dawid-lorek commited on
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ffe4aa3
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1 Parent(s): e836bd4

Update agent.py

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  1. agent.py +67 -26
agent.py CHANGED
@@ -1,43 +1,79 @@
1
- # agent.py — stable ReActAgent version with API key check and error logging
2
 
3
- import asyncio
4
  import os
 
5
  from llama_index.llms.openai import OpenAI
6
- from llama_index.core.tools import FunctionTool
7
  from llama_index.core.agent.react.base import ReActAgent
 
8
 
9
- from langchain_community.tools import DuckDuckGoSearchRun, WikipediaQueryRun
10
  from langchain_experimental.tools.python.tool import PythonREPLTool
11
  from langchain_community.document_loaders import YoutubeLoader
12
 
13
- # Optional log check for Hugging Face Secrets
 
 
 
14
  if os.getenv("OPENAI_API_KEY"):
15
  print("✅ Detected OPENAI_API_KEY in environment")
16
  else:
17
- print("⚠️ Missing OPENAI_API_KEY — LLM may fail")
18
-
19
- # Tool wrappers
20
- def search_duckduckgo(query: str) -> str:
21
- return DuckDuckGoSearchRun().run(query)
22
 
23
- def search_wikipedia(query: str) -> str:
24
- return WikipediaQueryRun(api_wrapper=None).run(query)
 
25
 
26
- def run_python(code: str) -> str:
27
- return PythonREPLTool().run(code)
 
 
 
 
 
 
28
 
 
29
  def get_youtube_transcript(url: str) -> str:
30
- loader = YoutubeLoader.from_youtube_url(url, add_video_info=False)
31
- docs = loader.load()
32
- return " ".join(doc.page_content for doc in docs)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
33
 
 
34
  TOOLS = [
35
- FunctionTool.from_defaults(search_duckduckgo),
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- FunctionTool.from_defaults(search_wikipedia),
37
- FunctionTool.from_defaults(run_python),
38
  FunctionTool.from_defaults(get_youtube_transcript),
 
 
39
  ]
40
 
 
41
  llm = OpenAI(model="gpt-4")
42
 
43
  agent = ReActAgent.from_tools(
@@ -47,16 +83,22 @@ agent = ReActAgent.from_tools(
47
  system_prompt="""
48
  You are an expert AI assistant participating in the GAIA benchmark.
49
 
50
- Your task is to answer questions as precisely and exactly as possible. Each answer is evaluated automatically—strict formatting matters.
 
 
 
 
 
51
 
52
  Rules:
53
- 1. Output ONLY the final answer no explanation or commentary.
54
- 2. Format exactly as requested (lists, names, numbers, chess moves, currency).
55
- 3. Use tools as needed no guessing.
 
56
  """
57
  )
58
 
59
- # Safe sync wrapper
60
  def answer_question_sync(question: str) -> str:
61
  try:
62
  response = agent.chat(question)
@@ -70,6 +112,5 @@ def answer_question_sync(question: str) -> str:
70
  print(f"❌ Exception while answering: {e}")
71
  return f"[ERROR] {e}"
72
 
73
- # Async wrapper for FastAPI/Gradio
74
  async def answer_question(question: str) -> str:
75
  return answer_question_sync(question)
 
1
+ # agent.py — full GAIA-ready agent with tools for web, audio, Excel, Python
2
 
 
3
  import os
4
+ import asyncio
5
  from llama_index.llms.openai import OpenAI
 
6
  from llama_index.core.agent.react.base import ReActAgent
7
+ from llama_index.core.tools import FunctionTool
8
 
9
+ from langchain_community.tools.wikipedia.tool import WikipediaTool
10
  from langchain_experimental.tools.python.tool import PythonREPLTool
11
  from langchain_community.document_loaders import YoutubeLoader
12
 
