Update DeepAgent with deepagents
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-32
@@ -1,9 +1,8 @@
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"""
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"""
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DeepAgent that searches the web and creates virtual files.
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DeepAgent implementation using deepagents from scratch.
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The agent uses langchain's Perplexity wrapper to query the internet.
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The agent searches the web via Perplexity API and writes results to virtual files,
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It writes results into a temporary directory and finally copies them
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then exports them to real filesystem.
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to the real filesystem when finished.
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"""
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"""
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import os
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import os
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@@ -11,9 +10,8 @@ import shutil
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from pathlib import Path
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from pathlib import Path
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from typing import List, Dict
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from typing import List, Dict
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from langchain_community.utilities.perplexity import PerplexityAPIWrapper
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from deepagents import AgentBuilder, Tool, LLMWrapper
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from langchain_core.prompts import PromptTemplate
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from deepagents.tools.perplexity import PerplexityTool
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from langchain.chains import LLMChain
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# Configuration
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# Configuration
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BASE_DIR = Path("/tmp/deepagent")
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BASE_DIR = Path("/tmp/deepagent")
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@@ -22,39 +20,27 @@ OUTPUT_DIR = Path("./output_files")
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class DeepAgent:
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class DeepAgent:
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def __init__(self, api_key: str):
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def __init__(self, api_key: str):
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self.api_key = api_key
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self.api_key = api_key
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self.llm = PerplexityAPIWrapper(api_key=api_key)
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# Build agent with Perplexity tool
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self.chain = LLMChain(llm=self.llm, prompt=self._build_prompt())
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perplexity_tool = Tool(
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name="perplexity",
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description="Search the web using Perplexity API.",
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func=lambda query: PerplexityTool(api_key=api_key).search(query),
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)
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self.agent = AgentBuilder().with_tools([perplexity_tool]).build()
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BASE_DIR.mkdir(parents=True, exist_ok=True)
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BASE_DIR.mkdir(parents=True, exist_ok=True)
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OUTPUT_DIR.mkdir(parents=True, exist_ok=True)
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OUTPUT_DIR.mkdir(parents=True, exist_ok=True)
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def _build_prompt(self) -> PromptTemplate:
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template = (
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"You are a web search assistant. Given the query: {query}\n"
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"Return a JSON object with keys:\n"
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"- title: short title\n"
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"- content: full text of the page (max 500 words)\n"
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"- url: source URL\n"
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)
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return PromptTemplate(template=template, input_variables=["query"])
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def search_and_save(self, query: str, filename: str):
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def search_and_save(self, query: str, filename: str):
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result = self.chain.run({"query": query})
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# Run agent to get result
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# Parse JSON safely
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result = self.agent.run(query)
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try:
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import json
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data = json.loads(result)
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except Exception as e:
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raise ValueError(f"Failed to parse LLM output: {e}\n{result}")
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file_path = BASE_DIR / filename
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file_path = BASE_DIR / filename
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with open(file_path, "w", encoding="utf-8") as f:
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with open(file_path, "w", encoding="utf-8") as f:
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f.write(json.dumps(data, ensure_ascii=False, indent=2))
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f.write(result)
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return file_path
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return file_path
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def export(self):
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def export(self):
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"""Copy all virtual files to OUTPUT_DIR."""
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for src in BASE_DIR.iterdir():
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for src in BASE_DIR.iterdir():
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dst = OUTPUT_DIR / src.name
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shutil.copy(src, OUTPUT_DIR / src.name)
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shutil.copy(src, dst)
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if __name__ == "__main__":
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if __name__ == "__main__":
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import argparse
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import argparse
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@@ -62,9 +48,8 @@ if __name__ == "__main__":
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parser.add_argument("--api-key", required=True)
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parser.add_argument("--api-key", required=True)
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args = parser.parse_args()
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args = parser.parse_args()
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agent = DeepAgent(api_key=args.api_key)
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agent = DeepAgent(api_key=args.api_key)
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# Example queries
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queries = ["Python async programming", "LangChain deep agents"]
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queries = ["Python async programming", "LangChain deep agents"]
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for i, q in enumerate(queries, 1):
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for i, q in enumerate(queries, 1):
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agent.search_and_save(q, f"result_{i}.json")
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agent.search_and_save(q, f"result_{i}.txt")
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agent.export()
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agent.export()
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print("Exported files to", OUTPUT_DIR)
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print("Exported files to", OUTPUT_DIR)
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