Alpha

Alpha/app.py

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+from flask import Flask, render_template, request, redirect, url_for, session
+from educhain import Educhain, LLMConfig
+from langchain_google_genai import ChatGoogleGenerativeAI
+import requests
+import PyPDF2
+from io import BytesIO
+from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
+
+app = Flask(__name__)
+app.secret_key = 'supersecretkey'
+
+tokenizer = AutoTokenizer.from_pretrained("facebook/bart-large-cnn")
+model = AutoModelForSeq2SeqLM.from_pretrained("facebook/bart-large-cnn")
+
+# Initialize Educhain client
+gemini = ChatGoogleGenerativeAI(
+    model="gemini-1.5-pro-002",
+    api_key="Enter Your API key" 
+
+gemini_config = LLMConfig(custom_model=gemini)
+client = Educhain(gemini_config)
+
+# Function to extract MCQs into lists
+def mcqs_to_lists(mcq_list):
+    question_list = []
+    options_list = []
+    correct_answers = []
+    for i, mcq in enumerate(mcq_list.questions):
+        question_str = f"{mcq.question}"
+        options_str = [option for option in mcq.options]  # Options without numbers
+        question_list.append(question_str)
+        options_list.append(options_str)
+        correct_answers.append(mcq.answer)
+    return question_list, options_list, correct_answers
+
+
+@app.route('/', methods=['GET', 'POST'])
+def MYS():
+    print("MYS function is being called")
+    print(request.method)
+    if request.method == 'POST':
+        print("Form data received") 
+        pdf_url = request.form['pdf_url']
+        print("url",pdf_url)
+        response = requests.get(pdf_url)
+        if response.status_code == 200:
+            pdf_file = BytesIO(response.content)
+            pdf_reader = PyPDF2.PdfReader(pdf_file)
+
+            pdf_text = ''
+            for page_num in range(len(pdf_reader.pages)):
+                page = pdf_reader.pages[page_num]
+                pdf_text += page.extract_text()
+
+        try:
+            #response = requests.get(pdf_url)
+            #response.raise_for_status()  # Check for HTTP errors
+
+            # Generate MCQs using Educhain client
+            mcqs_from_url = client.qna_engine.generate_questions_from_data(
+                source=pdf_text,
+                source_type="text",
+                num=5
+            )
+
+            inputs = tokenizer(pdf_text, return_tensors="pt", max_length=1024, truncation=True)
+            summary_ids = model.generate(inputs["input_ids"], max_length=150, min_length=40, length_penalty=2.0, num_beams=4, early_stopping=True)
+            summary = tokenizer.decode(summary_ids[0], skip_special_tokens=True) 
+            session['summary'] = summary
+            print("SUMMARY:")
+            print(summary[:50])
+
+            # Extract questions, options, and correct answers
+            questions, options, correct_answers = mcqs_to_lists(mcqs_from_url)
+            print(correct_answers)
+            # Save questions, options, and correct answers to session
+            session['questions'] = questions
+            session['options'] = options
+            session['correct_answers'] = correct_answers
+
+            # Redirect to the quiz page
+            return redirect(url_for('quiz'))
+
+        except Exception as e:
+
+            return f"OHHH error occurred: {str(e)}"
+
+    return render_template('index.html')
+
+
+@app.route('/quiz', methods=['GET', 'POST'])
+def quiz():
+    # Retrieve questions and options from session
+    questions = session.get('questions')
+    options = session.get('options')
+    summary = session.get('summary') 
+    print("SUMMARY:",summary[:50])
+    if questions and options:
+        return render_template('quiz.html', questions=questions, options=options,summary=summary)
+    else:
+        return "No quiz data found. Please upload a PDF."
+
+
+@app.route('/submit_quiz', methods=['POST'])
+def submit_quiz():
+    print("YOU ARE IN QUIZ RESULT")
+    score = 0
+    feedback = []
+
+    # Retrieve correct answers from session
+    correct_answers = session.get('correct_answers')
+    questions = session.get('questions')
+    if not correct_answers or not questions:
+        return "No quiz data found. Please upload a PDF."
+
+    # Evaluate the user's answers
+    for idx, correct_answer in enumerate(correct_answers):
+        user_answer = request.form.get(f'q{idx+1}') # This will now be the option string the user selected
+        print(f"User answer for Q{idx + 1}: {user_answer}")  # Debugging line to check user answers
+        print(f"Correct answer for Q{idx + 1}: {correct_answer}")
+        if user_answer and user_answer == correct_answer:
+            score += 1
+            feedback.append(f"Question {idx + 1}: Correct!!! {correct_answer}.")
