Commit Graph

595 Commits

Author SHA1 Message Date
gameltb 7e455adc07 fix unet_wrapper_function name in ModelPatcher 2023-11-05 17:11:44 +08:00
comfyanonymous 1ffa8858e7 Move model sampling code to comfy/model_sampling.py 2023-11-04 01:32:23 -04:00
comfyanonymous ae2acfc21b Don't convert Nan to zero.
Converting Nan to zero is a bad idea because it makes it hard to tell when
something went wrong.
2023-11-03 13:13:15 -04:00
comfyanonymous d2e27b48f1 sampler_cfg_function now gets the noisy output as argument again.
This should make things that use sampler_cfg_function behave like before.

Added an input argument for those that want the denoised output.

This means you can calculate the x0 prediction of the model by doing:
(input - cond) for example.
2023-11-01 21:24:08 -04:00
comfyanonymous 2455aaed8a Allow model or clip to be None in load_lora_for_models. 2023-11-01 20:27:20 -04:00
comfyanonymous ecb80abb58 Allow ModelSamplingDiscrete to be instantiated without a model config. 2023-11-01 19:13:03 -04:00
comfyanonymous e73ec8c4da Not used anymore. 2023-11-01 00:01:30 -04:00
comfyanonymous 111f1b5255 Fix some issues with sampling precision. 2023-10-31 23:49:29 -04:00
comfyanonymous 7c0f255de1 Clean up percent start/end and make controlnets work with sigmas. 2023-10-31 22:14:32 -04:00
comfyanonymous a268a574fa Remove a bunch of useless code.
DDIM is the same as euler with a small difference in the inpaint code.
DDIM uses randn_like but I set a fixed seed instead.

I'm keeping it in because I'm sure if I remove it people are going to
complain.
2023-10-31 18:11:29 -04:00
comfyanonymous 1777b54d02 Sampling code changes.
apply_model in model_base now returns the denoised output.

