---
license: gemma
base_model: google/gemma-2-2b-it
tags:
- gemma2
- instruction-tuning
- nirf
- india
pipeline_tag: text-generation
---

# Gemma-2B (IT) — NIRF Lookup 2025 (Merged FP16)

Base: google/gemma-2-2b-it
This repository contains merged full weights (LoRA baked into base).

Intended use:
Short factual lookup answers about NIRF 2025 (Indian institutes).

How to use (summary):
Load with Transformers AutoTokenizer and AutoModelForCausalLM from this repo id.
Use bfloat16 on NVIDIA L4. Provide an instruction (and optional context), then generate.

Training summary:
QLoRA (4-bit) on Gemma-2-2b-it. LoRA r=16, alpha=64, dropout=0.1.
Target modules: q_proj, k_proj, v_proj, o_proj, gate_proj, up_proj, down_proj.
bf16 on NVIDIA L4. Data: 100 NIRF 2025 lookup samples.

License & notice:
This model is a Model Derivative of google/gemma-2-2b-it and is distributed under Google’s Gemma Terms of Use.
See the NOTICE file in this repo.