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Update app.py
Browse files
app.py
CHANGED
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@@ -7,8 +7,13 @@ import time
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# Your OpenRouter API key
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OPENROUTER_API_KEY = os.getenv("OPENROUTER_API_KEY") or os.getenv("my_key")
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GAIA_API_BASE = "https://gaia-benchmark-hf.fly.dev" # official GAIA API base
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class OpenRouterLLM:
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def __init__(self, api_key: str, model: str = "deepseek/deepseek-v3.1-terminus"):
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self.api_key = api_key
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@@ -16,8 +21,6 @@ class OpenRouterLLM:
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self.base_url = "https://openrouter.ai/api/v1/chat/completions"
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def __call__(self, prompt: str, max_tokens: int = 1000, temperature: float = 0.1) -> str:
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"""Make API call to OpenRouter"""
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if not self.api_key or not self.api_key.startswith('sk-or-v1-'):
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return "Error: Invalid OpenRouter API key"
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@@ -36,14 +39,11 @@ class OpenRouterLLM:
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"content": """You are a helpful AI assistant designed to answer questions accurately and concisely.
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For GAIA evaluation, provide EXACT answers without explanation unless asked.
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- For math questions, give just the number
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- For yes/no questions, give just "Yes" or "No"
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- For factual questions, give just the fact
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-
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},
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{
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"role": "user",
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"content": prompt
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}
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],
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"temperature": temperature,
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"max_tokens": max_tokens,
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@@ -52,8 +52,8 @@ For GAIA evaluation, provide EXACT answers without explanation unless asked.
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try:
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response = requests.post(
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self.base_url,
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headers=headers,
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json=payload,
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timeout=30
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)
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@@ -62,265 +62,185 @@ For GAIA evaluation, provide EXACT answers without explanation unless asked.
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return f"API Error: {response.status_code}"
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result = response.json()
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if "choices" in result and len(result["choices"]) > 0:
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return result["choices"][0]["message"]["content"].strip()
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else:
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return "Error: No response content received"
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except Exception as e:
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return f"Error: {str(e)}"
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class GAIAAgent:
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def __init__(self, api_key: str):
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self.llm = OpenRouterLLM(api_key=api_key)
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self.api_key = api_key
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def run_agent(self, prompt: str) -> str:
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"""
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Main function for GAIA evaluation
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This is what GAIA calls to get answers
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"""
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try:
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# Process the question to get a direct answer
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enhanced_prompt = f"""
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Question: {prompt}
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Analyze this question carefully and provide the exact answer. Do not include explanations, reasoning, or extra text unless specifically asked for reasoning.
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Examples of good responses:
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- Math question "What is 15 + 27?" → Answer: "42"
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- Yes/No question "Is Paris the capital of France?" → Answer: "Yes"
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- Factual question "What is the capital of Japan?" → Answer: "Tokyo"
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Your answer:"""
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response = self.llm(enhanced_prompt, max_tokens=500, temperature=0.1)
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# Clean up the response to get just the answer
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answer = self.clean_answer(response)
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return answer
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except Exception as e:
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return f"Error: {str(e)}"
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def clean_answer(self, response: str) -> str:
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"""Clean the response to extract just the answer"""
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response = response.strip()
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# Remove common prefixes
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prefixes_to_remove = [
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"Answer:", "The answer is:", "Response:", "Result:",
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"Final answer:", "Solution:", "A:", "Answer is:"
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]
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-
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for prefix in prefixes_to_remove:
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if response.lower().startswith(prefix.lower()):
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response = response[len(prefix):].strip()
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-
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# Remove quotes if they wrap the entire answer
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if response.startswith('"') and response.endswith('"'):
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response = response[1:-1]
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return response
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def get_questions(self) -> List[Dict]:
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"""Get questions from GAIA API"""
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try:
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if
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return
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return []
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def get_random_question(self) -> Dict:
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"""Get a random question from GAIA API"""
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try:
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if
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return
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return {}
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def submit_answers(self, username: str, agent_code: str, answers: List[Dict]) -> Dict:
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"""Submit answers to GAIA for scoring"""
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try:
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payload = {
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"username": username,
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"agent_code": agent_code,
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"answers": answers
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}
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timeout=60
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)
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if response.status_code == 200:
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return response.json()
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else:
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return {"error": f"Submission failed: {response.status_code}"}
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except Exception as e:
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return {"error": f"Submission error: {str(e)}"}
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agent = GAIAAgent(api_key=OPENROUTER_API_KEY)
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def run_agent(prompt: str) -> str:
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"""Main function that GAIA will call"""
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return agent.run_agent(prompt)
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def test_single_question():
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"""Test the agent with a single question"""
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question = agent.get_random_question()
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if question:
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return "Failed to get question"
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def run_full_evaluation(username: str, progress=gr.Progress()):
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"""Run full GAIA evaluation"""
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if not username:
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return "Please provide your Hugging Face username"
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if not OPENROUTER_API_KEY:
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return "Please configure your OpenRouter API key"
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progress(0.1, desc="
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# Get all questions
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questions = agent.get_questions()
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if not questions:
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return "Failed to retrieve questions from GAIA API"
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progress(0.2, desc=f"Processing {len(questions)} questions...")
