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The colons are taken to indicate that these parameters should have a nested dict structure. Seed is handled differently so that runs of the same experiment, with different seeds, will be grouped by experiment name. Check the traceback above to see what actually went wrong. Note: 'thunk' must be either a callable function, or a string. Source code for spinup. By default, if a shorthand isn't given, one is automatically generated from the key using the first three letters of each colon-separated term. Args: key string : Name of parameter. Uses recursion to get this. We choose to do it this wayinstead of just calling the function directly hereto avoid leaking state between successive experiments. The traceback below, included for completeness but probably not useful for diagnosing the error , shows the stack leading up to the experiment launch. A variant's name is constructed as the grid name if you've given it one , plus param names or shorthands if available and values separated by underscores.

Acknowledgements About the Author. Link, spin up codes, when the parameter is 'seed'.

The number counting seeds is the total number of experiments that will run; the number not counting seeds is the total number of otherwise-unique configs being investigated. Also accepts 'auto', which will set up as many procs as there are cpus on the machine.

Maintenance note: the args for ExperimentGrid.

This wraps a few pieces of functionality which are useful when you want to run many experiments in sequence, including logger configuration and splitting into multiple processes for MPI. If the ExperimentGrid has a short name, write this as one line. If the name is long, break the announcement over two lines. If it is a string, it must be the name of a parameter whose values are all callable functions.