Update app.py
Browse files
app.py
CHANGED
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@@ -98,382 +98,135 @@ def youtube_captions(self, url):
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from openai import OpenAI
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class BasicAgent:
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def read_audio(self, file):
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try:
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model = whisper.load_model("base")
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result = model.transcribe(file)
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return result["text"]
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except:
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return ""
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def execute_tool(self, tool, input_data, file_url):
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if tool == "wiki_search":
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return self.wiki_search(input_data)
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if tool == "scrape_page":
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return self.scrape_page(input_data)
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if tool == "read_excel":
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file = self.download_file(file_url)
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return self.read_excel(file)
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if tool == "read_image":
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file = self.download_file(file_url)
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return self.read_image(file)
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if tool == "calculator":
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try:
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return str(eval(input_data))
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except:
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return "error"
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return "unknown tool"
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def agent_loop(self, question, file_url):
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memory = ""
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for step in range(5):
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prompt = f"""
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You are a GAIA solving agent.
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Available tools:
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1. read_excel(file_url)
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2. read_image(file_url)
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3. scrape_page(url)
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4. youtube_captions(url)
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5. calculator(expression)
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6. wiki_search(query)
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Question:
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{question}
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Previous steps:
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{memory}
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Decide next action.
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Format:
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TOOL: tool_name
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INPUT: tool_input
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OR
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FINAL: answer
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"""
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response = self.client.chat.completions.create(
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model="gpt-4o-mini",
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temperature=0,
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messages=[{"role": "user", "content": prompt}]
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)
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action = response.choices[0].message.content
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print("Agent step:", action)
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# FINAL ANSWER
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if "FINAL:" in action:
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return action.split("FINAL:")[-1].strip()
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# TOOL CALL
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if "TOOL:" in action:
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tool = action.split("TOOL:")[1].split("\n")[0].strip()
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input_data = action.split("INPUT:")[-1].strip()
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result = self.execute_tool(tool, input_data, file_url)
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memory += f"\nTool {tool} result:\n{result}\n"
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return "No answer found"
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def __init__(self):
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print("🚀 Super GAIA Agent initialized")
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# ------------------------------------------------
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# Download file
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# ------------------------------------------------
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def download_file(self, url):
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try:
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r = requests.get(url, timeout=20)
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file_name = url.split("/")[-1]
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with open(file_name, "wb") as f:
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f.write(r.content)
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return file_name
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except Exception as e:
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print("Download error:", e)
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return None
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# ------------------------------------------------
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# Excel parser
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# ------------------------------------------------
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def read_excel(self, file):
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try:
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df = pd.read_excel(file)
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return df.to_string()
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except Exception as e:
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print("Excel error:", e)
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return ""
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# ------------------------------------------------
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# Image OCR
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# ------------------------------------------------
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def read_image(self, file):
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try:
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img = Image.open(file)
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text = pytesseract.image_to_string(img)
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return text
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except Exception as e:
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print("OCR error:", e)
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return ""
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# ------------------------------------------------
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# Web scraper
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# ------------------------------------------------
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def scrape_page(self, url):
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try:
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r = requests.get(url, timeout=20)
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soup = BeautifulSoup(r.text, "html.parser")
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text = soup.get_text()
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return text[:6000]
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except Exception as e:
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print("Web error:", e)
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return ""
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# ------------------------------------------------
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# Wikipedia search
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# ------------------------------------------------
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def wiki_search(self, query):
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try:
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r = requests.get(url).json()
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title = r["query"]["search"][0]["title"]
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f"https://en.wikipedia.org/api/rest_v1/page/summary/{title}"
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).json()
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return page["extract"]
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except:
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# ------------------------------------------------
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# Python calculator
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# ------------------------------------------------
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def calculator(self, question):
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try:
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if
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return
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with open(file) as f:
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return f.read()
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except:
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return ""
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# ------------------------------------------------
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# Clean answer
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# ------------------------------------------------
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def clean(self, text):
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text = text.replace("Answer:", "")
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text = text.replace("Final answer:", "")
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text = text.strip()
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text = text.replace("\n", " ")
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return text
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# ------------------------------------------------
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# LLM reasoning
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# ------------------------------------------------
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def reason(self, question, file_content):
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wiki_data = self.wiki_search(question)
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prompt = f"""
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You are a powerful GAIA benchmark agent.