This means that sampling_function now computes things on the denoised
output instead of the model output. This should make things more consistent
across current and future models.
2023-10-31 17:33:43 -04:00
comfyanonymous c837a173fa Fix some memory issues in sub quad attention. 2023-10-30 15:30:49 -04:00
comfyanonymous 125b03eead Fix some OOM issues with split attention. 2023-10-30 13:14:11 -04:00
comfyanonymous a12cc05323 Add --max-upload-size argument, the default is 100MB. 2023-10-29 03:55:46 -04:00
comfyanonymous 2a134bfab9 Fix checkpoint loader with config. 2023-10-27 22:13:55 -04:00
comfyanonymous e60ca6929a SD1 and SD2 clip and tokenizer code is now more similar to the SDXL one. 2023-10-27 15:54:04 -04:00
comfyanonymous 6ec3f12c6e Support SSD1B model and make it easier to support asymmetric unets. 2023-10-27 14:45:15 -04:00
comfyanonymous 434ce25ec0 Restrict loading embeddings from embedding folders. 2023-10-27 02:54:13 -04:00
comfyanonymous 723847f6b3 Faster clip image processing. 2023-10-26 01:53:01 -04:00
comfyanonymous a373367b0c Fix some OOM issues with split and sub quad attention. 2023-10-25 20:17:28 -04:00
comfyanonymous 7fbb217d3a Fix uni_pc returning noisy image when steps <= 3 2023-10-25 16:08:30 -04:00
Jedrzej Kosinski 3783cb8bfd change 'c_adm' to 'y' in ControlNet.get_control 2023-10-25 08:24:32 -05:00
comfyanonymous d1d2fea806 Pass extra conds directly to unet. 2023-10-25 00:07:53 -04:00
comfyanonymous 036f88c621 Refactor to make it easier to add custom conds to models. 2023-10-24 23:31:12 -04:00
comfyanonymous 3fce8881ca Sampling code refactor to make it easier to add more conds. 2023-10-24 03:38:41 -04:00
comfyanonymous 8594c8be4d Empty the cache when torch cache is more than 25% free mem. 2023-10-22 13:58:12 -04:00
comfyanonymous 8b65f5de54 attention_basic now works with hypertile. 2023-10-22 03:59:53 -04:00
comfyanonymous e6bc42df46 Make sub_quad and split work with hypertile. 2023-10-22 03:51:29 -04:00
comfyanonymous a0690f9df9 Fix t2i adapter issue. 2023-10-21 20:31:24 -04:00
comfyanonymous 9906e3efe3 Make xformers work with hypertile. 2023-10-21 13:23:03 -04:00
comfyanonymous 4185324a1d Fix uni_pc sampler math. This changes the images this sampler produces. 2023-10-20 04:16:53 -04:00
comfyanonymous e6962120c6 Make sure cond_concat is on the right device. 2023-10-19 01:14:25 -04:00
comfyanonymous 45c972aba8 Refactor cond_concat into conditioning. 2023-10-18 20:36:58 -04:00
comfyanonymous 430a8334c5 Fix some potential issues. 2023-10-18 19:48:36 -04:00
comfyanonymous 782a24fce6 Refactor cond_concat into model object. 2023-10-18 16:48:37 -04:00
comfyanonymous 0d45a565da Fix memory issue related to control loras.
The cleanup function was not getting called.
2023-10-18 02:43:01 -04:00
comfyanonymous d44a2de49f Make VAE code closer to sgm. 2023-10-17 15:18:51 -04:00
comfyanonymous 23680a9155 Refactor the attention stuff in the VAE. 2023-10-17 03:19:29 -04:00
comfyanonymous c8013f73e5 Add some Quadro cards to the list of cards with broken fp16. 2023-10-16 16:48:46 -04:00
comfyanonymous bb064c9796 Add a separate optimized_attention_masked function. 2023-10-16 02:31:24 -04:00
comfyanonymous fd4c5f07e7 Add a --bf16-unet to test running the unet in bf16. 2023-10-13 14:51:10 -04:00
comfyanonymous 9a55dadb4c Refactor code so model can be a dtype other than fp32 or fp16. 2023-10-13 14:41:17 -04:00
comfyanonymous 88733c997f pytorch_attention_enabled can now return True when xformers is enabled. 2023-10-11 21:30:57 -04:00
comfyanonymous 20d3852aa1 Pull some small changes from the other repo. 2023-10-11 20:38:48 -04:00
comfyanonymous ac7d8cfa87 Allow attn_mask in attention_pytorch. 2023-10-11 20:38:48 -04:00
comfyanonymous 1a4bd9e9a6 Refactor the attention functions.
There's no reason for the whole CrossAttention object to be repeated when
only the operation in the middle changes.
2023-10-11 20:38:48 -04:00
comfyanonymous 8cc75c64ff Let unet wrapper functions have .to attributes. 2023-10-11 01:34:38 -04:00
comfyanonymous 5e885bd9c8 Cleanup. 2023-10-10 21:46:53 -04:00
comfyanonymous 851bb87ca9 Merge branch 'taesd_safetensors' of https://github.com/mochiya98/ComfyUI 2023-10-10 21:42:35 -04:00
Yukimasa Funaoka 9eb621c95a
Supports TAESD models in safetensors format 2023-10-10 13:21:44 +09:00
comfyanonymous d1a0abd40b Merge branch 'input-directory' of https://github.com/jn-jairo/ComfyUI 2023-10-09 01:53:29 -04:00
comfyanonymous 72188dffc3 load_checkpoint_guess_config can now optionally output the model. 2023-10-06 13:48:18 -04:00
Jairo Correa 63e5fd1790 Option to input directory 2023-10-04 19:45:15 -03:00
City 9bfec2bdbf Fix quality loss due to low precision 2023-10-04 15:40:59 +02:00
badayvedat 0f17993d05 fix: typo in extra sampler 2023-09-29 06:09:59 +03:00
comfyanonymous 66756de100 Add SamplerDPMPP_2M_SDE node. 2023-09-28 21:56:23 -04:00
comfyanonymous 71713888c4 Print missing VAE keys. 2023-09-28 00:54:57 -04:00
comfyanonymous d234ca558a Add missing samplers to KSamplerSelect. 2023-09-28 00:17:03 -04:00
comfyanonymous 1adcc4c3a2 Add a SamplerCustom Node.
This node takes a list of sigmas and a sampler object as input.

This lets people easily implement custom schedulers and samplers as nodes.

