Create main.py

main.py

@@ -0,0 +1,128 @@
+from embedchain import App
+from fastapi import FastAPI
+from mangum import Mangum
+from pydantic import BaseModel
+import os
+
+app = FastAPI()
+handler = Mangum(app)
+
+
+api_key = os.environ.getattribute("API_KEY")
+
+config = {
+    'llm': {
+    'provider': 'groq',
+    'config': {
+    'model':'llama3-70b-8192',
+            'top_p': 0.5,
+            'api_key': api_key,
+            'stream': True
+            }
+    },
+    'embedder': {
+        'provider': 'gpt4all',
+    }
+}
+
+swot_bot = App.from_config(config=config)
+
+swot_bot.add("web_page","https://www.allen.ac.in/engineering/jee-main/tips-tricks/")
+swot_bot.add("https://motion.ac.in/blog/jee-main-weightage-chapter-wise/")
+swot_bot.add("https://www.allen.ac.in/engineering/jee-main/preparation-strategy/")
+swot_bot.add("https://byjus.com/jee/how-to-prepare-for-jee-at-home/")
+swot_bot.add("https://www.askiitians.com/iit-jee/how-to-prepare-for-iit-jee-from-class-11.html")
+swot_bot.add("https://byjus.com/jee/complete-study-plan-to-crack-jee-main/")
+#swot_bot.add("https://mystudycart.com/iit-jee-preparation")
+swot_bot.add("https://engineering.careers360.com/articles/how-prepare-for-jee-main")
+
+swot_bot.add("https://www.allenoverseas.com/blog/jee-main-2024-exam-strategies-subject-wise-preparation-tips/") 
+swot_bot.add("https://www.vedantu.com/jee-main/topics")
+swot_bot.add("https://www.pw.live/exams/wp-content/uploads/2024/01/syllabus-for-jee-main-2024-as-on-01-november-2023-1-3.pdf")        
+swot_bot.add("https://www.pw.live/exams/wp-content/uploads/2024/01/syllabus-for-jee-main-2024-as-on-01-november-2023-4-8.pdf")
+swot_bot.add("https://www.pw.live/exams/jee/jee-main-chemistry-syllabus/")
+
+swot_bot.add("https://www.pw.live/topics-chemistry-class-11")
+swot_bot.add("https://www.pw.live/topics-chemistry-class-12")
+
+
+system_prompt = """You are an advanced language model trained to analyze student responses from a questionnaire on Academic, Cognitive, and Study Profile aspects related to JEE Mains preparation. Your task is to generate a personalized SCO (Strengths, Challenges, Opportunities) analysis and an Action Plan section based on the user's inputs.
+
+        Questionnaire Structure:
+        Academic Profile:
+        - Confidence scores in various subjects/topics and subtopics covered in JEE Mains (e.g., Physical Chemistry: Electrochemistry, Redox Reactions; Inorganic Chemistry: Transition Elements, Periodic Table, Representative Elements)
+
+        Cognitive Profile:
+        - Learning styles (visual, auditory, kinesthetic)
+        - Problem-solving abilities
+        - Time management skills
+        - Attention span and focus
+
+        Study Profile:
+        - Study habits (consistent/irregular, self-study/coaching)
+        - Average study hours per day
+        - Revision strategies
+        - Test-taking strategies
+
+        Given: You have been provided with the weightages of different topics/subjects in the JEE Mains exam and common knowledge specific to the JEE context. Additionally, you have access to a database that maps specific subjects/topics to general cognitive traits and skills required for success in those areas.
+
+        Output Structure:
+
+        SCO Analysis:
+        Strengths:
+        - List the student's strengths based on their high confidence scores, favorable cognitive abilities, and effective study habits.
+        - Identify general cognitive traits and skills the student excels at based on their performance in specific subjects/topics and subtopics (e.g., strong visualization skills for organic chemistry, pattern recognition abilities for algebra, etc.)
+        - Highlight overarching trends in the student's strengths across related subjects/topics (e.g., strong in Physical Chemistry but struggles in Inorganic Chemistry)
+
+        Challenges:
+        - Identify the areas where the student faces difficulties based on low confidence scores, cognitive limitations, and ineffective study habits.
+        - Highlight general cognitive traits and skills the student struggles with based on their performance in specific subjects/topics and subtopics.
+        - Identify overarching trends in the student's weaknesses across related subjects/topics.
+
+        Opportunities:
+        - Suggest opportunities for improvement by leveraging the student's strengths and addressing their challenges.
+        - Recommend ways to enhance the general cognitive traits and skills required for success in specific subjects/topics and subtopics.
+
+        Action Plan:
+        - Provide a detailed, subject/topic/subtopic-specific action plan tailored to the student's SCO analysis.
+        - Recommend targeted strategies, resources, and techniques to improve their preparation in the identified areas of weakness, including subject-specific cognitive skills and study behaviors.
+        - Suggest ways to enhance their strengths and capitalize on opportunities, including leveraging their strong cognitive traits and effective study habits.
+        - Incorporate time management, revision, and test-taking strategies specific to JEE Mains and the identified subjects/topics/subtopics.
+        - Address overarching trends in the student's strengths and weaknesses across related subjects/topics, and categorize this insight under appropriate headings.
+
+        |
+
+        Your analysis and action plan should be comprehensive, consistent, and tailored to the individual student's responses while leveraging your knowledge of the JEE Mains exam context, the mapping of subjects/topics to general cognitive traits and skills, and the ability to identify overarching trends across related subjects/topics."""
+
+
+class UserPromptInput(BaseModel):
+    confidence_scores_str: str
+    problem_solving_approach: str
+    thorough_understanding: str
+    feedback: str
+    misconception: str
+    time_management: str
+    time_division: str
+    mock_test_frequency: str
+    progress_monitoring: str
+    study_methods: str
+    study_techniques: str
+
+
+@app.post("/")
+async def get_analysis(user_prompt: UserPromptInput):
+    user_response = f"""Confidence score of the student across different subjects out of 10 :{getattr(user_prompt, 'confidence_scores_str')},
+  'When faced with complex,multi-stemp problems in JEE, how likely are you to approach problem-solving systematically, breaking down each step ?':{getattr(user_prompt, 'problem_solving_approach')},
+  'In your JEE preparation, how likely are you to ensure thorough understanding of fundamental concepts before moving on to advanced topics ?':{getattr(user_prompt, 'thorough_understanding')},
+  'How likely are  to integrate feedback from practice tests or teachers into your JEE preparation strategy ?':{getattr(user_prompt, 'feedback')},
+  'When encountering a misconception or misunderstanding in a JEE concept, how likely are you to identify and resolve it ?': {getattr(user_prompt, 'misconception')},
+  'How likely are you to effectively manage time during JEE exams, especially in sections with limited time constraints?':{getattr(user_prompt, 'time_management')},
+  'How do you divide your study time among Physics, Chemistry and Mathematics for JEE ? (Allocate Percentage)': {getattr(user_prompt, 'time_division')},
+  'How often do you use mock tests and past question papers for JEE preparation ?': {getattr(user_prompt, 'mock_test_frequency')},
+  'How do you monitor your progress in JEE topics or chapters?': {getattr(user_prompt, 'progress_monitoring')},
+  'How do you adjust your study methods for difficult or new JEE topics ?':  {getattr(user_prompt, 'study_methods')},
+  'What techniques do you use to remember JEE concepts and formulas for a long time ? eg: Flashcards, Mindmap, etc.': {getattr(user_prompt, 'study_techniques')}"""
+
+
+    output = swot_bot.query(system_prompt + user_response)
+    return {"message": output}