Jedrzej Kosinski
aa464b36b3
Multi-GPU device selection for loader nodes + CUDA context fixes ( #13483 )
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* Fix Hunyuan 3D 2.1 multi-GPU worksplit: use cond_or_uncond instead of hardcoded chunk(2)
Amp-Thread-ID: https://ampcode.com/threads/T-019da964-2cc8-77f9-9aae-23f65da233db
Co-authored-by: Amp <amp@ampcode.com>
* Add GPU device selection to all loader nodes
- Add get_gpu_device_options() and resolve_gpu_device_option() helpers
in model_management.py for vendor-agnostic GPU device selection
- Add device widget to CheckpointLoaderSimple, UNETLoader, VAELoader
- Expand device options in CLIPLoader, DualCLIPLoader, LTXAVTextEncoderLoader
from [default, cpu] to include gpu:0, gpu:1, etc. on multi-GPU systems
- Wire load_diffusion_model_state_dict and load_state_dict_guess_config
to respect model_options['load_device']
- Graceful fallback: unrecognized devices (e.g. gpu:1 on single-GPU)
silently fall back to default
Amp-Thread-ID: https://ampcode.com/threads/T-019daa41-f394-731a-8955-4cff4f16283a
Co-authored-by: Amp <amp@ampcode.com>
* Add VALIDATE_INPUTS to skip device combo validation for workflow portability
When a workflow saved on a 2-GPU machine (with device=gpu:1) is loaded
on a 1-GPU machine, the combo validation would reject the unknown value.
VALIDATE_INPUTS with the device parameter bypasses combo validation for
that input only, allowing resolve_gpu_device_option to handle the
graceful fallback at runtime.
Amp-Thread-ID: https://ampcode.com/threads/T-019daa41-f394-731a-8955-4cff4f16283a
Co-authored-by: Amp <amp@ampcode.com>
* Set CUDA device context in outer_sample to match model load_device
Custom CUDA kernels (comfy_kitchen fp8 quantization) use
torch.cuda.current_device() for DLPack tensor export. When a model is
loaded on a non-default GPU (e.g. cuda:1), the CUDA context must match
or the kernel fails with 'Can't export tensors on a different CUDA
device index'. Save and restore the previous device around sampling.
Amp-Thread-ID: https://ampcode.com/threads/T-019daa41-f394-731a-8955-4cff4f16283a
Co-authored-by: Amp <amp@ampcode.com>
* Fix code review bugs: negative index guard, CPU offload_device, checkpoint te_model_options
- resolve_gpu_device_option: reject negative indices (gpu:-1)
- UNETLoader: set offload_device when cpu is selected
- CheckpointLoaderSimple: pass te_model_options for CLIP device,
set offload_device for cpu, pass load_device to VAE
- load_diffusion_model_state_dict: respect offload_device from model_options
- load_state_dict_guess_config: respect offload_device, pass load_device to VAE
Amp-Thread-ID: https://ampcode.com/threads/T-019daa41-f394-731a-8955-4cff4f16283a
Co-authored-by: Amp <amp@ampcode.com>
* Fix CUDA device context for CLIP encoding and VAE encode/decode
Add torch.cuda.set_device() calls to match model's load device in:
- CLIP.encode_from_tokens: fixes 'Can't export tensors on a different
CUDA device index' when CLIP is loaded on a non-default GPU
- CLIP.encode_from_tokens_scheduled: same fix for the hooks code path
- CLIP.generate: same fix for text generation
- VAE.decode: fixes VAE decoding on non-default GPU
- VAE.encode: fixes VAE encoding on non-default GPU
Same pattern as the existing outer_sample fix in samplers.py - saves
and restores previous CUDA device in a try/finally block.
Amp-Thread-ID: https://ampcode.com/threads/T-019dabdc-8feb-766f-b4dc-f46ef4d8ff57
Co-authored-by: Amp <amp@ampcode.com>
* Extract cuda_device_context manager, fix tiled VAE methods
Add model_management.cuda_device_context() — a context manager that
saves/restores torch.cuda.current_device when operating on a non-default
GPU. Replaces 6 copies of the manual save/set/restore boilerplate.
Refactored call sites:
- CLIP.encode_from_tokens
- CLIP.encode_from_tokens_scheduled (hooks path)
- CLIP.generate
- VAE.decode
- VAE.encode
- samplers.outer_sample
Bug fixes (newly wrapped):
- VAE.decode_tiled: was missing device context entirely, would fail
on non-default GPU when called from 'VAE Decode (Tiled)' node
- VAE.encode_tiled: same issue for 'VAE Encode (Tiled)' node
Amp-Thread-ID: https://ampcode.com/threads/T-019dabdc-8feb-766f-b4dc-f46ef4d8ff57
Co-authored-by: Amp <amp@ampcode.com>
* Restore CheckpointLoaderSimple, add CheckpointLoaderDevice
Revert CheckpointLoaderSimple to its original form (no device input)
so it remains the simple default loader.
