Commit Graph

382 Commits

Author SHA1 Message Date
KarryCharon 3e2309f149 fix mps miss import 2023-07-12 10:06:34 +08:00
comfyanonymous 606a537090 Support SDXL embedding format with 2 CLIP. 2023-07-10 10:34:59 -04:00
comfyanonymous 6ad0a6d7e2 Don't patch weights when multiplier is zero. 2023-07-09 17:46:56 -04:00
comfyanonymous d5323d16e0 latent2rgb matrix for SDXL. 2023-07-09 13:59:09 -04:00
comfyanonymous 0ae81c03bb Empty cache after model unloading for normal vram and lower. 2023-07-09 09:56:03 -04:00
comfyanonymous d3f5998218 Support loading clip_g from diffusers in CLIP Loader nodes. 2023-07-09 09:33:53 -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 bb5fbd29e9 Merge branch 'condmask-fix' of https://github.com/vmedea/ComfyUI 2023-07-07 01:52:25 -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 608fcc2591 Fix bug with weights when prompt is long. 2023-07-06 02:43:40 -04:00
comfyanonymous ddc6f12ad5 Disable autocast in unet for increased speed. 2023-07-05 21:58:29 -04:00
comfyanonymous 603f02d613 Fix loras not working when loading checkpoint with config. 2023-07-05 19:42:24 -04:00
comfyanonymous af7a49916b Support loading unet files in diffusers format. 2023-07-05 17:38:59 -04:00
comfyanonymous e57cba4c61 Add gpu variations of the sde samplers that are less deterministic
but faster.
2023-07-05 01:39:38 -04:00
comfyanonymous f81b192944 Add logit scale parameter so it's present when saving the checkpoint. 2023-07-04 23:01:28 -04:00
comfyanonymous acf95191ff Properly support SDXL diffusers loras for unet. 2023-07-04 21:15:23 -04:00
mara c61a95f9f7 Fix size check for conditioning mask
The wrong dimensions were being checked, [1] and [2] are the image size.
not [2] and [3]. This results in an out-of-bounds error if one of them
actually matches.
2023-07-04 16:34:42 +02:00
comfyanonymous 8d694cc450 Fix issue with OSX. 2023-07-04 02:09:02 -04:00
comfyanonymous c3e96e637d Pass device to CLIP model. 2023-07-03 16:09:37 -04:00
comfyanonymous 5e6bc824aa Allow passing custom path to clip-g and clip-h. 2023-07-03 15:45:04 -04:00
comfyanonymous dc9d1f31c8 Improvements for OSX. 2023-07-03 00:08:30 -04:00
comfyanonymous 103c487a89 Cleanup. 2023-07-02 11:58:23 -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 6f3d9f52db Add a --force-fp16 argument to force fp16 for testing. 2023-07-01 22:42:35 -04:00
comfyanonymous 1c1b0e7299 --gpu-only now keeps the VAE on the device. 2023-07-01 15:22:40 -04:00
comfyanonymous ce35d8c659 Lower latency by batching some text encoder inputs. 2023-07-01 15:07:39 -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 9920367d3c Fix embeddings not working with --gpu-only 2023-06-29 20:43:06 -04:00
comfyanonymous 62db11683b Move unet to device right after loading on highvram mode. 2023-06-29 20:43:06 -04:00
comfyanonymous 4376b125eb Remove useless code. 2023-06-29 00:26:33 -04:00
comfyanonymous 89120f1fbe This is unused but it should be 1280. 2023-06-28 18:04:23 -04:00
comfyanonymous 2c7c14de56 Support for SDXL text encoder lora. 2023-06-28 02:22:49 -04:00
comfyanonymous fcef47f06e Fix bug. 2023-06-28 00:38:07 -04:00
comfyanonymous 8248babd44 Use pytorch attention by default on nvidia when xformers isn't present.
