GPU MODELS
A100 / H100
MAX VRAM
80 GB
INTERCONNECT
NVLink
AVAILABILITY
99.9%
-- CAPABILITIES --------
MULTI-GPU TRAINING
Scale training across multiple GPUs with automatic data parallelism. Support for PyTorch DDP, DeepSpeed, and FSDP out of the box.
DEDICATED VRAM
Each GPU allocation guarantees full VRAM access. No sharing, no contention. 40GB or 80GB configurations per A100.
CUDA SUPPORT
Full CUDA toolkit pre-installed. cuDNN, NCCL, TensorRT available. Custom CUDA kernel compilation supported.
SPOT INSTANCES
Up to 70% savings with preemptible GPU instances. Automatic checkpoint and resume for fault-tolerant training.
-- USE CASES --------
▸Large language model fine-tuning
▸Computer vision research
▸Drug discovery molecular simulations
▸Climate modeling and weather prediction