An imperative command-line-interface for AI workload orchestration (pypi.org) 1 points by Facingsouth 3mo ago ↗ HN
[–] Facingsouth 3mo ago ↗ Performance2-8x throughput improvements with vLLM optimization30-50% bandwidth penalty eliminated with NUMA topology2-5x CUDA Graph speedup with optimal topologyUp to 90% cost savings with automatic provider switching<2 minute spot recovery with KV cache checkpointingUp to 3x faster cold starts with weight streamingUp to 50% cost savings with MLA-aware VRAM estimation
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[ 0.16 ms ] story [ 15.8 ms ] thread2-8x throughput improvements with vLLM optimization
30-50% bandwidth penalty eliminated with NUMA topology
2-5x CUDA Graph speedup with optimal topology
Up to 90% cost savings with automatic provider switching
<2 minute spot recovery with KV cache checkpointing
Up to 3x faster cold starts with weight streaming
Up to 50% cost savings with MLA-aware VRAM estimation