Update app.py
#536
by Shrutipanchal086 - opened
app.py
CHANGED
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@@ -1,196 +1,1011 @@
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import os
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import gradio as gr
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import requests
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import inspect
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import pandas as pd
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DEFAULT_API_URL = "https://agents-course-unit4-scoring.hf.space"
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#
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class BasicAgent:
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def __init__(self):
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def __call__(self, question: str) -> str:
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print(f"Agent received question (first 50 chars): {question[:50]}...")
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fixed_answer = "This is a default answer."
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print(f"Agent returning fixed answer: {fixed_answer}")
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return fixed_answer
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"""
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Fetches all questions,
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and displays the results.
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"""
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if profile:
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else:
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api_url = DEFAULT_API_URL
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questions_url = f"{api_url}/questions"
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submit_url = f"{api_url}/submit"
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try:
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agent = BasicAgent()
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except Exception as e:
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try:
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response.raise_for_status()
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questions_data = response.json()
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if not questions_data:
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except requests.exceptions.RequestException as e:
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except Exception as e:
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print(f"An unexpected error occurred fetching questions: {e}")
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return f"An unexpected error occurred fetching questions: {e}", None
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results_log = []
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answers_payload = []
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continue
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try:
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except Exception as e:
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if not answers_payload:
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print("Agent did not produce any answers to submit.")
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return "Agent did not produce any answers to submit.", pd.DataFrame(results_log)
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print(status_update)
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try:
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response.raise_for_status()
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result_data = response.json()
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final_status = (
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except requests.exceptions.HTTPError as e:
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try:
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error_json = e.response.json()
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print(status_message)
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except requests.exceptions.Timeout:
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print(status_message)
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except requests.exceptions.RequestException as e:
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print(status_message)
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except Exception as e:
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print(status_message)
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results_df = pd.DataFrame(results_log)
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return status_message, results_df
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with gr.Blocks() as demo:
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-
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gr.Markdown(
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"""
|
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-
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-
1.
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-
2.
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-
3.
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| 153 |
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| 154 |
-
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-
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| 156 |
-
Once clicking on the "submit button, it can take quite some time ( this is the time for the agent to go through all the questions).
|
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-
This space provides a basic setup and is intentionally sub-optimal to encourage you to develop your own, more robust solution. For instance for the delay process of the submit button, a solution could be to cache the answers and submit in a seperate action or even to answer the questions in async.
|
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"""
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)
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gr.LoginButton()
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-
run_button = gr.Button("Run Evaluation & Submit All Answers")
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-
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-
#
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-
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| 169 |
run_button.click(
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| 170 |
fn=run_and_submit_all,
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-
outputs=[
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| 172 |
)
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| 174 |
if __name__ == "__main__":
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-
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-
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| 180 |
if space_host_startup:
|
| 181 |
-
|
| 182 |
-
print(
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| 183 |
else:
|
| 184 |
-
print("ℹ️ SPACE_HOST environment variable not found (running locally?).")
|
| 185 |
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| 186 |
-
|
| 187 |
-
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| 188 |
-
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| 189 |
-
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|
| 190 |
else:
|
| 191 |
-
print("ℹ️ SPACE_ID environment variable not found (running locally?). Repo URL cannot be determined.")
|
| 192 |
|
| 193 |
-
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| 195 |
-
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| 196 |
-
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|
| 1 |
+
|
| 2 |
import os
|
| 3 |
import gradio as gr
|
| 4 |
import requests
|
|
|
|
| 5 |
import pandas as pd
|
| 6 |
|
| 7 |
+
from smolagents import (
|
| 8 |
+
CodeAgent,
|
| 9 |
+
InferenceClientModel,
|
| 10 |
+
DuckDuckGoSearchTool,
|
| 11 |
+
VisitWebpageTool,
|
| 12 |
+
WikipediaSearchTool,
|
| 13 |
+
PythonInterpreterTool,
|
| 14 |
+
)
|
| 15 |
+
|
| 16 |
+
|
| 17 |
+
# ============================================================
|
| 18 |
+
# CONSTANTS
|
| 19 |
+
# ============================================================
|
| 20 |
+
|
| 21 |
+
# IMPORTANT:
|
| 22 |
+
# DO NOT CHANGE THIS URL.
|
| 23 |
DEFAULT_API_URL = "https://agents-course-unit4-scoring.hf.space"
|
| 24 |
|
| 25 |
+
|
| 26 |
+
# ============================================================
|
| 27 |
+
# GENERAL PURPOSE GAIA AGENT
|
| 28 |
+
# ============================================================
|
| 29 |
+
|
| 30 |
class BasicAgent:
|
| 31 |
+
|
| 32 |
def __init__(self):
|
| 33 |
+
|
| 34 |
+
print("=" * 60)
|
| 35 |
+
print("Initializing General Purpose GAIA Agent...")
