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Simon Mo

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vLLM & Deepspeed UpdatesPyTorch Conference 20252025-10-22
vLLM presents an inference engine that runs open models on heterogeneous datacenter hardware, integrates PyTorch features like torch.compile and flex…
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vLLM: Easy, Fast, and Cheap LLM Serving for EveryonePyTorch Conference 20252025-10-22
vLLM serves open‑source LLMs with claims of production scale on NVIDIA/AMD GPUs, TPUs, Trainium and CPUs, plus OpenAI and Anthropic API compatibility and…
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Panel Discussion: Training and Inference at Planet ScaleAI Infra Summit at PyTorch Conference 20252025-10-21
Panel covers concrete engineering moves: using five- or six-dimensional parallelism and mixture-of-experts sharding, splitting prefill vs decode into separate…
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Ray Serve: Patterns of ML Models in ProductionRay Summit 20212021-06-22
Ray Serve is a Ray-based serving framework developed from 100+ user interviews that claims to deploy many models as composable microservices with per-component…
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Patterns of ML Models in ProductionPyCon US 20212021-05-14
Provides concrete patterns — pipeline, ensemble, business logic and online learning — backed by 100+ user interviews, names the real pain points (scaling one…
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Introducing Ray Serve: Scalable and Programmable ML Serving FrameworkRay Summit 20202020-09-30
Ray Serve is a distributed Python web framework on Ray that replaces Flask-or-TFServing tradeoffs by letting HTTP APIs own preprocessing/postprocessing while…
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