Commit Graph
2297 Commits
Author SHA1 Message Date
comfyanonymousandGitHub 917faef771 Support PID 1.5 models. (#14894)
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2026-07-12 09:43:30 -07:00
comfyanonymousandGitHub 69ea58697b Try to fix flash attention related issue on AMD. (#14880)
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2026-07-11 17:16:40 -07:00
comfyanonymousandGitHub f3a36e7484 Temporarily disable auto enabling triton by default on AMD. (#14878)
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I get freezing issues on my test machine.
2026-07-10 18:37:59 -07:00
comfyanonymousandGitHub 92ddf07ba1 Try to fix some issues with the seedvr VAE. (#14877)
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2026-07-10 19:54:28 -04:00
liminfei-amdandGitHub 1377a2f729 Only auto-enable the ROCm comfy-kitchen Triton backend on matrix-core GPUs (#14869)
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#14862 auto-enables the comfy-kitchen Triton backend whenever torch.version.hip
is set and Triton >= 3.7. The INT8 matmul kernels compile tl.dot to matrix-core
instructions (WMMA on RDNA3+/gfx11xx-gfx12xx, MFMA on CDNA/gfx9xx); RDNA1/RDNA2
(gfx10xx) have neither, so the auto-enabled INT8 path hangs the GPU there
(reported on RDNA2 + triton-windows 3.7.1: native and custom-node INT8 freeze
until reset).

Gate the automatic ROCm default on GPU architecture as well as Triton version so
RDNA1/RDNA2 stay on the working eager fallback. Add --disable-triton-backend as
an explicit override; --enable-triton-backend still force-enables on any arch.
2026-07-10 03:31:20 -07:00
John PollockandGitHub 8e2e54e2b8 Add SeedVR2 support (CORE-6) (#14424)
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2026-07-10 15:07:42 +08:00
liminfei-amdandGitHub 099522f85b Enable comfy-kitchen Triton backend by default on ROCm/AMD (#14862)
On AMD/ROCm the CUDA backend is unavailable, so Triton is the only accelerated
comfy-kitchen backend. It was disabled by default (opt-in --enable-triton-backend),
leaving AMD on the slow eager path. Enable it by default when torch.version.hip is
set AND Triton is >= 3.7 -- older Triton lacks libdevice.rint on the HIP backend and
hard-crashes the INT8 path, so on Triton < 3.7 it stays disabled with a log line.
NVIDIA behavior is unchanged; the explicit --enable-triton-backend flag still works
as an override.

Fixes #14861
2026-07-09 23:11:52 -04:00
liminfei-amdandGitHub 62e025a4f3 Fix FP8 activation quantization for >2D activations in mixed_precision_ops (#14643)
mixed_precision_ops.Linear.forward only quantized activations that were 2D, or
3D (reshaped to 2D). Inputs with rank >= 4 (e.g. Anima's MLP activations, which
are not reshaped to 3D the way the attention path is) fell through the
`input_reshaped.ndim == 2` guard and reached scaled_mm as bf16, silently
dispatching a bf16 kernel instead of FP8. Since MLP is roughly half the compute,
the FP8 speedup was far below expectation.

Generalize the existing 3D->2D reshape to any rank >= 3 (flatten the leading
dims, keep the contraction dim) and reshape the output back to the original
leading dims. 2D and 3D inputs are handled exactly as before; only rank >= 4
inputs change (now quantized instead of skipped). This matches the rank-agnostic
handling already used by the training path (flatten(0, -2) / unflatten).

