from langchain.prompts import PromptTemplate
from langchain.chains import LLMChain
from langchain.llms import OpenAI
from load_model import call_palm
from calling_apis import google_api_key, openai_api_key
class blog_content_generation:
'''
Description:
This Python class, blog_content_generation, is designed to facilitate the creation of various blog-related content using a language model (LLM).
It offers functionalities to generate blog post ideas, descriptions, actual posts, and relevant tags for search engine optimization (SEO).
Class Methods:
__init__(self, llm)
Description: Initializes the blog_content_generation class by setting the language model (llm) to be used for content generation.
blog_idea_desc_gen(self, blog)
Description: Generates SEO-friendly titles and meta descriptions for a given blog post topic.
Parameters:
topic: The title or topic of the blog post.
language (str): Opitonal Parameter -> The language of the model.
creativity (str): Optional Parameter -> Controling the randomness of the model. Default value is Original
model_name (str): Optional Parameter -> select the LLM model. Default Value is Google Palm 2
Returns:
blog_idea_desc: A list of suggested titles and meta descriptions.
blog_idea_gen(self, topic)
Description: Creates a list of SEO-friendly blog post ideas with emotional and persuasive titles based on a specific topic.
Parameters:
topic: The subject or theme for which blog post ideas are requested.
language (str): Opitonal Parameter -> The language of the model.
creativity (str): Optional Parameter -> Controling the randomness of the model. Default value is Original
model_name (str): Optional Parameter -> select the LLM model. Default Value is Google Palm 2
Returns:
blog_idea: A list containing at least 10 suggested blog post ideas.
blog_post_gen(self, topic)
Description: Generates a blog post on a given topic.
Parameters:
topic: The subject or theme for the blog post content.
language (str): Opitonal Parameter -> The language of the model.
creativity (str): Optional Parameter -> Controling the randomness of the model. Default value is Original
model_name (str): Optional Parameter -> select the LLM model. Default Value is Google Palm 2
Returns:
blog_post: The generated blog post content.
blog_tags_gen(self, blog)
Description: Suggests tags for a specific blog post.
Parameters:
blog: The title or topic of the blog post for which tags are needed.
language (str): Opitonal Parameter -> The language of the model.
creativity (str): Optional Parameter -> Controling the randomness of the model. Default value is Original
model_name (str): Optional Parameter -> select the LLM model. Default Value is Google Palm 2
Returns:
blog_tags_desc: A list of suggested tags related to the provided blog post.
'''
def blog_idea_desc_gen(self, topic, language='En',creativity='Original', model_name='Google Palm 2'):
temp = 0
if creativity == 'Original':
temp = 0
elif creativity == 'Balanced':
temp = 0.25
elif creativity == 'Creative':
temp = 0.5
elif creativity == 'Spirited':
temp = 0.75
elif creativity == 'Visionary':
temp = 1
if model_name == 'Google Palm 2':
llm = call_palm(google_api_key, temperature=temp)
elif model_name == 'GPT-3.5':
llm = OpenAI(model_name='gpt-3.5-turbo', openai_api_key=openai_api_key, temperature=temp)
elif model_name == 'GPT-4':
llm = OpenAI(model_name='gpt-4', openai_api_key=openai_api_key, temperature=temp)
if language == 'En':
blog_idea_desc_prompt = f"Suggest at least 5 SEO-friendly titles and meta descriptions for blog post topic delimeted by three backtick. Use a persuasive and intriguing tone.\n```{topic}```"
blog_idea_desc_promptTemp = PromptTemplate(
input_variables=["text_input"],
template="You are my blogger writter\n\n{text_input}\n\nSEO blog post ideas:")
elif language == 'Ar':
blog_idea_desc_prompt = f"اقترح على الأقل 5 عناوين ووصفات ودية لمحركات البحث (SEO) لمقالة الويب التالية {topic}. استخدم نبرة مقنعة ومثيرة للاهتمام."
blog_idea_desc_promptTemp = PromptTemplate(
input_variables=["text_input"],
template="أنت كاتب مدونتي\n\n{text_input}\n\nأفكار مقالات مدونة حول تحسين محركات البحث:")
blog_idea_desc_extraction_chain = LLMChain(llm=llm, prompt=blog_idea_desc_promptTemp)
blog_idea_desc = blog_idea_desc_extraction_chain.run(blog_idea_desc_prompt)
return blog_idea_desc
def blog_idea_gen(self, topic, language='En', creativity='Original', model_name='Google Palm 2'):
temp = 0
if creativity == 'Original':
temp = 0
elif creativity == 'Balanced':
temp = 0.25
elif creativity == 'Creative':
temp = 0.5
elif creativity == 'Spirited':
temp = 0.75
elif creativity == 'Visionary':
temp = 1
if model_name == 'Google Palm 2':
llm = call_palm(google_api_key, temperature=temp)
elif model_name == 'GPT-3.5':
llm = OpenAI(model_name='gpt-3.5-turbo', openai_api_key=openai_api_key, temperature=temp)
elif model_name == 'GPT-4':
llm = OpenAI(model_name='gpt-4', openai_api_key=openai_api_key, temperature=temp)
if language == 'En':
blog_idea_prompt = f"Create a list of at least 10 blog post ideas on the following topic: {topic}. Suggest SEO-Friendly title and use an emotional and persuasive tone in blog post titles."
