comfyanonymous
|
fa6dd7e5bb
|
Fix lowvram issue with saving checkpoints.
The previous fix didn't cover the case where the model was loaded in
lowvram mode right before.
|
2024-05-12 06:13:45 -04:00 |
|
comfyanonymous
|
49c20cdc70
|
No longer necessary.
|
2024-05-12 05:34:43 -04:00 |
|
comfyanonymous
|
e1489ad257
|
Fix issue with lowvram mode breaking model saving.
|
2024-05-11 21:55:20 -04:00 |
|
Simon Lui
|
a56d02efc7
|
Change torch.xpu to ipex.optimize, xpu device initialization and remove workaround for text node issue from older IPEX. (#3388)
|
2024-05-02 03:26:50 -04:00 |
|
comfyanonymous
|
258dbc06c3
|
Fix some memory related issues.
|
2024-04-14 12:08:58 -04:00 |
|
comfyanonymous
|
0a03009808
|
Fix issue with controlnet models getting loaded multiple times.
|
2024-04-06 18:38:39 -04:00 |
|
comfyanonymous
|
5d8898c056
|
Fix some performance issues with weight loading and unloading.
Lower peak memory usage when changing model.
Fix case where model weights would be unloaded and reloaded.
|
2024-03-28 18:04:42 -04:00 |
|
comfyanonymous
|
c6de09b02e
|
Optimize memory unload strategy for more optimized performance.
|
2024-03-24 02:36:30 -04:00 |
|
comfyanonymous
|
4b9005e949
|
Fix regression with model merging.
|
2024-03-20 13:56:12 -04:00 |
|
comfyanonymous
|
c18a203a8a
|
Don't unload model weights for non weight patches.
|
2024-03-20 02:27:58 -04:00 |
|
comfyanonymous
|
db8b59ecff
|
Lower memory usage for loras in lowvram mode at the cost of perf.
|
2024-03-13 20:07:27 -04:00 |
|
comfyanonymous
|
0ed72befe1
|
Change log levels.
Logging level now defaults to info. --verbose sets it to debug.
|
2024-03-11 13:54:56 -04:00 |
|
comfyanonymous
|
65397ce601
|
Replace prints with logging and add --verbose argument.
|
2024-03-10 12:14:23 -04:00 |
|
comfyanonymous
|
dce3555339
|
Add some tesla pascal GPUs to the fp16 working but slower list.
|
2024-03-02 17:16:31 -05:00 |
|
comfyanonymous
|
88f300401c
|
Enable fp16 by default on mps.
|
2024-02-19 12:00:48 -05:00 |
|
comfyanonymous
|
929e266f3e
|
Manual cast for bf16 on older GPUs.
|
2024-02-17 09:01:17 -05:00 |
|
comfyanonymous
|
0b3c50480c
|
Make --force-fp32 disable loading models in bf16.
|
2024-02-16 23:01:54 -05:00 |
|
comfyanonymous
|
f83109f09b
|
Stable Cascade Stage C.
|
2024-02-16 10:55:08 -05:00 |
|
comfyanonymous
|
aeaeca10bd
|
Small refactor of is_device_* functions.
|
2024-02-15 21:10:10 -05:00 |
|
comfyanonymous
|
66e28ef45c
|
Don't use is_bf16_supported to check for fp16 support.
|
2024-02-04 20:53:35 -05:00 |
|
comfyanonymous
|
24129d78e6
|
Speed up SDXL on 16xx series with fp16 weights and manual cast.
|
2024-02-04 13:23:43 -05:00 |
|
comfyanonymous
|
4b0239066d
|
Always use fp16 for the text encoders.
|
2024-02-02 10:02:49 -05:00 |
|
comfyanonymous
|
f9e55d8463
|
Only auto enable bf16 VAE on nvidia GPUs that actually support it.
|
2024-01-15 03:10:22 -05:00 |
|
comfyanonymous
|
1b103e0cb2
|
Add argument to run the VAE on the CPU.
|
2023-12-30 05:49:07 -05:00 |
|
comfyanonymous
|
e1e322cf69
|
Load weights that can't be lowvramed to target device.
|
2023-12-28 21:41:10 -05:00 |
|
comfyanonymous
|
a252963f95
|
--disable-smart-memory now unloads everything like it did originally.
|
2023-12-23 04:25:06 -05:00 |
|
comfyanonymous
|
36a7953142
|
Greatly improve lowvram sampling speed by getting rid of accelerate.