|
| 36 |
+
print("=" * 60)
|
| 37 |
+
|
| 38 |
+
# ----------------------------------------------------
|
| 39 |
+
# Hugging Face token
|
| 40 |
+
# ----------------------------------------------------
|
| 41 |
+
|
| 42 |
+
hf_token = os.getenv("HF_TOKEN")
|
| 43 |
+
|
| 44 |
+
if not hf_token:
|
| 45 |
+
|
| 46 |
+
raise RuntimeError(
|
| 47 |
+
"HF_TOKEN is missing.\n"
|
| 48 |
+
"Go to Space Settings -> Secrets and create:\n"
|
| 49 |
+
"Name: HF_TOKEN\n"
|
| 50 |
+
"Value: Your Hugging Face token"
|
| 51 |
+
)
|
| 52 |
+
|
| 53 |
+
# ----------------------------------------------------
|
| 54 |
+
# MODEL
|
| 55 |
+
# ----------------------------------------------------
|
| 56 |
+
|
| 57 |
+
self.model = InferenceClientModel(
|
| 58 |
+
model_id="Qwen/Qwen3-Next-80B-A3B-Thinking",
|
| 59 |
+
token=hf_token,
|
| 60 |
+
temperature=0.1,
|
| 61 |
+
max_tokens=3000,
|
| 62 |
+
)
|
| 63 |
+
|
| 64 |
+
# ----------------------------------------------------
|
| 65 |
+
# WEB SEARCH TOOL
|
| 66 |
+
# ----------------------------------------------------
|
| 67 |
+
|
| 68 |
+
self.search_tool = DuckDuckGoSearchTool(
|
| 69 |
+
max_results=8,
|
| 70 |
+
rate_limit=1.0
|
| 71 |
+
)
|
| 72 |
+
|
| 73 |
+
# ----------------------------------------------------
|
| 74 |
+
# WEBPAGE TOOL
|
| 75 |
+
# ----------------------------------------------------
|
| 76 |
+
|
| 77 |
+
self.webpage_tool = VisitWebpageTool(
|
| 78 |
+
max_output_length=40000
|
| 79 |
+
)
|
| 80 |
+
|
| 81 |
+
# ----------------------------------------------------
|
| 82 |
+
# WIKIPEDIA TOOL
|
| 83 |
+
# ----------------------------------------------------
|
| 84 |
+
|
| 85 |
+
self.wikipedia_tool = WikipediaSearchTool(
|
| 86 |
+
user_agent="StructuralGPT-GAIA-Agent/1.0",
|
| 87 |
+
language="en",
|
| 88 |
+
content_type="text",
|
| 89 |
+
extract_format="WIKI"
|
| 90 |
+
)
|
| 91 |
+
|
| 92 |
+
# ----------------------------------------------------
|
| 93 |
+
# PYTHON / CALCULATION TOOL
|
| 94 |
+
# ----------------------------------------------------
|
| 95 |
+
|
| 96 |
+
self.python_tool = PythonInterpreterTool(
|
| 97 |
+
authorized_imports=[
|
| 98 |
+
"math",
|
| 99 |
+
"statistics",
|
| 100 |
+
"datetime",
|
| 101 |
+
"json",
|
| 102 |
+
"re",
|
| 103 |
+
"decimal"
|
| 104 |
+
],
|
| 105 |
+
timeout_seconds=30
|
| 106 |
+
)
|
| 107 |
+
|
| 108 |
+
# ----------------------------------------------------
|
| 109 |
+
# SYSTEM INSTRUCTIONS
|
| 110 |
+
# ----------------------------------------------------
|
| 111 |
+
|
| 112 |
+
self.instructions = """
|
| 113 |
+
You are a highly capable general-purpose AI agent designed
|
| 114 |
+
to solve GAIA benchmark questions.
|
| 115 |
+
|
| 116 |
+
Your objective is to provide the CORRECT answer to the
|
| 117 |
+
user's question.
|
| 118 |
+
|
| 119 |
+
IMPORTANT RULES
|
| 120 |
+
===============
|
| 121 |
+
|
| 122 |
+
1. READ THE COMPLETE QUESTION CAREFULLY.
|
| 123 |
+
|
| 124 |
+
2. Determine exactly what the question is asking.
|
| 125 |
+
|
| 126 |
+
3. Use tools whenever they are useful.
|
| 127 |
+
|
| 128 |
+
4. Use web search for:
|
| 129 |
+
- current information
|
| 130 |
+
- factual information
|
| 131 |
+
- obscure information
|
| 132 |
+
- information that should be verified
|
| 133 |
+
- people, companies, events, dates, statistics, etc.
|
| 134 |
+
|
| 135 |
+
5. Use the webpage tool when the question provides a URL
|
| 136 |
+
or when you need the contents of a webpage.
|
| 137 |
+
|
| 138 |
+
6. Use Wikipedia search when the question specifically
|
| 139 |
+
refers to Wikipedia or historical/general information.
|
| 140 |
+
|
| 141 |
+
7. Use Python for:
|
| 142 |
+
- arithmetic
|
| 143 |
+
- percentages
|
| 144 |
+
- dates
|
| 145 |
+
- counting
|
| 146 |
+
- comparisons
|
| 147 |
+
- numerical reasoning
|
| 148 |
+
- data processing
|
| 149 |
+
|
| 150 |
+
8. NEVER guess a numerical answer when you can calculate it.
|
| 151 |
+
|
| 152 |
+
9. When a question contains several steps:
|
| 153 |
+
solve every required step before giving the answer.
|
| 154 |
+
|
| 155 |
+
10. Verify important facts whenever possible.
|
| 156 |
+
|
| 157 |
+
11. Do not invent information.
|
| 158 |
+
|
| 159 |
+
12. Pay close attention to:
|
| 160 |
+
- exact dates
|
| 161 |
+
- names
|
| 162 |
+
- numbers
|
| 163 |
+
- units
|
| 164 |
+
- percentages
|
| 165 |
+
- spelling
|
| 166 |
+
- requested formats
|
| 167 |
+
|
| 168 |
+
13. If the question asks:
|
| 169 |
+
"How many?"
|
| 170 |
+
return the number.
|
| 171 |
+
|
| 172 |
+
14. If it asks:
|
| 173 |
+
"Who?"
|
| 174 |
+
return the person's name.
