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community_contributions/ederhion_week8/agents/scanner_agent.py
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from typing import Optional, List
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from openai import OpenAI
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from agents.deals import ScrapedDeal, DealSelection
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from agents.agent import Agent
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class ScannerAgent(Agent):
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MODEL = "gpt-4o-mini"
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SYSTEM_PROMPT = """You identify and summarize the 5 most detailed used car deals from a list.
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Respond strictly in JSON (JavaScript Object Notation) format with no explanation. Provide the price as a number derived from the description.
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Most important is that you respond with the 5 cars that have the most detailed product descriptions (make, model, year, mileage) and a clear price.
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"""
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USER_PROMPT_PREFIX = """Respond with the most promising 5 vehicle deals from this list, selecting those which have detailed descriptions and a price greater than 0.
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Rephrase the description to be a summary of the vehicle itself.
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Deals:
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"""
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USER_PROMPT_SUFFIX = "\n\nInclude exactly 5 deals, no more."
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name = "Scanner Agent"
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color = Agent.CYAN
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def __init__(self):
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self.log("Scanner Agent is initializing")
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self.openai = OpenAI()
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self.log("Scanner Agent is ready")
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def fetch_deals(self, memory) -> List[ScrapedDeal]:
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self.log("Scanner Agent is about to fetch deals from the automotive RSS feed")
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urls = [opp.deal.url for opp in memory]
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scraped = ScrapedDeal.fetch()
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result = [scrape for scrape in scraped if scrape.url not in urls]
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self.log(f"Scanner Agent received {len(result)} deals not already scraped")
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return result
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def make_user_prompt(self, scraped) -> str:
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user_prompt = self.USER_PROMPT_PREFIX
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user_prompt += "\n\n".join([scrape.describe() for scraped in scraped])
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user_prompt += self.USER_PROMPT_SUFFIX
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return user_prompt
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def scan(self, memory: List[str] = []) -> Optional[DealSelection]:
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scraped = self.fetch_deals(memory)
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if scraped:
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user_prompt = self.make_user_prompt(scraped)
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self.log("Scanner Agent is calling OpenAI using Structured Outputs")
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result = self.openai.chat.completions.parse(
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model=self.MODEL,
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messages=[
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{"role": "system", "content": self.SYSTEM_PROMPT},
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{"role": "user", "content": user_prompt},
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],
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response_format=DealSelection,
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reasoning_effort="none",
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)
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parsed_result = result.choices[0].message.parsed
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parsed_result.deals = [deal for deal in parsed_result.deals if deal.price > 0]
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self.log(f"Scanner Agent received {len(parsed_result.deals)} selected deals with price>0")
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return parsed_result
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return None
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def test_scan(self, memory: List[str] = []) -> Optional[DealSelection]:
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results = {
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"deals": [
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{
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"product_description": "2018 Honda Accord EX-L with 45,000 miles. Features a 1.5L turbocharged engine, leather seats, and advanced safety features. Excellent condition.",
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"price": 21000,
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"url": "https://www.dealnews.com/fake-honda-accord"
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},
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{
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"product_description": "2020 Toyota Camry SE with 30,000 miles. Includes sport suspension, 18-inch alloy wheels, and a 7-inch touchscreen infotainment system.",
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"price": 23500,
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"url": "https://www.dealnews.com/fake-toyota-camry"
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}
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]
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}
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return DealSelection(**results)
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