Commit Graph

73 Commits

Author SHA1 Message Date
Ryan Dick
2b3e4e123d Split LoRA layer implementations into separate files. 2024-09-12 15:53:30 +00:00
Brandon Rising
a16b555d47 Simplify flux model dtype conversion in model loader 2024-09-05 15:47:14 -04:00
Brandon Rising
6667c39c73 Remove dependency of asizeof 2024-09-05 15:47:14 -04:00
Brandon Rising
5219ac12a6 Add comment explaining the cache make room call 2024-09-05 15:47:14 -04:00
Brandon Rising
445f813fb9 Update flux transformer loader to more efficiently use and release memory during upcasting 2024-09-05 15:47:14 -04:00
Brandon Rising
87f9e59cfb Cast tensors in unquantized flux models to bfloat16 during loading 2024-09-05 15:47:14 -04:00
Brandon Rising
2d0e34e57b Support non-quantized bundles 2024-09-04 09:36:23 -04:00
Brandon Rising
a005d06255 feat: support checkpoint bundles containing more than just the transformer 2024-09-04 09:36:23 -04:00
Brandon Rising
65bb46bcca Rename params for flux and flux vae, add comments explaining use of the config_path in model config 2024-08-26 20:17:50 -04:00
Ryan Dick
bbf934d980 Remove outdated TODO. 2024-08-26 20:17:50 -04:00
Ryan Dick
635d2f480d ruff 2024-08-26 20:17:50 -04:00
Brandon Rising
70c278c810 Remove dependency on flux config files 2024-08-26 20:17:50 -04:00
Ryan Dick
83f82c5ddf Switch the CLIP-L start model to use our hosted version - which is much smaller. 2024-08-26 20:17:50 -04:00
Brandon Rising
101de8c25d Update t5 encoder formats to accurately reflect the quantization strategy and data type 2024-08-26 20:17:50 -04:00
Ryan Dick
75d8ac378c Update the T5 8-bit quantized starter model to use the BnB LLM.int8() variant. 2024-08-26 20:17:50 -04:00
Brandon Rising
1047584b3e Only import bnb quantize file if bitsandbytes is installed 2024-08-26 20:17:50 -04:00
Ryan Dick
a0bf20bcee Run FLUX VAE decoding in the user's preferred dtype rather than float32. Tested, and seems to work well at float16. 2024-08-26 20:17:50 -04:00
Brandon Rising
c27d59baf7 Run ruff 2024-08-26 20:17:50 -04:00
Brandon Rising
72398350b4 More flux loader cleanup 2024-08-26 20:17:50 -04:00
Brandon Rising
df9445c351 Various styling and exception type updates 2024-08-26 20:17:50 -04:00
Brandon Rising
87b7a2e39b Switch inheritance class of flux model loaders 2024-08-26 20:17:50 -04:00
Brandon Rising
57168d719b Fix styling/lint 2024-08-26 20:17:50 -04:00
Brandon Rising
dee6d2c98e Fix support for 8b quantized t5 encoders, update exception messages in flux loaders 2024-08-26 20:17:50 -04:00
Ryan Dick
0c5e11f521 Fix FLUX output image clamping. And a few other minor fixes to make inference work with the full bfloat16 FLUX transformer model. 2024-08-26 20:17:50 -04:00
Brandon Rising
a63f842a13 Select dev/schnell based on state dict, use correct max seq len based on dev/schnell, and shift in inference, separate vae flux params into separate config 2024-08-26 20:17:50 -04:00
Brandon Rising
4bd7fda694 Install sub directories with folders correctly, ensure consistent dtype of tensors in flux pipeline and vae 2024-08-26 20:17:50 -04:00
Brandon Rising
81f0886d6f Working inference node with quantized bnb nf4 checkpoint 2024-08-26 20:17:50 -04:00
Brandon Rising
1bd90e0fd4 Run ruff, setup initial text to image node 2024-08-26 20:17:50 -04:00
Brandon Rising
436f18ff55 Add backend functions and classes for Flux implementation, Update the way flux encoders/tokenizers are loaded for prompt encoding, Update way flux vae is loaded 2024-08-26 20:17:50 -04:00
Brandon Rising
56fda669fd Manage quantization of models within the loader 2024-08-26 20:17:50 -04:00
psychedelicious
74cef38bcf fix(backend): add refiner to single-file load_classes
Fixes single-file refiner loading.
2024-07-26 05:08:01 +10:00
Ryan Dick
7b5d4935b4 Merge branch 'main' into ryan/spandrel-upscale 2024-07-09 13:47:11 -04:00
Ryan Dick
1d449097cc Apply ruff rule to disallow all relative imports. 2024-07-04 09:35:37 -04:00
Ryan Dick
9da5925287 Add ruff rule to disallow relative parent imports. 2024-07-04 09:35:37 -04:00
Ryan Dick
2a1514272f Set the dtype correctly for SpandrelImageToImageModels when they are loaded. 2024-07-03 16:28:21 -04:00
Ryan Dick
59ce9cf41c WIP - Begin to integrate SpandreImageToImageModel type into the model manager. 2024-07-03 16:28:21 -04:00
Lincoln Stein
3e0fb45dd7 Load single-file checkpoints directly without conversion (#6510)
* use model_class.load_singlefile() instead of converting; works, but performance is poor

