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| # Isolated functions to reload the leaderboard data and plot the results | |
| from src.leaderboard_utils import filter_search, get_github_data | |
| from src.plot_utils import split_models, compare_plots | |
| #COMPONENTS TO RELOAD EVERY TIME | |
| # leaderboard_table, dummy_leaderboard_table, | |
| # open_models_selection, closed_models_selection, show_all, show_names, show_legend | |
| #version_select, prev_table, dummy_prev_table | |
| class ReloadData(): | |
| ''' | |
| A class containing methods to reload the leaderboard data and plot the results | |
| The methods return individual component values directly to use 'every' arg in the component | |
| ''' | |
| def __init__(self): | |
| print("Initializing Reload...........") | |
| self.primary_leaderboard_df, self.version_dfs, self.version_names = get_github_data() | |
| self.plot_df = self.primary_leaderboard_df[0] | |
| self.models = list(self.plot_df[list(self.plot_df.columns)[0]].unique()) | |
| print("Reload completed ....... Here's a reloaded dataframe for latest version") | |
| print(self.primary_leaderboard_df) | |
| def get_primary_leaderboard(self): | |
| ''' | |
| Returns | |
| self.primary_leaderboard_df[0]: Dataframe containing the primary leaderboard (laterst version of the benchmark results) | |
| ''' | |
| return self.primary_leaderboard_df[0] | |
| def get_open_models(self): | |
| ''' | |
| Returns | |
| open_models: Checkbox group containing the open models | |
| ''' | |
| self.open_models, _ = split_models(self.models) | |
| return self.open_models | |
| def get_closed_models(self): | |
| ''' | |
| Returns | |
| closed_models: Checkbox group containing the closed models | |
| ''' | |
| _, self.closed_models = split_models(self.models) | |
| return self.closed_models | |
| def get_plot_df(self): | |
| ''' | |
| Returns | |
| plot_df: Dataframe containing the results of latest version for plotting | |
| ''' | |
| return self.plot_df | |
| def get_version_names(self): | |
| ''' | |
| Returns | |
| version_names: List containing the versions of the benchmark results for dropdown selection | |
| ''' | |
| return self.version_names | |
| def get_version_df(self): | |
| ''' | |
| Returns | |
| version_dfs: Dataframe containing the benchmark results for all versions | |
| ''' | |
| return self.version_dfs | |
| def get_prev_df(self, name='initial'): | |
| ''' | |
| Returns | |
| prev_df: Dataframe containing the benchmark results for the previous versions (default = latest version) | |
| ''' | |
| if name == 'initial': | |
| name = self.version_names[0] | |
| ind = self.version_names.index(name) | |
| self.prev_df = self.version_dfs[ind] | |
| return self.prev_df | |