+        else:
+            feedback.append(f"Question {idx + 1}: Incorrect. The correct answer was :{correct_answer}.")
+
+    # Render the results page
+    return render_template('quiz_result.html', score=score, total=len(questions), feedback=feedback)
+
+
+if __name__ == '__main__':
+    app.run(debug=True, port=5000)

Alpha/requirements.txt

@@ -0,0 +1,245 @@
+aiohappyeyeballs==2.4.0
+aiohttp==3.10.6
+aiosignal==1.3.1
+annotated-types==0.7.0
+anyio==4.4.0
+archspec==0.2.4
+argon2-cffi==23.1.0
+argon2-cffi-bindings==21.2.0
+arrow==1.3.0
+asgiref==3.8.1
+asttokens==2.4.1
+async-lru==2.0.4
+attrs==24.2.0
+babel==2.16.0
+backoff==2.2.1
+bcrypt==4.2.0
+beautifulsoup4==4.12.3
+bleach==6.1.0
+blinker==1.8.2
+boltons==24.0.0
+Brotli==1.1.0
+build==1.2.2
+cachetools==5.5.0
+certifi==2024.8.30
+cffi==1.17.1
+chardet==5.2.0
+charset-normalizer==3.3.2
+chroma-hnswlib==0.7.6
+chromadb==0.5.9
+click==8.1.7
+colorama==0.4.6
+coloredlogs==15.0.1
+comm==0.2.2
+contourpy==1.3.0
+cryptography==43.0.1
+cycler==0.12.1
+dataclasses-json==0.6.7
+debugpy==1.8.5
+decorator==5.1.1
+defusedxml==0.7.1
+Deprecated==1.2.14
+distro==1.9.0
+durationpy==0.7
+educhain==0.3.2
+executing==2.1.0
+fastapi==0.115.0
+fastjsonschema==2.20.0
+filelock==3.13.1
+Flask==3.0.3
+flatbuffers==24.3.25
+fonttools==4.53.1
+fqdn==1.5.1
+frozendict==2.4.4
+frozenlist==1.4.1
+fsspec==2024.2.0
+gitdb==4.0.11
+GitPython==3.1.43
+google-ai-generativelanguage==0.6.6
+google-api-core==2.20.0
+google-api-python-client==2.147.0
+google-auth==2.35.0
+google-auth-httplib2==0.2.0
+google-generativeai==0.7.2
+googleapis-common-protos==1.65.0
+greenlet==3.1.1
+grpcio==1.66.1
+grpcio-status==1.62.3
+gunicorn==23.0.0
+h11==0.14.0
+httpcore==1.0.5
+httplib2==0.22.0
+httptools==0.6.1
+httpx==0.27.2
+huggingface-hub==0.25.1
+humanfriendly==10.0
+idna==3.10
+importlib_metadata==8.4.0
+importlib_resources==6.4.5
+ipykernel==6.29.5
+ipython==8.27.0
+isoduration==20.11.0
+itsdangerous==2.2.0
+jedi==0.19.1
+Jinja2==3.1.4
+jiter==0.5.0
+joblib==1.4.2
+json5==0.9.25
+jsonpatch==1.33
+jsonpointer==3.0.0
+jsonschema==4.23.0
+jsonschema-specifications==2023.12.1
+jupyter-events==0.10.0
+jupyter-lsp==2.2.5
+jupyter-server-mathjax==0.2.6
+jupyter_client==8.6.2
+jupyter_core==5.7.2
+jupyter_server==2.14.2
+jupyter_server_terminals==0.5.3
+jupyterlab==4.2.5
+jupyterlab_git==0.50.1
+jupyterlab_pygments==0.3.0
+jupyterlab_server==2.27.3
+kiwisolver==1.4.7
+kubernetes==31.0.0
+langchain==0.3.1
+langchain-community==0.3.1
+langchain-core==0.3.6
+langchain-google-genai==2.0.0
+langchain-openai==0.2.1
+langchain-text-splitters==0.3.0
+langsmith==0.1.128
+markdown-it-py==3.0.0
+MarkupSafe==2.1.5
