Commit Graph
320 Commits
Author SHA1 Message Date
comfyanonymousandGitHub e2a6e30d89 Fix black image on turing when using int4 models. (#14864) 2026-07-09 23:17:06 -04:00
comfyanonymousandGitHub 73e84d5ec8 Support convrot int4 models. (#14859)
linear_dtype in comfy_quant metadata can be used to set if the int4 op does
the matrix multiplication in int8 or int4, the default is int4 on GPUs that
support it with fallback to int8 for GPUs that don't.
2026-07-09 18:57:09 -04:00
Daxiong (Lin)andGitHub 6cc814437f Update workflow templates to v0.11.6 (#14834)
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2026-07-08 14:04:57 -07:00
Daxiong (Lin)andGitHub b08debceca chore: update embedded docs to v0.5.7 (#14783)
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2026-07-06 09:56:09 +08:00
Daxiong (Lin)andGitHub a04ebe05c2 chore: update workflow templates to v0.11.2 (#14741) 2026-07-03 19:08:11 +08:00
Daxiong (Lin)andGitHub 6fca64780c chore: update workflow templates to v0.11.1 (#14698) 2026-06-30 14:28:09 -07:00
comfyanonymousandGitHub d395813bcd Fix memory leak related to int8. (#14697) 2026-06-30 14:08:59 -07:00
Comfy Org PR BotandGitHub 510ed5c384 Bump comfyui-frontend-package to 1.45.20 (#14684) 2026-06-30 16:25:03 +08:00
comfyanonymousandGitHub 7851410511 Better and faster int8 lora applying. (#14685)
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2026-06-29 21:52:08 -04:00
a58473fd9b chore: update embedded docs to v0.5.6 (#14668)
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Co-authored-by: Alexis Rolland <alexisrolland@hotmail.com>
2026-06-29 17:08:06 +08:00
comfyanonymousandGitHub a95e461916 int8 support on turing GPUs. (#14662)
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2026-06-27 15:53:11 -07:00
pythongosssssandGitHub 603d891eaf Update GLSL node to use ANGLE library (CORE-162) (#13195)
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2026-06-27 08:40:31 +08:00
comfyanonymousandGitHub 470ac36a0a Fix int8 loras causing lower quality requant with wrong settings. (#14650)
* Update comfy-kitchen

* Support requantizing with same settings as orig quant.
2026-06-26 16:41:29 -07:00
comfyanonymousandGitHub 7cb784e0f4 Faster int8. (#14641)
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2026-06-25 15:25:47 -07:00
comfyanonymousandGitHub 1a510f0423 Support int8 models. (#14636) 2026-06-25 11:23:58 -07:00
Daxiong (Lin)andGitHub 639c8fa788 chore: update workflow templates to v0.10.7 (#14632)
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2026-06-25 23:05:34 +08:00
Daxiong (Lin)andGitHub 12218db68a Update the template to bring the HH1.1 templates back (#14613) 2026-06-24 21:01:25 +08:00
Daxiong (Lin)andGitHub 261bdb7cac chore: update workflow templates to v0.10.3 (#14603) 2026-06-23 13:06:26 -04:00
Daxiong (Lin)andGitHub d0b640fff7 chore: update workflow templates to v0.10.2 (#14600) 2026-06-23 23:35:21 +08:00
Daxiong (Lin)andGitHub 6978a466b8 chore: update embedded docs to v0.5.5 (#14585)
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2026-06-22 18:29:02 +08:00
Comfy Org PR BotandGitHub bc11e8a65a Bump comfyui-frontend-package to 1.45.19 (#14559) 2026-06-19 16:01:34 -07:00
Daxiong (Lin)andGitHub 83a3f03218 chore: update workflow templates to v0.10.0 (#14482) 2026-06-15 08:06:15 -07:00
rattusandGitHub ec4dec93d2 Comfy Aimdo 0.4.10 + Dynamic --reserve-vram + --vram-headroom (#14480)
* main: implement --vram-headroom

Implement --vram-headroom for dynamic vram as a hybrid debug/diagnostic
option that can be used for people who still report shared VRAM spills.
They can trial and error the setting to maintain a bit more headroom to
avoid shared VRAM spills.

