---
language:
- pl
- en
license: mit
tags:
- devops
- kubernetes
- ansible
- terraform
- yaml
base_model: microsoft/Phi-3.5-mini-instruct
---

# Phi-3.5-mini-PL-DevOps-Instruct-v2

Polish DevOps assistant fine-tuned on Infrastructure as Code tasks.

## ⚠️ Fixes in v2
- **Fixed YAML indentation** - consistent 2-space indentation
- **High Quality Training** - Native BF16 training (no quantization errors)
- Trained WITHOUT Unsloth (no padding-free mode)
- `packing=False` to preserve whitespace

## Evaluation / Inference
This model is saved in **BFLOAT16**.
- For 4-bit inference: Load with `load_in_4bit=True` (bitsandbytes)
- For vLLM: Compatible with standard loading or FP8/AWQ quantization

## Training
| Param | Value |
|-------|-------|
| Base | microsoft/Phi-3.5-mini-instruct |
| Method | Full BF16 Finetuning + LoRA |
| Batch | 96 effective |
| Train samples | 172,145 |
| Train loss | 0.5981 |
| Time | 147.3 min |
| GPU | H100 80GB |