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RapidOrc121
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Browse files- requirements.txt +8 -0
- summarize.py +25 -0
requirements.txt
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langchain-community
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llms
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PIL
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numpy
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dotenv
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streamlit
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easyocr
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os
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summarize.py
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from langchain_community.llms import OpenAI
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import os
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import PIL
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import numpy as np
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from PIL import Image, ImageDraw
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from dotenv import load_dotenv
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load_dotenv()
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import streamlit as st
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import easyocr
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from langchain.prompts import PromptTemplate
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st.header("Summarizer")
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reader = easyocr.Reader(['en'])
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uploaded_file=st.file_uploader("Upload image:")
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llm=OpenAI(openai_api_key=os.getenv("OPENAI_API_KEY"),temperature=0.7)
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pt=PromptTemplate(input_variables=["text"],template="Read the following text: {text} and give the important points in the form of bullet points. ")
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from langchain.chains import LLMChain
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chain=LLMChain(llm=llm,prompt=pt)
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if uploaded_file is not None:
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image = Image.open(uploaded_file)
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st.image(image)
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result = reader.readtext(np.array(image), detail = 0)
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st.subheader("OCR result:")
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st.write(result)
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st.subheader("Summary: ")
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st.write(chain.invoke(result)["text"])
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