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Update app.py
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app.py
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# unsloth_doc_app.py
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import streamlit as st
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import os
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from smolagents import
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import requests
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import json
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from typing import List, Dict, Any
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'pandas', 'numpy', 'requests'
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]
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# Tools
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class DuckDuckGoSearchTool(Tool):
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name = "duckduckgo_search"
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description = "Searches DuckDuckGo for Unsloth-related queries."
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inputs = {"query": {"type": "string", "description": "The search query"}}
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output_type = "string"
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def __init__(self):
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super().__init__()
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self.url = "https://api.duckduckgo.com/"
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self.headers = {'Content-Type': 'application/json'}
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def forward(self, query: str) -> str:
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payload = {"q": f"unsloth {query}", "format": "json", "no_html": 1}
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response = requests.get(self.url, params=payload, headers=self.headers)
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if response.status_code == 200:
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return json.dumps(response.json(), indent=2)
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return "Error: Unable to fetch search results."
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class VisitWebpageTool(Tool):
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name = "visit_webpage"
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description = "Fetches content from a specific webpage."
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inputs = {"url": {"type": "string", "description": "The URL to visit"}}
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output_type = "string"
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def __init__(self):
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super().__init__()
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self.headers = {'User-Agent': 'Mozilla/5.0'}
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def forward(self, url: str) -> str:
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try:
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response = requests.get(url, headers=self.headers)
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response.raise_for_status()
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return response.text[:2000] # Limit to first 2000 characters
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except Exception as e:
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return f"Error visiting webpage: {e}"
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# Agent Initialization
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def initialize_unsloth_agent(model=None):
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"""Initialize the Unsloth Documentation Agent"""
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]
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if model is None:
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from smolagents import HfApiModel
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model = HfApiModel(model_id="Qwen/Qwen2.5-Coder-32B-Instruct",provider="together"
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return CodeAgent(
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name="unsloth_agent",
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placeholder="E.g., How to fine-tune with Unsloth"
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)
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st.markdown("---")
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st.caption("Powered by SmolAgents and Unsloth")
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# unsloth_doc_app.py
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import streamlit as st
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import os
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from smolagents import (
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CodeAgent,
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ToolCallingAgent,
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HfApiModel,
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DuckDuckGoSearchTool,
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LiteLLMModel,
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tool,
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VisitWebpageTool,
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GradioUI,
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PythonInterpreterTool
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)
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import requests
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import json
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from typing import List, Dict, Any
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'pandas', 'numpy', 'requests'
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]
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# Agent Initialization
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def initialize_unsloth_agent(model=None):
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"""Initialize the Unsloth Documentation Agent"""
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]
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if model is None:
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from smolagents import HfApiModel
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model = HfApiModel(model_id="Qwen/Qwen2.5-Coder-32B-Instruct", provider="together")
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return CodeAgent(
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name="unsloth_agent",
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placeholder="E.g., How to fine-tune with Unsloth"
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)
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# Single button to handle both cases
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if st.button("Search", type="primary", key="search_button"):
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if search_query:
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with st.spinner("Searching Unsloth documentation..."):
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try:
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results = st.session_state.agent.run(search_query, additional_args={"sources" : ["https://docs.unsloth.ai/"],"instructions": "Response to the user answer as a structured documentation format."})
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display_results(results)
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st.markdown("---")
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st.info("""
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💡 **How to read the results:**
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- Results may include JSON from searches or webpage snippets.
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- Check the sidebar for tips on refining your query.
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""")
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except Exception as e:
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st.error(f"An error occurred: {e}")
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else:
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st.warning("Please enter a search query.")
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st.markdown("---")
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st.caption("Powered by SmolAgents and Unsloth")
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