|
| 175 |
+
|
| 176 |
+
15. If it asks:
|
| 177 |
+
"When?"
|
| 178 |
+
return the date/year.
|
| 179 |
+
|
| 180 |
+
16. If it asks for a calculation,
|
| 181 |
+
calculate it using Python.
|
| 182 |
+
|
| 183 |
+
17. If the question asks for a specific list,
|
| 184 |
+
provide exactly the requested list.
|
| 185 |
+
|
| 186 |
+
18. If the question contains a URL,
|
| 187 |
+
investigate the URL rather than guessing.
|
| 188 |
+
|
| 189 |
+
19. Do not include citations unless the question asks for them.
|
| 190 |
+
|
| 191 |
+
20. Do not say "FINAL ANSWER".
|
| 192 |
+
|
| 193 |
+
21. Do not write:
|
| 194 |
+
"Here is the answer:"
|
| 195 |
+
"The answer is:"
|
| 196 |
+
or unnecessary explanations.
|
| 197 |
+
|
| 198 |
+
22. The final response must contain ONLY the answer
|
| 199 |
+
required by the question.
|
| 200 |
+
|
| 201 |
+
23. The GAIA evaluator uses exact matching, so be precise
|
| 202 |
+
and concise.
|
| 203 |
+
|
| 204 |
+
24. Think through the problem carefully before producing
|
| 205 |
+
the final response.
|
| 206 |
+
|
| 207 |
+
25. NEVER intentionally return a generic response.
|
| 208 |
+
|
| 209 |
+
SPECIAL CASES
|
| 210 |
+
=============
|
| 211 |
+
|
| 212 |
+
For calculations:
|
| 213 |
+
- Use Python.
|
| 214 |
+
- Verify the result.
|
| 215 |
+
- Give the exact required number.
|
| 216 |
+
|
| 217 |
+
For web research:
|
| 218 |
+
- Search using precise keywords.
|
| 219 |
+
- Open useful results.
|
| 220 |
+
- Compare information when needed.
|
| 221 |
+
|
| 222 |
+
For Wikipedia questions:
|
| 223 |
+
- Use Wikipedia search.
|
| 224 |
+
- Pay attention to the requested Wikipedia version/date.
|
| 225 |
+
|
| 226 |
+
For questions involving a webpage:
|
| 227 |
+
- Visit the webpage.
|
| 228 |
+
- Extract the relevant information.
|
| 229 |
+
- Answer only what is requested.
|
| 230 |
+
|
| 231 |
+
For civil/structural engineering questions:
|
| 232 |
+
- You may use engineering knowledge.
|
| 233 |
+
- Use Indian Standards when appropriate.
|
| 234 |
+
- Keep the final answer focused on what was requested.
|
| 235 |
+
|
| 236 |
+
FINAL RESPONSE
|
| 237 |
+
==============
|
| 238 |
+
|
| 239 |
+
Return ONLY the concise answer.
|
| 240 |
+
"""
|
| 241 |
+
|
| 242 |
+
|
| 243 |
+
# ----------------------------------------------------
|
| 244 |
+
# CREATE AGENT
|
| 245 |
+
# ----------------------------------------------------
|
| 246 |
+
|
| 247 |
+
self.agent = CodeAgent(
|
| 248 |
+
model=self.model,
|
| 249 |
+
|
| 250 |
+
tools=[
|
| 251 |
+
self.search_tool,
|
| 252 |
+
self.webpage_tool,
|
| 253 |
+
self.wikipedia_tool,
|
| 254 |
+
self.python_tool,
|
| 255 |
+
],
|
| 256 |
+
|
| 257 |
+
max_steps=12,
|
| 258 |
+
|
| 259 |
+
instructions=self.instructions,
|
| 260 |
+
|
| 261 |
+
add_base_tools=True
|
| 262 |
+
)
|
| 263 |
+
|
| 264 |
+
print("GAIA Agent initialized successfully.")
|
| 265 |
+
print("=" * 60)
|
| 266 |
+
|
| 267 |
+
|
| 268 |
+
# ========================================================
|
| 269 |
+
# AGENT CALL
|
| 270 |
+
# ========================================================
|
| 271 |
+
|
| 272 |
def __call__(self, question: str) -> str:
|
|
|
|
|
|
|
|
|
|
|
|
|
| 273 |
|
| 274 |
+
print("\n")
|
| 275 |
+
print("=" * 70)
|
| 276 |
+
print("NEW GAIA QUESTION")
|
| 277 |
+
print("=" * 70)
|
| 278 |
+
print(question)
|
| 279 |
+
print("=" * 70)
|
| 280 |
+
|
| 281 |
+
try:
|
| 282 |
+
|
| 283 |
+
result = self.agent.run(question)
|
| 284 |
+
|
| 285 |
+
answer = str(result).strip()
|
| 286 |
+
|
| 287 |
+
# ------------------------------------------------
|
| 288 |
+
# Remove accidental answer labels
|
| 289 |
+
# ------------------------------------------------
|
| 290 |
+
|
| 291 |
+
unwanted_prefixes = [
|
| 292 |
+
"FINAL ANSWER:",
|
| 293 |
+
"FINAL ANSWER",
|
| 294 |
+
"Answer:",
|
| 295 |
+
"ANSWER:",
|
| 296 |
+
"The answer is:",
|
| 297 |
+
"The answer is"
|
| 298 |
+
]
|
| 299 |
+
|
| 300 |
+
for prefix in unwanted_prefixes:
|
| 301 |
+
|
| 302 |
+
if answer.lower().startswith(prefix.lower()):
|
| 303 |
+
|
| 304 |
+
answer = answer[len(prefix):].strip()
|
| 305 |
+
|
| 306 |
+
print("\nAGENT ANSWER:")
|
| 307 |
+
print(answer)
|
| 308 |
+
print("=" * 70)
|
| 309 |
+
|
| 310 |
+
return answer
|
| 311 |
+
|
| 312 |
+
except Exception as e:
|
| 313 |
+
|
| 314 |
+
print("\nAGENT ERROR:")
|
| 315 |
+
print(str(e))
|
| 316 |
+
print("=" * 70)
|
| 317 |
+
|
| 318 |
+
return f"Agent execution error: {e}"
|
| 319 |
+
|
| 320 |
+
|
| 321 |
+
# ============================================================
|
| 322 |
+
# RUN AND SUBMIT ALL QUESTIONS
|
| 323 |
+
# ============================================================
|
| 324 |
+
|
| 325 |
+
def run_and_submit_all(profile: gr.OAuthProfile | None):
|
| 326 |
+
|
| 327 |
"""
|
| 328 |
+
Fetches all GAIA questions,
|
| 329 |
+
runs the General Purpose Agent,
|
| 330 |
+
submits all answers,
|
| 331 |
and displays the results.
