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app.py
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import streamlit as st
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from langchain.prompts import PromptTemplate
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from langchain_community.llms import CTransformers
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from transformers import set_token
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YOUR_HF_API_TOKEN = " "
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set_token("YOUR_HF_API_TOKEN")
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model_name = "TheBloke/llama-2-7b-chat.ggmlv3.q8_0.bin"
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def getLLamaResponse(input_text,no_words,blog_style):
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# LLma Model
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llm = CTransformers(
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model=model_name,
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model_type="llma",
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config={"max_new_tokens": 256, "temperature": 0.01}
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)
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# Prompt Template
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template = """
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Write a blog for {blog_style} job profile for a topic
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{input_text} within {no_words} words.
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"""
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prompt = PromptTemplate(input_variables=["blog_style", "input_text","no_words"],
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template=template)
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# Generate the response from the LLama 2 Model
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response = llm(prompt.format(style=blog_style, text=input_text, no_words=no_words))
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print(response)
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return response
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st.set_page_config(page_title = "Generate Blogs",
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page_icon = "🤖",
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layout = "centered",
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initial_sidebar_state = "collapsed")
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st.header("Generate Blogs 🤖")
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input_text = st.text_input("Enter the Blog Topic")
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# Creating 2 more columns for additional 2 fields
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col1, col2 = st.columns([5,5])
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with col1:
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no_words = st.text_input("No of words")
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with col2:
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blog_style=st.selectbox("Writing the blog for",
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("Researchers","Data Scientist","Common People"),index=0)
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submit = st.button("Generate")
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# Final Response
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if submit:
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st.write(getLLamaResponse(input_text,no_words,blog_style))
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