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Update app.py
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app.py
CHANGED
@@ -4,19 +4,83 @@ import requests
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from groq import Groq
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import os
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from dotenv import load_dotenv
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class Website:
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def __init__(self, url):
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"""
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Create this Website object from the given url using the BeautifulSoup library
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"""
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self.url = url
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response = requests.get(url)
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self.title = soup.title.string if soup.title else "No title found"
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irrelevant.
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# Initialize Groq client
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# load_dotenv()
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@@ -32,9 +96,11 @@ url = st.text_input("Website URL:", " " )
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user_query = st.text_area("What would you like to know about this website")
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if user_query:
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# Scrape website content
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with st.spinner("Scraping website..."):
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website =
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if "Error" in website.title:
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st.error("Failed to load the website. Please check the URL.")
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from groq import Groq
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import os
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from dotenv import load_dotenv
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class Website:
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"""
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A utility class to represent a Website that we have scraped, now with links
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"""
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def __init__(self, url):
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self.url = url
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response = requests.get(url)
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self.body = response.content
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soup = BeautifulSoup(self.body, 'html.parser')
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self.title = soup.title.string if soup.title else "No title found"
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if soup.body:
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for irrelevant in soup.body(["script", "style", "img", "input"]):
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irrelevant.decompose()
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self.text = soup.body.get_text(separator="\n", strip=True)
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else:
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self.text = ""
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links = [link.get('href') for link in soup.find_all('a')] # links found in home page
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self.links = [link for link in links if link]
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def get_contents(self):
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return f"Webpage Title:\n{self.title}\nWebpage Contents:\n{self.text}\n\n"
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# first lets get relevant links from the home page for a broad information about the website provided
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link_system_prompt = "You are provided with a list of links found on a webpage. \
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You are able to decide which of the links would be most relevant to the company, \
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such as links to an About page, or a Company page, or Careers/Jobs pages.\n"
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link_system_prompt += "You should respond in JSON as in this example: \n"
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link_system_prompt += """
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{
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"links": [
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{"type": "about page", "url": "https://full.url/goes/here/about"},
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{"type": "careers page": "url": "https://another.full.url/careers"}
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]
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}
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"""
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def get_links_user_prompt(website):
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user_prompt = f"Here is the list of links on the website of {website.url} - "
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user_prompt += "please decide which of these are relevant web links about the company, respond with the full https URL in JSON format. \
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Do not include Terms of Service, Privacy\n"
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user_prompt += "Links (some might be relative links):\n"
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user_prompt += "\n".join(website.links)
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return user_prompt
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def get_links(url):
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website = Website(url)
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response = client.chat.completions.create(
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messages=[
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{"role": "system", "content":link_system_prompt },
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{"role": "user", "content": get_links_user_prompt(website)}
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],
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model="llama3-groq-70b-8192-tool-use-preview",
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temperature=1,
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max_tokens=2048,
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stop=None,
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stream=False,
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response_format = {"type" : "json_object" })
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result = response.choices[0].message.content
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return json.loads(result)
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def get_all_details(url):
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result = "Home page:\n"
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result += Website(url).get_contents()
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links = get_links(url)
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print("Available links:", links)
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for link in links["links"]:
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result += f"\n\n{link['type']}\n"
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result += Website(link["url"]).get_contents()
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return result
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# Initialize Groq client
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# load_dotenv()
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user_query = st.text_area("What would you like to know about this website")
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if user_query:
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# Scrape website content
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with st.spinner("Scraping website..."):
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website = get_all_details(url)
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if "Error" in website.title:
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st.error("Failed to load the website. Please check the URL.")
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