Commit Graph

120 Commits

Author SHA1 Message Date
comfyanonymous 0115018695 Print errors and continue when lora weights are not compatible. 2023-07-20 19:56:22 -04:00
comfyanonymous 3ded1a3a04 Refactor of sampler code to deal more easily with different model types. 2023-07-17 01:22:12 -04:00
comfyanonymous 5f57362613 Lower lora ram usage when in normal vram mode. 2023-07-16 02:59:04 -04:00
comfyanonymous 490771b7f4 Speed up lora loading a bit. 2023-07-15 13:25:22 -04:00
comfyanonymous 50b1180dde Fix CLIPSetLastLayer not reverting when removed. 2023-07-15 01:41:21 -04:00
comfyanonymous 6fb084f39d Reduce floating point rounding errors in loras. 2023-07-15 00:53:00 -04:00
comfyanonymous 91ed2815d5 Add a node to merge CLIP models. 2023-07-14 02:41:18 -04:00
comfyanonymous 6ad0a6d7e2 Don't patch weights when multiplier is zero. 2023-07-09 17:46:56 -04:00
comfyanonymous a9a4ba7574 Fix merging not working when model2 of model merge node was a merge. 2023-07-08 22:31:10 -04:00
comfyanonymous e7bee85df8 Add arguments to run the VAE in fp16 or bf16 for testing. 2023-07-06 23:23:46 -04:00
comfyanonymous ddc6f12ad5 Disable autocast in unet for increased speed. 2023-07-05 21:58:29 -04:00
comfyanonymous af7a49916b Support loading unet files in diffusers format. 2023-07-05 17:38:59 -04:00
comfyanonymous acf95191ff Properly support SDXL diffusers loras for unet. 2023-07-04 21:15:23 -04:00
comfyanonymous c3e96e637d Pass device to CLIP model. 2023-07-03 16:09:37 -04:00
comfyanonymous 2c4e0b49b7 Switch to fp16 on some cards when the model is too big. 2023-07-02 10:00:57 -04:00
comfyanonymous 1c1b0e7299 --gpu-only now keeps the VAE on the device. 2023-07-01 15:22:40 -04:00
comfyanonymous 3b6fe51c1d Leave text_encoder on the CPU when it can handle it. 2023-07-01 14:38:51 -04:00
comfyanonymous b6a60fa696 Try to keep text encoders loaded and patched to increase speed.
load_model_gpu() is now used with the text encoder models instead of just
the unet.
2023-07-01 13:28:07 -04:00
comfyanonymous 97ee230682 Make highvram and normalvram shift the text encoders to vram and back.
This is faster on big text encoder models than running it on the CPU.
2023-07-01 12:37:23 -04:00
comfyanonymous 5a9ddf94eb LoraLoader node now caches the lora file between executions. 2023-06-29 23:40:51 -04:00
comfyanonymous 62db11683b Move unet to device right after loading on highvram mode. 2023-06-29 20:43:06 -04:00
comfyanonymous 2c7c14de56 Support for SDXL text encoder lora. 2023-06-28 02:22:49 -04:00
comfyanonymous 9b93b920be Add CheckpointSave node to save checkpoints.
The created checkpoints contain workflow metadata that can be loaded by
dragging them on top of the UI or loading them with the "Load" button.

Checkpoints will be saved in fp16 or fp32 depending on the format ComfyUI
is using for inference on your hardware. To force fp32 use: --force-fp32

Anything that patches the model weights like merging or loras will be
saved.

The output directory is currently set to: output/checkpoints but that might
change in the future.
2023-06-26 12:22:27 -04:00
comfyanonymous b72a7a835a Support loras based on the stability unet implementation. 2023-06-26 02:56:11 -04:00
comfyanonymous 20f579d91d Add DualClipLoader to load clip models for SDXL.
Update LoadClip to load clip models for SDXL refiner.
2023-06-25 01:40:38 -04:00
comfyanonymous b7933960bb Fix CLIPLoader node. 2023-06-24 13:56:46 -04:00
comfyanonymous 05676942b7 Add some more transformer hooks and move tomesd to comfy_extras.
Tomesd now uses q instead of x to decide which tokens to merge because
it seems to give better results.
2023-06-24 03:30:22 -04:00
comfyanonymous 8607c2d42d Move latent scale factor from VAE to model. 2023-06-23 02:33:31 -04:00
comfyanonymous 30a3861946 Fix bug when yaml config has no clip params. 2023-06-23 01:12:59 -04:00
comfyanonymous 9e37f4c7d5 Fix error with ClipVision loader node. 2023-06-23 01:08:05 -04:00
comfyanonymous 9f83b098c9 Don't merge weights when shapes don't match and print a warning. 2023-06-22 19:08:31 -04:00
comfyanonymous f87ec10a97 Support base SDXL and SDXL refiner models.
Large refactor of the model detection and loading code.
2023-06-22 13:03:50 -04:00
comfyanonymous 51581dbfa9 Fix last commits causing an issue with the text encoder lora. 2023-06-20 19:44:39 -04:00
comfyanonymous 8125b51a62 Keep a set of model_keys for faster add_patches. 2023-06-20 19:08:48 -04:00
comfyanonymous 45beebd33c Add a type of model patch useful for model merging. 2023-06-20 17:34:11 -04:00
comfyanonymous 8883cb0f67 Add a way to set patches that modify the attn2 output.
Change the transformer patches function format to be more future proof.
2023-06-18 22:58:22 -04:00
comfyanonymous fb4bf7f591 This is not needed anymore and causes issues with alphas_cumprod. 2023-06-18 03:18:25 -04:00
comfyanonymous f7edcfd927 Add a --gpu-only argument to keep and run everything on the GPU.
Make the CLIP model work on the GPU.
2023-06-15 15:38:52 -04:00
comfyanonymous 6b774589a5 Set model to fp16 before loading the state dict to lower ram bump. 2023-06-14 12:48:02 -04:00
comfyanonymous 388567f20b sampler_cfg_function now uses a dict for the argument.
This means arguments can be added without issues.
2023-06-13 16:10:36 -04:00
comfyanonymous ff9b22d79e Turn on safe load for a few models. 2023-06-13 10:12:03 -04:00
comfyanonymous f0a2b81cd0 Cleanup: Remove a bunch of useless files. 2023-06-13 02:19:08 -04:00
comfyanonymous f8c5931053 Split the batch in VAEEncode if there's not enough memory. 2023-06-12 00:21:50 -04:00
comfyanonymous c069fc0730 Auto switch to tiled VAE encode if regular one runs out of memory. 2023-06-11 23:25:39 -04:00
comfyanonymous de142eaad5 Simpler base model code. 2023-06-09 12:31:16 -04:00
comfyanonymous 0e425603fb Small refactor. 2023-06-06 13:23:01 -04:00
comfyanonymous 700491d81a Implement global average pooling for controlnet. 2023-06-03 01:49:03 -04:00
comfyanonymous 03da8a3426 This is useless for inference. 2023-05-31 13:03:24 -04:00
comfyanonymous eb448dd8e1 Auto load model in lowvram if not enough memory. 2023-05-30 12:36:41 -04:00
comfyanonymous a532888846 Support VAEs in diffusers format. 2023-05-28 02:02:09 -04:00