Commit Graph

1143 Commits

Author SHA1 Message Date
comfyanonymous f123328b82 Load T5 in fp8 if it's in fp8 in the Flux checkpoint. 2024-08-03 12:39:33 -04:00
comfyanonymous 63a7e8edba More aggressive batch splitting. 2024-08-03 11:53:30 -04:00
comfyanonymous ea03c9dcd2 Better per model memory usage estimations. 2024-08-02 18:09:24 -04:00
comfyanonymous 3a9ee995cf Tweak regular SD memory formula. 2024-08-02 17:34:30 -04:00
comfyanonymous 47da42d928 Better Flux vram estimation. 2024-08-02 17:02:35 -04:00
Alexander Brown ce9ac2fe05
Fix clip_g/clip_l mixup (#4168) 2024-08-01 21:40:56 -04:00
comfyanonymous e638f2858a Hack to make all resolutions work on Flux models. 2024-08-01 21:39:18 -04:00
comfyanonymous d420bc792a Tweak the memory usage formulas for Flux and SD. 2024-08-01 17:53:45 -04:00
comfyanonymous d965474aaa Make ComfyUI split batches a higher priority than weight offload. 2024-08-01 16:39:59 -04:00
comfyanonymous 1c61361fd2 Fast preview support for Flux. 2024-08-01 16:28:11 -04:00
comfyanonymous a6decf1e62 Fix bfloat16 potentially not being enabled on mps. 2024-08-01 16:18:44 -04:00
comfyanonymous 48eb1399c0 Try to fix mac issue. 2024-08-01 13:41:27 -04:00
comfyanonymous d7430a1651 Add a way to load the diffusion model in fp8 with UNETLoader node. 2024-08-01 13:30:51 -04:00
comfyanonymous f2b80f95d2 Better Mac support on flux model. 2024-08-01 13:10:50 -04:00
comfyanonymous 1aa9cf3292 Make lowvram more aggressive on low memory machines. 2024-08-01 12:11:57 -04:00
comfyanonymous eb96c3bd82 Fix .sft file loading (they are safetensors files). 2024-08-01 11:32:58 -04:00
comfyanonymous 5f98de7697 Load flux t5 in fp8 if weights are in fp8. 2024-08-01 11:05:56 -04:00
comfyanonymous 8d34211a7a Fix old python versions no longer working. 2024-08-01 09:57:20 -04:00
comfyanonymous 1589b58d3e Basic Flux Schnell and Flux Dev model implementation. 2024-08-01 09:49:29 -04:00
comfyanonymous 7ad574bffd Mac supports bf16 just make sure you are using the latest pytorch. 2024-08-01 09:42:17 -04:00
comfyanonymous e2382b6adb Make lowvram less aggressive when there are large amounts of free memory. 2024-08-01 03:58:58 -04:00
comfyanonymous c24f897352 Fix to get fp8 working on T5 base. 2024-07-31 02:00:19 -04:00
comfyanonymous a5991a7aa6 Fix hunyuan dit text encoder weights always being in fp32. 2024-07-31 01:34:57 -04:00
comfyanonymous 2c038ccef0 Lower CLIP memory usage by a bit. 2024-07-31 01:32:35 -04:00
comfyanonymous b85216a3c0 Lower T5 memory usage by a few hundred MB. 2024-07-31 00:52:34 -04:00
comfyanonymous 82cae45d44 Fix potential issue with non clip text embeddings. 2024-07-30 14:41:13 -04:00
comfyanonymous 25853d0be8 Use common function for casting weights to input. 2024-07-30 10:49:14 -04:00
comfyanonymous 79040635da Remove unnecessary code. 2024-07-30 05:01:34 -04:00
comfyanonymous 66d35c07ce Improve artifacts on hydit, auraflow and SD3 on specific resolutions.
This breaks seeds for resolutions that are not a multiple of 16 in pixel
resolution by using circular padding instead of reflection padding but
should lower the amount of artifacts when doing img2img at those
resolutions.
2024-07-29 20:48:50 -04:00
comfyanonymous 4ba7fa0244 Refactor: Move sd2_clip.py to text_encoders folder. 2024-07-28 01:19:20 -04:00
comfyanonymous cf4418b806 Don't treat Bert model like CLIP.
Bert can accept up to 512 tokens so any prompt with more than 77 should
just be passed to it as is instead of splitting it up like CLIP.
2024-07-26 13:08:12 -04:00
comfyanonymous 8328a2d8cd Let hunyuan dit work with all prompt lengths. 2024-07-26 12:11:32 -04:00
comfyanonymous afe732bef9 Hunyuan dit can now accept longer prompts. 2024-07-26 11:52:58 -04:00
comfyanonymous a9ac56fc0d Own BertModel implementation that works with lowvram. 2024-07-26 04:47:17 -04:00
comfyanonymous 25b51b1a8b Hunyuan DiT lora support. 2024-07-25 22:42:54 -04:00
comfyanonymous a5f4292f9f
Basic hunyuan dit implementation. (#4102)
* Let tokenizers return weights to be stored in the saved checkpoint.

