general family · filed under software implementation
Ray
A distributed computing framework recommended as the multiprocessing backend for multi-node deployments.
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The recommended multi-processing backend for multi-node deployments is Ray v2
optionalsoftware implementationin Nemotron 3 UltraNVIDIA
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Other methods under software implementation :: infrastructure service.
Automatic provider failoverCustom placement engineDeepSeek Elastic Compute (DSec)Dependency unificationDurable peer mailboxEnd-to-end lineageFresh-clone repository sanitizationHTTP/HTTPS sidecar proxyIn-house batch schedulerIncremental sandbox checkpointing and resumptionLocal container-image cachingModel FactoryMooncakeNeMo GuardrailsNeMo SwitchyardPer-node pooling of initialization actorsReplacing short-lived Ray actors with tasksSandbox pause and resumeVendoring external dependenciesWrite-ahead logZ3 SMT solver integration