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Description Simon’s blog - about Machine Learning, Computer Vision and Skip to main content Toggle navigation Simon’s blog - about Machine Learning, Computer Vision and Coding About me Avoid INTERNAL_SERVER_ERROR in MLFlow UI
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Skip to main content Toggle navigation Simon’s blog - about Machine Learning, Computer Vision and Coding About me Avoid INTERNAL_SERVER_ERROR in MLFlow UI caused by timeouts April 26, 2021 April 26, 2021 Simon Leave a comment MLFlow can be very slow sometimes, especially if you are using the default storage method (plain folders and files in the file system) rather than a database backend. If you have more than just a few runs in an experiment, the web interface gets really slow. Load times of a few minutes can easily happen if you have 100 or more runs in an experiment. MLFlow UI internally uses gunicorn as a webserver. Setting the timeout of gunicorn to a higher number can resolve the problem of seeing INTERNAL_SERVER_ERROR after the page loaded a minute or two. You can set a new timeout like this: GUNICORN_CMD_ARGS="--timeout 600" mlflow ui -h 127.0.0.1 -p 1234 This sets the timeout to 10 minutes (600 seconds) which should be enough time for most cases. However, depending on the
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