Let me know if this breaks anything.
|
2023-12-22 14:38:45 -05:00 |
|
comfyanonymous
|
2f9d6a97ec
|
Add --deterministic option to make pytorch use deterministic algorithms.
|
2023-12-17 16:59:21 -05:00 |
|
comfyanonymous
|
b0aab1e4ea
|
Add an option --fp16-unet to force using fp16 for the unet.
|
2023-12-11 18:36:29 -05:00 |
|
comfyanonymous
|
ba07cb748e
|
Use faster manual cast for fp8 in unet.
|
2023-12-11 18:24:44 -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
|
340177e6e8
|
Disable non blocking on mps.
|
2023-12-10 01:30:35 -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
|
2db86b4676
|
Slightly faster lora applying.
|
2023-12-06 05:13:14 -05:00 |
|
comfyanonymous
|
ca82ade765
|
Use .itemsize to get dtype size for fp8.
|
2023-12-04 11:52:06 -05:00 |
|
comfyanonymous
|
31b0f6f3d8
|
UNET weights can now be stored in fp8.
--fp8_e4m3fn-unet and --fp8_e5m2-unet are the two different formats
supported by pytorch.
|
2023-12-04 11:10:00 -05:00 |
|
comfyanonymous
|
0cf4e86939
|
Add some command line arguments to store text encoder weights in fp8.
Pytorch supports two variants of fp8:
--fp8_e4m3fn-text-enc (the one that seems to give better results)
--fp8_e5m2-text-enc
|
2023-11-17 02:56:59 -05:00 |
|
comfyanonymous
|
7339479b10
|
Disable xformers when it can't load properly.
|
2023-11-13 12:31:10 -05:00 |
|
comfyanonymous
|
dd4ba68b6e
|
Allow different models to estimate memory usage differently.
|
2023-11-12 04:03:52 -05:00 |
|
comfyanonymous
|
8594c8be4d
|
Empty the cache when torch cache is more than 25% free mem.
|
2023-10-22 13:58:12 -04:00 |
|
comfyanonymous
|
c8013f73e5
|
Add some Quadro cards to the list of cards with broken fp16.
|
2023-10-16 16:48:46 -04:00 |
|
comfyanonymous
|
fd4c5f07e7
|
Add a --bf16-unet to test running the unet in bf16.
|
2023-10-13 14:51:10 -04:00 |
|
comfyanonymous
|
9a55dadb4c
|
Refactor code so model can be a dtype other than fp32 or fp16.
|
2023-10-13 14:41:17 -04:00 |
|
comfyanonymous
|
88733c997f
|
pytorch_attention_enabled can now return True when xformers is enabled.
|
2023-10-11 21:30:57 -04:00 |
|
comfyanonymous
|
20d3852aa1
|
Pull some small changes from the other repo.
|
2023-10-11 20:38:48 -04:00 |
|
Simon Lui
|
eec449ca8e
|
Allow Intel GPUs to LoRA cast on GPU since it supports BF16 natively.
|
2023-09-22 21:11:27 -07:00 |
|
comfyanonymous
|
1cdfb3dba4
|
Only do the cast on the device if the device supports it.
|
2023-09-20 17:52:41 -04:00 |
|
comfyanonymous
|
321c5fa295
|
Enable pytorch attention by default on xpu.
|
2023-09-17 04:09:19 -04:00 |
|
comfyanonymous
|
0966d3ce82
|
Don't run text encoders on xpu because there are issues.
|
2023-09-14 12:16:07 -04:00 |
|
comfyanonymous
|
1938f5c5fe
|
Add a force argument to soft_empty_cache to force a cache empty.
|
2023-09-04 00:58:18 -04:00 |
|
Simon Lui
|
4a0c4ce4ef
|
Some fixes to generalize CUDA specific functionality to Intel or other GPUs.
|
2023-09-02 18:22:10 -07:00 |
|
comfyanonymous
|
b8c7c770d3
|
Enable bf16-vae by default on ampere and up.
|
2023-08-27 23:06:19 -04:00 |
|
comfyanonymous
|
a57b0c797b
|
Fix lowvram model merging.
|
2023-08-26 11:52:07 -04:00 |
|
comfyanonymous
|
f72780a7e3
|
The new smart memory management makes this unnecessary.
|
2023-08-25 18:02:15 -04:00 |
|
comfyanonymous
|
30eb92c3cb
|
Code cleanups.
|
2023-08-24 19:39:18 -04:00 |
|
comfyanonymous
|
51dde87e97
|
Try to free enough vram for control lora inference.
|
2023-08-24 17:20:54 -04:00 |
|
comfyanonymous
|
cc44ade79e
|
Always shift text encoder to GPU when the device supports fp16.