blog_idea_promptTemp = PromptTemplate(
input_variables=["text_input"],
template="You are my blogger writter\n\n{text_input}\n\nSEO blog post ideas:")
elif language == 'Ar':
blog_idea_prompt = f"أنشئ قائمة تحتوي على على الأقل 10 أفكار لمقالات في موضوع: {topic}. اقترح عناوين صديقة لمحركات البحث واستخدم نبرة عاطفية ومقنعة في عناوين مقالات البلوج"
blog_idea_promptTemp = PromptTemplate(
input_variables=["text_input"],
template="أنت كاتب مدونتي\n\n{text_input}\n\nأفكار مقالات مدونة تحسين محركات البحث:")
blog_idea_extraction_chain = LLMChain(llm=llm, prompt=blog_idea_promptTemp)
blog_idea = blog_idea_extraction_chain.run(blog_idea_prompt)
return blog_idea
def blog_post_gen(self, topic, tone_of_voice='Excited', language='En', creativity='Original', model_name='Google Palm 2'):
temp = 0
if creativity == 'Original':
temp = 0
elif creativity == 'Balanced':
temp = 0.25
elif creativity == 'Creative':
temp = 0.5
elif creativity == 'Spirited':
temp = 0.75
elif creativity == 'Visionary':
temp = 1
if model_name == 'Google Palm 2':
llm = call_palm(google_api_key, temperature=temp)
elif model_name == 'GPT-3.5':
llm = OpenAI(model_name='gpt-3.5-turbo', openai_api_key=openai_api_key, temperature=temp)
elif model_name == 'GPT-4':
llm = OpenAI(model_name='gpt-4', openai_api_key=openai_api_key, temperature=temp)
if language == 'En':
blog_post_prompt = f"""Write a well organized and attractive blog Plost about the topic delimited by triple backticks.
The tone should be {tone_of_voice}.
```{topic}```."""
blog_post_promptTemp = PromptTemplate(
input_variables=["text_input"],
template="You are a Professional Content Creator and Blog Writer:\n{text_input}\nBlog Post:")
elif language == 'Ar':
blog_post_prompt = f"اكتب مقالة في المدونة حول {topic}."
blog_post_promptTemp = PromptTemplate(
input_variables=["text_input"],
template="أنت مبدع محترف للمحتوى وكاتب للمدوّنات:\n{text_input}\nمقال المدوّنة:")
blog_post_extraction_chain = LLMChain(llm=llm, prompt=blog_post_promptTemp)
blog_post = blog_post_extraction_chain.run(blog_post_prompt)
return blog_post
def blog_tags_gen(self, blog, language='En', creativity='Original', model_name='Google Palm 2'):
temp = 0
if creativity == 'Original':
temp = 0
elif creativity == 'Balanced':
temp = 0.25
elif creativity == 'Creative':
temp = 0.5
elif creativity == 'Spirited':
temp = 0.75
elif creativity == 'Visionary':
temp = 1
if model_name == 'Google Palm 2':
llm = call_palm(google_api_key, temperature=temp)
elif model_name == 'GPT-3.5':
llm = OpenAI(model_name='gpt-3.5-turbo', openai_api_key=openai_api_key, temperature=temp)
elif model_name == 'GPT-4':
llm = OpenAI(model_name='gpt-4', openai_api_key=openai_api_key, temperature=temp)
if language == 'En':
blog_tags_desc_prompt = f" Suggest at least 5 tags for the following blog post.\n{blog}"
blog_tags_desc_promptTemp = PromptTemplate(
input_variables=["text_input"],
template="You are my blogger writter\n\n{text_input}\n\nSEO blog post ideas:")
elif language == 'Ar':
blog_tags_desc_prompt = f"اقترح ما لا يقل عن 5 علامات لمنشور المدونة التالي.\n{blog}"
blog_tags_desc_promptTemp = PromptTemplate(
input_variables=["text_input"],
template="أنت كاتب مدونتي\n\n{text_input}\n\nأفكار مقالات مدونة محركات البحث:")
blog_tags_desc_extraction_chain = LLMChain(llm=llm, prompt=blog_tags_desc_promptTemp)
blog_tags_desc = blog_tags_desc_extraction_chain.run(blog_tags_desc_prompt)
return blog_tags_desc