Update evaluation logic for dashboard support#62
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prateekdesai04 wants to merge 1 commit intoautogluon:masterfrom
Open
Update evaluation logic for dashboard support#62prateekdesai04 wants to merge 1 commit intoautogluon:masterfrom
prateekdesai04 wants to merge 1 commit intoautogluon:masterfrom
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tonyhoo
approved these changes
Oct 23, 2023
Innixma
reviewed
Oct 23, 2023
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| dataframes = [] | ||
| for path in paths: | ||
| path = path if is_s3_url(path) else os.path.join(self.results_dir_input, path) | ||
| dataframe = pd.read_csv(path) | ||
| dataframes.append(dataframe) | ||
| # Discarding extra folds | ||
| min_num_rows = min(len(df) for df in dataframes) | ||
| trimmed_dataframes = [df[:min_num_rows] for df in dataframes] | ||
| return pd.concat(trimmed_dataframes, ignore_index=True, sort=True) |
Contributor
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This will not discard extra folds properly. Please add a unit test and separate out the filtering logic so it is not hard-coded into the load_results_raw method.
- Not all DataFrames loaded will have the same number of methods or datasets, so trimming by length of rows will not work.
- We don't want to always filter extra folds. This should be a post-load operation that is optional.
- You are assuming the input file is sorted by fold. This is not a valid assumption.
suzhoum
reviewed
Oct 23, 2023
| dataframe = pd.read_csv(path) | ||
| dataframes.append(dataframe) | ||
| # Discarding extra folds | ||
| min_num_rows = min(len(df) for df in dataframes) |
Collaborator
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What if there are multiple datasets in results file? min() will not do what it's intended right?
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Description of changes:
This PR handles the case where if multiple cleaned CSVs having been run on different folds are being evaluated.
Initially evaluation was only possible if all were using same number of folds.
This sets the folds to the least of all the cleaned CSVs being evaluated.
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