* main: implement --reserve-vram

Implement --reserve-vram as extra headroom on the simple method which
is semantically as close as possible to the stated functionality and
formet behaviour of non-dynamic VRAM.
2026-06-15 07:54:36 -07:00
Daxiong (Lin)andGitHub 7d4194d984 chore: update embedded docs to v0.5.4 (#14478)
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2026-06-15 16:35:36 +08:00
Daxiong (Lin)andGitHub 38f750d80e chore: update embedded docs to v0.5.3 (#14350)
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2026-06-08 22:58:52 +08:00
rattusandGitHub ec6aa979a6 aimdo 049 (#14300) 2026-06-05 08:40:03 -07:00
Comfy Org PR BotandGitHub 4e1f7cb1db Bump comfyui-frontend-package to 1.45.15 (#14265)
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2026-06-04 11:41:33 -07:00
Daxiong (Lin)andGitHub 6ecca5f468 chore: update workflow templates to v0.9.98 (#14284) 2026-06-04 09:40:44 -07:00
Daxiong (Lin)andGitHub f0619af659 chore: update workflow templates to v0.9.94 (#14263) 2026-06-03 09:10:26 -07:00
rattusandGitHub bd7da053ae comfy-aimdo: 0.4.8 (#14244)
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Aimdo 0.4.8 fixes a crash in multi-gpu due to contention on the
singleton bounce buffer.
2026-06-02 18:57:16 -07:00
Daxiong (Lin)andGitHub 412d9ac33a chore: update workflow templates to v0.9.92 (#14212) 2026-06-01 07:41:00 -07:00
Daxiong (Lin)andGitHub ea73d3b2ea chore: update embedded docs to v0.5.2 (#14193) 2026-05-31 07:49:59 +08:00
rattusandGitHub e154da83b1 Threaded Loader performance fixes / improvements (+ Aimdo 0.4.6) (#14116)
* memory_management: Add direct to read GPU mode

Make destination optional (or make it optionally GPU) and use aimdo
to file_read direct to GPU.

* ops: Remove stream pin buffers and use aimdo reads

This consumed too much RAM and its better to just take the hit on
the CPU syncing back the stream on a short ring buffer. Aimdo
implements this so just rip the stream pin buffer from comfy.

* model_management: all active pin registration movement

Its better to just let the active model load past the pin limit as
pins and let the pins move around. The saves the HDD and SATA
people disk traffic while only costing a few GPU syncs.

* utils: use aimdo file handle

This opens on windows with more favourable flags

* mp: only count the model proper for loaded_ram and vram

Exclude live loras from the numbers to avoid the case where the reported
loaded memory exceeds the size of the model.

This causes me confusion in the Kijai visualizer when it looked fully
loaded but was hitting disk due to this accounding disrepency.

* utils: add bit reverse utility

useful for max scattering something ordered.

* pinned_memory: Implement offload balancing

Use a max scatter alogorithm to prioritize pins of the same size such
that when doing a little bit of offloading it gets scattered, allowing
the prefetcher to more evenly swollow the offload.

* comfy-aimdo 0.4.7

Aimdo 0.4.7 implement VRAM buffer exhaustion predection to avoid
early speculative load of weights that definately wont fix once the
inference gets further in.

* model-prefetch: consolidate pin ensures on the sync point

This could happen mid prefetch block, cause a sync of the entire
block and lose overlap. Get ahead of the problem with a free down
at the natural compute stream sync point.

* mm: Put a 2GB min on the pin ceiling

This is reasonably bad if it starts causing swap pressure, moreso than
during normal ram-cache proceedings. Clamp it.

* add --fast-disk
2026-05-30 15:20:04 -04:00
comfyanonymousandGitHub 0b04660ba3 Speed up anima a bit on nvidia. (#14181)
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2026-05-29 22:47:10 -07:00
Daxiong (Lin)andGitHub b10a61615c chore: update workflow templates to v0.9.91 (#14163) 2026-05-28 22:42:17 -07:00
comfyanonymousandGitHub ade4dfd96a Update and pin comfy-kitchen version to 0.2.9 (#14161) 2026-05-28 19:23:17 -07:00
comfyanonymousandGitHub bcf805aaea Bump pyav package to fix some image loading issues. (#14160) 2026-05-28 17:38:01 -07:00
Daxiong (Lin)andGitHub 53eba227f5 chore: update workflow templates to v0.9.85 (#14134) 2026-05-27 05:32:58 -07:00
Daxiong (Lin)andGitHub a4141a0f5a chore: update embedded docs to v0.5.1 (#14101) 2026-05-26 01:57:18 +08:00
rattusandGitHub 39f963b4b0 mark loads to pins as cold immediately (#14088)
This does the posix_fadvise to kick pins out of the disk cache (to
avoid a double copy in RAM).
2026-05-24 15:25:59 -07:00
Comfy Org PR BotandGitHub 0af123022d Bump comfyui-frontend-package to 1.44.19 (#14074) 2026-05-24 08:27:52 +08:00
Daxiong (Lin)andGitHub 2ca1480f91 chore: update workflow templates to v0.9.82 (#14034) 2026-05-21 11:48:20 -07:00
rattusandGitHub 5aa5ccc9e0 Multi-threaded load of models from disk (big load time speedups & Offload to disk) (CORE-43,CORE-152,CORE-164,CORE-165,CORE-117) (#13802)
* model_management: disable non-dynamic smart memory

Disable smart memory outright for non dynamic models.

