
2022-10-30 08:49:40 +08:00
hova88
29baf32327
fix typo : miss back quote
2022-10-28 09:30:51 +08:00
Simon Schrodi
aceb79e002
Fix typo
2022-10-17 22:06:17 +02:00
Ross Wightman
285771972e
Change --amp flags, no more --apex-amp and --native-amp, add --amp-impl to select apex, and --amp-dtype to allow bfloat16 AMP dtype
2022-10-07 15:27:25 -07:00
Ross Wightman
b1b024dfed
Scheduler update, add v2 factory method, support scheduling on updates instead of just epochs. Add LR to summary csv. Add lr_base scaling calculations to train script. Fix #1168
2022-10-07 10:43:04 -07:00
Ross Wightman
b8c8550841
Data improvements. Improve train support for in_chans != 3. Add wds dataset support from bits_and_tpu branch w/ fixes and tweaks. TFDS tweaks.
2022-09-29 16:42:58 -07:00
Ross Wightman
87939e6fab
Refactor device handling in scripts, distributed init to be less 'cuda' centric. More device args passed through where needed.
2022-09-23 16:08:59 -07:00
Ross Wightman
ff6a919cf5
Add --fast-norm arg to benchmark.py, train.py, validate.py
2022-08-25 17:20:46 -07:00
Xiao Wang
11060f84c5
make train.py compatible with torchrun
2022-07-07 14:44:55 -07:00
Ross Wightman
a29fba307d
disable dist_bn when sync_bn active
2022-06-24 21:30:17 -07:00
Ross Wightman
879df47c0a
Support BatchNormAct2d for sync-bn use. Fix #1254
2022-06-24 14:51:26 -07:00
Ross Wightman
037e5e6c09
Fix #1309 , move wandb init after distributed init, only init on rank == 0 process
2022-06-21 12:32:40 -07:00
Jakub Kaczmarzyk
9e12530433
use utils namespace instead of function/classnames
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This fixes buggy behavior introduced by
https://github.com/rwightman/pytorch-image-models/pull/1266 .
Related to https://github.com/rwightman/pytorch-image-models/pull/1273 .
2022-06-12 22:39:41 -07:00
Xiao Wang
ca991c1fa5
add --aot-autograd
2022-06-07 18:01:52 -07:00
Ross Wightman
fd360ac951
Merge pull request #1266 from kaczmarj/enh/no-star-imports
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ENH: replace star imports with imported names in train.py
2022-05-20 08:55:07 -07:00
Jakub Kaczmarzyk
ce5578bc3a
replace star imports with imported names
2022-05-18 11:04:10 -04:00
Jakub Kaczmarzyk
dcad288fd6
use argparse groups to group arguments
2022-05-18 10:27:33 -04:00
Jakub Kaczmarzyk
e1e4c9bbae
rm whitespace
2022-05-18 10:17:02 -04:00
han
a16171335b
fix: change milestones to decay-milestones
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- change argparser option `milestone` to `decay-milestone`
2022-05-10 07:57:19 +09:00
han
57a988df30
fix: multistep lr decay epoch bugs
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- add milestones arguments
- change decay_epochs to milestones variable
2022-05-06 13:14:43 +09:00
Ross Wightman
b049a5c5c6
Merge remote-tracking branch 'origin/master' into norm_norm_norm
2022-03-21 13:41:43 -07:00
Ross Wightman
04db5833eb
Merge pull request #986 from hankyul2/master
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fix: typo of argment parser desc in train.py
2022-03-21 12:13:51 -07:00
Ross Wightman
0557c8257d
Fix bug introduced in non layer_decay weight_decay application. Remove debug print, fix arg desc.
2022-02-28 17:06:32 -08:00
Ross Wightman
372ad5fa0d
Significant model refactor and additions:
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* All models updated with revised foward_features / forward_head interface
* Vision transformer and MLP based models consistently output sequence from forward_features (pooling or token selection considered part of 'head')
* WIP param grouping interface to allow consistent grouping of parameters for layer-wise decay across all model types
* Add gradient checkpointing support to a significant % of models, especially popular architectures
* Formatting and interface consistency improvements across models
* layer-wise LR decay impl part of optimizer factory w/ scale support in scheduler
* Poolformer and Volo architectures added
2022-02-28 13:56:23 -08:00
Ross Wightman
95cfc9b3e8
Merge remote-tracking branch 'origin/master' into norm_norm_norm
2022-01-25 22:20:45 -08:00
Ross Wightman
abc9ba2544
Transitioning default_cfg -> pretrained_cfg. Improving handling of pretrained_cfg source (HF-Hub, files, timm config, etc). Checkpoint handling tweaks.
2022-01-25 21:54:13 -08:00
Ross Wightman
f0f9eccda8
Add --fuser arg to train/validate/benchmark scripts to select jit fuser type
2022-01-17 13:54:25 -08:00
Ross Wightman
5ccf682a8f
Remove deprecated bn-tf train arg and create_model handler. Add evos/evob models back into fx test filter until norm_norm_norm branch merged.
2022-01-06 18:08:39 -08:00
han
ab5ae32f75
fix: typo of argment parser desc in train.py
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- Remove duplicated `of`
2021-11-24 09:32:05 +09:00
Ross Wightman
ba65dfe2c6
Dataset work
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* support some torchvision datasets
* improvements to TFDS wrapper for subsplit handling (fix #942 ), shuffle seed
* add class-map support to train (fix #957 )
2021-11-09 22:34:15 -08:00
Ross Wightman
cd638d50a5
Merge pull request #880 from rwightman/fixes_bce_regnet
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A collection of fixes, model experiments, etc
2021-10-03 19:37:01 -07:00
Ross Wightman
d9abfa48df
Make broadcast_buffers disable its own flag for now (needs more testing on interaction with dist_bn)
2021-10-01 13:43:55 -07:00
Ross Wightman
80075b0b8a
Add worker_seeding arg to allow selecting old vs updated data loader worker seed for (old) experiment repeatability
2021-09-28 16:37:45 -07:00
Shoufa Chen
908563d060
fix `use_amp`
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Fix https://github.com/rwightman/pytorch-image-models/issues/881
2021-09-26 12:32:22 +08:00
Ross Wightman
0387e6057e
Update binary cross ent impl to use thresholding as an option (convert soft targets from mixup/cutmix to 0, 1)
2021-09-23 15:45:39 -07:00