All Products

Engineering

Workshop

A complete model engineering suite for GGUF conversion, quantization, fine-tuning prep, and .nvx packaging.

GGUF authoring

Full-precision and quantized GGUF conversion with configurable calibration datasets.

.nvx packaging

Package models, tokenizers, and inference configs into a single deployable artifact.

Diff & merge tooling

Delta-based model versioning — store only what changed between fine-tuned checkpoints.

Workshop
FP164.2G
Q82.1G
Q41.1G
GGUF.nvx
$ nvx workshop quantize
--model model.fp16.safetensors
--output model.q4.gguf
--type q4_k_m
> Exporting .nvx package...

About Workshop

Workshop is the model engineering suite of the Naviorx ecosystem. It handles the full model preparation pipeline: converting between formats, quantizing for deployment, and packaging into .nvx — Naviorx's self-contained model artifact format. Workshop supports full-precision and quantized GGUF conversion with configurable calibration datasets, and includes delta-based model versioning so you store only the difference between fine-tuned checkpoints. The result is a single .nvx file containing the model, tokenizer, and inference configuration — ready to deploy with Capsule.

Features

  • Full-precision and quantized GGUF conversion
  • Configurable calibration datasets for quantization
  • .nvx packaging: model + tokenizer + config in one file
  • Delta-based model versioning and diff tooling
  • Merge and rebase fine-tuned checkpoints
  • Batch processing for large model collections

System Requirements

OS Support

Windows, macOS

Version

0.1.0

Download Workshop