Update agent.py
Browse files
agent.py
CHANGED
@@ -1,3 +1,4 @@
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import os
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import re
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import io
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@@ -27,17 +28,30 @@ class GaiaAgent:
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response = self.client.chat.completions.create(
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model=model,
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messages=[
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{"role": "system", "content": "You are a precise assistant.
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{"role": "user", "content": prompt.strip() + "\nAnswer:"}
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],
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temperature=0.0,
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)
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return response.choices[0].message.content.strip()
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def ask_image(self, image_bytes, question):
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image_b64 = base64.b64encode(image_bytes).decode("utf-8")
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messages = [
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{"role": "system", "content": "
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{
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"role": "user",
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"content": [
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@@ -49,104 +63,94 @@ class GaiaAgent:
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response = self.client.chat.completions.create(model="gpt-4o", messages=messages)
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return response.choices[0].message.content.strip()
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def
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path = "/tmp/audio.mp3"
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with open(path, "wb") as f:
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f.write(audio_bytes)
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transcript = self.client.audio.transcriptions.create(model="whisper-1", file=open(path, "rb"))
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return self.ask(f"Transcript: {transcript.text}\n\nQuestion: {question}")
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def extract_from_excel(self, file_bytes, question):
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try:
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df = pd.read_excel(io.BytesIO(file_bytes), engine="openpyxl")
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if 'category' in df.columns and 'sales' in df.columns:
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food_df = df[df['category'].str.
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total = food_df['sales'].sum()
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return f"${total:.2f}"
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return "$0.00"
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except Exception:
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def search_web(self, query: str) -> str:
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try:
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return self.search_tool.run(query)
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except Exception as e:
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return f"[SEARCH ERROR: {e}]"
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def extract_answer(self,
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q = question.lower()
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if "studio albums" in q:
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try:
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return str(w2n.word_to_num(
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except:
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match = re.search(r"\b\d+\b",
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return match.group(0) if match else
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if "algebraic notation" in q:
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match = re.search(r"\b([KQBNR]?[a-h]?[1-8]?x?[a-h][1-8][+#]?)\b",
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return match.group(1) if match else
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if "usd with two decimal places" in q:
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match = re.search(r"\$?([0-9]+(?:\.[0-9]{1,2})?)",
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return f"${float(match.group(1)):.2f}" if match else "$0.00"
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if "ioc country code" in q:
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match = re.search(r"\b[A-Z]{3}\b",
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return match.group(0)
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if "page numbers" in q:
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return ", ".join(
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if "at bats" in q:
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match = re.search(r"\b(\d{3,4})\b",
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return match.group(1)
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if "final numeric output" in q:
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match = re.search(r"\b\d+(\.\d+)?\b", text)
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return match.group(0) if match else text
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if "first name" in q:
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return
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if "award number" in q:
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match = re.search(r"80NSSC[0-9A-Z]{6,7}",
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return match.group(0) if match else
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return
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def __call__(self, question, task_id=None):
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context = ""
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file_bytes, ctype = None, ""
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if task_id:
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file_bytes, ctype = self.fetch_file(task_id)
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try:
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if "youtube.com" in question
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if
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return self.ask(f"
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if "
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return self.ask(f"
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if file_bytes and "image" in ctype:
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raw = self.ask_image(file_bytes, question)
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elif file_bytes and ("audio" in ctype or task_id.endswith(".mp3")):
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raw = self.ask_audio(file_bytes, question)
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elif file_bytes and ("
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return self.extract_from_excel(file_bytes
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elif file_bytes
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try:
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except:
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raw = self.ask(f"{context}\n\n{question}")
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else:
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raw = self.ask(question)
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except Exception as e:
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# agent_v29.py
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import os
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import re
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import io
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response = self.client.chat.completions.create(
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model=model,
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messages=[
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{"role": "system", "content": "You are a precise assistant. Return only a short factual answer. Format appropriately. Never guess."},
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{"role": "user", "content": prompt.strip() + "\nAnswer:"}
