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AI-Study-Material-Generator

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Anujgr8 commited on Mar 29, 2024

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+import gradio as gr
+import PyPDF2
+import os
+import subprocess
+import tempfile
+import google.generativeai as genai
+from nltk.corpus import stopwords
+from nltk.tokenize import word_tokenize, sent_tokenize
+def summarize_text(text):
+    # Tokenizing the text
+    stopWords = set(stopwords.words("english"))
+    words = word_tokenize(text)
+    # Creating a frequency table to keep the score of each word
+    freqTable = dict()
+    for word in words:
+        word = word.lower()
+        if word in stopWords:
+            continue
+        if word in freqTable:
+            freqTable[word] += 1
+        else:
+            freqTable[word] = 1
+    # Creating a dictionary to keep the score of each sentence
+    sentences = sent_tokenize(text)
+    sentenceValue = dict()
+    for sentence in sentences:
+        for word, freq in freqTable.items():
+            if word in sentence.lower():
+                if sentence in sentenceValue:
+                    sentenceValue[sentence] += freq
+                else:
+                    sentenceValue[sentence] = freq
+    sumValues = 0
+    for sentence in sentenceValue:
+        sumValues += sentenceValue[sentence]
+    # Average value of a sentence from the original text
+    average = int(sumValues / len(sentenceValue))
+    # Storing sentences into our summary.
+    summary = ''
+    for sentence in sentences:
+        if (sentence in sentenceValue) and (sentenceValue[sentence] > (1.2 * average)):
+            summary += " " + sentence
+    return summary
+def Notes_data(API,prompt):
+    genai.configure(api_key=API)
+    model = genai.GenerativeModel('gemini-pro')
+    response = model.generate_content(prompt)
+    return response.text
+def markdown_to_pdf(markdown_content):
+    # Create a temporary file to store the markdown content
+    with tempfile.NamedTemporaryFile(mode="w", delete=False, suffix=".md", encoding="utf-8") as temp_md_file:
+        temp_md_file.write(markdown_content)
+        temp_md_filename = temp_md_file.name
+    # Define output PDF filename
+    output_pdf_filename = tempfile.NamedTemporaryFile(suffix=".pdf", delete=False).name
+    # Execute mdpdf command
+    command = f"mdpdf -o {str(output_pdf_filename)} {str(temp_md_filename)}"
+    subprocess.run(command, shell=True)
+    # Delete temporary markdown file
+    os.remove(temp_md_filename)
+    return output_pdf_filename
+# Authenticate using the API key
+# Set the API key as an environment variable
+def extract_text_from_pdf(pdf_file):
+    text = ""
+    with open(pdf_file, "rb") as file:
+        pdf_reader = PyPDF2.PdfReader(file)
+        for page_num in range(len(pdf_reader.pages)):
+            page = pdf_reader.pages[page_num]
+            text += page.extract_text()
+    return text
+def get_prompt(text,subject,topic):
+  prompt = f"""
+	  you are given a {subject} topic
+	  {text}
+	  Create the well Structured detailed Notes as a html code in the following templat. Consider the following points while creating the template.
+	  1. Introduction part must have minimum 500 words
+	  2. In the notes part please describe each topic in detail with word count 1000
+	  3. Key points part must have minimum 250 words.
+	  4. The notes should be on topic.
+	<!DOCTYPE html>
+	<html>
+	<head>
+	    <meta charset="UTF-8">
+	    <title>Chapter Study Material </title>
+	</head>
+	<body>
+	    <h1>Study Material</h1>
+	    <h3>1. Introduction</h3>
+	    <p>
+		<!-- Replace with your introduction content-->
+	    </p>
+	    <h3>2.Important Topics in detail from the chapter. </h3>
+		<!--DEcribe the Imortant topics don't forget the quations formulas and other things replated to the topic.Describe and elaborate each of the topic and formula and equation-->
+	  	<h4><!-- Heading of topic 1>r</h4>
+	  	<p>
+	  	   <!--Desribe the topice in 100 words and bullet out the subtopic and describe if any-->
+	  	   <!-- Euations and formulas if any-->
+	  	</P>
+	  	 <h4><!-- Heading of topic 2>r</h4>
+	  	<p>
+	  	   <!--Desribe the topice in 100 words bullet out the subtopic and describe if any-->
+	  	   <!-- Euations and formulas if any-->
+	  	</P>
+	  	<h4><!-- Heading of topic 3>r</h4>
+	  	<p>
+	  	   <!--Desribe the topice in 100 words bullet out the subtopic and describe if any-->
+	  	   <!-- Euations and formulas if any-->
+	  	</P>
+	  	<!-- Like wise add all possible topics from the chapter-->
+	     <h3> Key Points from the chapter </h3>
+	     <p> <!--Replace with your key points content in bulletpoints-->
+	</body>
+	</html>
+	  """
+  prompt2 = f"""
+  	Create detailed study material from the given given Chapter from a book by considering the following points in mind
+		1.Ensure a thorough understanding of the chapter's main ideas and themes.
