Update app.py
#460
by
vasili01
- opened
app.py
CHANGED
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from smolagents import CodeAgent,DuckDuckGoSearchTool, HfApiModel,load_tool,tool
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import datetime
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import requests
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import pytz
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import yaml
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from tools.final_answer import FinalAnswerTool
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from Gradio_UI import GradioUI
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# Below is an example of a tool that does nothing. Amaze us with your creativity !
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@tool
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def my_custom_tool(arg1:str, arg2:int)-> str: #it's import to specify the return type
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#Keep this format for the description / args / args description but feel free to modify the tool
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"""A tool that does nothing yet
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Args:
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arg1: the first argument
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arg2: the second argument
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"""
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return "What magic will you build ?"
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@tool
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def get_current_time_in_timezone(timezone: str) -> str:
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"""
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Args:
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timezone:
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"""
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try:
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# Create timezone object
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tz = pytz.timezone(timezone)
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# Get current time in that timezone
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local_time = datetime.datetime.now(tz).strftime("%Y-%m-%d %H:%M:%S")
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return f"
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except Exception as e:
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return f"Error
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final_answer = FinalAnswerTool()
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#
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# model_id='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud'
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model = HfApiModel(
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max_tokens=2096
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temperature=0.5
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model_id='Qwen/Qwen2.5-Coder-32B-Instruct'
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custom_role_conversions=None,
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)
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#
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image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True)
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agent = CodeAgent(
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model=model,
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tools=[final_answer],
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max_steps=6
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verbosity_level=1
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grammar=None,
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planning_interval=
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name=
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description=
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prompt_templates=prompt_templates
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)
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from smolagents import CodeAgent, DuckDuckGoSearchTool, HfApiModel, load_tool, tool
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import datetime
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import requests
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import pytz
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import yaml
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from tools.final_answer import FinalAnswerTool
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from Gradio_UI import GradioUI
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@tool
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def get_current_time_in_timezone(timezone: str) -> str:
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"""Get current time in specified timezone.
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Args:
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timezone: Valid timezone (e.g., 'America/New_York')
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"""
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try:
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tz = pytz.timezone(timezone)
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local_time = datetime.datetime.now(tz).strftime("%Y-%m-%d %H:%M:%S")
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return f"Current time in {timezone}: {local_time}"
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except Exception as e:
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return f"Error: {str(e)}"
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# Performance optimizations
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final_answer = FinalAnswerTool()
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# Try alternative model endpoint if main is overloaded
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model = HfApiModel(
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max_tokens=1024, # Reduced from 2096 to limit output length
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temperature=0.3, # Reduced from 0.5 for more focused responses
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model_id='Qwen/Qwen2.5-Coder-32B-Instruct',
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custom_role_conversions=None,
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)
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# Fallback model configuration
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fallback_model = HfApiModel(
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max_tokens=1024,
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temperature=0.3,
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model_id='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud',
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custom_role_conversions=None,
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)
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# Load image generation tool (only if needed)
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# image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True)
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# Optimized prompt templates
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optimized_prompts = {
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"system": """You are a helpful coding assistant. Be concise and direct.
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Focus on the specific task. Avoid unnecessary explanations unless requested.""",
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"user": """Task: {task}
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Available tools: {tools}
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Provide a clear, step-by-step solution."""
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}
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# Try to load custom prompts, fallback to optimized ones
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try:
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with open("prompts.yaml", 'r') as stream:
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prompt_templates = yaml.safe_load(stream)
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# Add length limits to existing prompts
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if 'system' in prompt_templates:
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prompt_templates['system'] = prompt_templates['system'][:500] # Limit system prompt
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except FileNotFoundError:
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prompt_templates = optimized_prompts
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# Create agent with performance optimizations
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agent = CodeAgent(
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model=model,
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tools=[final_answer, get_current_time_in_timezone],
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max_steps=3, # Reduced from 6 to limit processing time
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verbosity_level=0, # Reduced from 1 to minimize output
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grammar=None,
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planning_interval=2, # Add planning interval for better step management
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name="OptimizedAgent",
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description="Fast, efficient coding assistant",
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prompt_templates=prompt_templates
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)
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# Add error handling and timeout
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def launch_with_optimizations():
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try:
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# Try main model first
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GradioUI(agent).launch(
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share=False, # Disable sharing for better performance
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server_name="127.0.0.1",
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server_port=7860,
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max_threads=4 # Limit concurrent threads
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)
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except Exception as e:
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print(f"Main model failed: {e}")
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print("Switching to fallback model...")
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agent.model = fallback_model
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GradioUI(agent).launch()
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if __name__ == "__main__":
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launch_with_optimizations()
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