* Basic hunyuan dit implementation.

* Fix some resolutions not working.

* Support hydit checkpoint save.

* Init with right dtype.

* Switch to optimized attention in pooler.

* Fix black images on hunyuan dit.
2024-07-25 18:21:08 -04:00
comfyanonymous f87810cd3e Let tokenizers return weights to be stored in the saved checkpoint. 2024-07-25 10:52:09 -04:00
comfyanonymous 10c919f4c7 Make it possible to load tokenizer data from checkpoints. 2024-07-24 16:43:53 -04:00
comfyanonymous 10b43ceea5 Remove duplicate code. 2024-07-24 01:12:59 -04:00
comfyanonymous 0a4c49c57c Support MT5. 2024-07-23 15:35:28 -04:00
comfyanonymous 88ed893034 Allow SPieceTokenizer to load model from a byte string. 2024-07-23 14:17:42 -04:00
comfyanonymous 334ba48cea More generic unet prefix detection code. 2024-07-23 14:13:32 -04:00
comfyanonymous 14764aa2e2 Rename LLAMATokenizer to SPieceTokenizer. 2024-07-22 12:21:45 -04:00
comfyanonymous b2c995f623 "auto" type is only relevant to the SetUnionControlNetType node. 2024-07-22 11:30:38 -04:00
Chenlei Hu 4151fbfa8a
Add error message on union controlnet (#4081) 2024-07-22 11:27:32 -04:00
comfyanonymous 95fa9545f1 Only append zero to noise schedule if last sigma isn't zero. 2024-07-20 12:37:30 -04:00
comfyanonymous 6ab8cad22e Implement beta sampling scheduler.
It is based on: https://arxiv.org/abs/2407.12173

Add "beta" to the list of schedulers and the BetaSamplingScheduler node.
2024-07-19 18:05:09 -04:00
喵哩个咪 855789403b
support clip-vit-large-patch14-336 (#4042)
* support clip-vit-large-patch14-336

* support clip-vit-large-patch14-336
2024-07-17 13:12:50 -04:00
comfyanonymous 6f7869f365 Get clip vision image size from config. 2024-07-17 13:05:38 -04:00
comfyanonymous 281ad42df4 Fix lowvram union controlnet bug. 2024-07-17 10:16:31 -04:00
Thomas Ward c5a48b15bd
Make default hash lib configurable without code changes via CLI argument (#3947)
* cli_args: Add --duplicate-check-hash-function.

* server.py: compare_image_hash configurable hash function

Uses an argument added in cli_args to specify the type of hashing to default to for duplicate hash checking.  Uses an `eval()` to identify the specific hashlib class to utilize, but ultimately safely operates because we have specific options and only those options/choices in the arg parser.  So we don't have any unsafe input there.

* Add hasher() to node_helpers

* hashlib selection moved to node_helpers

* default-hashing-function instead of dupe checking hasher

This makes a default-hashing-function option instead of previous selected option.

* Use args.default_hashing_function

* Use safer handling for node_helpers.hasher()

Uses a safer handling method than `eval` to evaluate default hashing function.

* Stray parentheses are evil.

* Indentation fix.

Somehow when I hit save I didn't notice I missed a space to make indentation work proper.  Oops!
2024-07-16 18:27:09 -04:00
comfyanonymous 8270c62530 Add SetUnionControlNetType to set the type of the union controlnet model. 2024-07-16 17:04:53 -04:00
comfyanonymous 821f93872e Allow model sampling to set number of timesteps. 2024-07-16 15:18:40 -04:00
Chenlei Hu 99458e8aca
Add `FrontendManager` to manage non-default front-end impl (#3897)
* Add frontend manager

