Commit Graph

143 Commits

Author SHA1 Message Date
comfyanonymous 85fde89d7f T2I adapter SDXL. 2023-08-22 14:40:43 -04:00
comfyanonymous cf5ae46928 Controlnet/t2iadapter cleanup. 2023-08-22 01:06:26 -04:00
comfyanonymous 763b0cf024 Fix control lora not working in fp32. 2023-08-21 20:38:31 -04:00
comfyanonymous 199d73364a Fix ControlLora on lowvram. 2023-08-21 00:54:04 -04:00
comfyanonymous d08e53de2e Remove autocast from controlnet code. 2023-08-20 21:47:32 -04:00
comfyanonymous c9b562aed1 Free more memory before VAE encode/decode. 2023-08-19 12:13:13 -04:00
comfyanonymous d6e4b342e6 Support for Control Loras.
Control loras are controlnets where some of the weights are stored in
"lora" format: an up and a down low rank matrice that when multiplied
together and added to the unet weight give the controlnet weight.

This allows a much smaller memory footprint depending on the rank of the
matrices.

These controlnets are used just like regular ones.
2023-08-18 11:59:51 -04:00
comfyanonymous c28db1f315 Fix potential issues with patching models when saving checkpoints. 2023-08-17 11:07:08 -04:00
comfyanonymous 89a0767abf Smarter memory management.
Try to keep models on the vram when possible.

Better lowvram mode for controlnets.
2023-08-17 01:06:34 -04:00
comfyanonymous 53f326a3d8 Support diffusers mini controlnets. 2023-08-16 12:28:01 -04:00
comfyanonymous c8a23ce9e8 Support for yet another lora type based on diffusers. 2023-08-11 13:04:21 -04:00
comfyanonymous c20583286f Support diffuser text encoder loras. 2023-08-10 20:28:28 -04:00
comfyanonymous d8e58f0a7e Detect hint_channels from controlnet. 2023-08-06 14:08:59 -04:00
comfyanonymous c5d7593ccf Support loras in diffusers format. 2023-08-05 01:40:24 -04:00
comfyanonymous 4b957a0010 Initialize the unet directly on the target device. 2023-07-29 14:51:56 -04:00
comfyanonymous 727588d076 Fix some new loras. 2023-07-25 16:39:15 -04:00
comfyanonymous 5f75d784a1 Start is now 0.0 and end is now 1.0 for the timestep ranges. 2023-07-24 18:38:17 -04:00
comfyanonymous 7ff14b62f8 ControlNetApplyAdvanced can now define when controlnet gets applied. 2023-07-24 17:50:49 -04:00
comfyanonymous 22f29d66ca Try to fix memory issue with lora. 2023-07-22 21:38:56 -04:00
comfyanonymous 12a6e93171 Del the right object when applying lora. 2023-07-22 11:25:49 -04:00
comfyanonymous 78e7958d17 Support controlnet in diffusers format. 2023-07-21 22:58:16 -04:00
comfyanonymous 09386a3697 Fix issue with lora in some cases when combined with model merging. 2023-07-21 21:27:27 -04:00
comfyanonymous 58b2364f58 Properly support SDXL diffusers unet with UNETLoader node. 2023-07-21 14:38:56 -04:00
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