QLoRA Training Run Estimator

Size a single-GPU adapter run and inspect its simulated learning trajectory before committing compute.

Training Inputs

Base Model

Dataset Examples

LoRA Schedule (Epochs · Rank)

Uses bundled model-memory and A100 throughput/rate fixtures; estimates are illustrative. The full toolkit prepares real datasets, launches LoRA/QLoRA, monitors anomalies, merges adapters, and exports GGUF/SafeTensors.

Included with Fine-Tuning Pipeline

The complete Fine-Tuning Pipeline package includes:

Dataset preparation engine
8 instruction templates
YAML-driven training config
LoRA/QLoRA trainer
Training monitor
Model merger

Get the Full Fine-Tuning Pipeline

Full version includes dataset prep, 8 templates, LoRA/QLoRA trainer, training monitor, model merger, adapter registry, and GGUF export.

Buy Full Version — $59.00