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# Process each question
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answers = []
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for i, question in enumerate(questions):
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progress(0.2 + (0.7 * i / len(questions)), desc=f"Processing
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task_id = question.get("task_id", "")
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"task_id": task_id,
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"submitted_answer": answer
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})
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# Small delay to avoid rate limiting
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time.sleep(0.5)
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progress(0.9, desc="Submitting answers...")
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# Submit answers
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agent_code = f"https://huggingface.co/spaces/{username}/Gaia-Test-Agent/tree/main"
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result = agent.submit_answers(username, agent_code, answers)
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progress(1.0, desc="
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if "error" in result:
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return f"Submission failed: {result['error']}"
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#
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def create_gradio_app():
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with gr.Blocks(title="GAIA Test Agent", theme=gr.themes.Soft()) as app:
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gr.HTML("""
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<div style="text-align:
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<h1>GAIA Test Agent</h1>
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<p>AI Agent for GAIA Benchmark Evaluation</p>
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</div>
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""")
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with gr.Tab("Single Question Test"):
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lines=10,
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placeholder="Test results will appear here..."
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)
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test_btn.click(
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fn=test_single_question,
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outputs=[test_output]
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)
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with gr.Tab("Full Evaluation"):
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gr.
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username_input = gr.Textbox(
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label="Hugging Face Username",
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placeholder="Enter your HF username",
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info="This will be used for the leaderboard"
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)
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eval_btn = gr.Button("Run Full Evaluation", variant="primary")
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lines=15,
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placeholder="Evaluation results will appear here..."
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)
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eval_btn.click(
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fn=run_full_evaluation,
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inputs=[username_input],
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outputs=[eval_output],
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show_progress=True
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)
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with gr.Tab("Manual
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gr.
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placeholder="Type a question to test...",
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lines=3
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)
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manual_btn = gr.Button("Get Answer", variant="primary")
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manual_output = gr.Textbox(
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label="Answer",
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lines=5,
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placeholder="Answer will appear here..."
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)
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manual_btn.click(
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fn=run_agent,
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inputs=[manual_input],
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outputs=[manual_output]
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)
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gr.Markdown("""
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###
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- Set your
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- Keep your Space public for leaderboard verification
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- Your HF username will appear on the leaderboard
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""")
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return app
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if __name__ == "__main__":
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app = create_gradio_app()
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if os.getenv("SPACE_ID"):
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app.launch(server_name="0.0.0.0", server_port=7860, show_api=False)
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else:
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app.launch(share=True, show_api=False)
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# Your OpenRouter API key
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OPENROUTER_API_KEY = os.getenv("OPENROUTER_API_KEY") or os.getenv("my_key")
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# ✅ Replace with the official GAIA leaderboard API base
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GAIA_API_BASE = "https://gaia-leaderboard.fly.dev"
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# -----------------------------
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# OpenRouter LLM Wrapper
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# -----------------------------
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class OpenRouterLLM:
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def __init__(self, api_key: str, model: str = "deepseek/deepseek-v3.1-terminus"):
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self.api_key = api_key
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self.base_url = "https://openrouter.ai/api/v1/chat/completions"
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def __call__(self, prompt: str, max_tokens: int = 1000, temperature: float = 0.1) -> str:
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if not self.api_key or not self.api_key.startswith('sk-or-v1-'):
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return "Error: Invalid OpenRouter API key"
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"content": """You are a helpful AI assistant designed to answer questions accurately and concisely.
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For GAIA evaluation, provide EXACT answers without explanation unless asked.
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- For math questions, give just the number
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- For yes/no questions, give just "Yes" or "No"
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- For factual questions, give just the fact
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Be precise and direct."""