|
| 332 |
"""
|
| 333 |
+
|
| 334 |
+
# --------------------------------------------------------
|
| 335 |
+
# 1. CHECK HUGGING FACE LOGIN
|
| 336 |
+
# --------------------------------------------------------
|
| 337 |
|
| 338 |
if profile:
|
| 339 |
+
|
| 340 |
+
username = profile.username
|
| 341 |
+
|
| 342 |
+
print(
|
| 343 |
+
f"User logged in: {username}"
|
| 344 |
+
)
|
| 345 |
+
|
| 346 |
else:
|
| 347 |
+
|
| 348 |
+
print("User is not logged in.")
|
| 349 |
+
|
| 350 |
+
return (
|
| 351 |
+
"Please Login to Hugging Face with the button.",
|
| 352 |
+
None
|
| 353 |
+
)
|
| 354 |
+
|
| 355 |
+
|
| 356 |
+
# --------------------------------------------------------
|
| 357 |
+
# 2. SCORING API URLS
|
| 358 |
+
# --------------------------------------------------------
|
| 359 |
|
| 360 |
api_url = DEFAULT_API_URL
|
| 361 |
+
|
| 362 |
questions_url = f"{api_url}/questions"
|
| 363 |
+
|
| 364 |
submit_url = f"{api_url}/submit"
|
| 365 |
|
| 366 |
+
|
| 367 |
+
# --------------------------------------------------------
|
| 368 |
+
# 3. GET SPACE CODE URL
|
| 369 |
+
# --------------------------------------------------------
|
| 370 |
+
|
| 371 |
+
space_id = os.getenv("SPACE_ID")
|
| 372 |
+
|
| 373 |
+
if not space_id:
|
| 374 |
+
|
| 375 |
+
print(
|
| 376 |
+
"WARNING: SPACE_ID was not found."
|
| 377 |
+
)
|
| 378 |
+
|
| 379 |
+
agent_code = "SPACE_ID_NOT_FOUND"
|
| 380 |
+
|
| 381 |
+
else:
|
| 382 |
+
|
| 383 |
+
agent_code = (
|
| 384 |
+
f"https://huggingface.co/spaces/"
|
| 385 |
+
f"{space_id}/tree/main"
|
| 386 |
+
)
|
| 387 |
+
|
| 388 |
+
print(
|
| 389 |
+
f"Agent code URL: {agent_code}"
|
| 390 |
+
)
|
| 391 |
+
|
| 392 |
+
|
| 393 |
+
# --------------------------------------------------------
|
| 394 |
+
# 4. CREATE AGENT
|
| 395 |
+
# --------------------------------------------------------
|
| 396 |
+
|
| 397 |
try:
|
| 398 |
+
|
| 399 |
agent = BasicAgent()
|
| 400 |
+
|
| 401 |
except Exception as e:
|
| 402 |
+
|
| 403 |
+
print(
|
| 404 |
+
f"Error initializing agent: {e}"
|
| 405 |
+
)
|
| 406 |
+
|
| 407 |
+
return (
|
| 408 |
+
f"Error initializing agent: {e}",
|
| 409 |
+
None
|
| 410 |
+
)
|
| 411 |
+
|
| 412 |
+
|
| 413 |
+
# --------------------------------------------------------
|
| 414 |
+
# 5. FETCH QUESTIONS
|
| 415 |
+
# --------------------------------------------------------
|
| 416 |
+
|
| 417 |
+
print("\n")
|
| 418 |
+
print("=" * 70)
|
| 419 |
+
print("FETCHING GAIA QUESTIONS")
|
| 420 |
+
print("=" * 70)
|
| 421 |
+
|
| 422 |
try:
|
| 423 |
+
|
| 424 |
+
response = requests.get(
|
| 425 |
+
questions_url,
|
| 426 |
+
timeout=30
|
| 427 |
+
)
|
| 428 |
+
|
| 429 |
response.raise_for_status()
|
| 430 |
+
|
| 431 |
questions_data = response.json()
|
| 432 |
+
|
| 433 |
if not questions_data:
|
| 434 |
+
|
| 435 |
+
print("Questions list is empty.")
|
| 436 |
+
|
| 437 |
+
return (
|
| 438 |
+
"Fetched questions list is empty.",
|
| 439 |
+
None
|
| 440 |
+
)
|
| 441 |
+
|
| 442 |
+
print(
|
| 443 |
+
f"Fetched {len(questions_data)} questions."