|
2023-08-23 21:45:00 -04:00 |
|
comfyanonymous
|
a6ef08a46a
|
Even with forced fp16 the cpu device should never use it.
|
2023-08-23 21:38:28 -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
|
0d7b0a4dc7
|
Small cleanups.
|
2023-08-20 14:56:47 -04:00 |
|
Simon Lui
|
9225465975
|
Further tuning and fix mem_free_total.
|
2023-08-20 14:19:53 -04:00 |
|
Simon Lui
|
2c096e4260
|
Add ipex optimize and other enhancements for Intel GPUs based on recent memory changes.
|
2023-08-20 14:19:51 -04:00 |
|
comfyanonymous
|
e9469e732d
|
--disable-smart-memory now disables loading model directly to vram.
|
2023-08-20 04:00:53 -04:00 |
|
comfyanonymous
|
3aee33b54e
|
Add --disable-smart-memory for those that want the old behaviour.
|
2023-08-17 03:12:37 -04:00 |
|
comfyanonymous
|
2be2742711
|
Fix issue with regular torch version.
|
2023-08-17 01:58:54 -04:00 |
|
comfyanonymous
|
89a0767abf
|
Smarter memory management.
Try to keep models on the vram when possible.
Better lowvram mode for controlnets.
|
2023-08-17 01:06:34 -04:00 |
|
comfyanonymous
|
1ce0d8ad68
|
Add CMP 30HX card to the nvidia_16_series list.
|
2023-08-04 12:08:45 -04:00 |
|
comfyanonymous
|
4a77fcd6ab
|
Only shift text encoder to vram when CPU cores are under 8.
|
2023-07-31 00:08:54 -04:00 |
|
comfyanonymous
|
3cd31d0e24
|
Lower CPU thread check for running the text encoder on the CPU vs GPU.
|
2023-07-30 17:18:24 -04:00 |
|
comfyanonymous
|
22f29d66ca
|
Try to fix memory issue with lora.
|
2023-07-22 21:38:56 -04:00 |
|
comfyanonymous
|
4760c29380
|
Merge branch 'fix-AttributeError-module-'torch'-has-no-attribute-'mps'' of https://github.com/KarryCharon/ComfyUI
|
2023-07-20 00:34:54 -04:00 |
|
comfyanonymous
|
18885f803a
|
Add MX450 and MX550 to list of cards with broken fp16.
|
2023-07-19 03:08:30 -04:00 |
|
comfyanonymous
|
ff6b047a74
|
Fix device print on old torch version.
|
2023-07-17 15:18:58 -04:00 |
|
comfyanonymous
|
1679abd86d
|
Add a command line argument to enable backend:cudaMallocAsync
|
2023-07-17 11:00:14 -04:00 |
|
comfyanonymous
|
5f57362613
|
Lower lora ram usage when in normal vram mode.
|
2023-07-16 02:59:04 -04:00 |
|
comfyanonymous
|
490771b7f4
|
Speed up lora loading a bit.
|
2023-07-15 13:25:22 -04:00 |
|
KarryCharon
|
3e2309f149
|
fix mps miss import
|
2023-07-12 10:06:34 +08:00 |
|
comfyanonymous
|
0ae81c03bb
|
Empty cache after model unloading for normal vram and lower.
|
2023-07-09 09:56:03 -04:00 |
|
comfyanonymous
|
e7bee85df8
|
Add arguments to run the VAE in fp16 or bf16 for testing.
|
2023-07-06 23:23:46 -04:00 |
|
comfyanonymous
|
ddc6f12ad5
|
Disable autocast in unet for increased speed.
|
2023-07-05 21:58:29 -04:00 |
|
comfyanonymous
|
8d694cc450
|
Fix issue with OSX.
|
2023-07-04 02:09:02 -04:00 |
|
comfyanonymous
|
dc9d1f31c8
|
Improvements for OSX.
|
2023-07-03 00:08:30 -04:00 |
|
comfyanonymous
|
2c4e0b49b7
|
Switch to fp16 on some cards when the model is too big.
|
2023-07-02 10:00:57 -04:00 |
|
comfyanonymous
|
6f3d9f52db
|
Add a --force-fp16 argument to force fp16 for testing.
|
2023-07-01 22:42:35 -04:00 |
|
comfyanonymous
|
1c1b0e7299
|
--gpu-only now keeps the VAE on the device.
|
2023-07-01 15:22:40 -04:00 |
|
comfyanonymous
|
3b6fe51c1d
|
Leave text_encoder on the CPU when it can handle it.
|
2023-07-01 14:38:51 -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
|
62db11683b
|
Move unet to device right after loading on highvram mode.
|
2023-06-29 20:43:06 -04:00 |
|
comfyanonymous
|
8248babd44
|
Use pytorch attention by default on nvidia when xformers isn't present.