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},
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{"role": "user", "content": prompt}
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],
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"temperature": temperature,
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"max_tokens": max_tokens,
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try:
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response = requests.post(
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self.base_url,
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headers=headers,
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json=payload,
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timeout=30
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)
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return f"API Error: {response.status_code}"
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result = response.json()
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if "choices" in result and len(result["choices"]) > 0:
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return result["choices"][0]["message"]["content"].strip()
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else:
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return "Error: No response content received"
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except Exception as e:
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return f"Error: {str(e)}"
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# -----------------------------
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# GAIA Agent
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# -----------------------------
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class GAIAAgent:
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def __init__(self, api_key: str):
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self.llm = OpenRouterLLM(api_key=api_key)
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self.api_key = api_key
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def run_agent(self, prompt: str) -> str:
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try:
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enhanced_prompt = f"""
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Question: {prompt}
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Analyze this question carefully and provide the exact answer. Do not include explanations, reasoning, or extra text.
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Your answer:"""
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response = self.llm(enhanced_prompt, max_tokens=500, temperature=0.1)
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return self.clean_answer(response)
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except Exception as e:
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return f"Error: {str(e)}"
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def clean_answer(self, response: str) -> str:
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response = response.strip()
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prefixes_to_remove = [
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"Answer:", "The answer is:", "Response:", "Result:",
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"Final answer:", "Solution:", "A:", "Answer is:"
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]
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for prefix in prefixes_to_remove:
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if response.lower().startswith(prefix.lower()):
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response = response[len(prefix):].strip()
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if response.startswith('"') and response.endswith('"'):
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response = response[1:-1]
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return response
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def get_questions(self) -> List[Dict]:
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try:
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resp = requests.get(f"{GAIA_API_BASE}/questions", timeout=30)
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if resp.status_code == 200:
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return resp.json()
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return []
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except Exception as e:
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print("Error fetching questions:", e)
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return []
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def get_random_question(self) -> Dict:
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try:
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resp = requests.get(f"{GAIA_API_BASE}/random-question", timeout=30)
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if resp.status_code == 200:
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return resp.json()
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return {}
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except Exception as e:
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print("Error fetching random question:", e)
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return {}
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def get_file(self, task_id: str) -> bytes:
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"""Download file for a specific task"""
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try:
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resp = requests.get(f"{GAIA_API_BASE}/files/{task_id}", timeout=60)
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if resp.status_code == 200:
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return resp.content
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return None
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except Exception as e:
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print("Error fetching file:", e)
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return None
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def submit_answers(self, username: str, agent_code: str, answers: List[Dict]) -> Dict:
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try:
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payload = {
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"username": username,
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"agent_code": agent_code,
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"answers": answers
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}
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+
resp = requests.post(f"{GAIA_API_BASE}/submit", json=payload, timeout=60)
|
| 144 |
+
if resp.status_code == 200:
|
| 145 |
+
return resp.json()
|
| 146 |
+
return {"error": f"Submission failed: {resp.status_code}"}
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 147 |
except Exception as e:
|
| 148 |
return {"error": f"Submission error: {str(e)}"}
|
| 149 |
|
| 150 |
+
|
| 151 |
+
# -----------------------------
|
| 152 |
+
# Helper Functions
|
| 153 |
+
# -----------------------------
|
| 154 |
agent = GAIAAgent(api_key=OPENROUTER_API_KEY)
|
| 155 |
|
| 156 |
def run_agent(prompt: str) -> str:
|
|
|
|
| 157 |
return agent.run_agent(prompt)
|
| 158 |
|
| 159 |
def test_single_question():
|
|
|
|
| 160 |
question = agent.get_random_question()
|
| 161 |
if question:
|
| 162 |
+
q_text = question.get("Question", "")
|
| 163 |
+
answer = run_agent(q_text)
|
| 164 |
+
return f"Q: {q_text}\nA: {answer}"
|
| 165 |
return "Failed to get question"
|
| 166 |
|
| 167 |
def run_full_evaluation(username: str, progress=gr.Progress()):
|
|
|
|
| 168 |
if not username:
|
| 169 |
return "Please provide your Hugging Face username"
|
|
|
|
| 170 |
if not OPENROUTER_API_KEY:
|
| 171 |
return "Please configure your OpenRouter API key"
|
| 172 |
|
| 173 |
+
progress(0.1, desc="Fetching questions...")