* adjust the convert api - not right just yet

* working, needs sql migrator update

* rename migration_11 before conflict merge with main

* Update invokeai/backend/model_manager/load/model_loaders/stable_diffusion.py

Co-authored-by: Ryan Dick <ryanjdick3@gmail.com>

* Update invokeai/backend/model_manager/load/model_loaders/stable_diffusion.py

Co-authored-by: Ryan Dick <ryanjdick3@gmail.com>

* implement lightweight version-by-version config migration

* simplified config schema migration code

* associate sdxl config with sdxl VAEs

* remove use of original_config_file in load_single_file()

---------

Co-authored-by: Lincoln Stein <lstein@gmail.com>
Co-authored-by: Ryan Dick <ryanjdick3@gmail.com>
2024-06-27 17:31:28 -04:00
Lincoln Stein
b03073d888 [MM] Add support for probing and loading SDXL VAE checkpoint files (#6524)
* add support for probing and loading SDXL VAE checkpoint files

* broaden regexp probe for SDXL VAEs

---------

Co-authored-by: Lincoln Stein <lstein@gmail.com>
2024-06-20 02:57:27 +00:00
Lincoln Stein
f81b8bc9f6 add support for generic loading of diffusers directories 2024-06-07 13:54:30 +10:00
blessedcoolant
e574815413 chore: clean up merge conflicts 2024-04-03 20:28:00 +05:30
blessedcoolant
fb293dcd84 Merge branch 'checkpoint-ip-adapter' of https://github.com/blessedcoolant/InvokeAI into checkpoint-ip-adapter 2024-04-03 20:23:07 +05:30
blessedcoolant
2dcbb7223b fix: use Path for ip_adapter_ckpt_path instead of str 2024-04-03 20:21:03 +05:30
blessedcoolant
67afb1763e wip: Initial implementation of safetensor support for IP Adapter 2024-04-03 12:39:52 +05:30
psychedelicious
59b4a23479 feat(mm): use same pattern for vae converter as others
Add `dump_path` arg to the converter function & save the model to disk inside the conversion function. This is the same pattern as in the other conversion functions.
2024-04-01 12:34:49 +11:00
psychedelicious
13f410478a fix(mm): typing issues in vae loader 2024-04-01 12:34:49 +11:00
psychedelicious
25ff0bf80f fix(mm): return converted vae model instead of path
This was missed in #6072.
2024-04-01 12:34:49 +11:00
Lincoln Stein
3d6d89feb4 [mm] Do not write diffuser model to disk when convert_cache set to zero (#6072)
* pass model config to _load_model

* make conversion work again

* do not write diffusers to disk when convert_cache set to 0

* adding same model to cache twice is a no-op, not an assertion error

* fix issues identified by psychedelicious during pr review

* following conversion, avoid redundant read of cached submodels

* fix error introduced while merging

---------

Co-authored-by: Lincoln Stein <lstein@gmail.com>
2024-03-29 16:11:08 -04:00
psychedelicious
6d261a5a13 fix(mm): handle relative conversion config paths
I have tested main, controlnet and vae checkpoint conversions.
2024-03-29 10:56:06 -04:00
blessedcoolant
b013d0e064 wip: Initial implementation of safetensor support for IP Adapter 2024-03-27 22:08:14 +05:30
psychedelicious
eb33303e79 fix(mm): handle depth and inpainting models when converting to diffusers
"Normal" models have 4 in-channels, while "Depth" models have 5 and "Inpaint" models have 9.

We need to explicitly tell diffusers the channel count when converting models.

Closes  #6058
2024-03-27 07:48:54 -04:00