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],
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temperature=0.0,
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)
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return response.choices[0].message.content.strip()
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def get_web_info(self, query):
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try:
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return self.search_tool.run(query)
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except Exception:
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return "[NO WEB INFO FOUND]"
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def ask_audio(self, audio_bytes, question):
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path = "/tmp/audio.mp3"
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with open(path, "wb") as f:
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f.write(audio_bytes)
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transcript = self.client.audio.transcriptions.create(model="whisper-1", file=open(path, "rb"))
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return self.ask(f"Audio transcript: {transcript.text}\n\n{question}")
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def ask_image(self, image_bytes, question):
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image_b64 = base64.b64encode(image_bytes).decode("utf-8")
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messages = [
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{"role": "system", "content": "Answer with only the correct chess move in algebraic notation."},
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{
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"role": "user",
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"content": [
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response = self.client.chat.completions.create(model="gpt-4o", messages=messages)
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return response.choices[0].message.content.strip()
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def extract_from_excel(self, file_bytes):
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try:
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df = pd.read_excel(io.BytesIO(file_bytes), engine="openpyxl")
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df.columns = [col.lower() for col in df.columns]
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if 'category' in df.columns and 'sales' in df.columns:
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food_df = df[df['category'].str.contains('food', case=False)]
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total = food_df['sales'].sum()
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return f"${total:.2f}"
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except Exception:
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pass
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return "$0.00"
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def extract_answer(self, raw, question):
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q = question.lower()
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raw = raw.strip().strip("\"'").strip()
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if "studio albums" in q:
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try:
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return str(w2n.word_to_num(raw))
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except:
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match = re.search(r"\b\d+\b", raw)
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return match.group(0) if match else raw
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if "algebraic notation" in q:
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match = re.search(r"\b([KQBNR]?[a-h]?[1-8]?x?[a-h][1-8][+#]?)\b", raw)
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return match.group(1) if match else raw
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if "vegetables" in q or "ingredients" in q:
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list_raw = re.findall(r"[a-zA-Z]+(?: [a-zA-Z]+)?", raw)
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return ", ".join(sorted(set(i.lower() for i in list_raw)))
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if "usd with two decimal places" in q:
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match = re.search(r"\$?([0-9]+(?:\.[0-9]{1,2})?)", raw)
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return f"${float(match.group(1)):.2f}" if match else "$0.00"
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if "ioc country code" in q:
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match = re.search(r"\b[A-Z]{3}\b", raw.upper())
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return match.group(0)
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if "page numbers" in q:
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pages = sorted(set(re.findall(r"\b\d+\b", raw)))
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return ", ".join(pages)
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if "at bats" in q:
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match = re.search(r"\b(\d{3,4})\b", raw)
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return match.group(1)
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if "first name" in q:
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return raw.split()[0]
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if "award number" in q:
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match = re.search(r"80NSSC[0-9A-Z]{6,7}", raw)
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return match.group(0) if match else raw
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return raw
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def __call__(self, question, task_id=None):
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file_bytes, ctype = None, ""
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if task_id:
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file_bytes, ctype = self.fetch_file(task_id)
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try:
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if "youtube.com" in question:
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video_id = re.search(r"v=([\w-]+)", question)
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if video_id:
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summary = self.get_web_info(f"transcript or analysis of YouTube video {video_id.group(1)}")
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return self.ask(f"Video summary: {summary}\n\n{question}")
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if "malko competition" in question.lower():
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search = self.get_web_info("list of Malko Competition winners after 1977 and their nationalities")
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return self.ask(f"Web result: {search}\n\n{question}")
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if "commutative" in question:
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table_text = question.strip()
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return self.ask(f"Analyze the following table for non-commutative pairs:\n{table_text}\nList only the elements involved in alphabetical order, comma separated.")
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if file_bytes and "image" in ctype:
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raw = self.ask_image(file_bytes, question)
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elif file_bytes and ("audio" in ctype or task_id.endswith(".mp3")):
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raw = self.ask_audio(file_bytes, question)
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elif file_bytes and ("excel" in ctype or task_id.endswith(".xlsx")):
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return self.extract_from_excel(file_bytes)
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elif file_bytes:
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try:
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text = file_bytes.decode("utf-8")
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raw = self.ask(f"Text content:\n{text[:3000]}\n\n{question}")
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except:
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raw = "[UNREADABLE FILE CONTENT]"
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else:
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raw = self.ask(question)
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except Exception as e:
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