gemma2b-nirf-lookup-gguf

This is a GGUF conversion of coderop12/gemma2b-nirf-lookup-2025.

Model Details

• Original Model: coderop12/gemma2b-nirf-lookup-2025
• Format: GGUF (F16 precision)
• File Size: ~4.9 GB
• Architecture: Gemma 2B
• Specialization: NIRF (National Institutional Ranking Framework) lookup and ranking queries

Usage

With llama.cpp

./llama-cli -m gemma2b-nirf-lookup-gguf.gguf -p "What is the NIRF ranking methodology?"

With Python (llama-cpp-python)

from llama_cpp import Llama

llm = Llama(model_path="gemma2b-nirf-lookup-gguf.gguf")
response = llm("What are the top NIRF ranked engineering colleges?")
print(response['choices'][0]['text'])

With Ollama

# First, create a Modelfile
echo 'FROM ./gemma2b-nirf-lookup-gguf.gguf' > Modelfile
ollama create gemma2b-nirf-lookup-gguf -f Modelfile
ollama run gemma2b-nirf-lookup-gguf "Explain NIRF ranking parameters"

Model Capabilities

This model is specifically fine-tuned for:

• NIRF ranking information and queries
• Indian higher education institutional data
• University and college ranking explanations
• Educational policy and framework questions

Technical Details

• Quantization: F16 (16-bit floating point)
• Context Length: 2048 tokens
• License: Follow original model license terms
• Converted using: llama.cpp conversion tools

Original Model License

Please refer to the original model repository for license information.