This is a minor step towards deprecation of --disable-dynamic-vram
and the legacy ModelPatcher.

This is needed for estimate-free model development, where new models
can opt-out of supplying a memory estimate and not have to worry
about hard VRAM allocations due to legacy non-dynamic model patchers

This is also a general stability increase for a lot of stray use cases
where estimates may still be off and going forward we are not going
to accurately maintain such estimates.

* pinned_memory: implement with aimdo growable buffer

Use a single growable buffer so we can do threaded pre-warming on
pinned memory.

* mm: use aimdo to do transfer from disk to pin

Aimdo implements a faster threaded loader.

* Add stream host pin buffer for AIMDO casts

Introduce per-offload-stream HostBuffer reuse for pinned staging,
include it in cast buffer reset synchronization.

Defer actual casts that go via this pin path to a separate pass
such that the buffer can be allocated monolithically (to avoid
cudaHostRegister thrash).

* remove old pin path

* Implement JIT pinned memory pressure

Replace the predictive pin pressure mechanism with JIT PIN memory
pressure.

* LowVRAMPatch: change to two-phase visit

* lora: re-implement as inplace swiss-army-knife operation

* prepare for multiple pin sets

* implement pinned loras

* requirements: comfy-aimdo 0.4.0

* ops: remove unused arg

This was defeatured in aimdo iteration

* ops: sync the CPU with only the offload stream activity

This was syncing with the offload stream which itself is synced with the
compute stream, so this was syncing CPU with compute transitively. Define
the event to sync it more gently.

* pins: implement freeing intermediate for pinned memory

Pinning is more important than inactive intermediates and the stream
pin buffer is more important than even active intermediates.

* execution: implement pin eviction on RAM presure

Add back proper pin freeing on RAM pressure

* implement pin registration swaps

Uncap the windows pins from 50% by extending the pool and have a pressure
mechanism to move the pin reservations om demand.

This unfortunately implies a GPU sync to do the freeing so significant
hysterisis needs to be added to consolidate these pressure events.

* cli_args/execution: Implement lower background cache-ram threshold

Limit the amount of RAM background intermediates can use, so that
switching workflows doesn't degrade performance too much.

* make default

* bump aimdo

* model-patcher: force-cast tiny weights

Flux 2 gets crazy stalls due to a mix of tiny and giant weights
creating lopsided steam buffer rotations which creates stalls.

* ops: refactor in prep for chunking

* mm: delegate pin-on-the-way to aimdo

Aimdo is able to chunk and slice this on the way for better CPU->GPU
overlap. The main advantage is the ability to shorten the bus contention
window between previous weight transfer and the next weights vbar
fault.

* bump aimdo

* pinning updates

* specify hostbuf max allocation size

There a signs of virtual memory exhaustion on some linux systems when
throwing 128GB for every little piece. Pass the actual to save aimdo
from over-estimates

* tests: update execution tests for caching

The default caching changed to ram-cache so update these tests
accordingly.

Remove the LRU 0 test as this also falls through to RAM cache.
2026-05-20 17:03:58 -07:00
Daxiong (Lin)andGitHub 4efe1ddb5c chore: update workflow templates to v0.9.79 (#14011) 2026-05-20 23:46:20 +08:00
Daxiong (Lin)andGitHub 3d870ff51f chore: update workflow templates to v0.9.77 (#13895) 2026-05-15 01:25:18 +08:00
afb4fa15d5 chore: update workflow templates to v0.9.75 (#13877)
Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-05-13 12:33:12 -07:00
Daxiong (Lin)andGitHub 240363f11e chore: update embedded docs to v0.5.0 (#13865) 2026-05-13 13:33:29 +08:00
Daxiong (Lin)andGitHub aa9d2fc713 chore: update workflow templates to v0.9.73 (#13822) 2026-05-10 19:10:13 +08:00
Comfy Org PR BotGitHubgithub-actions[bot] <github-actions[bot]@users.noreply.github.com>
a4b7e3beed Bump comfyui-frontend-package to 1.43.18 (#13809)
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2026-05-09 07:53:10 -07:00
25757a53c9 chore: update workflow templates to v0.9.72 (#13732)
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Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-05-07 00:28:18 -07:00