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Create app.py
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app.py
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import gradio as gr, pandas as pd, datetime as dt
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from huggingface_hub import hf_hub_download
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DATASET = "Mdrnfox/peft-bench-metrics"
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PQ_PATH = "data/peft_bench.parquet"
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def load_table():
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local = hf_hub_download(DATASET, PQ_PATH, repo_type="dataset")
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df_long = pd.read_parquet(local)
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wide = (
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df_long
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.query("metric != 'alias'") # drop alias
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.pivot_table(index=["model_id", "task"],
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columns="metric",
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values="value")
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.reset_index()
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.sort_values(["task", "model_id"])
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)
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return wide
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def refresh():
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return gr.DataFrame.update(value=load_table(),
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headers=None), f"Last updated {dt.datetime.utcnow():%Y-%m-%d %H:%M UTC}"
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with gr.Blocks(title="PEFT-Bench") as demo:
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gr.Markdown("# PEFT-Bench Leaderboard")
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df = gr.DataFrame(value=load_table(), interactive=False, wrap=True)
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t = gr.Markdown(f"Last updated {dt.datetime.utcnow():%Y-%m-%d %H:%M UTC}")
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gr.Button("↻ Refresh").click(refresh, outputs=[df, t])
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demo.launch()
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