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gemma-xr
ramixpe/gemma-xr
gemma-xr is a machine learning model from ramixpe. Use it for the machine learning task on the model card, and read the license before you ship it in a product.
Fine-tuned Google Gemma 4 31B-it for Cisco IOS-XR service provider networking.
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At a glance
- Access
- Public
- Created
- Apr 12, 2026
- Updated
- Apr 12, 2026
- SHA
- 1ec5ea97
Model card
From the Hugging Face model README
Gemma-XR: IOS-XR Expert (Fine-tuned Gemma 4 31B)
Fine-tuned Google Gemma 4 31B-it for Cisco IOS-XR service provider networking.
Score: 47/50 (94%) on 50-prompt evaluation
| Bucket | Score |
|---|---|
| Contamination | 10/10 (100%) |
| Hierarchy | 10/10 (100%) |
| Fabrication | 8/8 (100%) |
| Verify | 7/7 (100%) |
| Repair | 7/8 (88%) |
| Clarify | 5/7 (71%) |
Quick Start (Ollama)
Training Details
- Base: google/gemma-4-31B-it
- Method: LoRA r=32, alpha=32, Unsloth
- LR: 5e-5 (gentle surgical adaptation)
- Epochs: 2
- Dataset: 1,133 records (70% broad IOS-XR QA + 30% structured config/repair tasks)
- Training time: 28 minutes on A100 80GB
- GGUF: Q8_0 quantization (31GB)
- Created
- Apr 12, 2026
- Updated
- Apr 12, 2026