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Update app.py
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app.py
CHANGED
@@ -71,114 +71,158 @@ elif not openai_api_key:
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st.error("The OpenAI API key is not properly configured. Check your environment variables!")
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else:
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# Generate the report by calling the ChatGPT Turbo API and the WooRank API
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def analyze_data(_advice, _items, _topics, _issues, _technologies, openai_api_key):
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"""
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:param _items: a list of items that are being analyzed
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:param _topics: a list of topics that the user is interested in
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:param _issues: a list of issues that the user has selected
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:param _technologies: A list of technologies that the user has selected
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"""
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# Create the system message for ChatGPT Turbo
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prefix_messages = [{"role": "system", "content": '''You are a helpful and truthful SEO that is very good at analyzing websites with a specific focus on structured data. /n
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You are able to provide a detailed report on the website's structured data and how to improve it. /n
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ADD AS LEARN MORE LINKS FOR THE FIRST TEXT BLOCK LINKS TO structured data https://wordlift.io/blog/en/entity/structured-data/ and schema.org https://wordlift.io/blog/en/entity/schema-org/ TO PROVIDE ADDITIONAL HELP./n/n
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YOU ARE WRITING THE REPORT IN HTML USING A TEMPLATE.'''}]
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client = OpenAI(api_key=openai_api_key)
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template = """
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First text block of the report./n
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Analyze the: {advice}, consider that the site features the following schema classes: {items}./n/n
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Second text block of the report./n
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The website's homepage also references the following entities: {topics} that could be used to improve the SEO of the website further./n/n
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Third text block of the report./n
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Describe, if available, IN A SINGLE SENTENCE the {technologies} that the site appears to be using and what they do./n/n
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THE OUTPUT MUST USE THE FOLLOWING TEMPLATE:/n
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"first": "First text block with schema classes in <i>italic</i>",
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"second": "Second text block with entities in <b>bold</b>",
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"third": "Third text block with technologies in <i>italic</i>"
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"""
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prompt = PromptTemplate(template=template, input_variables=[
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"advice", "items", "topics", "technologies"])
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run_statement = {"advice": _advice, "items": _items,
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"topics": _topics, "technologies": _technologies}
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# Create the prompt template and the run statement when there ARE NOT schema classes
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elif not _items:
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template = """
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First text block of the report./n
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The website homepage doesn't seem to feature any schema class./n/n
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Second text block of the report./n
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The website's homepage also references the following entities: {topics} that can be used to improve the SEO of the website./n/n
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Third text block of the report./n
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Describe, if available, IN A SINGLE SENTENCE the {technologies} that the site appears to be using and what they do./n/n
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THE OUTPUT MUST USE THE FOLLOWING TEMPLATE:/n
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"first": "First text block",
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"second": "Second text block with entities in <b>bold</b>"
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"third": "Third text block with technologies in <i>italic</i>"
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"""
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prompt = PromptTemplate(template=template, input_variables=[
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"topics", "technologies"])
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run_statement = {"topics": _topics, "technologies": _technologies}
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# Create the prompt template and the run statement when there ARE issues
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else:
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template = """
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First text block of the report./n
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Analyze the: {advice}, consider that the site features the following schema classes: {items}./n/n
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Second text block of the report. /n
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Describe the following issues with the markup: {issues} and indicate how to fix them./n/n
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Third text block of the report./n
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The website's homepage also references the following entities: {topics} that could be used to improve the SEO of the website further./n/n
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Fourth text block of the report./n
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Describe, if available, IN A SINGLE SENTENCE the {technologies} that the site appears to be using and what they do./n/n
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THE OUTPUT MUST USE THE FOLLOWING TEMPLATE:/n
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"first": "First text block with schema classes in <i>italic</i>",
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"second": "Second text block with issues in <u>underline</u>",
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"third": "Third text block with entities in <b>bold</b>"
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"fourth": "Fourth text block with technologies in <i>italic</i>"
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"""
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prompt = PromptTemplate(template=template, input_variables=[
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"advice", "items", "topics", "issues", "technologies"])
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run_statement = {"advice": _advice, "items": _items,
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"topics": _topics, "issues": _issues, "technologies": _technologies}
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# Make the API call
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try:
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except Exception as e:
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return out
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# Call WooRank API to get the data (cached)
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@st.cache_data
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def get_woorank_data(url):
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st.error("The OpenAI API key is not properly configured. Check your environment variables!")
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else:
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# Generate the report by calling the ChatGPT Turbo API and the WooRank API
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# First, let's create a simple PromptTemplate class since it's not imported
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class PromptTemplate:
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def __init__(self, template, input_variables):
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self.template = template
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self.input_variables = input_variables
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def format(self, **kwargs):
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return self.template.format(**kwargs)
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def analyze_data(_advice, _items, _topics, _issues, _technologies, openai_api_key):
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"""
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Analyzes website data and generates a structured report using OpenAI's GPT model.
