Commit Graph

160 Commits

Author SHA1 Message Date
comfyanonymous 9a55dadb4c Refactor code so model can be a dtype other than fp32 or fp16. 2023-10-13 14:41:17 -04:00
comfyanonymous 72188dffc3 load_checkpoint_guess_config can now optionally output the model. 2023-10-06 13:48:18 -04:00
City 9bfec2bdbf Fix quality loss due to low precision 2023-10-04 15:40:59 +02:00
comfyanonymous 71713888c4 Print missing VAE keys. 2023-09-28 00:54:57 -04:00
comfyanonymous 7d401ed1d0 Add ldm format support to UNETLoader. 2023-09-11 16:36:50 -04:00
comfyanonymous 7931ff0fd9 Support SDXL inpaint models. 2023-09-01 15:22:52 -04:00
comfyanonymous fe4c07400c Fix "Load Checkpoint with config" node. 2023-08-29 23:58:32 -04:00
comfyanonymous 1300a1bb4c Text encoder should initially load on the offload_device not the regular. 2023-08-28 15:08:45 -04:00
comfyanonymous f92074b84f Move ModelPatcher to model_patcher.py 2023-08-28 14:51:31 -04:00
comfyanonymous c77f02e1c6 Move controlnet code to comfy/controlnet.py 2023-08-25 17:33:04 -04:00
comfyanonymous 15a7716fa6 Move lora code to comfy/lora.py 2023-08-25 17:11:51 -04:00
comfyanonymous ec96f6d03a Move text_projection to base clip model. 2023-08-24 23:43:48 -04:00
comfyanonymous 51dde87e97 Try to free enough vram for control lora inference. 2023-08-24 17:20:54 -04:00
comfyanonymous cc44ade79e Always shift text encoder to GPU when the device supports fp16. 2023-08-23 21:45:00 -04:00
comfyanonymous 00c0b2c507 Initialize text encoder to target dtype. 2023-08-23 21:01:15 -04:00
comfyanonymous f081017c1a Save memory by storing text encoder weights in fp16 in most situations.
Do inference in fp32 to make sure quality stays the exact same.
2023-08-23 01:08:51 -04:00
comfyanonymous afcb9cb1df All resolutions now work with t2i adapter for SDXL. 2023-08-22 16:23:54 -04:00
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