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Browse files- .gitignore +163 -0
- app.py +83 -0
.gitignore
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# Byte-compiled / optimized / DLL files
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*.py,cover
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# install all needed dependencies.
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#Pipfile.lock
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# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
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.dmypy.json
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dmypy.json
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playground/
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app.py
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import ast
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import json
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import urllib
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import gradio as gr
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import pandas as pd
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from datasets import load_dataset
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from gradio_leaderboard import Leaderboard, SelectColumns, SearchColumns, ColumnFilter
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df = pd.read_json("https://raw.githubusercontent.com/huggingface/lighteval/main/src/lighteval/tasks/tasks_table.jsonl", lines=True).explode("suite").reset_index(drop=True)
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with urllib.request.urlopen("https://raw.githubusercontent.com/huggingface/lighteval/main/src/lighteval/tasks/tasks_prompt_formatting.py") as f:
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tasks_prompt_functions_raw = f.read().decode('utf-8')
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tree = ast.parse(tasks_prompt_functions_raw)
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tasks_prompt_functions = {}
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for node in ast.walk(tree):
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if isinstance(node, ast.FunctionDef):
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function_name = node.name
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# Get the source code for the function node
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function_code = ast.get_source_segment(tasks_prompt_functions_raw, node)
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tasks_prompt_functions[function_name] = function_code
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def load_task_metadata(task_id):
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task_row = df.iloc[task_id]
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return (task_row.to_dict(), f"""Examples from the HF repository ([{task_row['hf_repo']}](https://huggingface.co/datasets/{task_row['hf_repo']}))""",
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tasks_prompt_functions.get(task_row["prompt_function"]), "unknown")
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def load_task_examples(task_id):
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task_row = df.iloc[task_id]
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dataset = load_dataset(task_row["hf_repo"], task_row["hf_subset"], split="+".join(task_row["evaluation_splits"]),
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trust_remote_code=task_row["trust_dataset"], streaming=True)
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sample_data = next(dataset.iter(20))
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# dictionary of lists to list of dictionaries
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return pd.DataFrame(dict(zip(sample_data, t if not isinstance(t, dict) and not isinstance(t, list) else json.dumps(t)))
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for t in zip(*sample_data.values()))
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with gr.Blocks() as demo:
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gr.Markdown("""
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# LightEval Tasks Explorer
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""")
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with gr.Tabs() as tabs:
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with gr.TabItem("🗃️ Tasks List"):
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Leaderboard(
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value=df,
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select_columns=SelectColumns(default_selection=["name", "suite", "prompt_function", "hf_repo", "hf_subset", "evaluation_splits", "metric"],
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cant_deselect=["name", "suite"],
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label="Columns to display"),
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search_columns=SearchColumns(primary_column="name", secondary_columns=["suite", "prompt_function", "hf_repo", "metric"],
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placeholder="Search for a task by name, suite, prompt_function, hf_repo or "
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"metric. To search by suite, for example, type 'suite:<query>'. Separate queries by \";\"",
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label="Search"),
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filter_columns=[
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ColumnFilter("suite", type="dropdown", label="Select suite"),
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# ColumnFilter("prompt_function", type="dropdown", label="Select prompt_function"),
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# ColumnFilter("metric", type="dropdown", label="Select metric")
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],
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wrap=True
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)
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with gr.TabItem("🔎 Task Inspector"):
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task_inspector_selector = gr.Dropdown(
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choices=sorted(zip((df['suite'] + '|' + df['name']).tolist(), range(len(df)))),
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label="Task",
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info="Select a task"
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)
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with gr.Row():
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with gr.Column():
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task_metadata = gr.Json(label="Task definition")
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with gr.Column():
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task_prompt_function = gr.Code(label="Task prompt function", language="python", interactive=False)
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task_dataset_header = gr.Markdown("Examples from the HF repository")
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task_dataset = gr.Dataframe(wrap=True)
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gr.on(triggers=[task_inspector_selector.change], inputs=[task_inspector_selector], outputs=[task_metadata, task_dataset_header, task_prompt_function], fn=load_task_metadata)
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gr.on(triggers=[task_inspector_selector.change], inputs=[task_inspector_selector], outputs=[task_dataset], fn=load_task_examples)
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if __name__ == "__main__":
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demo.launch()
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