|
| 444 |
+
)
|
| 445 |
+
|
| 446 |
except requests.exceptions.RequestException as e:
|
| 447 |
+
|
| 448 |
+
print(
|
| 449 |
+
f"Error fetching questions: {e}"
|
| 450 |
+
)
|
| 451 |
+
|
| 452 |
+
return (
|
| 453 |
+
f"Error fetching questions: {e}",
|
| 454 |
+
None
|
| 455 |
+
)
|
| 456 |
+
|
| 457 |
+
except ValueError as e:
|
| 458 |
+
|
| 459 |
+
print(
|
| 460 |
+
f"Invalid JSON response: {e}"
|
| 461 |
+
)
|
| 462 |
+
|
| 463 |
+
return (
|
| 464 |
+
f"Invalid JSON response: {e}",
|
| 465 |
+
None
|
| 466 |
+
)
|
| 467 |
+
|
| 468 |
except Exception as e:
|
|
|
|
|
|
|
| 469 |
|
| 470 |
+
print(
|
| 471 |
+
f"Unexpected error fetching questions: {e}"
|
| 472 |
+
)
|
| 473 |
+
|
| 474 |
+
return (
|
| 475 |
+
f"Unexpected error fetching questions: {e}",
|
| 476 |
+
None
|
| 477 |
+
)
|
| 478 |
+
|
| 479 |
+
|
| 480 |
+
# --------------------------------------------------------
|
| 481 |
+
# 6. RUN AGENT ON EVERY QUESTION
|
| 482 |
+
# --------------------------------------------------------
|
| 483 |
+
|
| 484 |
results_log = []
|
| 485 |
+
|
| 486 |
answers_payload = []
|
| 487 |
+
|
| 488 |
+
total_questions = len(questions_data)
|
| 489 |
+
|
| 490 |
+
print("\n")
|
| 491 |
+
print("=" * 70)
|
| 492 |
+
print("RUNNING GENERAL PURPOSE AGENT")
|
| 493 |
+
print("=" * 70)
|
| 494 |
+
|
| 495 |
+
|
| 496 |
+
for number, item in enumerate(
|
| 497 |
+
questions_data,
|
| 498 |
+
start=1
|
| 499 |
+
):
|
| 500 |
+
|
| 501 |
+
task_id = item.get(
|
| 502 |
+
"task_id"
|
| 503 |
+
)
|
| 504 |
+
|
| 505 |
+
question_text = item.get(
|
| 506 |
+
"question"
|
| 507 |
+
)
|
| 508 |
+
|
| 509 |
+
# ----------------------------------------------------
|
| 510 |
+
# Validate question
|
| 511 |
+
# ----------------------------------------------------
|
| 512 |
+
|
| 513 |
+
if not task_id:
|
| 514 |
+
|
| 515 |
+
print(
|
| 516 |
+
f"Skipping question {number}: "
|
| 517 |
+
"missing task_id."
|
| 518 |
+
)
|
| 519 |
+
|
| 520 |
+
continue
|
| 521 |
+
|
| 522 |
+
if question_text is None:
|
| 523 |
+
|
| 524 |
+
print(
|
| 525 |
+
f"Skipping question {number}: "
|
| 526 |
+
"missing question text."
|
| 527 |
+
)
|
| 528 |
+
|
| 529 |
continue
|
| 530 |
+
|
| 531 |
+
|
| 532 |
+
print("\n")
|
| 533 |
+
print(
|
| 534 |
+
f"QUESTION {number}/{total_questions}"
|
| 535 |
+
)
|
| 536 |
+
print(
|
| 537 |
+
f"TASK ID: {task_id}"
|
| 538 |
+
)
|
| 539 |
+
|
| 540 |
+
|
| 541 |
+
# ----------------------------------------------------
|
| 542 |
+
# Run agent
|
| 543 |
+
# ----------------------------------------------------
|
| 544 |
+
|
| 545 |
try:
|
| 546 |
+
|
| 547 |
+
submitted_answer = agent(
|
| 548 |
+
question_text
|
| 549 |
+
)
|
| 550 |
+
|
| 551 |
+
answers_payload.append(
|
| 552 |
+
{
|
| 553 |
+
"task_id": task_id,
|
| 554 |
+
"submitted_answer": submitted_answer
|
| 555 |
+
}
|
| 556 |
+
)
|
| 557 |
+
|
| 558 |
+
results_log.append(
|
| 559 |
+
{
|
| 560 |
+
"Task ID": task_id,
|
| 561 |
+
"Question": question_text,
|
| 562 |
+
"Submitted Answer":
|
| 563 |
+
submitted_answer
|
| 564 |
+
}
|
| 565 |
+
)
|
| 566 |
+
|
| 567 |
except Exception as e:
|
| 568 |
+
|
| 569 |
+
error_message = (
|
| 570 |
+
f"AGENT ERROR: {e}"
|
| 571 |
+
)
|
| 572 |
+
|
| 573 |
+
print(error_message)
|
| 574 |
+
|
| 575 |
+
results_log.append(
|
| 576 |
+
{
|
| 577 |
+
"Task ID": task_id,
|
| 578 |
+
"Question": question_text,
|
| 579 |
+
"Submitted Answer":
|
| 580 |
+
error_message
|
| 581 |
+
}
|
| 582 |
+
)
|
| 583 |
+
|
| 584 |
+
|
| 585 |
+
# --------------------------------------------------------
|
| 586 |
+
# 7. CHECK ANSWERS
|
| 587 |
+
# --------------------------------------------------------
|
| 588 |
|
| 589 |
if not answers_payload:
|
|
|
|
|
|
|
| 590 |
|
| 591 |
+
print(
|
| 592 |
+
"Agent did not produce any answers."
