From 94267ff406d005351ef2b4aadc70b09bec687ac3 Mon Sep 17 00:00:00 2001 From: Eric Ciarla Date: Wed, 18 Dec 2024 17:31:45 -0500 Subject: [PATCH] Create o1_web_extractor.py --- examples/o1_web_extractor/o1_web_extractor.py | 147 ++++++++++++++++++ 1 file changed, 147 insertions(+) create mode 100644 examples/o1_web_extractor/o1_web_extractor.py diff --git a/examples/o1_web_extractor/o1_web_extractor.py b/examples/o1_web_extractor/o1_web_extractor.py new file mode 100644 index 000000000..34857ff91 --- /dev/null +++ b/examples/o1_web_extractor/o1_web_extractor.py @@ -0,0 +1,147 @@ +import os +import json +import requests +from dotenv import load_dotenv +from openai import OpenAI +from serpapi import GoogleSearch + +# ANSI color codes +class Colors: + CYAN = '\033[96m' + YELLOW = '\033[93m' + GREEN = '\033[92m' + RED = '\033[91m' + MAGENTA = '\033[95m' + BLUE = '\033[94m' + RESET = '\033[0m' + +# Load environment variables +load_dotenv() + +# Initialize clients +client = OpenAI(api_key=os.getenv("OPENAI_API_KEY")) +firecrawl_api_key = os.getenv("FIRECRAWL_API_KEY") + +def search_google(query): + """Search Google using SerpAPI and return top results.""" + print(f"{Colors.YELLOW}Searching Google for '{query}'...{Colors.RESET}") + search = GoogleSearch({"q": query, "api_key": os.getenv("SERP_API_KEY")}) + return search.get_dict().get("organic_results", []) + +def select_urls_with_o1(company, objective, serp_results): + """ + Use O1 to select the most relevant URLs from SERP results for the given company and objective. + Returns a JSON object with a "selected_urls" property that is an array of strings. + """ + try: + # Prepare the data for O1 + serp_data = [{"title": r.get("title"), "link": r.get("link"), "snippet": r.get("snippet")} + for r in serp_results if r.get("link")] + + response = client.chat.completions.create( + model="o1-2024-12-17", + messages=[ + { + "role": "developer", + "content": "You select URLs from the SERP results relevant to the company and objective." + }, + { + "role": "user", + "content": ( + f"Company: {company}\n" + f"Objective: {objective}\n" + f"SERP Results: {json.dumps(serp_data)}\n\n" + "Return a JSON object with a property 'selected_urls' that contains an array " + "of URLs most likely to help meet the objective. Add a /* to the end of the URL if you think it should search all of the pages in the site. Do not return any social media links. For example: {\"selected_urls\": [\"https://example.com\", \"https://example2.com\"]}" + ) + } + ], + response_format={ + "type": "json_schema", + "json_schema": { + "name": "selected_urls_object", + "schema": { + "type": "object", + "properties": { + "selected_urls": { + "type": "array", + "items": { + "type": "string" + } + } + }, + "required": ["selected_urls"], + "additionalProperties": False + } + } + } + ) + + # The response is guaranteed to follow the specified JSON schema + result = json.loads(response.choices[0].message.content) + urls = result.get("selected_urls", []) + return urls + + except Exception as e: + print(f"{Colors.RED}Error selecting URLs with O1: {e}{Colors.RESET}") + return [] + + + +def extract_company_info(urls, prompt, company, api_key): + """Use requests to call Firecrawl's extract endpoint with selected URLs.""" + print(f"{Colors.YELLOW}Extracting structured data from the provided URLs using Firecrawl...{Colors.RESET}") + + headers = { + 'Content-Type': 'application/json', + 'Authorization': f'Bearer {api_key}' + } + + payload = { + "urls": urls, + "prompt": prompt + " for " + company + } + + try: + response = requests.post( + "https://api.firecrawl.dev/v1/extract", + headers=headers, + json=payload + ) + response.raise_for_status() + data = response.json() + return data + except Exception as e: + print(f"{Colors.RED}Failed to extract data: {e}{Colors.RESET}") + return None + +def main(): + company = input(f"{Colors.BLUE}Enter the company name: {Colors.RESET}") + objective = input(f"{Colors.BLUE}Enter what information you want about the company: {Colors.RESET}") + + serp_results = search_google(f"{company}") + if not serp_results: + print(f"{Colors.RED}No search results found.{Colors.RESET}") + return + + # Ask O1 to select URLs + selected_urls = select_urls_with_o1(company, objective, serp_results) + + if not selected_urls: + print(f"{Colors.RED}O1 did not return any URLs.{Colors.RESET}") + return + + print(f"{Colors.CYAN}Selected URLs for extraction by O1:{Colors.RESET}") + for url in selected_urls: + print(f"- {url}") + + data = extract_company_info(selected_urls, objective, company, firecrawl_api_key) + + if data and data.get('success') and data.get('data'): + print(f"{Colors.GREEN}Data successfully extracted:{Colors.RESET}") + print(json.dumps(data['data'], indent=2)) + else: + print(f"{Colors.RED}Failed to extract the requested information. Try refining your prompt or choosing a different company.{Colors.RESET}") + +if __name__ == "__main__": + main()