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You can:
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- read tables
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- analyze files
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- solve math
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- search wikipedia
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- extract OCR text
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QUESTION:
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{question}
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FILE CONTENT:
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{file_content}
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WIKIPEDIA DATA:
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{wiki_data}
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Solve the task carefully.
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If a list is requested, return the FULL list.
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Return ONLY the final answer.
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"""
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response = self.client.chat.completions.create(
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model="gpt-4o-mini",
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temperature=0,
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messages=[
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{"role": "system", "content": "You are a highly capable reasoning agent."},
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{"role": "user", "content": prompt}
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]
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)
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return response.choices[0].message.content
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# ------------------------------------------------
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# Extract final answer
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# ------------------------------------------------
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def extract(self, reasoning):
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Extract the final answer from the text.
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{
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answer = self.agent_loop(question, file_url)
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print("Final:", answer)
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return answer
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def run_and_submit_all( profile: gr.OAuthProfile | None):
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"""
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from openai import OpenAI
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class BasicAgent:
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def __init__(self):
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print("🚀 Super GAIA Agent initialized")
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# Ensure your API Key is set in the Hugging Face Space Secrets
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self.client = OpenAI()
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def download_file(self, url):
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if not url or not url.startswith("http"):
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return None
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try:
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r = requests.get(url, timeout=20)
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file_name = url.split("/")[-1] or "temp_file"
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with open(file_name, "wb") as f:
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f.write(r.content)
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return file_name
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except Exception as e:
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print(f"Download error: {e}")
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return None
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def wiki_search(self, query):
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try:
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# Clean query to avoid API errors
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query = query.strip('"')
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url = f"https://en.wikipedia.org{query}&format=json"
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r = requests.get(url).json()
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if not r.get("query", {}).get("search"):
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return "No wikipedia results found."
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title = r["query"]["search"][0]["title"]
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page = requests.get(f"https://en.wikipedia.org{title}").json()
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return page.get("extract", "No summary available.")
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| 130 |
except:
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| 131 |
+
return "Wikipedia search failed."
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| 132 |
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| 133 |
+
def youtube_captions(self, url):
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| 134 |
try:
|
| 135 |
+
ydl_opts = {"skip_download": True, "writesubtitles": True, "writeautomaticsub": True}
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| 136 |
+
with yt_dlp.YoutubeDL(ydl_opts) as ydl:
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| 137 |
+
info = ydl.extract_info(url, download=False)
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| 138 |
+
# Return first available captions
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| 139 |
+
return str(info.get("subtitles") or info.get("automatic_captions"))[:5000]
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| 140 |
+
except Exception as e:
|
| 141 |
+
return f"YouTube error: {e}"
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| 142 |
|
| 143 |
+
def execute_tool(self, tool, input_data, file_url):
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| 144 |
+
# 1. Handle tools that need the provided file_url
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| 145 |
+
if tool in ["read_excel", "read_image"]:
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| 146 |
+
target_url = file_url if file_url else input_data
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| 147 |
+
local_file = self.download_file(target_url)
|
| 148 |
+
if not local_file: return "Error: Could not download file. Check if file_url is valid."
|
| 149 |
+
|
| 150 |
+
if tool == "read_excel":
|
| 151 |
+
try:
|
| 152 |
+
return pd.read_excel(local_file).to_string()[:5000]
|
| 153 |
+
except: return "Excel read error."
|
| 154 |
+
if tool == "read_image":
|
| 155 |
+
try:
|
| 156 |
+
return pytesseract.image_to_string(Image.open(local_file))
|
| 157 |
+
except: return "OCR read error."