+marshmallow==3.22.0
+matplotlib==3.9.2
+matplotlib-inline==0.1.7
+mdurl==0.1.2
+mistune==3.0.2
+mmh3==5.0.1
+monotonic==1.6
+mpmath==1.3.0
+multidict==6.1.0
+mypy-extensions==1.0.0
+nbclient==0.10.0
+nbconvert==7.16.4
+nbdime==4.0.2
+nbformat==5.10.4
+nest-asyncio==1.6.0
+networkx==3.2.1
+notebook_shim==0.2.4
+numpy==1.26.4
+oauthlib==3.2.2
+onnxruntime==1.19.2
+openai==1.48.0
+opentelemetry-api==1.27.0
+opentelemetry-exporter-otlp-proto-common==1.27.0
+opentelemetry-exporter-otlp-proto-grpc==1.27.0
+opentelemetry-instrumentation==0.48b0
+opentelemetry-instrumentation-asgi==0.48b0
+opentelemetry-instrumentation-fastapi==0.48b0
+opentelemetry-proto==1.27.0
+opentelemetry-sdk==1.27.0
+opentelemetry-semantic-conventions==0.48b0
+opentelemetry-util-http==0.48b0
+orjson==3.10.7
+overrides==7.7.0
+packaging==24.1
+pandas==2.2.2
+pandocfilters==1.5.1
+parso==0.8.4
+pexpect==4.9.0
+pillow==10.4.0
+platformdirs==4.3.3
+plotly==5.24.1
+pluggy==1.5.0
+posthog==3.6.6
+prometheus_client==0.20.0
+prompt_toolkit==3.0.47
+proto-plus==1.24.0
+protobuf==4.25.5
+psutil==6.0.0
+ptyprocess==0.7.0
+pure_eval==0.2.3
+pyasn1==0.6.1
+pyasn1_modules==0.4.1
+pycosat==0.6.6
+pycparser==2.22
+pydantic==2.9.2
+pydantic-settings==2.5.2
+pydantic_core==2.23.4
+Pygments==2.18.0
+pyOpenSSL==24.2.1
+pyparsing==3.1.4
+PyPDF2==3.0.1
+PyPika==0.48.9
+pyproject_hooks==1.1.0
+PySocks==1.7.1
+python-dateutil==2.9.0.
+python-dotenv==1.0.1
+python-json-logger==2.0.7
+pytz==2024.2
+PyYAML==6.0.2
+pyzmq==26.2.0
+referencing==0.35.1
+regex==2024.9.11
+reportlab==4.2.2
+requests==2.32.3
+requests-oauthlib==2.0.0
+rfc3339-validator==0.1.4
+rfc3986-validator==0.1.1
+rich==13.8.1
+rpds-py==0.20.0
+rsa==4.9
+ruamel.yaml==0.18.6
+ruamel.yaml.clib==0.2.8
+safetensors==0.4.5
+scikit-learn==1.5.2
+scipy==1.14.1
+seaborn==0.13.2
+Send2Trash==1.8.3
+setuptools==75.1.0
+shellingham==1.5.4
+six==1.16.0
+smmap==5.0.1
+sniffio==1.3.1
+soupsieve==2.6
+SQLAlchemy==2.0.35
+stack-data==0.6.3
+starlette==0.38.6
+sympy==1.12
+tenacity==8.5.0
+terminado==0.18.1
+threadpoolctl==3.5.0
+tiktoken==0.7.0
+tinycss2==1.3.0
+tokenizers==0.20.0
+torch==2.4.1
+tornado==6.4.1
+tqdm==4.66.5
+traitlets==5.14.3
+transformers==4.45.1
+truststore==0.9.2
+typer==0.12.5
+types-python-dateutil==2.9.0.20240906
+typing-inspect==0.9.0
+typing_extensions==4.12.2
+tzdata==2024.1
+uri-template==1.3.0
+uritemplate==4.1.1
+urllib3==2.2.3
+uvicorn==0.30.6
+uvloop==0.20.0
+watchfiles==0.24.0
+wcwidth==0.2.13
+webcolors==24.8.0
+webencodings==0.5.1
+websocket-client==1.8.0
+websockets==13.1
+Werkzeug==3.0.4
+wheel==0.43.0
+wrapt==1.16.0
+yarl==1.12.1
+youtube-transcript-api==0.6.2
+zipp==3.20.2
+zstandard==0.23.0