from dataclasses import dataclass, make_dataclass from enum import Enum import pandas as pd from src.about import Tasks def fields(raw_class): return [v for k, v in raw_class.__dict__.items() if k[:2] != "__" and k[-2:] != "__"] # These classes are for user facing column names, # to avoid having to change them all around the code # when a modif is needed @dataclass class ColumnContent: name: str type: str displayed_by_default: bool hidden: bool = False never_hidden: bool = False ## Leaderboard columns auto_eval_column_dict = [] # Init auto_eval_column_dict.append(["model", ColumnContent, ColumnContent("Model", "markdown", True, never_hidden=True)]) auto_eval_column_dict.append(["org", ColumnContent, ColumnContent("Organization", "str", True)]) #Scores auto_eval_column_dict.append(["average", ColumnContent, ColumnContent("Aiera Score ⬆️", "number", True)]) for task in Tasks: auto_eval_column_dict.append([task.name, ColumnContent, ColumnContent(task.value.col_name, "number", True)]) auto_eval_column_dict.append(["params", ColumnContent, ColumnContent("#Params (B)", "number", False)]) auto_eval_column_dict.append(["still_on_hub", ColumnContent, ColumnContent("Available on the hub", "bool", False)]) auto_eval_column_dict.append(["license", ColumnContent, ColumnContent("License", "str", False)]) # We use make dataclass to dynamically fill the scores from Tasks AutoEvalColumn = make_dataclass("AutoEvalColumn", auto_eval_column_dict, frozen=True) ## For the queue columns in the submission tab @dataclass(frozen=True) class EvalQueueColumn: # Queue column model = ColumnContent("model", "markdown", True) private = ColumnContent("private", "bool", False) status = ColumnContent("status", "str", True) @dataclass(frozen=True) class FailedEvalQueueColumn: # Queue column model = ColumnContent("model", "markdown", True) private = ColumnContent("private", "bool", False) status = ColumnContent("status", "str", True) reason = ColumnContent("reason", "str", True) ## All the model information that we might need @dataclass class ModelDetails: name: str display_name: str = "" symbol: str = "" # emoji # Column selection COLS = [c.name for c in fields(AutoEvalColumn) if not c.hidden] EVAL_COLS = [c.name for c in fields(EvalQueueColumn)] EVAL_TYPES = [c.type for c in fields(EvalQueueColumn)] FAILED_EVAL_COLS = [c.name for c in fields(FailedEvalQueueColumn)] FAILED_EVAL_TYPES = [c.type for c in fields(FailedEvalQueueColumn)] BENCHMARK_COLS = [t.value.col_name for t in Tasks]