Update app.py

app.py

@@ -1,69 +1,121 @@
-from smolagents import CodeAgent,DuckDuckGoSearchTool, HfApiModel,load_tool,tool
+from smolagents import CodeAgent, DuckDuckGoSearchTool, HfApiModel, tool
 import datetime
-import requests
 import pytz
 import yaml
-from tools.final_answer import FinalAnswerTool
+import requests
+import pandas as pd
+import json
 
+from tools.final_answer import FinalAnswerTool
 from Gradio_UI import GradioUI
 
-# Below is an example of a tool that does nothing. Amaze us with your creativity !
-@tool
-def my_custom_tool(arg1:str, arg2:int)-> str: #it's import to specify the return type
-    #Keep this format for the description / args / args description but feel free to modify the tool
-    """A tool that does nothing yet 
-    Args:
-        arg1: the first argument
-        arg2: the second argument
-    """
-    return "What magic will you build ?"
 
+# -----------------------------
+# TIME TOOL
+# -----------------------------
 @tool
-def get_current_time_in_timezone(timezone: str) -> str:
-    """A tool that fetches the current local time in a specified timezone.
-    Args:
-        timezone: A string representing a valid timezone (e.g., 'America/New_York').
-    """
+def get_time(timezone: str) -> str:
+    """Get current time in timezone like Asia/Kathmandu"""
     try:
-        # Create timezone object
         tz = pytz.timezone(timezone)
-        # Get current time in that timezone
-        local_time = datetime.datetime.now(tz).strftime("%Y-%m-%d %H:%M:%S")
-        return f"The current local time in {timezone} is: {local_time}"
+        return datetime.datetime.now(tz).strftime("%Y-%m-%d %H:%M:%S")
+    except Exception as e:
+        return str(e)
+
+
+# -----------------------------
+# CALCULATOR TOOL
+# -----------------------------
+@tool
+def calc(expression: str) -> str:
+    """Safe math calculator"""
+    try:
+        return str(eval(expression))
+    except:
+        return "error"
+
+
+# -----------------------------
+# CSV / FILE TOOL (GAIA CRITICAL)
+# -----------------------------
+@tool
+def read_csv(url: str) -> str:
+    """Read CSV from URL and return structured summary"""
+    try:
+        df = pd.read_csv(url)
+        return df.to_string()
     except Exception as e:
-        return f"Error fetching time for timezone '{timezone}': {str(e)}"
+        return str(e)
 
 
+# -----------------------------
+# JSON TOOL (VERY USEFUL FOR GAIA)
+# -----------------------------
+@tool
+def read_json(url: str) -> str:
+    """Read JSON from URL"""
+    try:
+        r = requests.get(url)
+        return json.dumps(r.json(), indent=2)[:3000]
+    except Exception as e:
+        return str(e)
+
+
+# -----------------------------
+# FINAL ANSWER TOOL
+# -----------------------------
 final_answer = FinalAnswerTool()
 
-# If the agent does not answer, the model is overloaded, please use another model or the following Hugging Face Endpoint that also contains qwen2.5 coder:
-# model_id='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud' 
 
+# -----------------------------
+# MODEL (lower temperature = better GAIA)
+# -----------------------------
 model = HfApiModel(
-max_tokens=2096,
-temperature=0.5,
-model_id='Qwen/Qwen2.5-Coder-32B-Instruct',# it is possible that this model may be overloaded
-custom_role_conversions=None,
+    max_tokens=2048,
+    temperature=0.1,
+    model_id="Qwen/Qwen2.5-Coder-32B-Instruct",
 )
 
 
-# Import tool from Hub
-image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True)
+# -----------------------------
+# PROMPT IMPROVEMENT (VERY IMPORTANT)
+# -----------------------------
+with open("prompts.yaml", "r") as f:
+    prompt_templates = yaml.safe_load(f)
+
+prompt_templates["system_prompt"] = """
+You are a high-precision GAIA agent.
+
+STRICT RULES:
+1. Use tools whenever helpful.
+2. Break problem into steps internally.
+3. Always verify with tools if possible.
+4. FINAL OUTPUT = ONLY FINAL ANSWER.
+5. No explanation, no extra words.
+6. If multiple options exist, choose most likely correct.
+"""
+
 
-with open("prompts.yaml", 'r') as stream:
-    prompt_templates = yaml.safe_load(stream)
-    
+# -----------------------------
+# AGENT (UPGRADED STRATEGY)
+# -----------------------------
 agent = CodeAgent(
     model=model,
-    tools=[final_answer], ## add your tools here (don't remove final answer)
-    max_steps=6,
+    tools=[
+        final_answer,
+        DuckDuckGoSearchTool(),
+        get_time,
+        calc,
+        read_csv,
+        read_json
+    ],
+    max_steps=15,
     verbosity_level=1,
-    grammar=None,
-    planning_interval=None,
-    name=None,
-    description=None,
     prompt_templates=prompt_templates
 )
 
 
+# -----------------------------
+# LAUNCH
+# -----------------------------
 GradioUI(agent).launch()