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Update app.py
Browse files
app.py
CHANGED
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@@ -1,4 +1,7 @@
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from smolagents import CodeAgent, HfApiModel, tool
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import yaml
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import math
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from tools.final_answer import FinalAnswerTool
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@@ -172,52 +175,101 @@ def udp_advisor(development_phase: str, team_size: int, project_complexity: str)
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return response
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final_answer = FinalAnswerTool()
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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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)
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#
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udp_prompt_templates = {
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"react-system": """You are a UDP (Unified Development Platform) advisor who helps users choose appropriate tools for their software development projects.
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You have access to the following tools:
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{tools_string}
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You should help the user determine which UDP tools are best for their project based on:
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1. The current development phase they are in (planning, development, testing, deployment, monitoring)
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2. The size of their development team
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3. The complexity of their project (low, medium, high)
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Use the udp_advisor tool to analyze these factors and provide tool recommendations.
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To use a tool, output an action in this format:
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```py
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action = tool_name(arg1=value1, arg2=value2, ...)
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```
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Always use Python syntax for calling tools. After using a tool, analyze the result to determine what to do next. Use final_answer to return your final answer.
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""",
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"react-human": "{input_string}",
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"react-assistant": "{agent_response}",
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"final_answer": {
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"pre_messages": "I'll provide you with UDP tool recommendations based on your project details.",
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"template": "Final Answer: {answer}"
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}
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}
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# Load prompt templates from file or use our templates
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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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except:
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prompt_templates = {}
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# Add our templates
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prompt_templates["react-system"] = """You are a UDP (Unified Development Platform) advisor who helps users choose appropriate tools for their software development projects.
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You have access to the following tools:
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@@ -228,7 +280,7 @@ You should help the user determine which UDP tools are best for their project ba
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2. The size of their development team
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3. The complexity of their project (low, medium, high)
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-
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To use a tool, output an action in this format:
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```py
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prompt_templates["react-assistant"] = "{agent_response}"
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prompt_templates["final_answer"] = {
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"pre_messages": "I'll provide you with UDP tool recommendations based on your project details.",
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"template": "Final Answer: {answer}"
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}
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# Create the agent
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agent = CodeAgent(
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model=model,
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tools=[final_answer, udp_advisor],
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max_steps=
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verbosity_level=1,
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prompt_templates=prompt_templates
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)
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with gr.Blocks(theme=gr.themes.Soft()) as demo:
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gr.Markdown("# UDP Advisor for Software Development")
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gr.Markdown("Get personalized UDP tool recommendations
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with gr.Row():
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with gr.Column():
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with gr.Row():
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with gr.Column():
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try:
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return
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except Exception as e:
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return f"Error
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submit_btn.click(
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demo.launch(**kwargs)
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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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import math
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from tools.final_answer import FinalAnswerTool
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return response
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@tool
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def get_current_time_in_timezone(timezone: str) -> str:
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"""A tool that fetches the current local time in a specified timezone.
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Args:
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timezone: A string representing a valid timezone (e.g., 'America/New_York').
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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"The current local time in {timezone} is: {local_time}"
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except Exception as e:
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return f"Error fetching time for timezone '{timezone}': {str(e)}"
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@tool
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def search_udp_tool_reviews(tool_name: str) -> str:
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"""Searches for information and reviews about a specific UDP tool.
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Args:
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tool_name: The name of the tool to search for (e.g., 'Kubernetes', 'Jira')
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"""
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try:
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# This is a placeholder - in a real application, you would implement
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# actual search functionality here using DuckDuckGoSearchTool
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common_tools = {
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"github": "GitHub is widely regarded as one of the most popular version control and collaboration platforms. " +
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"Recent reviews praise its improved Actions feature for CI/CD pipelines, but note that complex " +
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"permissions management can be challenging for larger teams.",
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"gitlab": "GitLab receives positive reviews for its all-in-one DevOps platform approach. Users appreciate " +
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"the integrated CI/CD capabilities and built-in security scanning. Some reviews mention that the " +
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"interface can be overwhelming for beginners.",
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"kubernetes": "Kubernetes continues to be the leading container orchestration platform. Reviews highlight " +
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"its robust ecosystem and flexibility, though many note a steep learning curve. Enterprise " +
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"users praise its scalability while smaller teams sometimes find it overly complex.",
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"jenkins": "Jenkins remains a popular CI/CD tool with a large plugin ecosystem. Recent reviews mention " +
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"that while it's highly customizable, maintaining Jenkins installations can become complex over time. " +
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"Many organizations are considering cloud-native alternatives.",
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"terraform": "Terraform is widely praised for its infrastructure-as-code capabilities across multiple cloud providers. " +
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"Recent reviews highlight improved state management features, though some users note challenges with " +
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"complex dependency management in large infrastructures.",
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"jira": "Jira continues to be a leading project management tool for agile teams. Reviews appreciate its " +
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"customization options but sometimes criticize its complexity and learning curve. Recent updates " +
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"to the interface have received mixed feedback.",
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"docker": "Docker remains essential for containerization. Recent reviews praise its compatibility improvements " +
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"and simplified developer experience. Some enterprise users mention challenges with orchestration " +
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"at scale, often leading them to Kubernetes.",
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"azure devops": "Azure DevOps receives positive reviews for its integrated toolchain and strong integration " +
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"with Microsoft products. Users appreciate its CI/CD capabilities and built-in test management. " +
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"Some reviews mention that non-Microsoft workloads might require additional configuration."
