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| import os | |
| import gradio as gr | |
| import pandas as pd | |
| from gradio_huggingfacehub_search import HuggingfaceHubSearch | |
| import requests | |
| leaderboard_url = os.getenv("LEADERBOARD_URL", "https://leaderboard.nexa4ai.com") | |
| get_ranking_url = f"{leaderboard_url}/model/get-ranking-by-category" | |
| get_models_url = f"{leaderboard_url}/model/get-models-by-category" | |
| vote_url = f"{leaderboard_url}/model/vote" | |
| submit_models_url = f"{leaderboard_url}/model/submit-models" | |
| def update_table(category): | |
| url_with_params = f"{get_ranking_url}?category={category}" | |
| response = requests.get(url_with_params) | |
| if response.status_code == 200: | |
| ranking_data = response.json()["ranking"] | |
| api_model_data = { | |
| "Model": [item["model_id"] for item in ranking_data], | |
| "Votes": [item["votes"] for item in ranking_data], | |
| "Categories": [item["categories"] for item in ranking_data] if category == "all" else [category] * len(ranking_data) | |
| } | |
| api_df = pd.DataFrame(api_model_data) | |
| else: | |
| print(f"Failed to submit request: {response.text}") | |
| api_df = pd.DataFrame() | |
| return api_df | |
| def get_user(profile: gr.OAuthProfile | None) -> str: | |
| if profile is None: | |
| return "" | |
| return profile.username | |
| def get_vote_models(category): | |
| if not category: | |
| return [] | |
| url_with_params = f"{get_models_url}?category={category}" | |
| response = requests.get(url_with_params) | |
| if response.status_code == 200: | |
| models_data = response.json() | |
| return gr.CheckboxGroup(choices=models_data, label="Choose your options", interactive=True) | |
| else: | |
| print(f"Failed to get models: {response.text}") | |
| return [] | |
| def submit_vote(username, category, models): | |
| if not category or not models: | |
| return "All fields are required!" | |
| if not username: | |
| return "You need to log in to submit a vote." | |
| if username.startswith("Hello "): | |
| username = username[6:] | |
| data = { | |
| "category": category, | |
| "username": username, | |
| "model_ids": models | |
| } | |
| response = requests.post(vote_url, json=data) | |
| if response.status_code == 200: | |
| return f"Vote '{models}' submitted successfully!" | |
| else: | |
| return f"Failed to vote: {response.text}" | |
| def submit_model(category, model_id): | |
| if not category or not model_id: | |
| return "All fields are required!" | |
| data = { | |
| "model_id": model_id, | |
| "categories": [category] | |
| } | |
| response = requests.post(submit_models_url, json=data) | |
| if response.status_code == 200: | |
| return "Your request has been submitted successfully. We will notify you by email once processing is complete." | |
| else: | |
| return f"Failed to submit request: {response.text}" | |
| theme = gr.themes.Soft() | |
| with gr.Blocks(theme=theme) as app: | |
| with gr.Tabs(): | |
| with gr.TabItem("Table"): | |
| category = gr.Dropdown( | |
| choices=["all", "Biology", "Physics", "Business", "Chemistry", "Economics", "Philosophy", "History", "Culture", "Computer Science", "Math", "Health", "Law", "Engineering", "Other"], | |
| label="Select Category", | |
| value="all" | |
| ) | |
| initial_data = update_table("all") | |
| table = gr.Dataframe( | |
| headers=["Model", "Votes", "Categories"], | |
| datatype=["str", "number", "str"], | |
| value=initial_data, | |
| col_count=(3, "fixed"), | |
| ) | |
| category.change(update_table, inputs=category, outputs=table) | |
| with gr.TabItem("Vote"): | |
| username_text = gr.State(value="") | |
| login_button = gr.LoginButton() | |
| app.load(get_user, inputs=None, outputs=username_text) | |
| category = gr.Dropdown( | |
| choices=["Biology", "Physics", "Business", "Chemistry", "Economics", "Philosophy", "History", "Culture", "Computer Science", "Math", "Health", "Law", "Engineering", "Other"], | |
| label="Select Category" | |
| ) | |
| cbg = gr.CheckboxGroup(choices=[], label="Choose your options",interactive=True) | |
| submit_button = gr.Button("Submit Vote") | |
| submit_result = gr.Markdown() | |
| category.change(get_vote_models, inputs=category, outputs=cbg) | |
| submit_button.click(fn=submit_vote, inputs=[username_text, category, cbg], outputs=submit_result) | |
| with gr.TabItem("Submit Model"): | |
| category = gr.Dropdown(choices=["Biology", "Physics", "Business", "Chemistry", "Economics", "Philosophy", "History", "Culture", "Computer Science", "Math", "Health", "Law", "Engineering", "Other"], label="Select Category") | |
| model_id = HuggingfaceHubSearch(label="Hub Model ID", placeholder="Search for model id on Huggingface", search_type="model") | |
| submit_model_button = gr.Button("Submit Model") | |
| submit_model_result = gr.Markdown() | |
| submit_model_button.click(fn=submit_model, inputs=[category, model_id], outputs=submit_model_result) | |
| app.launch(share=True) |