Commit Graph

464 Commits

Author SHA1 Message Date
Kohya S
0005867ba5 update README, format code 2024-09-07 10:45:18 +09:00
Kohya S.
16bb5699ac Merge pull request #1426 from sdbds/resize
Replacing CV2 resize to Pil resize
2024-09-07 10:22:52 +09:00
Kohya S.
319e4d9831 Merge pull request #1433 from millie-v/sample-image-without-cuda
Generate sample images without having CUDA (such as on Macs)
2024-09-07 10:19:55 +09:00
Kohya S
92e7600cc2 Move freeze_blocks to sd3_train because it's only for sd3 2024-09-01 18:57:07 +09:00
青龍聖者@bdsqlsz
ef510b3cb9 Sd3 freeze x_block (#1417)
* Update sd3_train.py

* add freeze block lr

* Update train_util.py

* update
2024-09-01 18:41:01 +09:00
Nando Metzger
2a3aefb4e4 Update train_util.py, bug fix 2024-08-30 08:15:05 +02:00
Kohya S
81411a398e speed up getting image sizes 2024-08-22 22:02:29 +09:00
kohya-ss
98c91a7625 Fix bug in FLUX multi GPU training 2024-08-22 12:37:41 +09:00
Kohya S
6ab48b09d8 feat: Support multi-resolution training with caching latents to disk 2024-08-20 21:39:43 +09:00
Kohya S
400955d3ea add fine tuning FLUX.1 (WIP) 2024-08-17 15:36:18 +09:00
Kohya S
e45d3f8634 add merge LoRA script 2024-08-16 22:19:21 +09:00
kohya-ss
f5ce754bc2 Merge branch 'dev' into sd3 2024-08-13 21:00:44 +09:00
Kohya S
8a0f12dde8 update FLUX LoRA training 2024-08-10 23:42:05 +09:00
Kohya S
da4d0fe016 support attn mask for l+g/t5 2024-08-05 20:51:34 +09:00
Kohya S
41dee60383 Refactor caching mechanism for latents and text encoder outputs, etc. 2024-07-27 13:50:05 +09:00
sdbds
9ca7a5b6cc instead cv2 LANCZOS4 resize to pil resize 2024-07-20 21:59:11 +08:00
sdbds
1f16b80e88 Revert "judge image size for using diff interpolation"
This reverts commit 87526942a6.
2024-07-20 21:35:24 +08:00
Millie
2e67978ee2 Generate sample images without having CUDA (such as on Macs) 2024-07-18 11:52:58 -07:00
sdbds
87526942a6 judge image size for using diff interpolation 2024-07-12 22:56:38 +08:00
Kohya S
082f13658b reduce peak GPU memory usage before training 2024-07-12 21:28:01 +09:00
Kohya S
3d402927ef WIP: update new latents caching 2024-07-09 23:15:38 +09:00
Kohya S
c9de7c4e9a WIP: new latents caching 2024-07-08 19:48:28 +09:00
Kohya S
8f2ba27869 support text_encoder_batch_size for caching 2024-06-26 20:36:22 +09:00
Kohya S
0b3e4f7ab6 show file name if error in load_image ref #1385 2024-06-25 20:03:09 +09:00
Kohya S
d53ea22b2a sd3 training 2024-06-23 23:38:20 +09:00
Kohya S
4dbcef429b update for corner cases 2024-06-04 21:26:55 +09:00
Kohya S
321e24d83b Merge pull request #1353 from KohakuBlueleaf/train_resume_step
Resume correct step for "resume from state" feature.
2024-06-04 19:30:11 +09:00
Kohya S
e5bab69e3a fix alpha mask without disk cache closes #1351, ref #1339 2024-06-02 21:11:40 +09:00
Kohaku-Blueleaf
b2363f1021 Final implementation 2024-05-31 12:20:20 +08:00
Kohya S
e8cfd4ba1d fix to work cond mask and alpha mask 2024-05-26 22:01:37 +09:00
Kohya S
da6fea3d97 simplify and update alpha mask to work with various cases 2024-05-19 21:26:18 +09:00
Kohya S
f2dd43e198 revert kwargs to explicit declaration 2024-05-19 19:23:59 +09:00
u-haru
db6752901f 画像のアルファチャンネルをlossのマスクとして使用するオプションを追加 (#1223)
* Add alpha_mask parameter and apply masked loss

