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Datasets/Dataset_GDSC_SOU.txt

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+****Google Developer Student Clubs****
+
+Google Developer Student Clubs are university based community groups for students interested in Google developer technologies. Students from all undergraduate 
+or graduate programs with an interest in growing as a developer are welcome. By joining a GDSC, students grow their knowledge in a peer-to-peer learning 
+environment and build solutions for local businesses and their community.
+
+Google Developer Student Clubs (DSC) are community groups for college and university students interested in Google developer technologies. 
+These clubs are designed to bridge the gap between theory and practical application by providing students with access to resources, 
+mentorship, and hands-on experience with Google technologies. Whether you're a beginner or an experienced developer, DSC offers a 
+supportive environment where students can learn, collaborate, and innovate together.
+
+Here's an overview of what Google Developer Student Clubs offer:
+
+1. Learning Opportunities: DSCs host workshops, seminars, and training sessions on a wide range of topics including Android app 
+development, web development, machine learning, cloud computing, and more. These sessions are led by industry experts, 
+Google Developer Experts, and fellow students, providing valuable insights and practical knowledge.
+
+2. Hands-on Projects: Members of DSCs have the opportunity to work on real-world projects that address local challenges or 
+contribute to open-source initiatives. These projects not only help students apply their skills in a practical setting but also 
+provide valuable experience for their future careers.
+
+3. Networking: DSCs facilitate networking opportunities with industry professionals, Google engineers, and fellow students. 
+Through events like hackathons, meetups, and guest lectures, students can expand their professional network, collaborate on projects, 
+and explore internship or job opportunities.
+
+4. Access to Google Resources: As an official Google program, DSCs have access to a wide range of resources including 
+Google Cloud credits, APIs, developer tools, and training materials. These resources empower students to build innovative projects 
+and solutions using Google technologies.
+
+5. Community Engagement: DSCs actively engage with their local communities through outreach programs, tech talks, and 
+collaborations with other student organizations. By organizing events and initiatives that benefit the community, DSCs play 
+a crucial role in fostering a culture of tech entrepreneurship and innovation.
+
+6. Leadership Development: DSCs provide opportunities for students to take on leadership roles within their clubs, 
+such as organizing events, leading workshops, and mentoring other members. These leadership experiences help students develop 
+valuable soft skills such as communication, teamwork, and project management.
+
+Overall, Google Developer Student Clubs offer a supportive and inclusive environment where students can learn, grow, 
+and make a positive impact through technology. Whether you're passionate about coding, entrepreneurship, or making a 
+difference in your community, DSCs provide the resources and opportunities to help you succeed on your journey as a developer.
+
+Connect
+Meet students interested in developer technologies at your college or university. All are welcome, 
+including those with diverse backgrounds and different majors.
+
+Learn
+Learn about a range of technical topics and gain new skills through hands-on workshops, 
+events, talks, and project-building activities online and in-person.
+
+Grow
+Apply new learnings to build great solutions for local problems. Advance your skills, career, 
+and network. Give back to your community by helping others learn.
+
+
+****Silver Oak University****
+
+Silver Oak University(SOU) is premier private university carrying forward the legacy of Silver Oak Group of Institutes.
+
