Too hard to run on win, lol(now available run on windows with custom ComfyUI node) #36

zmwv823 · 2024-11-24T07:17:53Z

Try play in comfyui, write a simple init code.
By offload te and vae (prompt_process、latent decode can be seperated in comfy), only 3.5gb vram required in gen process, te need 5gb.
But stuck at latent decode, seems need triton compile or something else wrong.

  File "D:\AI\ComfyUI_windows_portable\ComfyUI\execution.py", line 169, in _map_node_over_list
    process_inputs(input_dict, i)
  File "D:\AI\ComfyUI_windows_portable\ComfyUI\execution.py", line 158, in process_inputs
    results.append(getattr(obj, func)(**inputs))
                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\ComfyUI\custom_nodes\ComfyUI-UL\Image_Generation\Sana\nodes.py", line 46, in sampler
    results = model['pipe'](
              ^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\torch\nn\modules\module.py", line 1736, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\torch\nn\modules\module.py", line 1747, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\torch\utils\_contextlib.py", line 116, in decorate_context
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\ComfyUI\custom_nodes\ComfyUI-UL\Image_Generation\Sana\sana_pipeline.py", line 333, in forward
    sample = vae_decode(self.config.vae.vae_type, self.vae, sample)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\ComfyUI\custom_nodes\ComfyUI-UL\Image_Generation\Sana\diffusion\model\builder.py", line 133, in vae_decode
    samples = ae.decode(latent.detach() / ae.cfg.scaling_factor)
              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\ComfyUI\custom_nodes\ComfyUI-UL\Image_Generation\Sana\diffusion\model\dc_ae\efficientvit\models\efficientvit\dc_ae.py", line 446, in decode
    x = self.decoder(x)
        ^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\torch\nn\modules\module.py", line 1736, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\torch\nn\modules\module.py", line 1747, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\ComfyUI\custom_nodes\ComfyUI-UL\Image_Generation\Sana\diffusion\model\dc_ae\efficientvit\models\efficientvit\dc_ae.py", line 414, in forward
    x = stage(x)
        ^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\torch\nn\modules\module.py", line 1736, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\torch\nn\modules\module.py", line 1747, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\ComfyUI\custom_nodes\ComfyUI-UL\Image_Generation\Sana\diffusion\model\dc_ae\efficientvit\models\nn\ops.py", line 834, in forward
    x = op(x)
        ^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\torch\nn\modules\module.py", line 1736, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\torch\nn\modules\module.py", line 1747, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\ComfyUI\custom_nodes\ComfyUI-UL\Image_Generation\Sana\diffusion\model\dc_ae\efficientvit\models\nn\ops.py", line 743, in forward
    x = self.context_module(x)
        ^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\torch\nn\modules\module.py", line 1736, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\torch\nn\modules\module.py", line 1747, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\ComfyUI\custom_nodes\ComfyUI-UL\Image_Generation\Sana\diffusion\model\dc_ae\efficientvit\models\nn\ops.py", line 780, in forward
    res = self.forward_main(x) + self.shortcut(x)
          ^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\ComfyUI\custom_nodes\ComfyUI-UL\Image_Generation\Sana\diffusion\model\dc_ae\efficientvit\models\nn\ops.py", line 770, in forward_main
    return self.main(x)
           ^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\torch\nn\modules\module.py", line 1736, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\torch\nn\modules\module.py", line 1747, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\ComfyUI\custom_nodes\ComfyUI-UL\Image_Generation\Sana\diffusion\model\dc_ae\efficientvit\models\nn\ops.py", line 682, in forward
    out = self.proj(out)
          ^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\torch\nn\modules\module.py", line 1736, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\torch\nn\modules\module.py", line 1747, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\ComfyUI\custom_nodes\ComfyUI-UL\Image_Generation\Sana\diffusion\model\dc_ae\efficientvit\models\nn\ops.py", line 91, in forward
    x = self.norm(x)