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}
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# Normalize the tool name for lookup
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normalized_tool = tool_name.lower()
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if normalized_tool in common_tools:
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return f"### Recent Reviews for {tool_name}\n\n{common_tools[normalized_tool]}\n\n" + \
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"This information is based on aggregated recent reviews and industry analysis."
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else:
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return f"No specific review information available for '{tool_name}'. " + \
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"This tool may be less commonly used or recently introduced to the market. " + \
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"Consider searching for specific features you need rather than tool names."
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except Exception as e:
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return f"Error searching for information about '{tool_name}': {str(e)}"
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# Setup required tools
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final_answer = FinalAnswerTool()
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search_tool = DuckDuckGoSearchTool()
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# Setup language model
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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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)
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# Try to load prompt templates from file
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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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except:
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# If loading fails, create default templates
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prompt_templates = {}
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# Add our templates directly to ensure proper structure
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prompt_templates["react-system"] = """You are a UDP (Unified Development Platform) advisor who helps users choose appropriate tools for their software development projects.
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You have access to the following tools:
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2. The size of their development team
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3. The complexity of their project (low, medium, high)
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You can also provide information about specific tools, search for reviews, and check the current time in different timezones to help with global team coordination.
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To use a tool, output an action in this format:
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```py
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prompt_templates["react-assistant"] = "{agent_response}"
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prompt_templates["final_answer"] = {
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"pre_messages": "I'll provide you with UDP tool recommendations based on your project details.",
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"template": "Final Answer: {answer}",
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"post_messages": "Is there anything else you'd like to know about these UDP tools or development practices?"
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}
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# Create the agent with all tools
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agent = CodeAgent(
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model=model,
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tools=[final_answer, udp_advisor, get_current_time_in_timezone, search_udp_tool_reviews, search_tool],
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max_steps=6,
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verbosity_level=1,
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prompt_templates=prompt_templates
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)
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with gr.Blocks(theme=gr.themes.Soft()) as demo:
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gr.Markdown("# UDP Advisor for Software Development")
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gr.Markdown("Get personalized UDP tool recommendations and development information")
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with gr.Row():
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with gr.Column():
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input_type = gr.Radio(
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["Tool Recommendations", "Tool Reviews", "Timezone Check", "Free-form Question"],
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label="What would you like help with?",
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value="Tool Recommendations"
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)
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# Tool recommendation inputs
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with gr.Group(visible=True) as recommendation_group:
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phase_input = gr.Radio(
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["Planning", "Development", "Testing", "Deployment", "Monitoring"],
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label="Development Phase"
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)
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team_input = gr.Number(label="Team Size", minimum=1, value=5)
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complexity_input = gr.Radio(
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["Low", "Medium", "High"],
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label="Project Complexity"
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)
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# Tool review input
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with gr.Group(visible=False) as review_group:
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tool_name_input = gr.Textbox(label="Tool Name", placeholder="Enter a tool name (e.g., Kubernetes, GitLab)")
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# Timezone input
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with gr.Group(visible=False) as timezone_group:
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timezone_input = gr.Textbox(label="Timezone", placeholder="Enter a timezone (e.g., America/New_York, Europe/London)")
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# Free-form question input
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with gr.Group(visible=False) as freeform_group:
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question_input = gr.Textbox(label="Your Question", placeholder="Ask anything about development tools or practices")
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submit_btn = gr.Button("Submit", variant="primary")
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with gr.Row():
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with gr.Column():
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output = gr.Markdown(label="Response")
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# Logic to show/hide input groups based on selection
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def update_visibility(choice):
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return {
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recommendation_group: choice == "Tool Recommendations",
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review_group: choice == "Tool Reviews",
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timezone_group: choice == "Timezone Check",
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freeform_group: choice == "Free-form Question"
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}
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input_type.change(
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update_visibility,
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inputs=[input_type],
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outputs=[recommendation_group, review_group, timezone_group, freeform_group]
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)
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# Process input based on type
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def process_input(input_type, phase, team_size, complexity, tool_name, timezone, question):
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if input_type == "Tool Recommendations":
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if not phase:
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return "Please select a development phase."
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if not team_size or team_size < 1:
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return "Please provide a valid team size (at least 1)."
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if not complexity:
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return "Please select a project complexity level."
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query = f"I need UDP tool recommendations for a project in the {phase.lower()} phase with a team of {int(team_size)} people and {complexity.lower()} complexity."
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elif input_type == "Tool Reviews":
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if not tool_name or tool_name.strip() == "":
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return "Please enter a tool name to search for reviews."
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query = f"What are the reviews and opinions about {tool_name.strip()}?"
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elif input_type == "Timezone Check":
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if not timezone or timezone.strip() == "":
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+
return "Please enter a timezone to check."
|
| 392 |
+
|
| 393 |
+
query = f"What is the current time in {timezone.strip()}?"
|
| 394 |
+
|
| 395 |
+
else: # Free-form question
|
| 396 |
+
if not question or question.strip() == "":
|
| 397 |
+
return "Please enter your question."
|
| 398 |
+
|
| 399 |
+
query = question
|
| 400 |
|
| 401 |
+
# Process the query using the agent
|
| 402 |
try:
|
| 403 |
+
response = agent.run(query)
|
| 404 |
+
return response
|
| 405 |
except Exception as e:
|
| 406 |
+
return f"Error processing request: {str(e)}"
|
| 407 |
|
| 408 |
+
submit_btn.click(
|
| 409 |
+
process_input,
|
| 410 |
+
inputs=[input_type, phase_input, team_input, complexity_input, tool_name_input, timezone_input, question_input],
|
| 411 |
+
outputs=output
|
| 412 |
+
)
|
| 413 |
|
| 414 |
demo.launch(**kwargs)
|
| 415 |
|