Update agent.py
Browse files
agent.py
CHANGED
@@ -1,4 +1,4 @@
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#
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import os
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import re
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import io
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@@ -21,7 +21,7 @@ class GaiaAgent:
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response = requests.get(url, timeout=10)
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response.raise_for_status()
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return response.content, response.headers.get("Content-Type", "")
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except
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return None, None
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def ask(self, context, question):
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@@ -29,7 +29,7 @@ class GaiaAgent:
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response = self.client.chat.completions.create(
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model="gpt-4-turbo",
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messages=[
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{"role": "system", "content": "You are
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{"role": "user", "content": f"Context:\n{context}\n\nQuestion:\n{question}\n\nAnswer:"}
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],
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temperature=0,
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@@ -45,133 +45,87 @@ class GaiaAgent:
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except:
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return ""
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def handle_file(self, content,
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if not content:
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return ""
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if "image" in
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messages = [
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{"role": "system", "content": "You
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{
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"
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"
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{"type": "image_url", "image_url": {"url": f"data:image/png;base64,{image_b64}"}}
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]
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}
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]
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return
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if "audio" in
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return result.text[:2000]
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except:
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return ""
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if "excel" in content_type:
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try:
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df = pd.read_excel(io.BytesIO(content), engine="openpyxl")
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df.columns = [c.lower() for c in df.columns]
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if '
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df['sales'] = pd.to_numeric(df['sales'], errors='coerce')
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return "[MISSING REQUIRED COLUMNS]"
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except:
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return "$0.00"
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return content.decode("utf-8")[:3000]
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except:
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return ""
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def
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for i in S:
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for j in S:
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if table[i][S.index(j)] != table[j][S.index(i)]:
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non_commutative.update([i, j])
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return ", ".join(sorted(non_commutative))
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except:
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return ""
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def format_answer(self, raw, question):
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q = question.lower()
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raw = raw.strip().strip("\"'")
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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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tokens = re.findall(r"[a-zA-Z]+", raw.lower())
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ignored = {"extract", "juice", "pure", "vanilla", "sugar", "granulated", "fresh", "ripe", "pinch", "water", "whole", "cups", "salt"}
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items = sorted(set(t for t in tokens if t not in ignored and len(t) > 2))
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return ", ".join(items)
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if "commutative" in q:
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return self.handle_commutativity(question)
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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]+", raw)
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return match.group(0)
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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) if match else raw
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if "page numbers" in q:
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return
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if "usd with two decimal places" in q:
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return f"${float(
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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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return
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def __call__(self, question, task_id=None):
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if
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file_bytes, file_type = self.fetch_file(task_id)
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context = self.handle_file(file_bytes, file_type, question) if file_bytes else self.extract_web_context(question)
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if not context.strip():
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prompt_map = {
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"youtube": "transcript of video site:youtube.com",
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"malko": "malko competition winner yugoslavia site:wikipedia.org",
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"veterinarian": "equine veterinarian site:libretexts.org site:ck12.org"
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}
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for k, v in prompt_map.items():
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if k in question.lower():
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context = self.extract_web_context(v)
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break
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raw = self.ask(context, question)
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# agent_v37.py (czysta wersja bez hardkodowanych odpowiedzi, z inteligentną walidacją)
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import os
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import re
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import io
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response = requests.get(url, timeout=10)
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response.raise_for_status()
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return response.content, response.headers.get("Content-Type", "")
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except:
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return None, None
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def ask(self, context, question):
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response = self.client.chat.completions.create(
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model="gpt-4-turbo",
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messages=[
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{"role": "system", "content": "You are a precise factual assistant. Answer using only the provided context. Output only the answer, no explanation."},
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{"role": "user", "content": f"Context:\n{context}\n\nQuestion:\n{question}\n\nAnswer:"}
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],
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temperature=0,
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except:
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return ""
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def handle_file(self, content, ctype, question):
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if not content:
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return ""
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if "image" in ctype:
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b64 = base64.b64encode(content).decode("utf-8")
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messages = [
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{"role": "system", "content": "You are a chess assistant. Return only the best move for Black in algebraic notation. No comments."},
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{"role": "user", "content": [
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{"type": "text", "text": question},
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{"type": "image_url", "image_url": {"url": f"data:image/png;base64,{b64}"}}
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]}
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]
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result = self.client.chat.completions.create(model="gpt-4o", messages=messages)
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return result.choices[0].message.content.strip()
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if "audio" in ctype:
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with open("/tmp/audio.mp3", "wb") as f:
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f.write(content)
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result = self.client.audio.transcriptions.create(model="whisper-1", file=open("/tmp/audio.mp3", "rb"))
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return result.text[:2000]
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if "excel" in ctype:
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try:
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df = pd.read_excel(io.BytesIO(content), engine="openpyxl")
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df.columns = [c.lower() for c in df.columns]
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if 'sales' in df.columns and 'category' in df.columns:
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df['sales'] = pd.to_numeric(df['sales'], errors='coerce')
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return f"${df[df['category'].str.lower() == 'food']['sales'].sum():.2f}"
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return "[MISSING COLUMNS]"
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except:
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return "$0.00"
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return content.decode("utf-8", errors="ignore")[:3000]
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def validate_format(self, answer, question):
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q = question.lower()
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a = answer.strip().strip("\"'")
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if "algebraic notation" in q:
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return re.fullmatch(r"[KQBNR]?[a-h]?[1-8]?x?[a-h][1-8][+#]?", a) is not None
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if "usd with two decimal places" in q:
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return re.fullmatch(r"\$\d+\.\d{2}", a) is not None
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if "ioc country code" in q:
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return re.fullmatch(r"[A-Z]{3}", a.strip()) is not None
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if "award number" in q:
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return re.fullmatch(r"80NSSC[0-9A-Z]{6,7}", a) is not None
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if "page numbers" in q:
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return "," in a and all(x.strip().isdigit() for x in a.split(","))
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return True # allow all other answers
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def format_answer(self, raw, question):
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raw = raw.strip().strip("\"'")
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q = question.lower()
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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 "award number" in q:
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match = re.search(r"80NSSC[0-9A-Z]+", raw)
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return match.group(0)
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if "page numbers" in q:
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return ", ".join(sorted(set(re.findall(r"\d+", raw))))
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if "ioc country code" in q:
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m = re.search(r"\b[A-Z]{3}\b", raw.upper())
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return m.group(0) if m else raw
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if "first name" in q:
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return raw.split()[0]
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if "usd with two decimal places" in q:
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m = re.search(r"\d+(\.\d{1,2})?", raw)
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return f"${float(m.group()):.2f}" if m else "$0.00"
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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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m = re.search(r"\d+", raw)
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return m.group(0) if m else raw
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def __call__(self, question, task_id=None):
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file, ctype = self.fetch_file(task_id) if task_id else (None, None)
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context = self.handle_file(file, ctype, question) if file else self.extract_web_context(question)
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raw = self.ask(context, question)
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final = self.format_answer(raw, question)
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if not self.validate_format(final, question):
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retry_context = self.extract_web_context(question + " factual")
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raw_retry = self.ask(retry_context, question)
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final_retry = self.format_answer(raw_retry, question)
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if self.validate_format(final_retry, question):
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return final_retry
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return final
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