        ^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\torch\nn\modules\module.py", line 1736, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\torch\nn\modules\module.py", line 1747, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\ComfyUI\custom_nodes\ComfyUI-UL\Image_Generation\Sana\diffusion\model\dc_ae\efficientvit\models\nn\norm.py", line 40, in forward
    return TritonRMSNorm2dFunc.apply(x, self.weight, self.bias, self.eps)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\torch\autograd\function.py", line 575, in apply
    return super().apply(*args, **kwargs)  # type: ignore[misc]
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\ComfyUI\custom_nodes\ComfyUI-UL\Image_Generation\Sana\diffusion\model\dc_ae\efficientvit\models\nn\triton_rms_norm.py", line 146, in forward
    _rms_norm_2d_fwd_fused[(M * num_blocks,)](  #
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\triton\runtime\jit.py", line 345, in <lambda>
    return lambda *args, **kwargs: self.run(grid=grid, warmup=False, *args, **kwargs)
                                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\triton\runtime\jit.py", line 607, in run
    device = driver.active.get_current_device()
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\triton\runtime\driver.py", line 23, in __getattr__
    self._initialize_obj()
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\triton\runtime\driver.py", line 20, in _initialize_obj
    self._obj = self._init_fn()
                ^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\triton\runtime\driver.py", line 9, in _create_driver
    return actives[0]()
           ^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\triton\backends\nvidia\driver.py", line 414, in __init__
    self.utils = CudaUtils()  # TODO: make static
                 ^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\triton\backends\nvidia\driver.py", line 92, in __init__
    mod = compile_module_from_src(Path(os.path.join(dirname, "driver.c")).read_text(), "cuda_utils")
          ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\triton\backends\nvidia\driver.py", line 69, in compile_module_from_src
    so = _build(name, src_path, tmpdir, library_dirs(), include_dir, libraries)
         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\site-packages\triton\runtime\build.py", line 71, in _build
    ret = subprocess.check_call(cc_cmd)
          ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\AI\ComfyUI_windows_portable\py311\Lib\subprocess.py", line 413, in check_call
    raise CalledProcessError(retcode, cmd)
subprocess.CalledProcessError: Command '['C:\\Program Files\\Microsoft Visual Studio\\2022\\Community\\VC\\Tools\\MSVC\\14.42.34433\\bin\\Hostx64\\x64\\cl.exe', 'C:\\Users\\pc\\AppData\\Local\\Temp\\tmpj8dgtq34\\main.c', '/nologo', '/O2', '/LD', '/wd4819', '/ID:\\AI\\ComfyUI_windows_portable\\py311\\Lib\\site-packages\\triton\\backends\\nvidia\\include', '/IC:\\Program Files\\NVIDIA GPU Computing Toolkit\\CUDA\\v12.6\\include', '/IC:\\Users\\pc\\AppData\\Local\\Temp\\tmpj8dgtq34', '/ID:\\AI\\ComfyUI_windows_portable\\py311\\Include', '/IC:\\Program Files (x86)\\Windows Kits\\10\\Include\\10.0.22621.0\\shared', '/IC:\\Program Files (x86)\\Windows Kits\\10\\Include\\10.0.22621.0\\ucrt', '/IC:\\Program Files (x86)\\Windows Kits\\10\\Include\\10.0.22621.0\\um', '/link', '/LIBPATH:D:\\AI\\ComfyUI_windows_portable\\py311\\Lib\\site-packages\\triton\\backends\\nvidia\\lib', '/LIBPATH:C:\\Program Files\\NVIDIA GPU Computing Toolkit\\CUDA\\v12.6\\lib\\x64', '/LIBPATH:D:\\AI\\ComfyUI_windows_portable\\py311\\libs', '/LIBPATH:D:\\AI\\ComfyUI_windows_portable\\py311\\libs', '/LIBPATH:D:\\AI\\ComfyUI_windows_portable\\py311\\libs', '/LIBPATH:C:\\Python311\\libs', '/LIBPATH:C:\\Program Files (x86)\\Windows Kits\\10\\Lib\\10.0.22621.0\\ucrt\\x64', '/LIBPATH:C:\\Program Files (x86)\\Windows Kits\\10\\Lib\\10.0.22621.0\\um\\x64', '/LIBPATH:D:\\AI\\ComfyUI_windows_portable\\py311\\libs', '/LIBPATH:D:\\AI\\ComfyUI_windows_portable\\py311\\libs', '/LIBPATH:D:\\AI\\ComfyUI_windows_portable\\py311\\libs', '/LIBPATH:C:\\Python311\\libs', '/LIBPATH:C:\\Program Files (x86)\\Windows Kits\\10\\Lib\\10.0.22621.0\\ucrt\\x64', '/LIBPATH:C:\\Program Files (x86)\\Windows Kits\\10\\Lib\\10.0.22621.0\\um\\x64', '/LIBPATH:D:\\AI\\ComfyUI_windows_portable\\py311\\libs', '/LIBPATH:D:\\AI\\ComfyUI_windows_portable\\py311\\libs', '/LIBPATH:D:\\AI\\ComfyUI_windows_portable\\py311\\libs', '/LIBPATH:C:\\Python311\\libs', '/LIBPATH:C:\\Program Files (x86)\\Windows Kits\\10\\Lib\\10.0.22621.0\\ucrt\\x64', '/LIBPATH:C:\\Program Files (x86)\\Windows Kits\\10\\Lib\\10.0.22621.0\\um\\x64', 'cuda.lib', '/OUT:C:\\Users\\pc\\AppData\\Local\\Temp\\tmpj8dgtq34\\cuda_utils.cp311-win_amd64.pyd']' returned non-zero exit status 2.

