Commit Graph

53 Commits

Author SHA1 Message Date
comfyanonymous 8ac69f62e5 Make return_projected_pooled setable from the __init__ 2024-02-25 14:49:13 -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 97d03ae04a StableCascade CLIP model support. 2024-02-16 13:29:04 -05:00
comfyanonymous 4871a36458 Cleanup some unused imports. 2024-01-21 21:51:22 -05:00
comfyanonymous 57926635e8 Switch text encoder to manual cast.
Use fp16 text encoder weights for CPU inference to lower memory usage.
2023-12-10 23:00:54 -05:00
comfyanonymous 9ac0b487ac Make --gpu-only put intermediate values in GPU memory instead of cpu. 2023-12-08 02:35:45 -05:00
comfyanonymous fbdb14d4c4 Cleaner CLIP text encoder implementation.
Use a simple CLIP model implementation instead of the one from
transformers.

This will allow some interesting things that would too hackish to implement
using the transformers implementation.
2023-12-06 23:50:03 -05:00
comfyanonymous be3468ddd5 Less useless downcasting. 2023-12-04 12:53:46 -05:00
comfyanonymous 728613bb3e Fix last pr. 2023-11-14 14:41:31 -05:00
Jianqi Pan f2e49b1d57 fix: adaptation to older versions of pytroch 2023-11-14 14:32:05 +09:00
comfyanonymous 656c0b5d90 CLIP code refactor and improvements.
More generic clip model class that can be used on more types of text
encoders.

Don't apply weighting algorithm when weight is 1.0

Don't compute an empty token output when it's not needed.
2023-11-06 14:17:41 -05:00
comfyanonymous b3fcd64c6c Make SDTokenizer class work with more types of tokenizers. 2023-11-06 01:09:18 -05:00
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 434ce25ec0 Restrict loading embeddings from embedding folders. 2023-10-27 02:54:13 -04:00
comfyanonymous 44361f6344 Support for text encoder models that need attention_mask. 2023-09-15 02:02:05 -04:00
comfyanonymous fb3b728203 Fix issue where autocast fp32 CLIP gave different results from regular. 2023-09-11 21:49:56 -04:00
comfyanonymous ec96f6d03a Move text_projection to base clip model. 2023-08-24 23:43:48 -04:00
comfyanonymous e3d0a9a490 Fix potential issue with text projection matrix multiplication. 2023-08-24 00:54:16 -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 c99d8002f8 Make sure the pooled output stays at the EOS token with added embeddings. 2023-08-03 20:27:50 -04:00
comfyanonymous 50b1180dde Fix CLIPSetLastLayer not reverting when removed. 2023-07-15 01:41:21 -04:00
comfyanonymous 46dc050c9f Fix potential tensors being on different devices issues. 2023-07-12 19:29:27 -04:00
comfyanonymous 606a537090 Support SDXL embedding format with 2 CLIP. 2023-07-10 10:34:59 -04:00
comfyanonymous 608fcc2591 Fix bug with weights when prompt is long. 2023-07-06 02:43:40 -04:00
comfyanonymous ce35d8c659 Lower latency by batching some text encoder inputs. 2023-07-01 15:07:39 -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 9920367d3c Fix embeddings not working with --gpu-only 2023-06-29 20:43:06 -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 f87ec10a97 Support base SDXL and SDXL refiner models.
Large refactor of the model detection and loading code.
2023-06-22 13:03:50 -04:00
comfyanonymous f7edcfd927 Add a --gpu-only argument to keep and run everything on the GPU.
Make the CLIP model work on the GPU.
2023-06-15 15:38:52 -04:00
comfyanonymous bb1f45d6e8 Properly disable weight initialization in clip models. 2023-06-14 20:13:08 -04:00
comfyanonymous 0c7cad404c Don't initialize clip weights to default values. 2023-06-14 12:47:36 -04:00
comfyanonymous 23cf8ca7c5 Fix bug when embedding gets ignored because of mismatched size. 2023-06-08 23:48:14 -04:00
comfyanonymous af9cc1fb6a Search recursively in subfolders for embeddings. 2023-05-05 01:28:48 -04:00
comfyanonymous 81d1f00df3 Some refactoring: from_tokens -> encode_from_tokens 2023-04-15 18:46:58 -04:00
comfyanonymous 719c26c3c9 Merge branch 'master' of https://github.com/BlenderNeko/ComfyUI 2023-04-15 14:16:50 -04:00
BlenderNeko d0b1b6c6bf fixed improper padding 2023-04-15 19:38:21 +02:00
comfyanonymous 04d9bc13af Safely load pickled embeds that don't load with weights_only=True. 2023-04-14 15:33:43 -04:00
BlenderNeko da115bd78d ensure backwards compat with optional args 2023-04-14 21:16:55 +02:00
BlenderNeko 752f7a162b align behavior with old tokenize function 2023-04-14 21:02:45 +02:00
comfyanonymous 334aab05e5 Don't stop workflow if loading embedding fails. 2023-04-14 13:54:00 -04:00
BlenderNeko 8489cba140 add unique ID per word/embedding for tokenizer 2023-04-13 22:01:01 +02:00
comfyanonymous 1718730e80 Ignore embeddings when sizes don't match and print a WARNING. 2023-04-04 11:49:29 -04:00
comfyanonymous 50099bcd96 Support multiple paths for embeddings. 2023-03-18 03:08:43 -04:00
comfyanonymous 00a9189e30 Support old pytorch. 2023-02-19 16:59:03 -05:00
comfyanonymous 137ae2606c Support people putting commas after the embedding name in the prompt. 2023-02-19 02:50:48 -05:00