Fixes #14595.
2026-07-09 22:30:26 -04:00
comfyanonymousandGitHub b7a648ca20 Try to fix the model reloading issue some people have. (#14822)
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2026-07-09 16:39:01 -07:00
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
b35819712e feat: allow --comfy-api-base target ephemeral testenvs (#14569)
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* feat: allow --comfy-api-base target ephemeral testenvs

Signed-off-by: bigcat88 <bigcat88@icloud.com>

* refactor: name /features data as backend flags, not frontend

---------

Signed-off-by: bigcat88 <bigcat88@icloud.com>
Co-authored-by: guill <jacob.e.segal@gmail.com>
2026-07-08 23:20:10 -07:00
comfyanonymousandGitHub d0008a8958 Fix qwen3vl reference images when used as a text encode models. (#14845)
Should not affect use as a text generation model.
2026-07-09 01:50:25 -04:00
j2gg0sandGitHub c6cb904994 Fix AttributeError in VAE.is_dynamic() for VAEs constructed without a patcher (#14826) 2026-07-08 16:01:43 -04:00
SilverandGitHub 091b70edda add models-directory launch argument (#9113)
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2026-07-08 22:20:47 +08:00
comfyanonymousandGitHub ffbecfffb9 Fix crash when using UNetSelfAttentionMultiply (#14823)
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2026-07-07 21:17:31 -07:00
comfyanonymousandGitHub b481bc15af Support gqa on all attention backends, drop support for pytorch 2.4 (#14772) 2026-07-07 22:57:52 -04:00
comfyanonymousandGitHub 439bd807f8 Skip unloading dynamic model patchers in current workflow. (#14799) 2026-07-06 14:35:12 -07:00
comfyanonymousandGitHub 000c6b784e Small speedup for text model sampling. (#14773) 2026-07-05 18:39:24 -07:00
SilverandGitHub 6c62ca0b6b fix: error when embedding is loaded with models using llama_template (#14744)
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2026-07-04 17:06:09 +08:00
SilverandGitHub 2c935de1b1 Fix Qwen3-VL tokenizer crash with custom embeddings (#14713)
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2026-07-01 21:15:07 +03:00
1c59659a2f feat: make asset hashing opt-in via --enable-asset-hashing, off by default (#14663)
Add a --enable-asset-hashing CLI flag (action=store_true, default False)
and plumb it into the two asset-seeder call sites in main.py that
previously hardcoded compute_hashes=True (the startup scan and the
post-job output enqueue). Local runs now skip blake3 hashing unless the
user opts in, avoiding the startup/per-output cost on large models
directories while keeping hashing available for asset-portability
features.

Co-authored-by: Alexis Rolland <alexisrolland@hotmail.com>
2026-06-30 14:13:20 -07:00
comfyanonymousandGitHub 79c555ce6b Fix int8 mm being skipped on offloaded lora weights. (#14669) 2026-06-28 23:52:36 -04:00
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 1a510f0423 Support int8 models. (#14636) 2026-06-25 11:23:58 -07:00
comfyanonymousandGitHub b910f4fa2a More accurate memory usage factor for krea 2. (#14594) 2026-06-23 16:50:48 +08:00
Jukka SeppänenandGitHub 2a61015582 feat: Support Krea2 (#14589)
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2026-06-22 14:35:00 -07:00
comfyanonymousandGitHub e00b55631a Small anima optimization. (#14557) 2026-06-20 08:05:28 +08:00
Barish OzbayandGitHub cd77c551d6 feat: Context Windows sampling with LTX2 models and IC-LoRa guides (CORE-3) (#13325) 2026-06-20 07:47:31 +08:00
comfyanonymousandGitHub 52257bb435 Add negative prompt to boogu edit node and set min images to 0. (#14529) 2026-06-17 15:42:29 -07:00
Jukka SeppänenandGitHub e25c391888 feat: Support Boogu-Image (CORE-308) (#14523)
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2026-06-17 14:22:36 -07:00
Jukka SeppänenandGitHub ca3dbe206c Allow using Qwen3-VL as flux2 klein text encoder (again) (#14526) 2026-06-17 08:45:06 -07:00
Jukka SeppänenandGitHub a590d60bb1 feat: SCAIL-2 multireference (CORE-310) (#14509)
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* SCAIl-2: support multiref
2026-06-17 16:21:23 +03:00
Jukka SeppänenandGitHub fc964047e7 feat: Support text generation with Qwen3-VL (CORE-276) (#14298) 2026-06-17 08:12:44 +08:00
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
comfyanonymousandGitHub 7277d99d3a Use comfy kitchen apply rope in omnigen2 model. (#14442) 2026-06-13 09:38:39 +08:00
rattusandGitHub d7a552720c add --high-ram option (#14437)
Add this option for users who know they have so much ram they want
to pin everything or have a pagefile that outruns their disk speed.