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Args:
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_advice (list): A list of strings, each string is a piece of advice
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_items (list): A list of items that are being analyzed
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_topics (list): A list of topics that the user is interested in
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_issues (list): A list of issues that the user has selected
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_technologies (list): A list of technologies that the user has selected
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openai_api_key (str): The OpenAI API key
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Returns:
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str: A JSON-formatted string containing the analysis report
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"""
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try:
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# Create the system message for ChatGPT
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prefix_messages = [{
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"role": "system",
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"content": '''You are a helpful and truthful SEO that is very good at analyzing websites with a specific focus on structured data.
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You are able to provide a detailed report on the website's structured data and how to improve it.
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ADD AS LEARN MORE LINKS FOR THE FIRST TEXT BLOCK LINKS TO structured data https://wordlift.io/blog/en/entity/structured-data/ and schema.org https://wordlift.io/blog/en/entity/schema-org/ TO PROVIDE ADDITIONAL HELP.
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YOU ARE WRITING THE REPORT IN HTML USING A TEMPLATE.'''
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}]
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# Initialize OpenAI client
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client = OpenAI(api_key=openai_api_key)
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# Construct messages for the chat API
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messages = []
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messages.extend(prefix_messages)
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# Create the prompt template and run statement based on conditions
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if not _issues and len(_items) > 0:
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# Case 1: When there are NO issues but there ARE items
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template = """
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First text block of the report.
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Analyze the: {advice}, consider that the site features the following schema classes: {items}.
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Second text block of the report.
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The website's homepage also references the following entities: {topics} that could be used to improve the SEO of the website further.
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Third text block of the report.
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Describe, if available, IN A SINGLE SENTENCE the {technologies} that the site appears to be using and what they do.
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THE OUTPUT MUST USE THE FOLLOWING TEMPLATE:
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"first": "First text block with schema classes in <i>italic</i>",
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"second": "Second text block with entities in <b>bold</b>",
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"third": "Third text block with technologies in <i>italic</i>"
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"""
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prompt = PromptTemplate(
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template=template,
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input_variables=["advice", "items", "topics", "technologies"]
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)
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run_statement = {
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"advice": _advice,
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"items": _items,
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"topics": _topics,
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"technologies": _technologies
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}
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elif not _items:
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# Case 2: When there are NO schema classes
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template = """
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First text block of the report.
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The website homepage doesn't seem to feature any schema class.
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Second text block of the report.
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The website's homepage also references the following entities: {topics} that can be used to improve the SEO of the website.
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Third text block of the report.
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Describe, if available, IN A SINGLE SENTENCE the {technologies} that the site appears to be using and what they do.
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THE OUTPUT MUST USE THE FOLLOWING TEMPLATE:
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"first": "First text block",
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"second": "Second text block with entities in <b>bold</b>",
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"third": "Third text block with technologies in <i>italic</i>"
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"""
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prompt = PromptTemplate(
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template=template,
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input_variables=["topics", "technologies"]
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)
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run_statement = {
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"topics": _topics,
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"technologies": _technologies
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}
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else:
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# Case 3: When there ARE issues
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template = """
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First text block of the report.
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Analyze the: {advice}, consider that the site features the following schema classes: {items}.
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Second text block of the report.
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Describe the following issues with the markup: {issues} and indicate how to fix them.
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Third text block of the report.
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The website's homepage also references the following entities: {topics} that could be used to improve the SEO of the website further.
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Fourth text block of the report.
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Describe, if available, IN A SINGLE SENTENCE the {technologies} that the site appears to be using and what they do.
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THE OUTPUT MUST USE THE FOLLOWING TEMPLATE:
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"first": "First text block with schema classes in <i>italic</i>",
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"second": "Second text block with issues in <u>underline</u>",
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"third": "Third text block with entities in <b>bold</b>",
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"fourth": "Fourth text block with technologies in <i>italic</i>"
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"""
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prompt = PromptTemplate(
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template=template,
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input_variables=["advice", "items", "topics", "issues", "technologies"]
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)
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run_statement = {
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"advice": _advice,
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"items": _items,
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"topics": _topics,
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"issues": _issues,
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"technologies": _technologies
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}
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# Format the prompt and add it to messages
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user_message = prompt.format(**run_statement)
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messages.append({"role": "user", "content": user_message})
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# Make the API call
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try:
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response = client.chat.completions.create(
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model="gpt-4", # Fixed model name from "gpt-4o"
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messages=messages
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)
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out = response.choices[0].message.content
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except Exception as e:
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out = f"Sorry, there was an error with the OpenAI API: {e}"
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print(f"OpenAI API Error: {str(e)}") # Log the error for debugging
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return out
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except Exception as e:
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error_message = f"An unexpected error occurred: {str(e)}"
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print(error_message) # Log the error for debugging
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return error_message
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# Call WooRank API to get the data (cached)
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@st.cache_data
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def get_woorank_data(url):
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