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vgecbot
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from app.api.dependencies import get_rag_service
rag_service = get_rag_service()

tests = [

    # =========================
    # STUDENT SECTION (student_section.json)
    # =========================

    {
        "question": "Who provides overall supervision of the scholarship section?",
        "document": "student_section.json",
        "chunk_index": 9
    },
    {
        "question": "Who manages National Scholarship Portal (NSP) scholarships?",
        "document": "student_section.json",
        "chunk_index": 8
    },
    {
        "question": "Who handles Scheduled Tribe (ST) scholarships?",
        "document": "student_section.json",
        "chunk_index": 7
    },
    {
        "question": "Where is the Student Section located?",
        "document": "student_section.json",
        "chunk_index": 1
    },
    {
        "question": "What are the working hours of the Student Section?",
        "document": "student_section.json",
        "chunk_index": 1
    },
    {
        "question": "What is the fee for a Transfer Certificate?",
        "document": "student_section.json",
        "chunk_index": 10
    },
    {
        "question": "Which scholarships are managed under Mukhyamantri Yuva Swavalamban Yojana (MYSY)?",
        "document": "student_section.json",
        "chunk_index": 4
    },
    {
        "question": "What services are included under administrative services in the Student Section?",
        "document": "student_section.json",
        "chunk_index": 3
    },

    # =========================
    # HOSTEL (hostel.json)
    # =========================

    {
        "question": "How many rooms are available in the Boys Hostel?",
        "document": "hostel.json",
        "chunk_index": 1
    },
    {
        "question": "What is the total capacity of the Girls Hostel?",
        "document": "hostel.json",
        "chunk_index": 2
    },
    {
        "question": "Who administers the hostels?",
        "document": "hostel.json",
        "chunk_index": 3
    },
    {
        "question": "Who is the Rector of the hostel?",
        "document": "hostel.json",
        "chunk_index": 4
    },

    # =========================
    # ADMISSION UG (admission_ug.json)
    # =========================

    {
        "question": "What is the tuition fee for undergraduate boys?",
        "document": "admission_ug.json",
        "chunk_index": 0
    },
    {
        "question": "What is the tuition fee for undergraduate girls?",
        "document": "admission_ug.json",
        "chunk_index": 0
    },
    {
        "question": "How many seats are available in Computer Engineering?",
        "document": "admission_ug.json",
        "chunk_index": 1
    },
    {
        "question": "Which programs are accredited by NBA until June 30, 2025?",
        "document": "admission_ug.json",
        "chunk_index": 3
    },
    {
        "question": "Where can students find cutoff marks for 2023 and 2024?",
        "document": "admission_ug.json",
        "chunk_index": 4
    }

]

docs = rag_service.test_queries({
    "tests": tests,
    "k": 5,
    "threshold": 0.4
})

print(docs)