Add new CheckpointLoaderDevice node (advanced/loaders) with separate
model_device, clip_device, and vae_device inputs for per-component
GPU placement in multi-GPU setups.
Amp-Thread-ID: https://ampcode.com/threads/T-019dabdc-8feb-766f-b4dc-f46ef4d8ff57
Co-authored-by: Amp <amp@ampcode.com>
---------
Co-authored-by: Amp <amp@ampcode.com>
2026-04-23 19:10:33 -07:00
rattus
7b8b3673ff
comfy-aimdo: 0.0.214 ( #13532 )
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Cut pre-release 0.0.214 off aimdo master to pickup async mem accounting
fix.
2026-04-23 19:09:56 -07:00
Jedrzej Kosinski
b502bcfff9
Merge remote-tracking branch 'origin/master' into worksplit-multigpu
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2026-04-20 02:38:33 -07:00
Jedrzej Kosinski
37deccb0d4
Fix Hunyuan 3D 2.1 multi-GPU worksplit: use cond_or_uncond instead of hardcoded chunk(2) ( #13478 )
2026-04-20 02:37:18 -07:00
comfyanonymous
fc5f4a996b
Add link to Intel portable to Readme. ( #13477 )
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2026-04-19 20:26:12 -04:00
Abdul Rehman
138571da95
fix: append directory type annotation to internal files endpoint response ( #13078 ) ( #13305 )
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2026-04-18 23:21:22 -04:00
comfyanonymous
3d816db07f
Some optimizations to make Ernie inference a bit faster. ( #13472 )
2026-04-18 23:02:29 -04:00
Jukka Seppänen
b9dedea57d
feat: SUPIR model support (CORE-17) ( #13250 )
2026-04-18 23:02:01 -04:00
comfyanonymous
3086026401
ComfyUI v0.19.3
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2026-04-17 13:35:01 -04:00
Alexander Piskun
9635c2ec9b
fix(api-nodes): make "obj" output optional in Hunyuan3D Text and Image to 3D ( #13449 )
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Signed-off-by: bigcat88 <bigcat88@icloud.com>
Co-authored-by: Jedrzej Kosinski <kosinkadink1@gmail.com>
2026-04-18 01:31:37 +08:00
Daxiong (Lin)
f8d92cf313
chore: update workflow templates to v0.9.57 ( #13455 )
2026-04-17 12:16:39 -05:00
Alexander Piskun
4f48be4138
feat(api-nodes): add new "arrow-1.1" and "arrow-1.1-max" SVG models ( #13447 )
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Signed-off-by: bigcat88 <bigcat88@icloud.com>
2026-04-17 12:02:06 -05:00
Alexander Piskun
541fd10bbe
fix(api-nodes): corrected StabilityAI price badges ( #13454 )
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Signed-off-by: bigcat88 <bigcat88@icloud.com>
2026-04-17 11:44:08 -05:00
rattus
05f7531148
nodes_textgen: Implement use_default_template for LTX ( #13451 )
2026-04-17 12:20:09 -04:00
comfyanonymous
c033bbf516
ComfyUI v0.19.2
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2026-04-17 00:26:35 -04:00
comfyanonymous
1391579c33
Add JsonExtractString node. ( #13435 )
2026-04-17 00:20:16 -04:00
Alexander Piskun
d0c53c50c2
feat(api-nodes): add 1080p resolution for SeeDance 2.0 model ( #13437 )
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Signed-off-by: bigcat88 <bigcat88@icloud.com>
2026-04-16 20:32:04 -05:00
Bedovyy
b41ab53b6f
Use ErnieTEModel_ not ErnieTEModel. ( #13431 )
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2026-04-16 10:11:58 -04:00
rattus
f0d550bd02
Minor updates for worksplit_gpu with comfy-aimdo ( #13419 )
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* main: init all visible cuda devices in aimdo
* mp: call vbars_analyze for the GPU in question
* requirements: bump aimdo to pre-release version
2026-04-15 22:49:01 -07:00
comfyanonymous
e9a2d1e4cc
Add a way to disable default template in text gen node. ( #13424 )
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2026-04-15 22:59:08 -04:00
Jun Yamog
1de83f91c3
Fix OOM regression in _apply() for quantized models during inference ( #13372 )
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Skip unnecessary clone of inference-mode tensors when already inside
torch.inference_mode(), matching the existing guard in set_attr_param.