The removes the RAM pressure caps completely and pins behind the
primary model load forcing all models to be permanently comitted
to RAM.
2026-06-12 07:53:33 -07:00
comfyanonymousandGitHub 02656ea0bb Fix potential dtype issue with ideogram 4. (#14436) 2026-06-12 07:51:12 -07:00
Jedrzej KosinskiandGitHub befc321438 Make --enable-manager-legacy-ui imply --enable-manager (#14421) 2026-06-12 06:45:22 +08:00
Barish OzbayandGitHub 91187c58d9 Improve context window resizing for SCAIL2 (CORE-286) (#14394) 2026-06-11 13:37:43 +08:00
rattusandGitHub bda19b2604 ops: tolerate already force casted dynamic weight (#14410)
Some custom nodes .to weights completely out of load context which
can wreak havoc if its for a model that is not active. Detect this
condition and just let it fall-through to the non-dynamic loader
straight up.
2026-06-10 20:32:57 -07:00
rattusandGitHub 6d18f4adac main: force cudnn.benchmark to false (#14390)
Some custom nodes try to set this true globally. It messes with dynamic
VRAM with one-off spikes that can OOM but this is also very high risk
for windows where such allocations might get serviced by shared memory
fallback.

Trump it.
2026-06-10 13:54:32 -04:00
Kohaku-BlueleafandGitHub f350acdf21 [Trainer/bug] Ensure model is not inference mode (CORE-72) (#13400)
* Ensure model is not inference mode

* force clone inside training mode to avoid inference tensor

* Allow force deepcopy for model patcher
2026-06-09 23:07:47 -04:00
5ece24e73c Depth anything 3 (Core-135) (#13853)
Co-authored-by: Alexis Rolland <alexisrolland@hotmail.com>
2026-06-10 09:28:24 +08:00
Jukka SeppänenandGitHub f8e51b674c feat: Add Bernini-R model support (Wan video) (CORE-279) (#14216)
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2026-06-10 07:47:34 +08:00
rattusandGitHub 6f01b244a2 mm: dont reset cast buffers in cleanup_models_gc() (#14372)
cleanup_models_gc can be called once per load_models_gpu via
free_memory, which in turn can de-activate an active model via
this reset_cast_buffers.

cleanup_models_gc() could also come via obscure garbage collector
paths so limit reset_cast_buffers to the post-node callsite instead.
2026-06-09 13:57:04 -04:00
Jukka SeppänenandGitHub 184009c2f6 feat: Add model support for SCAIL-2 (#14373)
* initial SCAIL2 support
2026-06-09 18:24:09 +03:00
kelseyeeandGitHub 07c53f8f0f Add LoRA key mapping for LTXV/LTXAV models (#14349) 2026-06-09 09:57:58 -04:00
rattusandGitHub 1639dc7a70 main/server: Add --debug-hang (#14371)
Add an option to debug a hang with ctrl-C, dumping the backtraces to
see where its stuck or slow.
2026-06-09 09:55:00 -04:00
Jukka SeppänenandGitHub 8ed7f458d0 Allow custom templates with Ideogram4 TE (#14374) 2026-06-09 21:11:05 +08:00
Alexis RollandandGitHub f89999289a fix: Add back apply_rotary_emb for Qwen Image (#14364)
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2026-06-09 11:55:49 +08:00