+As a reflection to its motto,“Gyanam Param Bhushanam” meaning Knowledge is the highest virtue, SOU delivers engaging learning experience through futuristic curriculum, advanced technological interface, eminent faculty, industry academia bonding, career planning and counseling and ample career opportunities.
+
+Recently announced as a State Private University (under Gujarat Private Universities Act, 2009) Silver Oak was established in 2009 as an affiliated college and gradually grew into Silver Oak Group of Institutes.
+
+It started with 240 students and has grown into one of the largest campuses for Engineering College and a plethora of courses.
+
+
+SALIENT FEATURES OF SOU
+(University within the city of Ahmedabad)
+- Only University with Industry Oriented Curriculum.
+- Free Wi-Fi enabled campus (Jio).
+- Separate Hostel facilities for Boys and Girls.
+- More exposure to Project-Based Learning through Internship (Summer and Winter).
+- Campus placement with a proven track record of consistently more than 70% since last five years.
+- More than 70 design patents filed by faculty members and students.
+- Ignite Incubation Centre – the most preferred destination for start-up enthusiasts.
+- State-of-the-art Machine learning, Artificial Intelligence and Apple Laboratory.
+- Centre of Excellence by Royal Enfield.
+- NAVIC receiver (Setup by ISRO) and Centre for Advanced Networking and Cyber Security, IoT and Robotics Laboratory.
+- More than 1000 KW of rooftop solar panel installed.
+- Most active RED HAT Academy of the state.
+- Received Internship award by AICTE for promoting Internship.
+- Recognised by TIMES OF INDIA, THE WEEK, KNOWLEDGE REVIEW for academic merits.
+- Recognised as the Most Innovative Campus by MY FM.
+- Highest salary packages up to 15 lac per annum offered to UG student.
+- Well-connected Campus with all modes of transport.
+- Campus with CCTV surveillance.
+- A dedicated team of trainers for aptitude and soft skill coaching to assist placement.
+- Recruiter pool of more than 1000 companies.
+- Tie-up with Eklavya Sports Academy.
+- 15 technical clubs for experiential learning.
+- Waste Management / Green campus enabled campus.
+- MoUs with GIS, GCSRA, GERMI, Jio, Pratt Muller for academic upgrade.
+- The largest number of Skill Development centres as a CSR activity.
+- In-house mentorship programme (peer to peer) for counseling of students.
+
+****Google Developer Student Clubs Silver Oak University****
+
+Silver Oak University(SOU) is premier private university carrying forward the legacy of Silver Oak Group of Institutes.
+
+As a reflection to its motto, “Gyanam Param Bhushanam” meaning Knowledge is the highest virtue, SOU delivers engaging learning experience through futuristic curriculum, advanced technological interface, eminent faculty, industry academia bonding, career planning and counseling and ample career opportunities.
+
+GDSC Faculty Advisor- Prof. Sanket Shah, Assistant Professor, Department of Computer Engineering, SOCET; 
+ 
+Total Team Members - 28
+
+****GDSC Lead 2023-2024****
+Dev Shinde - Co-Founder Batwebs.com || GDSC LEAD 23' || Advisory Board Member at IEEE Silver Oak University || 
+Data Science Enthusiast || Student at Silver Oak University
+
+GDSC Co-Lead: Vimarsh Tiwari,
+
+Research Lead: Gunja Shah,
+
+Research Co-Lead: Jayesh Chauhan, 
+
+Google Cloud Facilitator: Lav Patel, 
+
+Technical Lead: Yash Simejiya, 
+
+Design Lead: Ansh Vachheta,
+
+Design Co-Lead: Krish Satasiya, 
+
+Content & Curation Lead: Shreshang Thakor
+
+Content Co-Lead: Jaival Suthar, 
+
+Curation Co-Lead: Aum Prajapati, 
+
+Management Lead: Abhay Mandli, 
+
+Management Co-Lead: Aayush Parikh, 
+
+Management Co-Lead: Vishal Sharma,
+
+Outreach Lead: Het Nayee, 
+
+Outreach Co-Lead: Riya Chawla,
+
+Tech Student Advisor: Dhritiman Bhardwaj, 
+
+Cybersecurity Student Advisor: Gaud Swetkamal, 
+
+Student Coordinator: Frenny Chothani, 
+
+Android Lead: Harshil Rana, 
+
+AI/ML Lead: Rohan Shaw, 
+
+Webmaster: Harsh Awasthi,
+
+Cybersecurity Lead: Prashant Chettiyar, 
+
+Cybersecurity Co-Lead: Prince Dayani, 
+
+Technical Co-Lead: Jaiman Soni, 
+
+Webmaster: Karm Pandya
+
+UI/UX Lead: Dhruvi Jain
+
+Video Graphics Lead: Lavesh Manglani

