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Multiprocessing error #43

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cl3m3nt opened this issue Apr 28, 2021 · 1 comment
Open

Multiprocessing error #43

cl3m3nt opened this issue Apr 28, 2021 · 1 comment

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@cl3m3nt
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cl3m3nt commented Apr 28, 2021

Dear mot developpers,

when using the mot AI inference service, I sometimes faced an error related to multiprocessing capabilities.
Although the error may happen over the time, it was not necessarily possible to reproduce from a deterministic perspective.
However, a common observed pattern of this error was when the AI server was processing 3 or more requests at a time.
See error details below:

[2021-04-26 09:05:41,487] ERROR in app: Exception on / [POST] [00:11<01:35, 2.58s/it]
multiprocessing.pool.RemoteTraceback: | 2/41 [00:07<02:06, 3.25s/it]
"""
Traceback (most recent call last):
File "/usr/lib/python3.6/multiprocessing/pool.py", line 119, in worker
result = (True, func(*args, **kwds))
File "/src/mot/serving/inference.py", line 233, in process_image
return localizer_tensorflow_serving_inference(image, SERVING_URL, return_all_scores=True)
File "/src/mot/object_detection/query_server.py", line 85, in localizer_tensorflow_serving_inference
signature, ratio = preprocess_for_serving(image)
File "/src/mot/object_detection/preprocessing.py", line 58, in preprocess_for_serving
resized_image, scale_ratio = resize_to_min_dimension(image, min_dimension, max_dimension)
File "/src/mot/object_detection/preprocessing.py", line 24, in resize_to_min_dimension
image = image.astype(np.float32, copy=False)
AttributeError: 'NoneType' object has no attribute 'astype'
"""

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

Traceback (most recent call last):
File "/usr/local/lib/python3.6/dist-packages/flask/app.py", line 2447, in wsgi_app
response = self.full_dispatch_request()
File "/usr/local/lib/python3.6/dist-packages/flask/app.py", line 1952, in full_dispatch_request
rv = self.handle_user_exception(e)
File "/usr/local/lib/python3.6/dist-packages/flask/app.py", line 1821, in handle_user_exception
reraise(exc_type, exc_value, tb)
File "/usr/local/lib/python3.6/dist-packages/flask/_compat.py", line 39, in reraise
raise value
File "/usr/local/lib/python3.6/dist-packages/flask/app.py", line 1950, in full_dispatch_request
rv = self.dispatch_request()
File "/usr/local/lib/python3.6/dist-packages/flask/app.py", line 1936, in dispatch_request
return self.view_functionsrule.endpoint
File "/src/mot/serving/app.py", line 11, in index
return handle_post_request()
File "/src/mot/serving/inference.py", line 60, in handle_post_request
return handle_file(request.files['file'], upload_folder, **request.form)
File "/src/mot/serving/inference.py", line 196, in handle_file
total=len(image_paths),
File "/usr/local/lib/python3.6/dist-packages/tqdm/std.py", line 1178, in iter
for obj in iterable:
File "/usr/lib/python3.6/multiprocessing/pool.py", line 735, in next
raise value
AttributeError: 'NoneType' object has no attribute 'astype'
13.74.59.243 - - [26/Apr/2021 09:05:41] "POST / HTTP/1.1" 500 -

@charlesollion
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Multiprocessing is not fully supported yet, can work on it, but for now we should send a single video per AI instance

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