|
| 593 |
+
)
|
| 594 |
+
|
| 595 |
+
return (
|
| 596 |
+
"Agent did not produce any answers.",
|
| 597 |
+
pd.DataFrame(results_log)
|
| 598 |
+
)
|
| 599 |
+
|
| 600 |
+
|
| 601 |
+
print("\n")
|
| 602 |
+
print("=" * 70)
|
| 603 |
+
print(
|
| 604 |
+
f"Agent produced {len(answers_payload)} "
|
| 605 |
+
f"answers."
|
| 606 |
+
)
|
| 607 |
+
print("=" * 70)
|
| 608 |
+
|
| 609 |
+
|
| 610 |
+
# --------------------------------------------------------
|
| 611 |
+
# 8. PREPARE SUBMISSION
|
| 612 |
+
# --------------------------------------------------------
|
| 613 |
+
|
| 614 |
+
submission_data = {
|
| 615 |
+
|
| 616 |
+
"username":
|
| 617 |
+
username.strip(),
|
| 618 |
+
|
| 619 |
+
"agent_code":
|
| 620 |
+
agent_code,
|
| 621 |
+
|
| 622 |
+
"answers":
|
| 623 |
+
answers_payload
|
| 624 |
+
}
|
| 625 |
+
|
| 626 |
+
|
| 627 |
+
status_update = (
|
| 628 |
+
f"Agent finished.\n"
|
| 629 |
+
f"Submitting {len(answers_payload)} answers "
|
| 630 |
+
f"for user '{username}'..."
|
| 631 |
+
)
|
| 632 |
+
|
| 633 |
print(status_update)
|
| 634 |
|
| 635 |
+
|
| 636 |
+
# --------------------------------------------------------
|
| 637 |
+
# 9. SUBMIT ANSWERS
|
| 638 |
+
# --------------------------------------------------------
|
| 639 |
+
|
| 640 |
+
print("\n")
|
| 641 |
+
print("=" * 70)
|
| 642 |
+
print("SUBMITTING TO GAIA SCORING SERVER")
|
| 643 |
+
print("=" * 70)
|
| 644 |
+
|
| 645 |
try:
|
| 646 |
+
|
| 647 |
+
response = requests.post(
|
| 648 |
+
submit_url,
|
| 649 |
+
json=submission_data,
|
| 650 |
+
timeout=120
|
| 651 |
+
)
|
| 652 |
+
|
| 653 |
response.raise_for_status()
|
| 654 |
+
|
| 655 |
result_data = response.json()
|
| 656 |
+
|
| 657 |
+
|
| 658 |
+
# ----------------------------------------------------
|
| 659 |
+
# SCORE
|
| 660 |
+
# ----------------------------------------------------
|
| 661 |
+
|
| 662 |
+
score = result_data.get(
|
| 663 |
+
"score",
|
| 664 |
+
"N/A"
|
| 665 |
+
)
|
| 666 |
+
|
| 667 |
+
correct_count = result_data.get(
|
| 668 |
+
"correct_count",
|
| 669 |
+
"?"
|
| 670 |
+
)
|
| 671 |
+
|
| 672 |
+
total_attempted = result_data.get(
|
| 673 |
+
"total_attempted",
|
| 674 |
+
"?"
|
| 675 |
+
)
|
| 676 |
+
|
| 677 |
+
message = result_data.get(
|
| 678 |
+
"message",
|
| 679 |
+
"No message received."
|
| 680 |
+
)
|
| 681 |
+
|
| 682 |
+
|
| 683 |
final_status = (
|
| 684 |
+
|
| 685 |
+
"Submission Successful!\n\n"
|
| 686 |
+
|
| 687 |
+
f"User: "
|
| 688 |
+
f"{result_data.get('username', username)}\n"
|
| 689 |
+
|
| 690 |
+
f"Overall Score: "
|
| 691 |
+
f"{score}%\n"
|
| 692 |
+
|
| 693 |
+
f"Correct: "
|
| 694 |
+
f"{correct_count}/"
|
| 695 |
+
f"{total_attempted}\n\n"
|
| 696 |
+
|
| 697 |
+
f"Message: "
|
| 698 |
+
f"{message}"
|
| 699 |
+
)
|
| 700 |
+
|
| 701 |
+
|
| 702 |
+
print(final_status)
|
| 703 |
+
|
| 704 |
+
|
| 705 |
+
results_df = pd.DataFrame(
|
| 706 |
+
results_log
|
| 707 |
+
)
|
| 708 |
+
|
| 709 |
+
|
| 710 |
+
return (
|
| 711 |
+
final_status,
|
| 712 |
+
results_df
|
| 713 |
+
)
|
| 714 |
+
|
| 715 |
+
|
| 716 |
+
# --------------------------------------------------------
|
| 717 |
+
# HTTP ERROR
|
| 718 |
+
# --------------------------------------------------------
|
| 719 |
+
|
| 720 |
except requests.exceptions.HTTPError as e:
|
| 721 |
+
|
| 722 |
+
error_detail = (
|
| 723 |
+
f"Server responded with "
|
| 724 |
+
f"status {e.response.status_code}."