|
| 158 |
+
|
| 159 |
+
# 2. Handle web/search tools
|
| 160 |
+
if tool == "wiki_search":
|
| 161 |
+
return self.wiki_search(input_data)
|
| 162 |
+
if tool == "scrape_page":
|
| 163 |
+
try:
|
| 164 |
+
r = requests.get(input_data, timeout=15)
|
| 165 |
+
return BeautifulSoup(r.text, "html.parser").get_text()[:6000]
|
| 166 |
+
except: return "Web scraping failed."
|
| 167 |
+
if tool == "youtube_captions":
|
| 168 |
+
return self.youtube_captions(input_data)
|
| 169 |
+
if tool == "calculator":
|
| 170 |
+
try:
|
| 171 |
+
# Basic math security
|
| 172 |
+
clean = re.sub(r'[^\d\+\-\*\/\(\)\.]', '', input_data)
|
| 173 |
+
return str(eval(clean, {"__builtins__": {}}))
|
| 174 |
+
except: return "Math error."
|
| 175 |
+
|
| 176 |
+
return "Unknown tool"
|
| 177 |
+
|
| 178 |
+
def agent_loop(self, question, file_url=None):
|
| 179 |
+
memory = ""
|
| 180 |
+
# Provide the file_url explicitly in the prompt so the agent knows it exists
|
| 181 |
+
file_info = f"\nNote: A file is available for this task at: {file_url}" if file_url else ""
|
| 182 |
+
|
| 183 |
+
for step in range(5):
|
| 184 |
+
prompt = f"""You are a GAIA solving agent.
|
| 185 |
+
Available tools: read_excel, read_image, scrape_page, youtube_captions, calculator, wiki_search.
|
| 186 |
+
{file_info}
|
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|
|
| 187 |
|
| 188 |
+
Question: {question}
|
|
|
|
| 189 |
|
| 190 |
+
Current History:
|
| 191 |
+
{memory}
|
| 192 |
|
| 193 |
+
Instructions:
|
| 194 |
+
1. If you need to read the provided file, use TOOL: read_excel or TOOL: read_image with INPUT: {file_url if file_url else 'none'}.
|
| 195 |
+
2. Give a FINAL answer as soon as you have enough information.
|
| 196 |
|
| 197 |
+
Format:
|
| 198 |
+
TOOL: tool_name
|
| 199 |
+
INPUT: tool_input
|
| 200 |
+
OR
|
| 201 |
+
FINAL: your_precise_answer"""
|
| 202 |
|
| 203 |
+
response = self.client.chat.completions.create(
|
| 204 |
+
model="gpt-4o-mini",
|
| 205 |
+
temperature=0,
|
| 206 |
+
messages=[{"role": "system", "content": "You are a helpful assistant that uses tools to solve tasks."},
|
| 207 |
+
{"role": "user", "content": prompt}]
|
| 208 |
+
)
|
| 209 |
+
|
| 210 |
+
action = response.choices[0].message.content.strip()
|
| 211 |
+
print(f"Agent step: {action}")
|
| 212 |
|
| 213 |
+
if "FINAL:" in action:
|
| 214 |
+
# Extract only the content after FINAL:
|
| 215 |
+
return action.split("FINAL:")[-1].strip()
|
| 216 |
|
| 217 |
+
if "TOOL:" in action:
|
| 218 |
+
try:
|
| 219 |
+
tool_part = action.split("TOOL:")[1].split("\n")[0].strip()
|
| 220 |
+
input_part = action.split("INPUT:")[1].split("\n")[0].strip()
|
| 221 |
+
result = self.execute_tool(tool_part, input_part, file_url)
|
| 222 |
+
memory += f"\nStep {step}: Tool {tool_part} returned: {result[:1000]}"
|
| 223 |
+
except Exception as e:
|
| 224 |
+
memory += f"\nStep {step}: Tool call error: {str(e)}"
|
| 225 |
+
else:
|
| 226 |
+
# If the agent just talks without a tool or FINAL, treat as text
|
| 227 |
+
memory += f"\nStep {step}: {action}"
|
| 228 |
+
|
| 229 |
+
return "No answer found"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 230 |
|
| 231 |
def run_and_submit_all( profile: gr.OAuthProfile | None):
|
| 232 |
"""
|