dawid-lorek commited on
Commit
5c63a78
·
verified ·
1 Parent(s): 2693f75

Update agent.py

Browse files
Files changed (1) hide show
  1. agent.py +26 -23
agent.py CHANGED
@@ -8,11 +8,23 @@ class GaiaAgent:
8
  def __init__(self):
9
  self.client = OpenAI(api_key=os.getenv("OPENAI_API_KEY"))
10
  self.instructions = (
11
- "You are an expert assistant solving GAIA benchmark questions. "
12
- "You analyze file contents (like CSV), reason step-by-step, and respond with a single factual answer."
 
13
  )
14
  self.api_url = "https://agents-course-unit4-scoring.hf.space"
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16
  def fetch_file_context(self, task_id: str) -> str:
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  try:
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  url = f"{self.api_url}/files/{task_id}"
@@ -20,36 +32,27 @@ class GaiaAgent:
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  response.raise_for_status()
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  content_type = response.headers.get("Content-Type", "")
22
 
23
- if "text/csv" in content_type or url.endswith(".csv"):
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- df = pd.read_csv(io.StringIO(response.text))
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- if df.shape[1] <= 15 and df.shape[0] <= 30:
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- return f"CSV table preview:\n{df.to_markdown(index=False)}"
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- else:
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- return f"CSV summary: {df.shape[0]} rows, {df.shape[1]} columns.\nColumns: {', '.join(df.columns[:10])}"
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-
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- elif "application/json" in content_type:
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- return f"JSON content:\n{response.text[:2000]}"
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-
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- elif "application/pdf" in content_type:
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- return "[PDF detected. You may need to request OCR summary.]"
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-
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  elif "text/plain" in content_type:
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- return f"File preview:\n{response.text[:2000]}"
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-
 
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  else:
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  return f"[Unsupported file type: {content_type}]"
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42
  except Exception as e:
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- return f"[Error downloading or processing file: {e}]"
44
 
45
  def __call__(self, question: str, task_id: str = None) -> str:
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- file_context = ""
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  if task_id:
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- file_context = self.fetch_file_context(task_id)
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- if file_context:
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- file_context = f"FILE CONTEXT:\n{file_context}\n"
51
 
52
- prompt = f"{self.instructions}\n\n{file_context}QUESTION:\n{question}\nANSWER:"
53
 
54
  response = self.client.chat.completions.create(
55
  model="gpt-4-turbo",
 
8
  def __init__(self):
9
  self.client = OpenAI(api_key=os.getenv("OPENAI_API_KEY"))
10
  self.instructions = (
11
+ "You are solving GAIA benchmark questions. "
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+ "If given a table, analyze it and extract relevant facts to answer accurately. "
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+ "Provide only the final answer. Do not explain."
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  )
15
  self.api_url = "https://agents-course-unit4-scoring.hf.space"
16
 
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+ def summarize_csv(self, csv_text: str) -> str:
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+ try:
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+ df = pd.read_csv(io.StringIO(csv_text))
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+ summary = f"Rows: {len(df)}, Columns: {len(df.columns)}\n"
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+ summary += f"Columns: {', '.join(df.columns[:10])}\n"
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+ sample_row = df.iloc[0].to_dict()
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+ summary += f"Sample row: {sample_row}"
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+ return summary
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+ except Exception as e:
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+ return f"[Failed to parse CSV: {e}]"
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+
28
  def fetch_file_context(self, task_id: str) -> str:
29
  try:
30
  url = f"{self.api_url}/files/{task_id}"
 
32
  response.raise_for_status()
33
  content_type = response.headers.get("Content-Type", "")
34
 
35
+ if "csv" in content_type or url.endswith(".csv"):
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+ return self.summarize_csv(response.text)
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+ elif "json" in content_type:
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+ return f"JSON Sample: {response.text[:1000]}"
 
 
 
 
 
 
 
 
 
39
  elif "text/plain" in content_type:
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+ return f"Text Sample: {response.text[:1000]}"
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+ elif "pdf" in content_type:
42
+ return "[PDF detected. OCR not supported in this version.]"
43
  else:
44
  return f"[Unsupported file type: {content_type}]"
45
 
46
  except Exception as e:
47
+ return f"[File fetch error: {e}]"
48
 
49
  def __call__(self, question: str, task_id: str = None) -> str:
50
+ context = ""
51
  if task_id:
52
+ context = self.fetch_file_context(task_id)
53
+ context = f"FILE DATA:\n{context}\n"
 
54
 
55
+ prompt = f"{self.instructions}\n\n{context}QUESTION: {question}\nANSWER:"
56
 
57
  response = self.client.chat.completions.create(
58
  model="gpt-4-turbo",