Serverless Gpu Inference Api With Multi Model Routing

via “multi-gpu-distributed-inference-with-model-parallelism”

translation model by undefined. 3,88,860 downloads.

Unique: Leverages tensor or pipeline parallelism to distribute the 3B model across multiple GPUs, with communication handled by NCCL all-reduce operations; enables scaling beyond single-GPU memory constraints while maintaining model coherence

vs others: Enables higher throughput than single-GPU inference for large batch sizes; more efficient than model sharding for this model size, though communication overhead limits benefit for small batches