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import pdfplumber
from groq import Groq
import os
from dotenv import load_dotenv
load_dotenv()
api = os.getenv("groq_api_key")
def extract_text_from_pdf(pdf_file):
text = ""
with pdfplumber.open(pdf_file) as pdf:
for page in pdf.pages:
content=page.extract_text() + "\n"
client = Groq(api_key=api,)
chat_completion=client.chat.completions.create(
messages=[{"role": "system", "content": "Summarize the page and mainly keep the headings and topic names intact in the short summary."},
{"role": "user","content": "Summarize and mainly keep the headings and name of topics in summary:"+content,}],
model="llama3-8b-8192",
)
text += chat_completion.choices[0].message.content
return text
from groq import Groq
import os
def study_planner(file):
if file is None:
return "Please upload a valid file."
try:
study_material = extract_text_from_pdf(file.name)
client = Groq(api_key=api,)
chat_completion = client.chat.completions.create(
messages=[{"role": "system", "content": "Provided a short summary or precisely,a list of topics and headings present in the paper,give a study plan to study the paper effectively.You should include essential prerequisites for the topics also in the plan."},
{"role": "user","content": "The summary or list of headings in the paper is:"+study_material+".Now give the desiered study plan with essential prerequisites.",}],
model="llama3-70b-8192",
)
study_plan = chat_completion.choices[0].message.content
"""pdf_path = text_to_pdf(study_plan)"""
return study_plan
except Exception as e:
return f"An error occurred while processing the file: {str(e)}"
import gradio as gr
demo = gr.Interface(
fn=study_planner,
inputs=gr.File(label="Upload the research paper (PDF)"),
outputs=gr.Textbox(label="Optimum study plan"),
title="Research Paper Study Planner",
description="Upload the research paper to get a study plan"
)
demo.launch(share="True") |