+		2.Identify and emphasise essential concepts and arguments.
+		3.Create a well-organised outline reflecting the chapter's structure.
+		4.Provide concise, to-the-point summaries for each section.
+		5.Define and clarify key terms and concepts introduced in the chapter.
+		6.Pose engaging questions for self-assessment and discussion.
+		7.Ensure accurate citations for quotes and references.
+		8.use given text only for reference you can add as much as detail you can.
+		9.The response should be  complete.
+		10.Generate response as a html page with all type of formatting.
+		11.Each point you take in the study material please describe it in detail.
+	Use the following HTML template to structure your notes:
+	<!DOCTYPE html>
+	<html>
+	<head>
+	    <meta charset="UTF-8">
+	    <title>Chapter Study Material</title>
+	</head>
+	<body>
+	    <h1>Chapter Study Material</h1>
+	    <h3>1. Introduction</h3>
+	    <p>
+		<!-- Replace with your introduction content -->
+	    </p>
+	    <h3>2. Describe important Points in detail from the chapter</h3>
+	    <h4><!-- Heading of topic 1>r</h4>
+	  	<p>
+	  	   <!--Desribe the topice in detail and elaborate it and bullet out the subtopic and describe if any-->
+	  	</P>
+	  	 <h4><!-- Heading of topic 2>r</h4>
+	  	<p>
+	  	   <!--Desribe the topice in detail and elaborate bullet out the subtopic and describe if any-->
+	  	</P>
+	  	<h4><!-- Heading of topic 3>r</h4>
+	  	<p>
+	  	   <!--Desribe the topice 3 in detail and elaborate-->
+	  	</P>
+			<!-- Like wise add all possible topics from the chapter-->
+	    <h3>3. Summary</h3>
+	    <p>
+		<!-- Replace with your summary content -->
+	    </p>
+	    <!-- Additional content can be added as needed -->
+	</body>
+	</html>
+	Chapter Context:
+	{text}"""
+  prompt3 = f"""
+  Create detailed study material from the given given topic from a book chapter by considering the following points in mind
+	1.Notes will be based on topic specific.
+	2.Ensure that explanations are clear and concise, using simple language to make complex concepts understandable.
+	3.Highlight key concepts, theories, and important formulas related to each topic in detail.
+	4.For  mathematical components like physics and chemistry, provide step-by-step solutions for numerical problems.
+	5.The notes should be in detail cover all the concepts related to the topic.
+	6.use given text only for reference you can add as much as detail you can.
+	7.The response should be  complete.
+	8.Ignore unneccessory informstion in the context.
+	9.Generate response as a valid 'mardown formate' page with all type of formatting.
+     Topics:  {topic}
+	Chapter Reference:-
+	 {text}"""
+  return prompt2 if subject=="English" else prompt3
+def pdf_generator(API,class_name, subject,chapter,query=None):
+    # Create a list to store the generated PDF file paths
+    pdf_file_path = f"Main_content/Books/{class_name}/{subject}/{chapter}.pdf"
+    pdf_text = summarize_text(extract_text_from_pdf(pdf_file_path))
+    study_material = generate_study_material(API,pdf_text,subject,query)
+    study_material = markdown_to_pdf(study_material)
+    return study_material
+def generate_study_material(API,pdf_text,subject,topic):
+    response = Notes_data(API,get_prompt(pdf_text,subject,topic))
+    return response
+# Define Gradio input and output components
+input_components = [
+    gr.Textbox(label="Enter your Gemini API"),
+    gr.Dropdown(["Class 10", "Class 11", "Class 12"], label="Select Class"),
+    gr.Dropdown(["Math", "Science", "English","Chemistry"], label="Select Subject"),
+    gr.Dropdown(["Chapter 1", "Chapter 2", "Chapter 3"], label="Select Chapters"),
+    gr.Textbox(label="Write the topics name saperated by ','")
+]
+output_component = gr.File(label="Notes")
+# Create the Gradio interface
+iface = gr.Interface(
+    fn=pdf_generator,
+    inputs=input_components,
+    outputs=output_component,
+    title="PDF Generator",
+    description="Generate PDFs based on class, subject, and chapter selection.",
+)
+# Launch the Gradio app
+iface.launch()