The unconditional clone introduced in 20561aa9
2026-04-15 02:10:36 -07:00
comfyanonymous
8f374716ee
ComfyUI v0.19.1
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2026-04-14 22:56:13 -04:00
comfyanonymous
cb0bbde402
Fix ernie on devices that don't support fp64. ( #13414 )
2026-04-14 22:54:47 -04:00
Daxiong (Lin)
7ce3f64c78
Update workflow templates to v0.9.54 ( #13412 )
2026-04-14 17:35:27 -07:00
comfyanonymous
c5569e8627
Add string output to preview text node. ( #13406 )
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2026-04-14 14:42:23 -04:00
Comfy Org PR Bot
c16db7fd69
Bump comfyui-frontend-package to 1.42.11 ( #13398 )
2026-04-14 14:13:35 -04:00
Daxiong (Lin)
fed4ac031a
chore: update workflow templates to v0.9.50 ( #13399 )
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2026-04-14 14:24:37 +08:00
Alexander Piskun
35dfcbbb28
[Partner Nodes] add Sonilo Audio nodes ( #13391 )
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* feat(api-nodes): add Sonilo nodes
Signed-off-by: bigcat88 <bigcat88@icloud.com>
* fix: do not spam frontend with each chunk arrival
Signed-off-by: bigcat88 <bigcat88@icloud.com>
* updated pricing badge
Signed-off-by: bigcat88 <bigcat88@icloud.com>
---------
Signed-off-by: bigcat88 <bigcat88@icloud.com>
2026-04-13 22:21:01 -07:00
comfyanonymous
722bc73319
Make text generation work with ministral model. ( #13395 )
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Needs template before it works properly.
2026-04-13 20:43:57 -04:00
comfyanonymous
402ff1cdb7
Fix issue with ernie image. ( #13393 )
2026-04-13 16:38:42 -04:00
comfyanonymous
acd718598e
ComfyUI v0.19.0
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2026-04-13 03:02:36 -04:00
Daxiong (Lin)
559501e4b8
chore: update workflow templates to v0.9.47 ( #13385 )
2026-04-12 23:19:09 -07:00
Alexander Piskun
ee2db7488d
feat(api-nodes): add SeeDance 2.0 nodes ( #13364 )
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Signed-off-by: bigcat88 <bigcat88@icloud.com>
2026-04-12 19:26:19 -10:00
comfyanonymous
c2657d5fb9
Fix typo. ( #13382 )
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2026-04-12 23:37:13 -04:00
comfyanonymous
971932346a
Update quant doc so it's not completely wrong. ( #13381 )
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There is still more that needs to be fixed.
2026-04-12 23:27:38 -04:00
comfyanonymous
31283d2892
Implement Ernie Image model. ( #13369 )
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2026-04-11 22:29:31 -04:00
comfyanonymous
55ebd287ee
Add a supports_fp64 function. ( #13368 )
2026-04-11 21:06:36 -04:00
comfyanonymous
a2840e7552
Make ImageUpscaleWithModel node work with intermediate device and dtype. ( #13357 )
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2026-04-10 21:48:26 -04:00
Jukka Seppänen
a134423890
SDPose: resize input always ( #13349 )
2026-04-10 11:26:55 -10:00
Daxiong (Lin)
b920bdd77d
chore: update workflow templates to v0.9.45 ( #13353 )
2026-04-10 15:50:40 -04:00
Alexander Piskun
5410ed34f5
fix(api-nodes): fix GrokVideoReferenceNode price badge ( #13354 )
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2026-04-10 08:01:15 -10:00
Terry Jia
e6be419a30
should use 0 as defalut for brightness ( #13345 )
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2026-04-09 21:58:05 -04:00
comfyanonymous
3d4aca8084
Bump comfyui-frontend-package version to 1.42.10 ( #13346 )
2026-04-09 21:56:49 -04:00
Jedrzej Kosinski
48deb15c0e
Simplify multigpu dispatch: run all devices on pool threads ( #13340 )
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Benchmarked hybrid (main thread + pool) vs all-pool on 2x RTX 4090
with SD1.5 and NetaYume models. No meaningful performance difference
(within noise). All-pool is simpler: eliminates the main_device
special case, main_batch_tuple deferred execution, and the 3-way
branch in the dispatch loop.
2026-04-09 01:15:57 -07:00
comfyanonymous
2d861fb146
Basic intel standalone package .bat ( #13333 )
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2026-04-08 21:39:29 -04:00
Jedrzej Kosinski
4b93c4360f
Implement persistent thread pool for multi-GPU CFG splitting ( #13329 )
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Replace per-step thread create/destroy in _calc_cond_batch_multigpu with a
persistent MultiGPUThreadPool. Each worker thread calls torch.cuda.set_device()
once at startup, preserving compiled kernel caches across diffusion steps.
- Add MultiGPUThreadPool class in comfy/multigpu.py
- Create pool in CFGGuider.outer_sample(), shut down in finally block
- Main thread handles its own device batch directly for zero overhead
- Falls back to sequential execution if no pool is available
2026-04-08 05:39:07 -07:00
Jedrzej Kosinski
da3864436c
Merge remote-tracking branch 'origin/master' into worksplit-multigpu
2026-04-08 05:08:38 -07:00
huemin
b615af1c65
Add support for small flux.2 decoder ( #13314 )
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2026-04-07 03:44:18 -04:00
comfyanonymous
40862c0776
Support Ace Step 1.5 XL model. ( #13317 )
2026-04-07 03:13:47 -04:00
Terry Jia
50076f3439
format blueprint ( #13315 )
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Co-authored-by: guill <jacob.e.segal@gmail.com>
2026-04-06 23:33:55 -04:00