* Add tests

* nit

* Add unit test to github CI

* Fix path

* nit

* ignore

* Add logging

* Install test deps

* Remove 'stable' keyword support

* Update test

* Add web-root arg

* Rename web-root to front-end-root

* Add test on non-exist version number

* Use repo owner/name to replace hard coded provider list

* Inline cmd args

* nit

* Fix unit test
2024-07-16 11:26:11 -04:00
comfyanonymous 1305fb294c Refactor: Move some code to the comfy/text_encoders folder. 2024-07-15 17:36:24 -04:00
comfyanonymous 7914c47d5a Quick fix for the promax controlnet. 2024-07-14 10:07:36 -04:00
comfyanonymous a3dffc447a Support AuraFlow Lora and loading model weights in diffusers format.
You can load model weights in diffusers format using the UNETLoader node.
2024-07-13 13:51:40 -04:00
comfyanonymous 29c2e26724 Better tokenizing code for AuraFlow. 2024-07-12 01:15:25 -04:00
comfyanonymous 8e012043a9 Add a ModelSamplingAuraFlow node to change the shift value.
Set the default AuraFlow shift value to 1.73 (sqrt(3)).
2024-07-11 17:57:36 -04:00
comfyanonymous 9f291d75b3 AuraFlow model implementation. 2024-07-11 16:52:26 -04:00
comfyanonymous f45157e3ac Fix error message never being shown. 2024-07-11 11:46:51 -04:00
comfyanonymous 5e1fced639 Cleaner support for loading different diffusion model types. 2024-07-11 11:37:31 -04:00
comfyanonymous ffe0bb0a33 Remove useless code. 2024-07-10 20:33:12 -04:00
comfyanonymous 391c1046cf More flexibility with text encoder return values.
Text encoders can now return other values to the CONDITIONING than the cond
and pooled output.
2024-07-10 20:06:50 -04:00
comfyanonymous e44fa5667f Support returning text encoder attention masks. 2024-07-10 19:31:22 -04:00
Extraltodeus f1a01c2c7e
Add sampler_pre_cfg_function (#3979)
* Update samplers.py

* Update model_patcher.py
2024-07-09 16:20:49 -04:00
comfyanonymous ade7aa1b0c Remove useless import. 2024-07-09 11:05:05 -04:00
comfyanonymous faa57430b0 Controlnet union model basic implementation.
This is only the model code itself, it currently defaults to an empty
embedding [0] * 6 which seems to work better than treating it like a
regular controlnet.

TODO: Add nodes to select the image type.
2024-07-08 23:49:02 -04:00
comfyanonymous bb663bcd6c Rename clip_t5base to t5base for stable audio text encoder. 2024-07-08 08:53:55 -04:00
comfyanonymous 2dc84d1444 Add a way to set the timestep multiplier in the flow sampling. 2024-07-06 04:06:03 -04:00
comfyanonymous ff63893d10 Support other types of T5 models. 2024-07-06 02:42:53 -04:00
comfyanonymous 4040491149 Better T5xxl detection. 2024-07-06 00:53:33 -04:00
comfyanonymous b8e58a9394 Cleanup T5 code a bit. 2024-07-06 00:36:49 -04:00
comfyanonymous 80c4590998 Allow specifying the padding token for the tokenizer. 2024-07-06 00:06:49 -04:00
comfyanonymous ce649d61c0 Allow zeroing out of embeds with unused attention mask. 2024-07-05 23:48:17 -04:00
comfyanonymous 739b76630e Remove useless code. 2024-07-04 15:14:13 -04:00
comfyanonymous d7484ef30c Support loading checkpoints with the UNETLoader node. 2024-07-03 11:34:32 -04:00
comfyanonymous 537f35c7bc Don't update dict if contiguous. 2024-07-02 20:21:51 -04:00
Alex "mcmonkey" Goodwin 3f46362d22
fix non-contiguous tensor saving (from channels-last) (#3932) 2024-07-02 20:16:33 -04:00
Chenlei Hu 9dd549e253
Add `--no-custom-node` cmd flag (#3903)
* Add --no-custom-node cmd flag

* nit
2024-07-01 17:54:03 -04:00
comfyanonymous 05e831697a Switch to the real cfg++ method in the samplers.
The old _pp ones will be updated automatically to the regular ones with 2x
the cfg.

My fault for not checking what the "_pp" samplers actually did.
2024-06-29 11:59:48 -04:00
comfyanonymous 264caca20e ControlNetApplySD3 node can now be used to use SD3 controlnets. 2024-06-27 18:43:11 -04:00
comfyanonymous f8f7568d03 Basic SD3 controlnet implementation.
Still missing the node to properly use it.
2024-06-27 18:43:11 -04:00
comfyanonymous 66aaa14001 Controlnet refactor. 2024-06-27 18:43:11 -04:00
comfyanonymous 8ceb5a02a3 Support saving stable audio checkpoint that can be loaded back. 2024-06-27 11:06:52 -04:00
comfyanonymous 4f9d2b057c Remove print. 2024-06-27 02:54:15 -04:00
comfyanonymous 44947e7ad4 Add DEIS order 3 sampler.
Order 4 seems to give bad results.
2024-06-26 22:40:05 -04:00
comfyanonymous 69d710e40f Implement my alternative take on CFG++ as the euler_pp sampler.
Add euler_ancestral_pp which is the ancestral version of euler with the
same modification.
2024-06-25 07:41:52 -04:00
comfyanonymous 73ca780019 Add SamplerEulerCFG++ node.
This node should match the DDIM implementation of CFG++ when "regular" is
selected.