Add a new argument --use-quad-cross-attention
2023-06-26 13:03:44 -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 c71a7e6b20 Fix ddim + inpainting not working. 2023-06-26 00:48:48 -04:00
comfyanonymous 4eab00e14b Set the seed in the SDE samplers to make them more reproducible. 2023-06-25 03:04:57 -04:00
comfyanonymous cef6aa62b2 Add support for TAESD decoder for SDXL. 2023-06-25 02:38:14 -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 78d8035f73 Fix bug with controlnet. 2023-06-24 11:02:38 -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 fa28d7334b Remove useless code. 2023-06-23 12:35:26 -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 9fccf4aa03 Add original_shape parameter to transformer patch extra_options. 2023-06-21 13:22:01 -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 036a22077c Fix k_diffusion math being off by a tiny bit during txt2img. 2023-06-19 15:28:54 -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 cd930d4e7f pop clip vision keys after loading them. 2023-06-18 21:21:17 -04:00
comfyanonymous c9e4a8c9e5 Not needed anymore. 2023-06-18 13:06:59 -04:00
comfyanonymous fb4bf7f591 This is not needed anymore and causes issues with alphas_cumprod. 2023-06-18 03:18:25 -04:00
comfyanonymous 45be2e92c1 Fix DDIM v-prediction. 2023-06-17 20:48:21 -04:00
comfyanonymous e6e50ab2dd Fix an issue when alphas_comprod are half floats. 2023-06-16 17:16:51 -04:00
comfyanonymous ae43f09ef7 All the unet weights should now be initialized with the right dtype. 2023-06-15 18:42:30 -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 7bf89ba923 Initialize more unet weights as the right dtype. 2023-06-15 15:00:10 -04:00
comfyanonymous e21d9ad445 Initialize transformer unet block weights in right dtype at the start. 2023-06-15 14:29:26 -04:00
comfyanonymous bb1f45d6e8 Properly disable weight initialization in clip models. 2023-06-14 20:13:08 -04:00
comfyanonymous 21f04fe632 Disable default weight values in unet conv2d for faster loading. 2023-06-14 19:46:08 -04:00
comfyanonymous 9d54066ebc This isn't needed for inference. 2023-06-14 13:05:08 -04:00
comfyanonymous fa2cca056c Don't initialize CLIPVision weights to default values. 2023-06-14 12:57:02 -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 0c7cad404c Don't initialize clip weights to default values. 2023-06-14 12:47:36 -04:00
comfyanonymous 6971646b8b Speed up model loading a bit.
Default pytorch Linear initializes the weights which is useless and slow.
2023-06-14 12:09:41 -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 735ac4cf81 Remove pytorch_lightning dependency. 2023-06-13 10:11:33 -04:00
comfyanonymous 2b14041d4b Remove useless code. 2023-06-13 02:40:58 -04:00
comfyanonymous 274dff3257 Remove more useless files. 2023-06-13 02:22:19 -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 c64ca8c0b2 Refactor unCLIP noise augment out of samplers.py 2023-06-11 04:01:18 -04:00
comfyanonymous de142eaad5 Simpler base model code. 2023-06-09 12:31:16 -04:00
comfyanonymous 23cf8ca7c5 Fix bug when embedding gets ignored because of mismatched size. 2023-06-08 23:48:14 -04:00
comfyanonymous 0e425603fb Small refactor. 2023-06-06 13:23:01 -04:00
comfyanonymous a3a713b6c5 Refactor previews into one command line argument.
Clean up a few things.
2023-06-06 02:13:05 -04:00
space-nuko 3e17971acb preview method autodetection 2023-06-05 18:59:10 -05:00
space-nuko d5a28fadaa Add latent2rgb preview 2023-06-05 18:39:56 -05:00
space-nuko 48f7ec750c Make previews into cli option 2023-06-05 13:19:02 -05:00
space-nuko b4f434ee66 Preview sampled images with TAESD 2023-06-05 09:20:17 -05:00
comfyanonymous fed0a4dd29 Some comments to say what the vram state options mean. 2023-06-04 17:51:04 -04:00
comfyanonymous 0a5fefd621 Cleanups and fixes for model_management.py
Hopefully fix regression on MPS and CPU.
2023-06-03 11:05:37 -04:00
comfyanonymous 700491d81a Implement global average pooling for controlnet. 2023-06-03 01:49:03 -04:00
comfyanonymous 67892b5ac5 Refactor and improve model_management code related to free memory. 2023-06-02 15:21:33 -04:00
space-nuko 499641ebf1 More accurate total 2023-06-02 00:14:41 -05:00
space-nuko b5dd15c67a System stats endpoint 2023-06-01 23:26:23 -05:00
comfyanonymous 5c38958e49 Tweak lowvram model memory so it's closer to what it was before. 2023-06-01 04:04:35 -04:00
comfyanonymous 94680732d3 Empty cache on mps. 2023-06-01 03:52:51 -04:00
comfyanonymous 03da8a3426 This is useless for inference. 2023-05-31 13:03:24 -04:00