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991 Commits

Author SHA1 Message Date
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