The current implementation in mlebench/cli.py has areas that can be improved for better efficiency and error handling:
Error Handling:
Add checks for invalid competition IDs or missing arguments, providing informative error messages.
Wrap file operations (e.g., reading a list of competitions from a file) in try-except blocks to handle potential IOError or FileNotFoundError.
Ensure that new_registry.get_competition() returns a valid competition object to avoid potential AttributeError.
Include a check for unsupported commands to handle cases where args.command does not match any expected values.
Efficiency:
Avoid repeated calls to registry.list_competition_ids() by storing the result in a variable when used multiple times.
Parallelize downloads and other operations in the prepare and download-leaderboard commands to speed up processing, especially when working with multiple competitions.
Implementing these improvements will enhance the performance of the code.
Please assign me this issue so that i can contribute in it.
The current implementation in
mlebench/cli.py
has areas that can be improved for better efficiency and error handling:Error Handling:
IOError
orFileNotFoundError
.new_registry.get_competition()
returns a valid competition object to avoid potentialAttributeError
.args.command
does not match any expected values.Efficiency:
registry.list_competition_ids()
by storing the result in a variable when used multiple times.prepare
anddownload-leaderboard
commands to speed up processing, especially when working with multiple competitions.Implementing these improvements will enhance the performance of the code. Please assign me this issue so that i can contribute in it.