Add a new argument --use-quad-cross-attention
|
2023-06-26 13:03:44 -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
|
fed0a4dd29
|
Some comments to say what the vram state options mean.
|
2023-06-04 17:51:04 -04:00 |
|
comfyanonymous
|
0a5fefd621
|
Cleanups and fixes for model_management.py
Hopefully fix regression on MPS and CPU.
|
2023-06-03 11:05:37 -04:00 |
|
comfyanonymous
|
67892b5ac5
|
Refactor and improve model_management code related to free memory.
|
2023-06-02 15:21:33 -04:00 |
|
space-nuko
|
499641ebf1
|
More accurate total
|
2023-06-02 00:14:41 -05:00 |
|
space-nuko
|
b5dd15c67a
|
System stats endpoint
|
2023-06-01 23:26:23 -05:00 |
|
comfyanonymous
|
5c38958e49
|
Tweak lowvram model memory so it's closer to what it was before.
|
2023-06-01 04:04:35 -04:00 |
|
comfyanonymous
|
94680732d3
|
Empty cache on mps.
|
2023-06-01 03:52:51 -04:00 |
|
comfyanonymous
|
eb448dd8e1
|
Auto load model in lowvram if not enough memory.
|
2023-05-30 12:36:41 -04:00 |
|
comfyanonymous
|
3a1f47764d
|
Print the torch device that is used on startup.
|
2023-05-13 17:11:27 -04:00 |
|
comfyanonymous
|
6fc4917634
|
Make maximum_batch_area take into account python2.0 attention function.
More conservative xformers maximum_batch_area.
|
2023-05-06 19:58:54 -04:00 |
|
comfyanonymous
|
678f933d38
|
maximum_batch_area for xformers.
Remove useless code.
|
2023-05-06 19:28:46 -04:00 |
|
comfyanonymous
|
cb1551b819
|
Lowvram mode for gligen and fix some lowvram issues.
|
2023-05-05 18:11:41 -04:00 |
|
comfyanonymous
|
6ee11d7bc0
|
Fix import.
|
2023-05-05 00:19:35 -04:00 |
|
comfyanonymous
|
bae4fb4a9d
|
Fix imports.
|
2023-05-04 18:10:29 -04:00 |
|
comfyanonymous
|
056e5545ff
|
Don't try to get vram from xpu or cuda when directml is enabled.
|
2023-04-29 00:28:48 -04:00 |
|
comfyanonymous
|
2ca934f7d4
|
You can now select the device index with: --directml id
Like this for example: --directml 1
|
2023-04-28 16:51:35 -04:00 |
|
comfyanonymous
|
3baded9892
|
Basic torch_directml support. Use --directml to use it.
|
2023-04-28 14:28:57 -04:00 |
|
comfyanonymous
|
5282f56434
|
Implement Linear hypernetworks.
Add a HypernetworkLoader node to use hypernetworks.
|
2023-04-23 12:35:25 -04:00 |
|
comfyanonymous
|
3696d1699a
|
Add support for GLIGEN textbox model.
|
2023-04-19 11:06:32 -04:00 |
|
comfyanonymous
|
deb2b93e79
|
Move code to empty gpu cache to model_management.py
|
2023-04-15 11:19:07 -04:00 |
|
comfyanonymous
|
1e1875f674
|
Print xformers version and warning about 0.0.18
|
2023-04-09 01:31:47 -04:00 |
|
comfyanonymous
|
64557d6781
|
Add a --force-fp32 argument to force fp32 for debugging.
|
2023-04-07 00:27:54 -04:00 |
|
comfyanonymous
|
bceccca0e5
|
Small refactor.
