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MykolaL

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StableDesign

like 73

Running on Zero

Hi @MykolaL , we've assigned ZeroGPU to this Space. Please check the compatibility and usage sections of this page so your Space can run on ZeroGPU.

Hi, @hysts , thank you very much!
however I have a problem with utilizing GPU. Locally it works good, but in space I faced next issue:
device = 'cuda'
but after self.pipe = self.pipe.to(device)
or any other models they are still on cpu, but I could print and see that device:0 in A100 gpu. At the same time when I have image "image_to_depth" it moved to gpu...
could you please help with it?

@MykolaL Thanks for testing ZeroGPU! Can you try instantiating your models in the global scope without using a class? ZeroGPU may not work well with classes that have a model as a field.

@hysts , thank you for the advice, now it is working perfect!

Awesome!!

what an amazing project, congrats

Dear @hysts , I have faced the issue with veeery long loading the page with this space. When I restart the space it is much better, but after a few hours problems come back. So I need to restart the app several times per day. Maybe you could help me with this problem?

@MykolaL Sorry about this issue. It's a known issue of gradio 4.25.0 and ZeroGPU, which is fixed in gradio==4.26.0. So upgrading the gradio version should fix it. You can change the gradio version in the README.md. https://huggingface.co/spaces/MykolaL/StableDesign/blob/f17a90ea63e1f6896e9fd2859c861b12aab31b0c/README.md?code=true#L7

@hysts , thank you for quick response, I will try it!

I'm seeing this error:

  File "/usr/local/lib/python3.10/site-packages/gradio/helpers.py", line 55, in create_examples
    examples_obj = Examples(
  File "/usr/local/lib/python3.10/site-packages/gradio/helpers.py", line 153, in __init__
    raise ValueError("If caching examples, `fn` and `outputs` must be provided")
ValueError: If caching examples, `fn` and `outputs` must be provided

I think it's related to this issue and you can avoid this error by adding cache_examples=False in gr.Examples for now. https://huggingface.co/spaces/MykolaL/StableDesign/blob/6369e62ee776689bccb4b429f96c49030e974acc/app.py#L325-L326

@hysts , could you please help me with solving the error that I surprisingly faced today without changing anything.

Hmm, the error is

===== Application Startup at 2024-07-03 22:12:19 =====

The cache for model files in Transformers v4.22.0 has been updated. Migrating your old cache. This is a one-time only operation. You can interrupt this and resume the migration later on by calling `transformers.utils.move_cache()`.


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Traceback (most recent call last):
  File "/usr/local/lib/python3.10/site-packages/httpx/_transports/default.py", line 69, in map_httpcore_exceptions
    yield
  File "/usr/local/lib/python3.10/site-packages/httpx/_transports/default.py", line 233, in handle_request
    resp = self._pool.handle_request(req)
  File "/usr/local/lib/python3.10/site-packages/httpcore/_sync/connection_pool.py", line 216, in handle_request
    raise exc from None
  File "/usr/local/lib/python3.10/site-packages/httpcore/_sync/connection_pool.py", line 196, in handle_request
    response = connection.handle_request(
  File "/usr/local/lib/python3.10/site-packages/httpcore/_sync/connection.py", line 101, in handle_request
    return self._connection.handle_request(request)
  File "/usr/local/lib/python3.10/site-packages/httpcore/_sync/http11.py", line 143, in handle_request
    raise exc
  File "/usr/local/lib/python3.10/site-packages/httpcore/_sync/http11.py", line 113, in handle_request
    ) = self._receive_response_headers(**kwargs)
  File "/usr/local/lib/python3.10/site-packages/httpcore/_sync/http11.py", line 186, in _receive_response_headers
    event = self._receive_event(timeout=timeout)
  File "/usr/local/lib/python3.10/site-packages/httpcore/_sync/http11.py", line 224, in _receive_event
    data = self._network_stream.read(
  File "/usr/local/lib/python3.10/site-packages/httpcore/_backends/sync.py", line 124, in read
    with map_exceptions(exc_map):
  File "/usr/local/lib/python3.10/contextlib.py", line 153, in __exit__
    self.gen.throw(typ, value, traceback)
  File "/usr/local/lib/python3.10/site-packages/httpcore/_exceptions.py", line 14, in map_exceptions
    raise to_exc(exc) from exc
httpcore.ReadTimeout: timed out

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/home/user/app/app.py", line 79, in <module>
    def segment_image(
  File "/usr/local/lib/python3.10/site-packages/spaces/zero/decorator.py", line 79, in GPU
    return _GPU(task, duration)
  File "/usr/local/lib/python3.10/site-packages/spaces/zero/decorator.py", line 111, in _GPU
    client.startup_report()
  File "/usr/local/lib/python3.10/site-packages/spaces/zero/client.py", line 39, in startup_report
    while (status := client.startup_report()) is httpx.codes.NOT_FOUND: # pragma: no cover
  File "/usr/local/lib/python3.10/site-packages/spaces/zero/api.py", line 80, in startup_report
    res = self.client.post('/startup-report')
  File "/usr/local/lib/python3.10/site-packages/httpx/_client.py", line 1145, in post
    return self.request(
  File "/usr/local/lib/python3.10/site-packages/httpx/_client.py", line 827, in request
    return self.send(request, auth=auth, follow_redirects=follow_redirects)
  File "/usr/local/lib/python3.10/site-packages/httpx/_client.py", line 914, in send
    response = self._send_handling_auth(
  File "/usr/local/lib/python3.10/site-packages/httpx/_client.py", line 942, in _send_handling_auth
    response = self._send_handling_redirects(
  File "/usr/local/lib/python3.10/site-packages/httpx/_client.py", line 979, in _send_handling_redirects
    response = self._send_single_request(request)
  File "/usr/local/lib/python3.10/site-packages/httpx/_client.py", line 1015, in _send_single_request
    response = transport.handle_request(request)
  File "/usr/local/lib/python3.10/site-packages/httpx/_transports/default.py", line 232, in handle_request
    with map_httpcore_exceptions():
  File "/usr/local/lib/python3.10/contextlib.py", line 153, in __exit__
    self.gen.throw(typ, value, traceback)
  File "/usr/local/lib/python3.10/site-packages/httpx/_transports/default.py", line 86, in map_httpcore_exceptions
    raise mapped_exc(message) from exc
httpx.ReadTimeout: timed out
The cache for model files in Transformers v4.22.0 has been updated. Migrating your old cache. This is a one-time only operation. You can interrupt this and resume the migration later on by calling `transformers.utils.move_cache()`.


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Did you try restarting your Space?
Not sure, but it seems to be due to some temporary infra issue or something and I guess it can be fixed by restarting. I'll restart the Space and let's see what happens.

It worked!

I have tried to restart but it did not help.
Yes, now it works, thank you!