Prompt executed in 36.08 seconds

The text was updated successfully, but these errors were encountered:

nitinmukesh · 2024-11-24T07:22:48Z

Very easy to run on Windows as standalone installation

#27 (comment)

zmwv823 · 2024-11-24T08:00:41Z

Very easy to run on Windows as standalone installation

#27 (comment)

Need vs env setup, so it's not easy.
I have vs installed, but seems env not setup for triton.
And i use python env from comfyui embed-python.
It doesn't like other vaes, just load and decode latent.
I wonder if there is a way to directly decode latent without triton compile.

nitinmukesh · 2024-11-24T08:08:09Z

If you had seen the video you would find out that you don't need to build Triton. :)

zmwv823 · 2024-11-24T08:38:52Z

If you had seen the video you would find out that you don't need to build Triton. :)

I have triton installed weeks ago (triton 3.1, py3.11, cuda 12.6).
I will never try build wheels such as triton、flash_attention and xformers etc on my pc after i have tried once (Hours passed the process seems never ending).

Thanks a lot, though it doesn't work.
Maybe i need to downgrade my cuda to 12.4 to try triton 3.0.

mp3pintyo · 2024-11-24T11:03:06Z

That's why I skipped the Windows installation and created a RunPod template right away. :D That way I can access it from anywhere, even from a mobile phone.

lawrence-cj · 2024-11-24T11:38:29Z

Once our Autoencoder is merged into diffusers, where will be no triton need for inference. Refer to: huggingface/diffusers#9708
Besides, let us try to remove the dependency on triton in our repo to make it runnable without it.

FurkanGozukara · 2024-11-24T11:49:38Z

it works with triton on windows i am using right now

you have to install pre compiled triton wheel

checkout my article : https://www.linkedin.com/pulse/nvidia-labs-developed-sana-model-weights-gradio-demo-app-g%C3%B6z%C3%BCkara-gxirf/?trackingId=55yg59jISbuecGZgE8F8NA%3D%3D

lawrence-cj · 2024-11-24T11:50:58Z

Seems you are trying to use Sana in CompyUI. Any open-source code available now? Maybe we can collaborate on it. @zmwv823

nitinmukesh · 2024-11-24T11:52:16Z

@lawrence-cj

May I request if you can share the code to use this (using Diffusers), can't wait for it to be merged. Want to test on my local.
I will build from source with PR
huggingface/diffusers#9708

P.S. I'm not developer. I will just run the code.

lawrence-cj · 2024-11-24T12:03:35Z

@nitinmukesh Of course. There maybe some changes with the final version. But you can try this file:

https://github.com/lawrence-cj/diffusers/blob/Sana/sana.py

convert sana pth to diffusers' safetensor script is also available:
SanaPipeline: https://github.com/huggingface/diffusers/pull/9982/files#diff-124e39f314758010671d24c3d0495f679aba2a7b69124018f198ebccf1854233
SanaPAGPipeline: https://github.com/huggingface/diffusers/pull/9982/files#diff-3217f6d4123a2ffff1921a1c687f16ee13c6ddd78d788f08ad30d1c64817349b

lawrence-cj · 2024-11-24T12:29:10Z

We removed the depandency of triton in DC-AE decoder. Let's have a try if the decode process will run smoothly in your CompyUI code. @zmwv823

