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import requests |
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from datetime import datetime |
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import pandas as pd |
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import json |
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from io import StringIO |
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from src.leaderboard_utils import process_df |
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from src.assets.text_content import REPO |
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def get_versions_data(): |
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""" |
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Read and process data from CSV files of all available versions hosted on GitHub. - https://github.com/clembench/clembench-runs |
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Returns: |
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versions_data: |
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- |
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""" |
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base_repo = REPO |
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json_url = base_repo + "benchmark_runs.json" |
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response = requests.get(json_url) |
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if response.status_code != 200: |
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print(f"Failed to read JSON file: Status Code: {response.status_code}") |
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return None, None, None, None |
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json_data = response.json() |
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versions = json_data['versions'] |
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version_names = sorted( |
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[ver['version'] for ver in versions], |
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key=lambda v: list(map(int, v[1:].split('_')[0].split('.'))), |
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reverse=True |
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) |
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latest_version = version_names[0] |
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latest_date = next( |
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ver['date'] for ver in versions if ver['version'] == latest_version |
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) |
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formatted_date = datetime.strptime(latest_date, "%Y-%m-%d").strftime("%d %b %Y") |
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versions_data = {"latest": latest_version, "date": formatted_date} |
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for version in version_names: |
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if version.endswith("multimodal"): |
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version_suffix = "" |
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else: |
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version_suffix = "_multimodal" |
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mm_url = f"{base_repo}{version}{version_suffix}/results.csv" |
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mm_response = requests.get(mm_url) |
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if mm_response.status_code == 200: |
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mm_df = pd.read_csv(StringIO(mm_response.text)) |
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mm_df = process_df(mm_df) |
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mm_df = mm_df.sort_values(by=mm_df.columns[1], ascending=False) |
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versions_data[version+version_suffix] = mm_df |
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else: |
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print(f"Failed to read multimodal leaderboard CSV file for version: {version}: Status Code: {mm_response.status_code}. Please ignore this message if multimodal results are not available for this version") |
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return versions_data |
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if __name__ == "__main__": |
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versions_data = get_versions_data() |
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print(versions_data.keys()) |
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