"alternative" is a slightly different take on CFG++
2024-06-23 13:21:18 -04:00
comfyanonymous 2f360ae898 Support OneTrainer SD3 lora format. 2024-06-22 13:08:04 -04:00
comfyanonymous 4ef1479dcd Multi dimension tiled scale function and tiled VAE audio encoding fallback. 2024-06-22 11:57:49 -04:00
comfyanonymous 1e2839f4d9 More proper tiled audio decoding. 2024-06-20 16:50:31 -04:00
comfyanonymous d5efde89b7 Add ipndm_v sampler, works best with the exponential scheduler. 2024-06-20 08:51:49 -04:00
comfyanonymous 028a583bef Fix issue with full diffusers SD3 loras. 2024-06-19 22:32:04 -04:00
comfyanonymous 0d6a57938e Support loading diffusers SD3 model format with UNETLoader node. 2024-06-19 22:21:18 -04:00
comfyanonymous b08a9dd04b Remove empty line. 2024-06-19 20:20:35 -04:00
Mario Klingemann eee815ec99
Update sd1_clip.py (#3684)
Made token instance check more flexible so it also works with integers from numpy arrays or long tensors
2024-06-19 16:42:41 -04:00
comfyanonymous e11052afcf Add ipndm sampler. 2024-06-19 16:32:30 -04:00
comfyanonymous 3914d5a2ae Support full SD3 loras. 2024-06-19 10:13:33 -04:00
comfyanonymous a45df69570 Basic tiled decoding for audio VAE. 2024-06-17 22:48:23 -04:00
Janek Mann b7c473d1ab
Fix lora keys for SimpleTuner (#3759) 2024-06-17 07:55:06 -04:00
comfyanonymous 6425252c4f Use fp16 as the default vae dtype for the audio VAE. 2024-06-16 13:12:54 -04:00
comfyanonymous 8ddc151a4c Squash depreciation warning on new pytorch. 2024-06-16 13:06:23 -04:00
comfyanonymous ca9d300a80 Better estimation for memory usage during audio VAE encoding/decoding. 2024-06-16 11:47:32 -04:00
comfyanonymous 746a0410d4 Fix VAEEncode with taesd3. 2024-06-16 03:10:04 -04:00
comfyanonymous 04e8798c37 Improvements to the TAESD3 implementation. 2024-06-16 02:04:24 -04:00
Dr.Lt.Data df7db0e027
support TAESD3 (#3738) 2024-06-16 02:03:53 -04:00
comfyanonymous bb1969cab7 Initial support for the stable audio open model. 2024-06-15 12:14:56 -04:00
comfyanonymous 1281f933c1 Small optimization. 2024-06-15 02:44:38 -04:00
comfyanonymous f2e844e054 Optimize some unneeded if conditions in the sampling code. 2024-06-15 02:26:19 -04:00
comfyanonymous 0ec513d877 Add a --force-channels-last to inference models in channel last mode. 2024-06-15 01:08:12 -04:00
comfyanonymous 0e06b370db Print key names for easier debugging. 2024-06-14 18:18:53 -04:00
Simon Lui 5eb98f0092
Exempt IPEX from non_blocking previews fixing segmentation faults. (#3708) 2024-06-13 18:51:14 -04:00
comfyanonymous ac151ac169 Support SD3 diffusers lora. 2024-06-13 18:26:10 -04:00
comfyanonymous 37a08a41b3 Support setting weight offsets in weight patcher. 2024-06-13 17:21:26 -04:00
comfyanonymous 605e64f6d3 Fix lowvram issue. 2024-06-12 10:39:33 -04:00
comfyanonymous 1ddf512fdc Don't auto convert clip and vae weights to fp16 when saving checkpoint. 2024-06-12 01:07:58 -04:00
comfyanonymous 694e0b48e0 SD3 better memory usage estimation. 2024-06-12 00:49:00 -04:00
comfyanonymous 69c8d6d8a6 Single and dual clip loader nodes support SD3.
You can use the CLIPLoader to use the t5xxl only or the DualCLIPLoader to
use CLIP-L and CLIP-G only for sd3.
2024-06-11 23:27:39 -04:00
comfyanonymous 0e49211a11 Load the SD3 T5xxl model in the same dtype stored in the checkpoint. 2024-06-11 17:03:26 -04:00
comfyanonymous 5889b7ca0a Support multiple text encoder configurations on SD3. 2024-06-11 13:14:43 -04:00
comfyanonymous 9424522ead Reuse code. 2024-06-11 07:20:26 -04:00
Dango233 73ce178021
Remove redundancy in mmdit.py (#3685) 2024-06-11 06:30:25 -04:00
comfyanonymous a82fae2375 Fix bug with cosxl edit model. 2024-06-10 16:00:03 -04:00
comfyanonymous 8c4a9befa7 SD3 Support. 2024-06-10 14:06:23 -04:00
comfyanonymous a5e6a632f9 Support sampling non 2D latents. 2024-06-10 01:31:09 -04:00
comfyanonymous 742d5720d1 Support zeroing out text embeddings with the attention mask. 2024-06-09 16:51:58 -04:00
comfyanonymous 6cd8ffc465 Reshape the empty latent image to the right amount of channels if needed. 2024-06-08 02:35:08 -04:00
comfyanonymous 56333d4850 Use the end token for the text encoder attention mask. 2024-06-07 03:05:23 -04:00
comfyanonymous 104fcea0c8 Add function to get the list of currently loaded models. 2024-06-05 23:25:16 -04:00
comfyanonymous b1fd26fe9e pytorch xpu should be flash or mem efficient attention? 2024-06-04 17:44:14 -04:00
comfyanonymous 809cc85a8e Remove useless code. 2024-06-02 19:23:37 -04:00
comfyanonymous b249862080 Add an annoying print to a function I want to remove. 2024-06-01 12:47:31 -04:00
comfyanonymous bf3e334d46 Disable non_blocking when --deterministic or directml. 2024-05-30 11:07:38 -04:00
JettHu b26da2245f
Fix UnetParams annotation typo (#3589) 2024-05-27 19:30:35 -04:00
comfyanonymous 0920e0e5fe Remove some unused imports. 2024-05-27 19:08:27 -04:00
comfyanonymous ffc4b7c30e Fix DORA strength.
This is a different version of #3298 with more correct behavior.
2024-05-25 02:50:11 -04:00
comfyanonymous efa5a711b2 Reduce memory usage when applying DORA: #3557 2024-05-24 23:36:48 -04:00
comfyanonymous 6c23854f54 Fix OSX latent2rgb previews. 2024-05-22 13:56:28 -04:00
Chenlei Hu 7718ada4ed
Add type annotation UnetWrapperFunction (#3531)
* Add type annotation UnetWrapperFunction