README.md

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 ---
-title: Cbapgd
-emoji: ⚡
-colorFrom: indigo
+title: Cb Api
+emoji: 🐠
+colorFrom: blue
 colorTo: purple
 sdk: docker
 pinned: false
+license: mit
 ---
 
 Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

app.py

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+from fastapi import FastAPI, HTTPException, Depends
+
+from fastapi.middleware.cors import CORSMiddleware
+
+from model import generate_answer, generate_questions
+
+import logging
+
+import socket
+
+import json
+
+
+
+app = FastAPI()
+
+# Add logging 
+
+logging.basicConfig(level=logging.INFO)
+
+logger = logging.getLogger(__name__)
+
+formatter = logging.Formatter("%(asctime)s - %(levelname)s - %(message)s")
+
+handler = logging.StreamHandler()
+
+handler.setFormatter(formatter)
+
+logger.addHandler(handler)
+
+# Add CORS
+
+origins = ["*"]
+# origins = [
+#     "https://gdscsou.github.io",
+#     # Add any other origins that should be allowed to access your API
+# ]
+
+# app.add_middleware(
+
+#     CORSMiddleware,
+
+#     allow_origins=origins,
+
+#     allow_credentials=True,
+
+#     allow_methods=["*"],
+
+#     allow_headers=["*"],
+
+# )
+
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=origins,
+    allow_credentials=True,
+    allow_methods=["GET", "POST", "PUT", "DELETE"],
+    allow_headers=["*"],
+)
+
+@app.get("/")
+
+def read_root():
+
+    return {
+
+        "message": "API running successfully",
+
+        "endpoints": [
+
+            "/chat/"
+
+        ]
+
+    }
+
+@app.post("/chat/")
+
+def chat(q: str, chathistory: str):
+
+    hostname = socket.gethostname()
+
+    ip_address = socket.gethostbyname(hostname)
+
+    logger.info('User IP: %s', ip_address)
+
+    gen_answer = generate_answer(q, chathistory)
+
+    # gen_questions = generate_questions(q, chathistory)
+
+    chat_data = {
+
+        'host_name': hostname,
+
+        'user_ip': ip_address,
+
+        'question': q,
+
+        'response': gen_answer['answer'],
+
+    }
+
+    # with open('chatData/chat_data.json', 'a') as json_file:
+
+    #     json.dump(chat_data, json_file)
+
+    # return {"gen_answer": gen_answer, "gen_questions": gen_questions}
+    return {"gen_answer": gen_answer}

embeddingllama.py

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+from llama_index import VectorStoreIndex, ServiceContext, SimpleDirectoryReader, StorageContext, load_index_from_storage
+from llama_index.llms import Gemini
+from llama_index.embeddings import GeminiEmbedding
+import logging
+import os
+import sys
+from dotenv import load_dotenv
+
+load_dotenv()
+
+logging.basicConfig(stream=sys.stdout, level=logging.INFO)
+logging.getLogger().addHandler(logging.StreamHandler(stream=sys.stdout))
+
+class GeminiLlamaLoader:
+    def __init__(self):
+        # Initialize LlamaIndex
+        llm = Gemini(api_key=os.environ.get("GEMINI_API_KEY"), max_tokens=256, temperature=0.36)
+        embedding_model = GeminiEmbedding(api_key=os.environ.get("GEMINI_API_KEY"), title="Chatbot")
+        service_context = ServiceContext.from_defaults(llm=llm, chunk_size=1024, embed_model=embedding_model)
+
+        PERSIST_DIR = "./storage"
+        if not os.path.exists(PERSIST_DIR):
+            print("Creating New index...")
+            # load the documents and create the index
+            documents = SimpleDirectoryReader("Datasets").load_data()
+            index = VectorStoreIndex.from_documents(documents, service_context=service_context)
+            index.storage_context.persist(persist_dir=PERSIST_DIR)
+        else:
+            print("Loading index...")
+            # load the existing index
+            storage_context = StorageContext.from_defaults(persist_dir=PERSIST_DIR)
+            index = load_index_from_storage(storage_context=storage_context, service_context=service_context)
+
+        self.query_engine = index.as_query_engine()
+
+        print("Index ready!")
+
+    def ask_llm(self, prompt):
+        return self.query_engine.query(prompt)

model.py

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+from embeddingllama import GeminiLlamaLoader
+import markdown
+import os
+
+index = GeminiLlamaLoader()
+
+
+def generate_questions(question, chatReceive):
+  chat_history = []
+
+  prompt = (
+      """INSTRUCTION: You will be provided with a question and some context related to it act as a question recommender system for AI chatbot.\
+    Your job is to predict 3 preceeding questions related to the query that might be relevent to the customer and try to keep the questions in context with the query you will always wrap the recommended questions inside a HTML button tag with the class='recommended-question'\
+    Use the chat history for better context\
+    QUESTION: '{query}'
+    CHAT HISTORY: '{chat_history}'
+
+    ANSWER:
+    """).format(query=question,
+                chat_history=chatReceive)
+
+  answer = index.ask_llm(prompt).response
+  mark_answer = markdown.markdown(answer)
+
+  chat_history += [{"user": question, "Assistant": answer}]
+
+  return {"Rem": mark_answer}
+
+
+def generate_answer(question, chatReceive):
+  chat_history = []
+
+  prompt = (f"""INSTRUCTION: Act as a community support chatbot for Google Developer Student Clubs Silver Oak University alias GDSC SOU, this is conversation \
+to a community member. Use the PASSAGE and CHAT-HISTORY to answer in a helpful manner to the QUESTION. \
+Don't forget you are a Community support chatbot don't answer questions that include queries not related to Google Developer \
+Student Clubs, Google Developer Students Club Silver Oak University, Silver Oak University and general chat. \
+If you don't know any ANSWER, say you don't know \
+Always follow general guardrails before generating any response. \
+Always try to keep the conversation in context to GDSC SOU. Keep your replies short \
+compassionate and informative.\
+Give the answer from the passage and chat history \
+You should help user to get his query solved and also try to increase engagement for GDSC SOU by also promoting GDSC SOU.\
+     
+QUESTION: '{question}'
+CHAT-HISTORY: '{chatReceive}'
+
+ANSWER:
+  """)
+
+  answer = index.ask_llm(prompt).response
+  mark_answer = markdown.markdown(answer)
+
+  chat_history += [{"user": question, "Assistant": answer}]
+
+  return {
+      "answer": answer,
+      "chat_history": chat_history,
+      "markdown": mark_answer
+  }
+