Refer to: #38

zmwv823 · 2024-11-24T14:03:43Z

We removed the depandency of triton in DC-AE decoder. Let's have a try if the decode process will run smoothly in your CompyUI code. @zmwv823

Refer to: #38

Thanks a lot, the vae decode now works without triton.
I will try rewrite the node if diffusers pr merged, in that case, just diffusers module needed.
I'm not familar with comfy native sampler, so it's just a wrapper node for personal test.

lawrence-cj · 2024-11-24T14:55:41Z

Is your code of ComfyUI which supports Sana is public available, I’m looking into ComfyUI recently.

zmwv823 · 2024-11-24T15:07:56Z

Is your code of ComfyUI which supports Sana is public available, I’m looking into ComfyUI recently.

Not ready yet, the text_encode need to split out.
And it's a wrapper node, all process code from your project, totally diffrent from comfy native process.

zmwv823 · 2024-11-25T09:54:57Z

Is your code of ComfyUI which supports Sana is public available, I’m looking into ComfyUI recently.

A ComfyUI custom-node with lots of bugs:

https://github.com/zmwv823/ComfyUI-Sana

nitinmukesh · 2024-11-25T10:06:29Z

Hello @lawrence-cj

I tried the diffuser version.

Does it support memory optimizations? I got error
AttributeError: 'DCAE' object has no attribute 'enable_tiling'
AttributeError: 'DCAE' object has no attribute 'enable_slicing'

and sequential offload
RuntimeError: Tensor.item() cannot be called on meta tensors

vae = DCAE.from_pretrained(
        "output",
        subfolder="vae",
        torch_dtype=torch.float32
    )
    # diffusers Sana Model
    pipe = SanaPipeline.from_pretrained(
       "output", 
       torch_dtype=dtype,
        use_safetensors=True,
        vae=vae,
    ).to(device)


# Enable memory optimizations
pipe.vae.enable_tiling()
pipe.vae.enable_slicing()

# Enable CPU offloading
pipe.enable_sequential_cpu_offload()

CRCODE22 · 2024-11-25T19:54:23Z

Is your code of ComfyUI which supports Sana is public available, I’m looking into ComfyUI recently.

A ComfyUI custom-node with lots of bugs:
* https://github.com/zmwv823/ConfyUI-Sana

Once it works in ComfyUI please let me know I think at least this method is a way to get it working under Windows 11 soon. ComfyUI works great here.

lawrence-cj · 2024-11-26T02:25:24Z

@zmwv823 , so cool. Will look into it recently and remain your contribution if I PR for ComfyUI.

zmwv823 · 2024-11-26T02:53:03Z

@zmwv823 , so cool. Will look into it recently and remain your contribution if I PR for ComfyUI.

I stronggly recmmended looking into this repo: https://github.com/city96/ComfyUI_ExtraModels.
It's comfy native sampler of pixart models with lora、controlnet support.

lawrence-cj · 2024-11-26T06:32:41Z

Yah, we know this project, and we collaborate before. I'll also mention this project.

BTW, I'll re-open this after the ComfyUI is supported.

zmwv823 closed this as completed Nov 24, 2024

lawrence-cj reopened this Nov 24, 2024

lawrence-cj changed the title ~~Too hard to run on win, lol~~ Too hard to run on win, lol(now available run on windows with custom ComfyUI node) Nov 24, 2024

lawrence-cj added documentation Improvements or additions to documentation fixed fix a bug labels Nov 24, 2024

zmwv823 closed this as completed Nov 26, 2024

lawrence-cj reopened this Nov 26, 2024

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Too hard to run on win, lol(now available run on windows with custom ComfyUI node) #36

Too hard to run on win, lol(now available run on windows with custom ComfyUI node) #36

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Too hard to run on win, lol(now available run on windows with custom ComfyUI node) #36

Too hard to run on win, lol(now available run on windows with custom ComfyUI node) #36

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