* nit

* Add types.py
2024-05-22 02:07:27 -04:00
comfyanonymous 8508df2569 Work around black image bug on Mac 14.5 by forcing attention upcasting. 2024-05-21 16:56:33 -04:00
comfyanonymous 83d969e397 Disable xformers when tracing model. 2024-05-21 13:55:49 -04:00
comfyanonymous 1900e5119f Fix potential issue. 2024-05-20 08:19:54 -04:00
comfyanonymous 09e069ae6c Log the pytorch version. 2024-05-20 06:22:29 -04:00
comfyanonymous 11a2ad5110 Fix controlnet not upcasting on models that have it enabled. 2024-05-19 17:58:03 -04:00
comfyanonymous 0bdc2b15c7 Cleanup. 2024-05-18 10:11:44 -04:00
comfyanonymous 98f828fad9 Remove unnecessary code. 2024-05-18 09:36:44 -04:00
comfyanonymous 19300655dd Don't automatically switch to lowvram mode on GPUs with low memory. 2024-05-17 00:31:32 -04:00
comfyanonymous 46daf0a9a7 Add debug options to force on and off attention upcasting. 2024-05-16 04:09:41 -04:00
comfyanonymous 2d41642716 Fix lowvram dora issue. 2024-05-15 02:47:40 -04:00
comfyanonymous ec6f16adb6 Fix SAG. 2024-05-14 18:02:27 -04:00
comfyanonymous bb4940d837 Only enable attention upcasting on models that actually need it. 2024-05-14 17:00:50 -04:00
comfyanonymous b0ab31d06c Refactor attention upcasting code part 1. 2024-05-14 12:47:31 -04:00
Simon Lui f509c6fe21
Fix Intel GPU memory allocation accuracy and documentation update. (#3459)
* Change calculation of memory total to be more accurate, allocated is actually smaller than reserved.

