Hyper Parameter Optimization Journal

hakanonal / geodashml

ML reinforcement learning project that learns how to play geometry dash game

GNU General Public License v3.0

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Hyper Parameter Optimization Journal #3

Open hakanonal opened 4 years ago

hakanonal commented 4 years ago

This issue is opened for journaling the hyper parameter optimization process:

The metrics are being monitored via WANDB dashboard located here.
There will be also various sweeps for different possible hyper parameter value ranges.
Different sweep ranges maybe created when there is improvement in the performance of the training gets better.
When creating new sweep configuration this template sweep yaml configuration file may help.

hakanonal commented 4 years ago

So now I will start a new sweep. for exploring wide ranges of parameters. I have fined tuned the sweep config yaml file.

hakanonal commented 4 years ago

The current structure of the program seems not to be optimizable. Hence the program performance is extremely slow. When we examine this run, it has about 4hours and the cpu activity has halted. We got an error message in the console "selenium.common.exceptions.WebDriverException: Message: chrome not reachable". Addtionally even we got an error message, the sweep agent did not passed to the next run. So we have couple of issues here.