|
|
|
|
|
|
|
| 174 |
questions = agent.get_questions()
|
| 175 |
if not questions:
|
| 176 |
return "Failed to retrieve questions from GAIA API"
|
| 177 |
|
|
|
|
|
|
|
|
|
|
| 178 |
answers = []
|
| 179 |
for i, question in enumerate(questions):
|
| 180 |
+
progress(0.2 + (0.7 * i / len(questions)), desc=f"Processing {i+1}/{len(questions)}")
|
|
|
|
| 181 |
task_id = question.get("task_id", "")
|
| 182 |
+
q_text = question.get("Question", "")
|
| 183 |
+
if q_text:
|
| 184 |
+
ans = run_agent(q_text)
|
| 185 |
+
answers.append({"task_id": task_id, "submitted_answer": ans})
|
| 186 |
+
time.sleep(0.5) # avoid hammering
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 187 |
|
| 188 |
progress(0.9, desc="Submitting answers...")
|
|
|
|
|
|
|
| 189 |
agent_code = f"https://huggingface.co/spaces/{username}/Gaia-Test-Agent/tree/main"
|
| 190 |
result = agent.submit_answers(username, agent_code, answers)
|
| 191 |
|
| 192 |
+
progress(1.0, desc="Done")
|
|
|
|
| 193 |
if "error" in result:
|
| 194 |
return f"Submission failed: {result['error']}"
|
| 195 |
+
score = result.get("score", 0)
|
| 196 |
+
return f"Evaluation complete!\nScore: {score}%\nAnswers submitted: {len(answers)}"
|
| 197 |
+
|
| 198 |
|
| 199 |
+
# -----------------------------
|
| 200 |
+
# Gradio App
|
| 201 |
+
# -----------------------------
|
| 202 |
def create_gradio_app():
|
| 203 |
with gr.Blocks(title="GAIA Test Agent", theme=gr.themes.Soft()) as app:
|
|
|
|
| 204 |
gr.HTML("""
|
| 205 |
+
<div style="text-align:center;background:linear-gradient(90deg,#667eea,#764ba2);color:white;padding:20px;border-radius:10px;margin-bottom:20px;">
|
| 206 |
<h1>GAIA Test Agent</h1>
|
| 207 |
<p>AI Agent for GAIA Benchmark Evaluation</p>
|
| 208 |
</div>
|
| 209 |
""")
|
| 210 |
|
| 211 |
with gr.Tab("Single Question Test"):
|
| 212 |
+
btn = gr.Button("Test Random Question", variant="primary")
|
| 213 |
+
out = gr.Textbox(label="Result", lines=8)
|
| 214 |
+
btn.click(fn=test_single_question, outputs=[out])
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 215 |
|
| 216 |
with gr.Tab("Full Evaluation"):
|
| 217 |
+
username = gr.Textbox(label="HF Username", placeholder="Enter your username")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 218 |
eval_btn = gr.Button("Run Full Evaluation", variant="primary")
|
| 219 |
+
eval_out = gr.Textbox(label="Results", lines=12)
|
| 220 |
+
eval_btn.click(fn=run_full_evaluation, inputs=[username], outputs=[eval_out], show_progress=True)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 221 |
|
| 222 |
+
with gr.Tab("Manual Test"):
|
| 223 |
+
q_in = gr.Textbox(label="Enter Question", lines=3)
|
| 224 |
+
q_btn = gr.Button("Get Answer", variant="primary")
|
| 225 |
+
q_out = gr.Textbox(label="Answer", lines=4)
|
| 226 |
+
q_btn.click(fn=run_agent, inputs=[q_in], outputs=[q_out])
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 227 |
|
| 228 |
gr.Markdown("""
|
| 229 |
+
### Instructions
|
| 230 |
+
- **Single Question Test**: Try a random GAIA question.
|
| 231 |
+
- **Full Evaluation**: Run through the 20 evaluation questions and submit.
|
| 232 |
+
- **Manual Test**: Try custom questions.
|
| 233 |
+
|
| 234 |
+
Requirements:
|
| 235 |
+
- Set your `OPENROUTER_API_KEY` in Space secrets.
|
| 236 |
+
- Keep your Space public for leaderboard verification.
|
|
|
|
| 237 |
""")
|
|
|
|
| 238 |
return app
|
| 239 |
|
| 240 |
+
|
| 241 |
if __name__ == "__main__":
|
| 242 |
app = create_gradio_app()
|
|
|
|
| 243 |
if os.getenv("SPACE_ID"):
|
| 244 |
app.launch(server_name="0.0.0.0", server_port=7860, show_api=False)
|
| 245 |
else:
|
| 246 |
+
app.launch(share=True, show_api=False)
|