* Update README.md install documentation for Intel GPUs.
2024-05-12 06:36:30 -04:00
comfyanonymous fa6dd7e5bb Fix lowvram issue with saving checkpoints.
The previous fix didn't cover the case where the model was loaded in
lowvram mode right before.
2024-05-12 06:13:45 -04:00
comfyanonymous 49c20cdc70 No longer necessary. 2024-05-12 05:34:43 -04:00
comfyanonymous e1489ad257 Fix issue with lowvram mode breaking model saving. 2024-05-11 21:55:20 -04:00
comfyanonymous 93e876a3be Remove warnings that confuse people. 2024-05-09 05:29:42 -04:00
comfyanonymous cd07340d96 Typo fix. 2024-05-08 18:36:56 -04:00
comfyanonymous c61eadf69a Make the load checkpoint with config function call the regular one.
I was going to completely remove this function because it is unmaintainable
but I think this is the best compromise.

The clip skip and v_prediction parts of the configs should still work but
not the fp16 vs fp32.
2024-05-06 20:04:39 -04:00
Simon Lui a56d02efc7
Change torch.xpu to ipex.optimize, xpu device initialization and remove workaround for text node issue from older IPEX. (#3388) 2024-05-02 03:26:50 -04:00
comfyanonymous f81a6fade8 Fix some edge cases with samplers and arrays with a single sigma. 2024-05-01 17:05:30 -04:00
comfyanonymous 2aed53c4ac Workaround xformers bug. 2024-04-30 21:23:40 -04:00
Garrett Sutula bacce529fb
Add TLS Support (#3312)
* Add TLS Support

* Add to readme

* Add guidance for windows users on generating certificates

* Add guidance for windows users on generating certificates

* Fix typo
2024-04-30 20:17:02 -04:00
Jedrzej Kosinski 7990ae18c1
Fix error when more cond masks passed in than batch size (#3353) 2024-04-26 12:51:12 -04:00
comfyanonymous 8dc19e40d1 Don't init a VAE model when there are no VAE weights. 2024-04-24 09:20:31 -04:00
comfyanonymous c59fe9f254 Support VAE without quant_conv. 2024-04-18 21:05:33 -04:00
comfyanonymous 719fb2c81d Add basic PAG node. 2024-04-14 23:49:50 -04:00
comfyanonymous 258dbc06c3 Fix some memory related issues. 2024-04-14 12:08:58 -04:00
comfyanonymous 58812ab8ca Support SDXS 512 model. 2024-04-12 22:12:35 -04:00
comfyanonymous 831511a1ee Fix issue with sampling_settings persisting across models. 2024-04-09 23:20:43 -04:00
comfyanonymous 30abc324c2 Support properly saving CosXL checkpoints. 2024-04-08 00:36:22 -04:00
comfyanonymous 0a03009808 Fix issue with controlnet models getting loaded multiple times. 2024-04-06 18:38:39 -04:00
kk-89 38ed2da2dd
Fix typo in lowvram patcher (#3209) 2024-04-05 12:02:13 -04:00
comfyanonymous 1088d1850f Support for CosXL models. 2024-04-05 10:53:41 -04:00
comfyanonymous 41ed7e85ea Fix object_patches_backup not being the same object across clones. 2024-04-05 00:22:44 -04:00
comfyanonymous 0f5768e038 Fix missing arguments in cfg_function. 2024-04-04 23:38:57 -04:00
comfyanonymous 1f4fc9ea0c Fix issue with get_model_object on patched model. 2024-04-04 23:01:02 -04:00
comfyanonymous 1a0486bb96 Fix model needing to be loaded on GPU to generate the sigmas. 2024-04-04 22:08:49 -04:00
comfyanonymous c6bd456c45 Make zero denoise a NOP. 2024-04-04 11:41:27 -04:00
comfyanonymous fcfd2bdf8a Small cleanup. 2024-04-04 11:16:49 -04:00
comfyanonymous 0542088ef8 Refactor sampler code for more advanced sampler nodes part 2. 2024-04-04 01:26:41 -04:00
comfyanonymous 57753c964a Refactor sampling code for more advanced sampler nodes. 2024-04-03 22:09:51 -04:00
comfyanonymous 6c6a39251f Fix saving text encoder in fp8. 2024-04-02 11:46:34 -04:00
comfyanonymous e6482fbbfc Refactor calc_cond_uncond_batch into calc_cond_batch.
calc_cond_batch can take an arbitrary amount of cond inputs.

Added a calc_cond_uncond_batch wrapper with a warning so custom nodes
won't break.
2024-04-01 18:07:47 -04:00
comfyanonymous 575acb69e4 IP2P model loading support.
This is the code to load the model and inference it with only a text
prompt. This commit does not contain the nodes to properly use it with an
image input.