More nodes will be added to it in the future.
2023-09-27 22:21:18 -04:00
comfyanonymous bf3fc2f1b7 Refactor sampling related code. 2023-09-27 16:45:22 -04:00
comfyanonymous fff491b032 Model patches can now know which batch is positive and negative. 2023-09-27 12:04:07 -04:00
comfyanonymous 1d6dd83184 Scheduler code refactor. 2023-09-26 17:07:07 -04:00
comfyanonymous 446caf711c Sampling code refactor. 2023-09-26 13:45:15 -04:00
comfyanonymous 76cdc809bf Support more controlnet models. 2023-09-23 18:47:46 -04:00
comfyanonymous ae87543653 Merge branch 'cast_intel' of https://github.com/simonlui/ComfyUI 2023-09-23 00:57:17 -04:00
Simon Lui eec449ca8e Allow Intel GPUs to LoRA cast on GPU since it supports BF16 natively. 2023-09-22 21:11:27 -07:00
comfyanonymous afa2399f79 Add a way to set output block patches to modify the h and hsp. 2023-09-22 20:26:47 -04:00
comfyanonymous 492db2de8d Allow having a different pooled output for each image in a batch. 2023-09-21 01:14:42 -04:00
comfyanonymous 1cdfb3dba4 Only do the cast on the device if the device supports it. 2023-09-20 17:52:41 -04:00
comfyanonymous 7c9a92f552 Don't depend on torchvision. 2023-09-19 13:12:47 -04:00
MoonRide303 2b6b178173 Added support for lanczos scaling 2023-09-19 10:40:38 +02:00
comfyanonymous b92bf8196e Do lora cast on GPU instead of CPU for higher performance. 2023-09-18 23:04:49 -04:00
comfyanonymous 321c5fa295 Enable pytorch attention by default on xpu. 2023-09-17 04:09:19 -04:00
comfyanonymous 61b1f67734 Support models without previews. 2023-09-16 12:59:54 -04:00
comfyanonymous 43d4935a1d Add cond_or_uncond array to transformer_options so hooks can check what is
cond and what is uncond.
2023-09-15 22:21:14 -04:00
comfyanonymous 415abb275f Add DDPM sampler. 2023-09-15 19:22:47 -04:00
comfyanonymous 94e4fe39d8 This isn't used anywhere. 2023-09-15 12:03:03 -04:00
comfyanonymous 44361f6344 Support for text encoder models that need attention_mask. 2023-09-15 02:02:05 -04:00
comfyanonymous 0d8f376446 Set last layer on SD2.x models uses the proper indexes now.
Before I had made the last layer the penultimate layer because some
checkpoints don't have them but it's not consistent with the others models.

TLDR: for SD2.x models only: CLIPSetLastLayer -1 is now -2.
2023-09-14 20:28:22 -04:00
comfyanonymous 0966d3ce82 Don't run text encoders on xpu because there are issues. 2023-09-14 12:16:07 -04:00
comfyanonymous 3039b08eb1 Only parse command line args when main.py is called. 2023-09-13 11:38:20 -04:00
comfyanonymous ed58730658 Don't leave very large hidden states in the clip vision output. 2023-09-12 15:09:10 -04:00
comfyanonymous fb3b728203 Fix issue where autocast fp32 CLIP gave different results from regular. 2023-09-11 21:49:56 -04:00
comfyanonymous 7d401ed1d0 Add ldm format support to UNETLoader. 2023-09-11 16:36:50 -04:00
comfyanonymous e85be36bd2 Add a penultimate_hidden_states to the clip vision output. 2023-09-08 14:06:58 -04:00
comfyanonymous 1e6b67101c Support diffusers format t2i adapters. 2023-09-08 11:36:51 -04:00
comfyanonymous 326577d04c Allow cancelling of everything with a progress bar. 2023-09-07 23:37:03 -04:00
comfyanonymous f88f7f413a Add a ConditioningSetAreaPercentage node. 2023-09-06 03:28:27 -04:00
comfyanonymous 1938f5c5fe Add a force argument to soft_empty_cache to force a cache empty. 2023-09-04 00:58:18 -04:00
comfyanonymous 7746bdf7b0 Merge branch 'generalize_fixes' of https://github.com/simonlui/ComfyUI 2023-09-04 00:43:11 -04:00
Simon Lui 2da73b7073 Revert changes in comfy/ldm/modules/diffusionmodules/util.py, which is unused. 2023-09-02 20:07:52 -07:00
comfyanonymous a74c5dbf37 Move some functions to utils.py 2023-09-02 22:33:37 -04:00
Simon Lui 4a0c4ce4ef Some fixes to generalize CUDA specific functionality to Intel or other GPUs. 2023-09-02 18:22:10 -07:00
comfyanonymous 77a176f9e0 Use common function to reshape batch to. 2023-09-02 03:42:49 -04:00
comfyanonymous 7931ff0fd9 Support SDXL inpaint models. 2023-09-01 15:22:52 -04:00
comfyanonymous 0e3b641172 Remove xformers related print. 2023-09-01 02:12:03 -04:00
comfyanonymous 5c363a9d86 Fix controlnet bug. 2023-09-01 02:01:08 -04:00
comfyanonymous cfe1c54de8 Fix controlnet issue. 2023-08-31 15:16:58 -04:00
comfyanonymous 1c012d69af It doesn't make sense for c_crossattn and c_concat to be lists. 2023-08-31 13:25:00 -04:00
comfyanonymous 7e941f9f24 Clean up DiffusersLoader node. 2023-08-30 12:57:07 -04:00