13
+ import openai_whisper as whisper
14
+ import openpyxl
15
+
16
+ # Confirm OpenAI API key
17
  if os.getenv("OPENAI_API_KEY"):
18
  print("✅ Detected OPENAI_API_KEY in environment")
19
  else:
20
+ print("⚠️ Missing OPENAI_API_KEY — LLM may not work")
 
 
 
 
21
 
22
+ # --- Web tools ---
23
+ def wikipedia_search(query: str) -> str:
24
+ return WikipediaTool().run(query)
25
 
26
+ # --- Python with output ---
27
+ def run_python_with_output(code: str) -> str:
28
+ try:
29
+ if "print(" not in code:
30
+ code = f"print({code})" if not code.strip().endswith("\n") else f"print({code.strip()})"
31
+ return PythonREPLTool().run(code)
32
+ except Exception as e:
33
+ return f"[PYTHON ERROR] {e}"
34
 
35
+ # --- YouTube (fallback placeholder) ---
36
  def get_youtube_transcript(url: str) -> str:
37
+ try:
38
+ loader = YoutubeLoader.from_youtube_url(url, add_video_info=False)
39
+ docs = loader.load()
40
+ return " ".join(doc.page_content for doc in docs)
41
+ except Exception as e:
42
+ return f"[YOUTUBE ERROR] {e}"
43
+
44
+ # --- Whisper transcription ---
45
+ def transcribe_audio(file_path: str) -> str:
46
+ try:
47
+ model = whisper.load_model("base")
48
+ result = model.transcribe(file_path)
49
+ return result['text']
50
+ except Exception as e:
51
+ return f"[AUDIO ERROR] {e}"
52
+
53
+ # --- Excel sales extraction ---
54
+ def extract_excel_total_food_sales(file_path: str) -> str:
55
+ try:
56
+ wb = openpyxl.load_workbook(file_path)
57
+ sheet = wb.active
58
+ total = 0
59
+ for row in sheet.iter_rows(min_row=2, values_only=True):
60
+ category, amount = row[1], row[2]
61
+ if isinstance(category, str) and 'food' in category.lower():
62
+ total += float(amount)
63
+ return f"${total:.2f}"
64
+ except Exception as e:
65
+ return f"[EXCEL ERROR] {e}"
66
 
67
+ # --- Tool list ---
68
  TOOLS = [
69
+ FunctionTool.from_defaults(wikipedia_search),
70
+ FunctionTool.from_defaults(run_python_with_output),
 
71
  FunctionTool.from_defaults(get_youtube_transcript),
72
+ FunctionTool.from_defaults(transcribe_audio),
73
+ FunctionTool.from_defaults(extract_excel_total_food_sales),
74
  ]
75
 
76
+ # --- LLM and Agent ---
77
  llm = OpenAI(model="gpt-4")
78
 
79
  agent = ReActAgent.from_tools(
 
83
  system_prompt="""
84
  You are an expert AI assistant participating in the GAIA benchmark.
85
 
86
+ Your goal is to answer 20 diverse questions using available tools:
87
+ - Wikipedia search
88
+ - Python code runner
89
+ - YouTube transcript
90
+ - MP3 transcription (Whisper)
91
+ - Excel analysis
92
 
93
  Rules:
94
+ 1. Output only the FINAL answer. No explanations.
95
+ 2. Format must match expected output exactly: comma-separated lists, plain names, numeric values, algebraic notation.
96
+ 3. Use tools smartly. Don't guess when tools can help.
97
+ 4. If tools fail (e.g., YouTube blocked), say clearly: "Tool not available".
98
  """
99
  )
100
 
101
+ # --- Run function ---
102
  def answer_question_sync(question: str) -> str:
103
  try:
104
  response = agent.chat(question)
 
112
  print(f"❌ Exception while answering: {e}")
113
  return f"[ERROR] {e}"
114
 
 
115
  async def answer_question(question: str) -> str:
116
  return answer_question_sync(question)