This supports both the original SD1 instructpix2pix model and the
diffusers SDXL one.
2024-03-31 03:10:28 -04:00
comfyanonymous 94a5a67c32 Cleanup to support different types of inpaint models. 2024-03-29 14:44:13 -04:00
comfyanonymous 5d8898c056 Fix some performance issues with weight loading and unloading.
Lower peak memory usage when changing model.

Fix case where model weights would be unloaded and reloaded.
2024-03-28 18:04:42 -04:00
comfyanonymous 327ca1313d Support SDXS 0.9 2024-03-27 23:58:58 -04:00
comfyanonymous ae77590b4e dora_scale support for lora file. 2024-03-25 18:09:23 -04:00
comfyanonymous c6de09b02e Optimize memory unload strategy for more optimized performance. 2024-03-24 02:36:30 -04:00
comfyanonymous 0624838237 Add inverse noise scaling function. 2024-03-21 14:49:11 -04:00
comfyanonymous 5d875d77fe Fix regression with lcm not working with batches. 2024-03-20 20:48:54 -04:00
comfyanonymous 4b9005e949 Fix regression with model merging. 2024-03-20 13:56:12 -04:00
comfyanonymous c18a203a8a Don't unload model weights for non weight patches. 2024-03-20 02:27:58 -04:00
comfyanonymous 150a3e946f Make LCM sampler use the model noise scaling function. 2024-03-20 01:35:59 -04:00
comfyanonymous 40e124c6be SV3D support. 2024-03-18 16:54:13 -04:00
comfyanonymous cacb022c4a Make saved SD1 checkpoints match more closely the official one. 2024-03-18 00:26:23 -04:00
comfyanonymous d7897fff2c Move cascade scale factor from stage_a to latent_formats.py 2024-03-16 14:49:35 -04:00
comfyanonymous f2fe635c9f SamplerDPMAdaptative node to test the different options. 2024-03-15 22:36:10 -04:00
comfyanonymous 448d9263a2 Fix control loras breaking. 2024-03-14 09:30:21 -04:00
comfyanonymous db8b59ecff Lower memory usage for loras in lowvram mode at the cost of perf. 2024-03-13 20:07:27 -04:00
comfyanonymous 2a813c3b09 Switch some more prints to logging. 2024-03-11 16:34:58 -04:00
comfyanonymous 0ed72befe1 Change log levels.
Logging level now defaults to info. --verbose sets it to debug.
2024-03-11 13:54:56 -04:00
comfyanonymous 65397ce601 Replace prints with logging and add --verbose argument. 2024-03-10 12:14:23 -04:00
comfyanonymous 5f60ee246e Support loading the sr cascade controlnet. 2024-03-07 01:22:48 -05:00
comfyanonymous 03e6e81629 Set upscale algorithm to bilinear for stable cascade controlnet. 2024-03-06 02:59:40 -05:00
comfyanonymous 03e83bb5d0 Support stable cascade canny controlnet. 2024-03-06 02:25:42 -05:00
comfyanonymous 10860bcd28 Add compression_ratio to controlnet code. 2024-03-05 15:15:20 -05:00
comfyanonymous 478f71a249 Remove useless check. 2024-03-04 08:51:25 -05:00
comfyanonymous 12c1080ebc Simplify differential diffusion code. 2024-03-03 15:34:42 -05:00
Shiimizu 727021bdea
Implement Differential Diffusion (#2876)
* Implement Differential Diffusion

* Cleanup.

* Fix.

* Masks should be applied at full strength.

* Fix colors.

* Register the node.

* Cleaner code.

* Fix issue with getting unipc sampler.

* Adjust thresholds.

* Switch to linear thresholds.

