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This commit is contained in:
Eric Ciarla
parent
2ee7d1d0e4
commit
3900603a28
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@ -18,14 +18,14 @@ client = OpenAI(api_key=openai_api_key)
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# Find the page that most likely contains the objective
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def find_relevant_page_via_map(objective, url, app, client):
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try:
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print(f"Okay, the objective is: {objective}")
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print(f"I am going to search the website: {url}")
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print(f"Understood. The objective is: {objective}")
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print(f"Initiating search on the website: {url}")
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map_prompt = f"""
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The map function generates a list of URLs from a website and it accepts a search parameter. Based on the objective of: {objective}, come up with a 1-2 word search parameter that will help us find the information we need. Only respond with 1-2 words nothing else.
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"""
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print("I'm asking the AI to suggest a search parameter...")
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print("Analyzing objective to determine optimal search parameter...")
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completion = client.chat.completions.create(
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model="o1-preview",
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messages=[
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@ -42,40 +42,47 @@ def find_relevant_page_via_map(objective, url, app, client):
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)
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map_search_parameter = completion.choices[0].message.content
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print(f"I think the search parameter should be: {map_search_parameter}")
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print(f"Optimal search parameter identified: {map_search_parameter}")
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print(f"Now I'm going to map the website using this search parameter...")
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map_website = app.map_url(url, params=map_search_parameter)
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print("I've successfully mapped the website!")
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print(f"Mapping website using the identified search parameter...")
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map_website = app.map_url(url, params={"search": map_search_parameter})
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print("Website mapping completed successfully.")
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print(f"Located {len(map_website)} relevant links.")
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return map_website
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except Exception as e:
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print(f"Oops! An error occurred while finding the relevant page: {str(e)}")
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print(f"Error encountered during relevant page identification: {str(e)}")
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return None
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# Scrape the top 3 pages and see if the objective is met, if so return in json format else return None
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def find_objective_in_top_pages(map_website, objective, app, client):
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try:
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# Get top 3 links from the map result
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top_links = map_website['links'][:3]
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print(f"I'm going to check the top 3 links: {top_links}")
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top_links = map_website[:3] if isinstance(map_website, list) else []
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print(f"Proceeding to analyze top {len(top_links)} links: {top_links}")
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for link in top_links:
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print(f"Now I'm scraping this page: {link}")
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print(f"Initiating scrape of page: {link}")
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# Scrape the page
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scrape_result = app.scrape_url(link, params={'formats': ['markdown']})
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print("I've successfully scraped the page!")
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print("Page scraping completed successfully.")
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# Check if objective is met
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check_prompt = f"""
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Given the following scraped content and objective, determine if the objective is met.
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If it is, extract the relevant information in JSON format.
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If not, respond with 'Objective not met'.
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Given the following scraped content and objective, determine if the objective is met with high confidence.
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If it is, extract the relevant information in a simple and concise JSON format. Use only the necessary fields and avoid nested structures if possible.
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If the objective is not met with high confidence, respond with 'Objective not met'.
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Objective: {objective}
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Scraped content: {scrape_result['data']['markdown']}
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Scraped content: {scrape_result['markdown']}
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Remember:
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1. Only return JSON if you are highly confident the objective is fully met.
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2. Keep the JSON structure as simple and flat as possible.
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3. Do not include any explanations or markdown formatting in your response.
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"""
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print("I'm asking the AI to check if the objective is met...")
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print("Analyzing scraped content to determine objective fulfillment...")
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completion = client.chat.completions.create(
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model="o1-preview",
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messages=[
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@ -94,15 +101,19 @@ def find_objective_in_top_pages(map_website, objective, app, client):
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result = completion.choices[0].message.content
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if result != "Objective not met":
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print("Great news! I think I've found what we're looking for!")
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return json.loads(result)
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print("Objective potentially fulfilled. Relevant information identified.")
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try:
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print(result)
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return json.loads(result)
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except json.JSONDecodeError:
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print("Error in parsing response. Proceeding to next page...")
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else:
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print("This page doesn't seem to have what we need. Moving to the next one...")
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print("Objective not met on this page. Proceeding to next link...")
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print("I've checked all 3 pages, but couldn't find what we're looking for.")
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print("All available pages analyzed. Objective not fulfilled in examined content.")
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return None
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except Exception as e:
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print(f"Oh no! An error occurred while scraping top pages: {str(e)}")
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print(f"Error encountered during page analysis: {str(e)}")
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return None
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# Main function to execute the process
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@ -111,22 +122,22 @@ def main():
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url = input("Enter the website to crawl: ")
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objective = input("Enter your objective: ")
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print("Alright, let's get started!")
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print("Initiating web crawling process.")
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# Find the relevant page
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map_website = find_relevant_page_via_map(objective, url, app, client)
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if map_website:
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print("Great! I've found some relevant pages. Now let's see if we can find what we're looking for...")
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print("Relevant pages identified. Proceeding with detailed analysis...")
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# Find objective in top pages
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result = find_objective_in_top_pages(map_website, objective, app, client)
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if result:
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print("Success! I've found what you're looking for. Here's the extracted information:")
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print("Objective successfully fulfilled. Extracted information:")
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print(json.dumps(result, indent=2))
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else:
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print("I'm sorry, but I couldn't find what you're looking for in the top 3 pages.")
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print("Unable to fulfill the objective with the available content.")
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else:
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print("I'm afraid I couldn't find any relevant pages. Maybe we could try a different website or rephrase the objective?")
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print("No relevant pages identified. Consider refining the search parameters or trying a different website.")
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if __name__ == "__main__":
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main()
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