AI Fine-Tuning

Fine-Tuning with
AMD Instinct™ GPUs

Once your base models are trained, you can fine-tune them on the same infrastructure.

Single-Node Fine-Tuning to Reduce Complexity

TensorWave Cloud delivers optimized bare-metal infrastructure, ensuring consistent performance, exceptional uptime, and effortless scaling, powered by AMD Instinct™ MI-Series accelerators.

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Run many fine-tuning jobs on one AMD Instinct™ node instead of complex multi-node clusters.

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Simplify setup, debugging, and handoffs; no need to re-architect for small, targeted updates.

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Use the same high-memory GPUs to fit larger context windows and batch sizes into a single machine.

Bring Your Fine-Tuning Stack

Use the tools you already trust; we handle scale, orchestration, and the operational complexity required to run them reliably in production.

Frameworks & Runtimes

Production-ready support for modern training and inference stacks, enabling scalable development and distributed execution.

Experiment Tracking

Integrated tracking captures metrics and artifacts, making experiments easy to compare, reproduce, and iterate.

MLflowWeights & Biases

Tuning & pipelines

Automated tuning and orchestration streamline workflows and move models from research to production.

Ray TuneOptunaDVCAirflow/Prefect

Observability

Real-time visibility into performance, health, and logs helps teams diagnose issues and optimize systems.

Prometheus/GrafanaOpenSearch (ELK)And more
World-class Compatibility
Plug-and-play compatibility with your favorite tools and platforms.
2 Million+Supported libraries and frameworks
HuggingFace
Megatron-LM
PyG
LLaMA-Factory
Ollama
deepspeed
Axolotl
SGL
HuggingFace
Megatron-LM
PyG
LLaMA-Factory
Ollama
deepspeed
Axolotl
SGL
HuggingFace
Megatron-LM
PyG
LLaMA-Factory
Ollama
deepspeed
Axolotl
SGL
xFormers
PyTorch
JAX
TensorFlow
PEFT
mosaic-ML
Accelerate
vLLM
xFormers
PyTorch
JAX
TensorFlow
PEFT
mosaic-ML
Accelerate
vLLM
xFormers
PyTorch
JAX
TensorFlow
PEFT
mosaic-ML
Accelerate
vLLM

Ready to Train on Architecture Built for AI?

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