* Only calculate nearest_idx on valid thresholds.
2024-03-03 15:34:13 -05:00
comfyanonymous 1abf8374ec utils.set_attr can now be used to set any attribute.
The old set_attr has been renamed to set_attr_param.
2024-03-02 17:27:23 -05:00
comfyanonymous dce3555339 Add some tesla pascal GPUs to the fp16 working but slower list. 2024-03-02 17:16:31 -05:00
comfyanonymous 51df846598 Let conditioning specify custom concat conds. 2024-03-02 11:44:06 -05:00
comfyanonymous 9f71e4b62d Let model patches patch sub objects. 2024-03-02 11:43:27 -05:00
comfyanonymous 00425563c0 Cleanup: Use sampling noise scaling function for inpainting. 2024-03-01 14:24:41 -05:00
comfyanonymous c62e836167 Move noise scaling to object with sampling math. 2024-03-01 12:54:38 -05:00
comfyanonymous cb7c3a2921 Allow image_only_indicator to be None. 2024-02-29 13:11:30 -05:00
comfyanonymous b3e97fc714 Koala 700M and 1B support.
Use the UNET Loader node to load the unet file to use them.
2024-02-28 12:10:11 -05:00
comfyanonymous 37a86e4618 Remove duplicate text_projection key from some saved models. 2024-02-28 03:57:41 -05:00
comfyanonymous 8daedc5bf2 Auto detect playground v2.5 model. 2024-02-27 18:03:03 -05:00
comfyanonymous d46583ecec Playground V2.5 support with ModelSamplingContinuousEDM node.
Use ModelSamplingContinuousEDM with edm_playground_v2.5 selected.
2024-02-27 15:12:33 -05:00
comfyanonymous 1e0fcc9a65 Make XL checkpoints save in a more standard format. 2024-02-27 02:07:40 -05:00
comfyanonymous b416be7d78 Make the text projection saved in the checkpoint the right format. 2024-02-27 01:52:23 -05:00
comfyanonymous 03c47fc0f2 Add a min_length property to tokenizer class. 2024-02-26 21:36:37 -05:00
comfyanonymous 8ac69f62e5 Make return_projected_pooled setable from the __init__ 2024-02-25 14:49:13 -05:00
comfyanonymous ca7c310a0e Support loading old CLIP models saved with CLIPSave. 2024-02-25 08:29:12 -05:00
comfyanonymous c2cb8e889b Always return unprojected pooled output for gligen. 2024-02-25 07:33:13 -05:00
comfyanonymous 1cb3f6a83b Move text projection into the CLIP model code.
Fix issue with not loading the SSD1B clip correctly.
2024-02-25 01:41:08 -05:00
comfyanonymous 6533b172c1 Support text encoder text_projection in lora. 2024-02-24 23:50:46 -05:00
comfyanonymous 1e5f0f66be Support lora keys with lora_prior_unet_ and lora_prior_te_ 2024-02-23 12:21:20 -05:00
logtd e1cb93c383 Fix model and cond transformer options merge 2024-02-23 01:19:43 -07:00
comfyanonymous 10847dfafe Cleanup uni_pc inpainting.
This causes some small changes to the uni pc inpainting behavior but it
seems to improve results slightly.
2024-02-23 02:39:35 -05:00
comfyanonymous 18c151b3e3 Add some latent2rgb matrices for previews. 2024-02-20 10:57:24 -05:00
comfyanonymous 0d0fbabd1d Pass pooled CLIP to stage b. 2024-02-20 04:24:45 -05:00
comfyanonymous c6b7a157ed Align simple scheduling closer to official stable cascade scheduler. 2024-02-20 04:24:39 -05:00
comfyanonymous 88f300401c Enable fp16 by default on mps. 2024-02-19 12:00:48 -05:00
comfyanonymous e93cdd0ad0 Remove print. 2024-02-19 11:47:26 -05:00
comfyanonymous 3711b31dff Support Stable Cascade in checkpoint format. 2024-02-19 11:20:48 -05:00
comfyanonymous d91f45ef28 Some cleanups to how the text encoders are loaded. 2024-02-19 10:46:30 -05:00
comfyanonymous a7b5eaa7e3 Forgot to commit this. 2024-02-19 04:25:46 -05:00
comfyanonymous 3b2e579926 Support loading the Stable Cascade effnet and previewer as a VAE.
The effnet can be used to encode images for img2img with Stage C.
2024-02-19 04:10:01 -05:00
comfyanonymous dccca1daa5 Fix gligen lowvram mode. 2024-02-18 02:20:23 -05:00
comfyanonymous 8b60d33bb7 Add ModelSamplingStableCascade to control the shift sampling parameter.
shift is 2.0 by default on Stage C and 1.0 by default on Stage B.
2024-02-18 00:55:23 -05:00
comfyanonymous 6bcf57ff10 Fix attention masks properly for multiple batches. 2024-02-17 16:15:18 -05:00
comfyanonymous 11e3221f1f fp8 weight support for Stable Cascade. 2024-02-17 15:27:31 -05:00
comfyanonymous f8706546f3 Fix attention mask batch size in some attention functions. 2024-02-17 15:22:21 -05:00
comfyanonymous 3b9969c1c5 Properly fix attention masks in CLIP with batches. 2024-02-17 12:13:13 -05:00
comfyanonymous 5b40e7a5ed Implement shift schedule for cascade stage C. 2024-02-17 11:38:47 -05:00