---
license: other
library_name: transformers
base_model: Qwen/Qwen2.5-14B-Instruct
tags:
- nanollm
- qwen2.5
- safetensors
- text-generation
---

# NanoLLM Qwen2.5-14B-Instruct v3.1

Compact self-contained NanoLLM format is in `nano_compact/`.

```python
from transformers import AutoModelForCausalLM, AutoTokenizer
repo_id = "RthItalia/NanoLLM-Qwen2.5-14B-v3.1"
tokenizer = AutoTokenizer.from_pretrained(repo_id, subfolder="nano_compact", use_fast=True)
model = AutoModelForCausalLM.from_pretrained(repo_id, subfolder="nano_compact", trust_remote_code=True, device_map="auto")
```

Validation against 8-bit reference:
- avg cosine: 0.98984375
- min cosine: 0.9765625
- gate: avg >= 0.985

`nano_compact/model.safetensors` contains Nano quantized tensors and does not require downloading the Qwen base weights.
