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Create app.py
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app.py
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import os
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import streamlit as st
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from huggingface_hub import Repository
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from pandas import read_csv
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from st_aggrid import AgGrid, GridOptionsBuilder, JsCode
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st.set_page_config(layout="wide")
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st.markdown("# 🤗 Whisper Event: Final Leaderboard")
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RESULTS_REPO = "results"
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RESULTS_URL = os.path.join(
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"https://huggingface.co/datasets/whisper-event", RESULTS_REPO
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)
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HF_TOKEN = os.environ.get("HF_TOKEN")
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results_repo = Repository(
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local_dir="results", clone_from=RESULTS_URL, use_auth_token=HF_TOKEN
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)
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results_repo.git_pull()
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query_params = st.experimental_get_query_params()
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if "first_query_params" not in st.session_state:
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st.session_state.first_query_params = query_params
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first_query_params = st.session_state.first_query_params
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selectable_datasets = ["mozilla-foundation/common_voice_11_0", "google/fleurs"]
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selectable_metrics = ["wer", "cer"]
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sorting_metric = selectable_metrics[0]
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split = "test"
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dataset = st.selectbox(
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"Dataset",
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selectable_datasets,
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help="Select a dataset to see the leaderboard!"
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)
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dataset_df = read_csv(f"results/{dataset.split('/')[-1]}/results.csv")
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current_query_params = {"dataset": [dataset]}
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st.experimental_set_query_params(**current_query_params)
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# Make the leaderboard
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gb = GridOptionsBuilder.from_dataframe(dataset_df)
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gb.configure_default_column(sortable=False)
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gb.configure_column(
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"model_id",
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cellRenderer=JsCode('''function(params) {return '<a target="_blank" href="https://huggingface.co/'+params.value+'">'+params.value+'</a>'}'''),
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)
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for name in selectable_metrics:
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gb.configure_column(name, type=["numericColumn", "numberColumnFilter", "customNumericFormat"], precision=2, aggFunc='sum')
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gb.configure_column(
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sorting_metric,
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sortable=True,
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)
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go = gb.build()
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fit_columns = len(dataset_df.columns) < 10
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AgGrid(dataset_df, gridOptions=go, height=28 * len(dataset_df) + (35 if fit_columns else 41), allow_unsafe_jscode=True, fit_columns_on_grid_load=fit_columns, enable_enterprise_modules=False)
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