Better logging for tune
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enhancement
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Description
Ideas to improve the logging capabilities in `flaml.tune`:
- [x] Take a `log_file_name` argument in `tune.run()`. Right now it takes `local_dir` as the directory for the log file, but the log file name is auto generated and can't be overridden.
- [x] When using ray, log the results after the run finishes when `log_file_name` is given.
- [ ] Provide utility functions to load the log and plot the optimization curve.
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