|
| 725 |
+
)
|
| 726 |
+
|
| 727 |
try:
|
| 728 |
+
|
| 729 |
error_json = e.response.json()
|
| 730 |
+
|
| 731 |
+
error_detail += (
|
| 732 |
+
f" Detail: "
|
| 733 |
+
f"{error_json.get('detail', '')}"
|
| 734 |
+
)
|
| 735 |
+
|
| 736 |
+
except Exception:
|
| 737 |
+
|
| 738 |
+
error_detail += (
|
| 739 |
+
f" Response: "
|
| 740 |
+
f"{e.response.text[:500]}"
|
| 741 |
+
)
|
| 742 |
+
|
| 743 |
+
|
| 744 |
+
status_message = (
|
| 745 |
+
f"Submission Failed: "
|
| 746 |
+
f"{error_detail}"
|
| 747 |
+
)
|
| 748 |
+
|
| 749 |
print(status_message)
|
| 750 |
+
|
| 751 |
+
|
| 752 |
+
return (
|
| 753 |
+
status_message,
|
| 754 |
+
pd.DataFrame(results_log)
|
| 755 |
+
)
|
| 756 |
+
|
| 757 |
+
|
| 758 |
+
# --------------------------------------------------------
|
| 759 |
+
# TIMEOUT
|
| 760 |
+
# --------------------------------------------------------
|
| 761 |
+
|
| 762 |
except requests.exceptions.Timeout:
|
| 763 |
+
|
| 764 |
+
status_message = (
|
| 765 |
+
"Submission Failed: "
|
| 766 |
+
"The request timed out."
|
| 767 |
+
)
|
| 768 |
+
|
| 769 |
print(status_message)
|
| 770 |
+
|
| 771 |
+
|
| 772 |
+
return (
|
| 773 |
+
status_message,
|
| 774 |
+
pd.DataFrame(results_log)
|
| 775 |
+
)
|
| 776 |
+
|
| 777 |
+
|
| 778 |
+
# --------------------------------------------------------
|
| 779 |
+
# NETWORK ERROR
|
| 780 |
+
# --------------------------------------------------------
|
| 781 |
+
|
| 782 |
except requests.exceptions.RequestException as e:
|
| 783 |
+
|
| 784 |
+
status_message = (
|
| 785 |
+
f"Submission Failed: "
|
| 786 |
+
f"Network error - {e}"
|
| 787 |
+
)
|
| 788 |
+
|
| 789 |
print(status_message)
|
| 790 |
+
|
| 791 |
+
|
| 792 |
+
return (
|
| 793 |
+
status_message,
|
| 794 |
+
pd.DataFrame(results_log)
|
| 795 |
+
)
|
| 796 |
+
|
| 797 |
+
|
| 798 |
+
# --------------------------------------------------------
|
| 799 |
+
# OTHER ERROR
|
| 800 |
+
# --------------------------------------------------------
|
| 801 |
+
|
| 802 |
except Exception as e:
|
| 803 |
+
|
| 804 |
+
status_message = (
|
| 805 |
+
f"Unexpected error during submission: "
|
| 806 |
+
f"{e}"
|
| 807 |
+
)
|
| 808 |
+
|
| 809 |
print(status_message)
|
|
|
|
|
|
|
| 810 |
|
| 811 |
|
| 812 |
+
return (
|
| 813 |
+
status_message,
|
| 814 |
+
pd.DataFrame(results_log)
|
| 815 |
+
)
|
| 816 |
+
|
| 817 |
+
|
| 818 |
+
# ============================================================
|
| 819 |
+
# GRADIO INTERFACE
|
| 820 |
+
# ============================================================
|
| 821 |
+
|
| 822 |
with gr.Blocks() as demo:
|
| 823 |
+
|
| 824 |
+
gr.Markdown(
|
| 825 |
+
"""
|
| 826 |
+
# 🤖 General Purpose GAIA Agent
|
| 827 |
+
|
| 828 |
+
This agent uses:
|
| 829 |
+
|
| 830 |
+
- Qwen through Hugging Face
|
| 831 |
+
- Web Search
|
| 832 |
+
- Webpage retrieval
|
| 833 |
+
- Wikipedia
|
| 834 |
+
- Python calculations
|
| 835 |
+
- Multi-step reasoning
|
| 836 |
+
|
| 837 |
+
It is designed for the Hugging Face Agents Course
|
| 838 |
+
Unit 4 GAIA evaluation.
|
| 839 |
+
"""
|
| 840 |
+
)
|
| 841 |
+
|
| 842 |
+
|
| 843 |
gr.Markdown(
|
| 844 |
"""
|
| 845 |
+
### Instructions
|
| 846 |
|
| 847 |
+
1. Log in to your Hugging Face account.
|
| 848 |
+
2. Make sure `HF_TOKEN` is configured as a Space Secret.
|
| 849 |
+
3. Click **Run Evaluation & Submit All Answers**.
|
| 850 |
+
4. Wait while the agent processes all questions.
|
| 851 |
+
5. Your score will appear below.
|
| 852 |
|
| 853 |
+
**Important:** The evaluation can take several minutes
|
| 854 |
+
because the agent processes each question individually.