|
2023-04-06 23:53:54 -04:00 |
|
藍+85CD
|
05eeaa2de5
|
Merge branch 'master' into ipex
|
2023-04-07 09:11:30 +08:00 |
|
藍+85CD
|
3e2608e12b
|
Fix auto lowvram detection on CUDA
|
2023-04-06 15:44:05 +08:00 |
|
藍+85CD
|
7cb924f684
|
Use separate variables instead of vram_state
|
2023-04-06 14:24:47 +08:00 |
|
藍+85CD
|
84b9c0ac2f
|
Import intel_extension_for_pytorch as ipex
|
2023-04-06 12:27:22 +08:00 |
|
EllangoK
|
e5e587b1c0
|
seperates out arg parser and imports args
|
2023-04-05 23:41:23 -04:00 |
|
藍+85CD
|
37713e3b0a
|
Add basic XPU device support
closed #387
|
2023-04-05 21:22:14 +08:00 |
|
comfyanonymous
|
e46b1c3034
|
Disable xformers in VAE when xformers == 0.0.18
|
2023-04-04 22:22:02 -04:00 |
|
Francesco Yoshi Gobbo
|
f55755f0d2
|
code cleanup
|
2023-03-27 06:48:09 +02:00 |
|
Francesco Yoshi Gobbo
|
cf0098d539
|
no lowvram state if cpu only
|
2023-03-27 04:51:18 +02:00 |
|
comfyanonymous
|
4adcea7228
|
I don't think controlnets were being handled correctly by MPS.
|
2023-03-24 14:33:16 -04:00 |
|
Yurii Mazurevich
|
fc71e7ea08
|
Fixed typo
|
2023-03-24 19:39:55 +02:00 |
|
Yurii Mazurevich
|
4b943d2b60
|
Removed unnecessary comment
|
2023-03-24 14:15:30 +02:00 |
|
Yurii Mazurevich
|
89fd5ed574
|
Added MPS device support
|
2023-03-24 14:12:56 +02:00 |
|
comfyanonymous
|
3ed4a4e4e6
|
Try again with vae tiled decoding if regular fails because of OOM.
|
2023-03-22 14:49:00 -04:00 |
|
comfyanonymous
|
9d0665c8d0
|
Add laptop quadro cards to fp32 list.
|
2023-03-21 16:57:35 -04:00 |
|
comfyanonymous
|
ee46bef03a
|
Make --cpu have priority over everything else.
|
2023-03-13 21:30:01 -04:00 |
|
comfyanonymous
|
83f23f82b8
|
Add pytorch attention support to VAE.
|
2023-03-13 12:45:54 -04:00 |
|
comfyanonymous
|
a256a2abde
|
--disable-xformers should not even try to import xformers.
|
2023-03-13 11:36:48 -04:00 |
|
comfyanonymous
|
0f3ba7482f
|
Xformers is now properly disabled when --cpu used.
Added --windows-standalone-build option, currently it only opens
makes the code open up comfyui in the browser.
|
2023-03-12 15:44:16 -04:00 |
|
comfyanonymous
|
afff30fc0a
|
Add --cpu to use the cpu for inference.
|
2023-03-06 10:50:50 -05:00 |
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comfyanonymous
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ebfcf0a9c9
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Fix issue.
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2023-03-03 13:18:01 -05:00 |
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comfyanonymous
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fed315a76a
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To be really simple CheckpointLoaderSimple should pick the right type.
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2023-03-03 11:07:10 -05:00 |
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comfyanonymous
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c1f5855ac1
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Make some cross attention functions work on the CPU.
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2023-03-03 03:27:33 -05:00 |
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comfyanonymous
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69cc75fbf8
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Add a way to interrupt current processing in the backend.
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2023-03-02 14:42:03 -05:00 |
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comfyanonymous
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2c5f0ec681
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Small adjustment.
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2023-02-27 20:04:18 -05:00 |
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comfyanonymous
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86721d5158
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Enable highvram automatically when vram >> ram
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2023-02-27 19:57:39 -05:00 |
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comfyanonymous
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2326ff1263
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Add: --highvram for when you want models to stay on the vram.
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2023-02-17 21:27:02 -05:00 |
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comfyanonymous
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d66415c021
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Low vram mode for controlnets.
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2023-02-17 15:48:16 -05:00 |
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comfyanonymous
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4efa67fa12
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Add ControlNet support.
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2023-02-16 10:38:08 -05:00 |
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comfyanonymous
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7e1e193f39
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Automatically enable lowvram mode if vram is less than 4GB.
Use: --normalvram to disable it.
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2023-02-10 00:47:56 -05:00 |
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comfyanonymous
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708138c77d
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Remove print.
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2023-02-08 14:51:18 -05:00 |
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comfyanonymous
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853e96ada3
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Increase it/s by batching together some stuff sent to unet.
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2023-02-08 14:24:00 -05:00 |
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comfyanonymous
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c92633eaa2
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Auto calculate amount of memory to use for --lowvram
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2023-02-08 11:42:37 -05:00 |
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comfyanonymous
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534736b924
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Add some low vram modes: --lowvram and --novram
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2023-02-08 11:37:10 -05:00 |
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comfyanonymous
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a84cd0d1ad
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Don't unload/reload model from CPU uselessly.
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2023-02-08 03:40:43 -05:00 |
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