README.md

metadata

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