requirements.txt

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+python-dotenv
+langchain
+llama-index
+google-generativeai
+Markdown
+fastapi
+python-multipart
+uvicorn

storage/default__vector_store.json

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Students from all undergraduate \nor graduate programs with an interest in growing as a developer are welcome. By joining a GDSC, students grow their knowledge in a peer-to-peer learning \nenvironment and build solutions for local businesses and their community.\n\nGoogle Developer Student Clubs (DSC) are community groups for college and university students interested in Google developer technologies. \nThese clubs are designed to bridge the gap between theory and practical application by providing students with access to resources, \nmentorship, and hands-on experience with Google technologies. Whether you're a beginner or an experienced developer, DSC offers a \nsupportive environment where students can learn, collaborate, and innovate together.\n\nHere's an overview of what Google Developer Student Clubs offer:\n\n1. Learning Opportunities: DSCs host workshops, seminars, and training sessions on a wide range of topics including Android app \ndevelopment, web development, machine learning, cloud computing, and more. These sessions are led by industry experts, \nGoogle Developer Experts, and fellow students, providing valuable insights and practical knowledge.\n\n2. Hands-on Projects: Members of DSCs have the opportunity to work on real-world projects that address local challenges or \ncontribute to open-source initiatives. These projects not only help students apply their skills in a practical setting but also \nprovide valuable experience for their future careers.\n\n3. Networking: DSCs facilitate networking opportunities with industry professionals, Google engineers, and fellow students. \nThrough events like hackathons, meetups, and guest lectures, students can expand their professional network, collaborate on projects, \nand explore internship or job opportunities.\n\n4. Access to Google Resources: As an official Google program, DSCs have access to a wide range of resources including \nGoogle Cloud credits, APIs, developer tools, and training materials. These resources empower students to build innovative projects \nand solutions using Google technologies.\n\n5. Community Engagement: DSCs actively engage with their local communities through outreach programs, tech talks, and \ncollaborations with other student organizations. By organizing events and initiatives that benefit the community, DSCs play \na crucial role in fostering a culture of tech entrepreneurship and innovation.\n\n6. Leadership Development: DSCs provide opportunities for students to take on leadership roles within their clubs, \nsuch as organizing events, leading workshops, and mentoring other members. These leadership experiences help students develop \nvaluable soft skills such as communication, teamwork, and project management.\n\nOverall, Google Developer Student Clubs offer a supportive and inclusive environment where students can learn, grow, \nand make a positive impact through technology. Whether you're passionate about coding, entrepreneurship, or making a \ndifference in your community, DSCs provide the resources and opportunities to help you succeed on your journey as a developer.\n\nConnect\nMeet students interested in developer technologies at your college or university. All are welcome, \nincluding those with diverse backgrounds and different majors.\n\nLearn\nLearn about a range of technical topics and gain new skills through hands-on workshops, \nevents, talks, and project-building activities online and in-person.\n\nGrow\nApply new learnings to build great solutions for local problems. Advance your skills, career, \nand network. Give back to your community by helping others learn.\n\n\n****Silver Oak University****\n\nSilver Oak University(SOU) is premier private university carrying forward the legacy of Silver Oak Group of Institutes.\n\nAs a reflection to its motto,\u201cGyanam Param Bhushanam\u201d meaning Knowledge is the highest virtue, SOU delivers engaging learning experience through futuristic curriculum, advanced technological interface, eminent faculty, industry academia bonding, career planning and counseling and ample career opportunities.\n\nRecently announced as a State Private University (under Gujarat Private Universities Act, 2009) Silver Oak was established in 2009 as an affiliated college and gradually grew into Silver Oak Group of Institutes.