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| 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 |