* Fix type hint in trim_and_resize_if_required function

* Refactor code to use keyword arguments in train_util.py

* Fix alpha mask flipping logic

* Fix alpha mask initialization

* Fix alpha_mask transformation

* Cache alpha_mask

* Update alpha_masks to be on CPU

* Set flipped_alpha_masks to Null if option disabled

* Check if alpha_mask is None

* Set alpha_mask to None if option disabled

* Add description of alpha_mask option to docs
2024-05-19 19:07:25 +09:00
Kohya S
c68baae480 add --log_config option to enable/disable output training config 2024-05-19 17:21:04 +09:00
Kohya S
47187f7079 Merge pull request #1285 from ccharest93/main
Hyperparameter tracking
2024-05-19 16:31:33 +09:00
Kohya S
3701507874 raise original error if error is occured in checking latents 2024-05-12 20:56:56 +09:00
Kohya S
78020936d2 Merge pull request #1278 from Cauldrath/catch_latent_error_file
Display name of error latent file
2024-05-12 20:46:25 +09:00
Kohya S
1ffc0b330a fix typo 2024-05-12 16:18:43 +09:00
Kohya S
017b82ebe3 update help message for fused_backward_pass 2024-05-06 15:05:42 +09:00
Cauldrath
040e26ff1d Regenerate failed file
If a latent file fails to load, print out the path and the error, then return false to regenerate it
2024-04-21 13:46:31 -04:00
Maatra
b886d0a359 Cleaned typing to be in line with accelerate hyperparameters type resctrictions 2024-04-20 14:36:47 +01:00
Maatra
2c9db5d9f2 passing filtered hyperparameters to accelerate 2024-04-20 14:11:43 +01:00
Cauldrath
feefcf256e Display name of error latent file
When trying to load stored latents, if an error occurs, this change will tell you what file failed to load
Currently it will just tell you that something failed without telling you which file
2024-04-18 23:15:36 -04:00
2kpr
4f203ce40d Fused backward pass 2024-04-14 09:56:58 -05:00
Kohya S
bfb352bc43 change huber_schedule from exponential to snr 2024-04-07 21:07:52 +09:00
Kohya S
d30ebb205c update readme, add metadata for network module 2024-04-07 14:58:17 +09:00
kabachuha
90b18795fc Add option to use Scheduled Huber Loss in all training pipelines to improve resilience to data corruption (#1228)
* add huber loss and huber_c compute to train_util

* add reduction modes

* add huber_c retrieval from timestep getter

* move get timesteps and huber to own function

* add conditional loss to all training scripts

* add cond loss to train network

* add (scheduled) huber_loss to args

* fixup twice timesteps getting

* PHL-schedule should depend on noise scheduler's num timesteps

* *2 multiplier to huber loss cause of 1/2 a^2 conv.

The Taylor expansion of sqrt near zero gives 1/2 a^2, which differs from a^2 of the standard MSE loss. This change scales them better against one another

* add option for smooth l1 (huber / delta)

* unify huber scheduling

* add snr huber scheduler

---------

Co-authored-by: Kohya S <52813779+kohya-ss@users.noreply.github.com>
2024-04-07 13:54:21 +09:00
ykume
cd587ce62c verify command line args if wandb is enabled 2024-04-05 08:23:03 +09:00
Kohya S
c86e356013 Merge branch 'dev' into dataset-cache 2024-03-26 19:43:40 +09:00
Kohya S
ab1e389347 Merge branch 'dev' into masked-loss 2024-03-26 19:39:30 +09:00