|
|
|
|
|
|
|
| 855 |
"""
|
| 856 |
)
|
| 857 |
|
| 858 |
+
|
| 859 |
+
# --------------------------------------------------------
|
| 860 |
+
# LOGIN
|
| 861 |
+
# --------------------------------------------------------
|
| 862 |
+
|
| 863 |
gr.LoginButton()
|
| 864 |
|
|
|
|
| 865 |
|
| 866 |
+
# --------------------------------------------------------
|
| 867 |
+
# RUN BUTTON
|
| 868 |
+
# --------------------------------------------------------
|
| 869 |
+
|
| 870 |
+
run_button = gr.Button(
|
| 871 |
+
"Run Evaluation & Submit All Answers",
|
| 872 |
+
variant="primary"
|
| 873 |
+
)
|
| 874 |
+
|
| 875 |
+
|
| 876 |
+
# --------------------------------------------------------
|
| 877 |
+
# STATUS
|
| 878 |
+
# --------------------------------------------------------
|
| 879 |
+
|
| 880 |
+
status_output = gr.Textbox(
|
| 881 |
+
label="Run Status / Submission Result",
|
| 882 |
+
lines=8,
|
| 883 |
+
interactive=False
|
| 884 |
+
)
|
| 885 |
+
|
| 886 |
+
|
| 887 |
+
# --------------------------------------------------------
|
| 888 |
+
# RESULTS
|
| 889 |
+
# --------------------------------------------------------
|
| 890 |
+
|
| 891 |
+
results_table = gr.DataFrame(
|
| 892 |
+
label="Questions and Agent Answers",
|
| 893 |
+
wrap=True
|
| 894 |
+
)
|
| 895 |
+
|
| 896 |
+
|
| 897 |
+
# --------------------------------------------------------
|
| 898 |
+
# BUTTON ACTION
|
| 899 |
+
# --------------------------------------------------------
|
| 900 |
|
| 901 |
run_button.click(
|
| 902 |
fn=run_and_submit_all,
|
| 903 |
+
outputs=[
|
| 904 |
+
status_output,
|
| 905 |
+
results_table
|
| 906 |
+
]
|
| 907 |
)
|
| 908 |
|
| 909 |
+
|
| 910 |
+
# ============================================================
|
| 911 |
+
# START APPLICATION
|
| 912 |
+
# ============================================================
|
| 913 |
+
|
| 914 |
if __name__ == "__main__":
|
| 915 |
+
|
| 916 |
+
print(
|
| 917 |
+
"\n" +
|
| 918 |
+
"-" * 30 +
|
| 919 |
+
" App Starting " +
|
| 920 |
+
"-" * 30
|
| 921 |
+
)
|
| 922 |
+
|
| 923 |
+
|
| 924 |
+
# --------------------------------------------------------
|
| 925 |
+
# SPACE INFORMATION
|
| 926 |
+
# --------------------------------------------------------
|
| 927 |
+
|
| 928 |
+
space_host_startup = os.getenv(
|
| 929 |
+
"SPACE_HOST"
|
| 930 |
+
)
|
| 931 |
+
|
| 932 |
+
space_id_startup = os.getenv(
|
| 933 |
+
"SPACE_ID"
|
| 934 |
+
)
|
| 935 |
+
|
| 936 |
+
|
| 937 |
+
# --------------------------------------------------------
|
| 938 |
+
# SPACE HOST
|
| 939 |
+
# --------------------------------------------------------
|
| 940 |
|
| 941 |
if space_host_startup:
|
| 942 |
+
|
| 943 |
+
print(
|
| 944 |
+
f"SPACE_HOST found: "
|
| 945 |
+
f"{space_host_startup}"
|
| 946 |
+
)
|
| 947 |
+
|
| 948 |
+
print(
|
| 949 |
+
"Runtime URL:"
|
| 950 |
+
)
|
| 951 |
+
|
| 952 |
+
print(
|
| 953 |
+
f"https://{space_host_startup}.hf.space"
|
| 954 |
+
)
|
| 955 |
+
|
| 956 |
else:
|
|
|
|
| 957 |
|
| 958 |
+
print(
|
| 959 |
+
"SPACE_HOST not found."
|
| 960 |
+
)
|
| 961 |
+
|
| 962 |
+
|
| 963 |
+
# --------------------------------------------------------
|
| 964 |
+
# SPACE ID
|
| 965 |
+
# --------------------------------------------------------
|
| 966 |
+
|
| 967 |
+
if space_id_startup:
|
| 968 |
+
|
| 969 |
+
print(
|
| 970 |
+
f"SPACE_ID found: "
|
| 971 |
+
f"{space_id_startup}"
|
| 972 |
+
)
|
| 973 |
+
|
| 974 |
+
print(
|
| 975 |
+
"Repository URL:"
|
| 976 |
+
)
|
| 977 |
+
|
| 978 |
+
print(
|
| 979 |
+
f"https://huggingface.co/spaces/"
|
| 980 |
+
f"{space_id_startup}"
|
| 981 |
+
)
|
| 982 |
+
|
| 983 |
+
print(
|
| 984 |
+
"Code URL:"
|
| 985 |
+
)
|
| 986 |
+
|
| 987 |
+
print(
|
| 988 |
+
f"https://huggingface.co/spaces/"
|
| 989 |
+
f"{space_id_startup}/tree/main"
|
| 990 |
+
)
|
| 991 |
+
|
| 992 |
else:
|
|
|
|
| 993 |
|
| 994 |
+
print(
|
| 995 |
+
"SPACE_ID not found."
|
| 996 |
+
)
|
| 997 |
+
|
| 998 |
+
|
| 999 |
+
print(
|
| 1000 |
+
"\nLaunching General Purpose GAIA Agent..."
|
| 1001 |
+
)
|
| 1002 |
+
|
| 1003 |
+
|
| 1004 |
+
# --------------------------------------------------------
|
| 1005 |
+
# LAUNCH
|
| 1006 |
+
# --------------------------------------------------------
|
| 1007 |
|
| 1008 |
+
demo.launch(
|
| 1009 |
+
debug=True,
|
| 1010 |
+
share=False
|
| 1011 |
+
)
|