\n\nIt started with 240 students and has grown into one of the largest campuses for Engineering College and a plethora of courses.", "start_char_idx": 0, "end_char_idx": 4558, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: 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"last_modified_date": "2024-02-16", "last_accessed_date": "2024-02-16"}, "hash": "d9745db3695a329c36e8d959abb410e1969fab45d1038f0211b04c3d22f6581c", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "9eafd666-bbe5-44f3-abdc-0982300c3c36", "node_type": "1", "metadata": {"file_path": "Datasets\\Dataset_GDSC_SOU.txt", "file_name": "Dataset_GDSC_SOU.txt", "file_type": "text/plain", "file_size": 8205, "creation_date": "2024-02-16", "last_modified_date": "2024-02-16", "last_accessed_date": "2024-02-16"}, "hash": "eded38eab7e675f891c37e205831aea6e7be59f17a31f7931fea670fa5d9135c", "class_name": "RelatedNodeInfo"}}, "text": "****Silver Oak University****\n\nSilver Oak University(SOU) is premier private university carrying forward the legacy of Silver Oak Group of Institutes.\n\nAs a reflection to its motto,\u201cGyanam Param Bhushanam\u201d meaning Knowledge is the highest virtue, SOU delivers engaging learning experience through futuristic curriculum, advanced technological interface, eminent faculty, industry academia bonding, career planning and counseling and ample career opportunities.\n\nRecently announced as a State Private University (under Gujarat Private Universities Act, 2009) Silver Oak was established in 2009 as an affiliated college and gradually grew into Silver Oak Group of Institutes.\n\nIt started with 240 students and has grown into one of the largest campuses for Engineering College and a plethora of courses.\n\n\nSALIENT FEATURES OF SOU\n(University within the city of Ahmedabad)\n- Only University with Industry Oriented Curriculum.\n- Free Wi-Fi enabled campus (Jio).\n- Separate Hostel facilities for Boys and Girls.\n- More exposure to Project-Based Learning through Internship (Summer and Winter).\n- Campus placement with a proven track record of consistently more than 70% since last five years.\n- More than 70 design patents filed by faculty members and students.\n- Ignite Incubation Centre \u2013 the most preferred destination for start-up enthusiasts.\n- State-of-the-art Machine learning, Artificial Intelligence and Apple Laboratory.\n- Centre of Excellence by Royal Enfield.\n- NAVIC receiver (Setup by ISRO) and Centre for Advanced Networking and Cyber Security, IoT and Robotics Laboratory.\n- More than 1000 KW of rooftop solar panel installed.\n- Most active RED HAT Academy of the state.\n- Received Internship award by AICTE for promoting Internship.\n- Recognised by TIMES OF INDIA, THE WEEK, KNOWLEDGE REVIEW for academic merits.\n- Recognised as the Most Innovative Campus by MY FM.\n- Highest salary packages up to 15 lac per annum offered to UG student.\n- Well-connected Campus with all modes of transport.\n- Campus with CCTV surveillance.\n- A dedicated team of trainers for aptitude and soft skill coaching to assist placement.\n- Recruiter pool of more than 1000 companies.\n- Tie-up with Eklavya Sports Academy.\n- 15 technical clubs for experiential learning.\n- Waste Management / Green campus enabled campus.\n- MoUs with GIS, GCSRA, GERMI, Jio, Pratt Muller for academic upgrade.\n- The largest number of Skill Development centres as a CSR activity.\n- In-house mentorship programme (peer to peer) for counseling of students.\n\n****Google Developer Student Clubs Silver Oak University****\n\nSilver Oak University(SOU) is premier private university carrying forward the legacy of Silver Oak Group of Institutes.\n\nAs a reflection to its motto, \u201cGyanam Param Bhushanam\u201d meaning Knowledge is the highest virtue, SOU delivers engaging learning experience through futuristic curriculum, advanced technological interface, eminent faculty, industry academia bonding, career planning and counseling and ample career opportunities.\n\nGDSC Faculty Advisor- Prof. Sanket Shah, Assistant Professor, Department of Computer Engineering, SOCET; \n \nTotal Team Members - 28\n\n****GDSC Lead 2023-2024****\nDev Shinde - Co-Founder Batwebs.com || GDSC LEAD 23' || Advisory Board Member at IEEE Silver Oak University || 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storage/image__vector_store.json

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