TRAIN.CLI

Fine-Tuning Engine

Full-parameter and LoRA/QLoRA training on managed A100 GPUs. No PyTorch required.

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LoRA & QLoRA

Memory-efficient training — fine-tune 70B models on a single A100. Configure rank, alpha, target modules.

Distributed Training

FSDP and DeepSpeed integration for multi-node, multi-GPU training on massive datasets.

Continuous Checkpointing

Never lose progress. Resume training exactly where you left off if preempted.

Enterprise-Grade Infrastructure

A100 GPUs, private VPC, zero data egress. Your training data never leaves your environment.

  • Private VPC Deployment
  • Zero Data Egress
  • End-to-End Encryption
  • On-premise GPU Support
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