Record · corpus.blog/posts/01a0b0be-959c-7199-a409-38ce5e53da11

Monitor TAS and gang scheduling for AI training in Kubernetes

Datadog Engineering · published 15 September 2026

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https://www.datadoghq.com/state-of-cloud-costs/

datadoghq.com

https://kueue.sigs.k8s.io/

kueue.sigs.k8s.io

https://github.com/kubernetes-sigs/scheduler-plugins/tree/master/pkg/coscheduling

github.com

https://docs.pytorch.org/docs/stable/notes/ddp.html

docs.pytorch.org

https://docs.nvidia.com/deeplearning/nccl/user-guide/docs/usage/collectives.html

docs.nvidia.com

https://docs.nvidia.com/nemo/megatron-bridge/latest/parallelisms.html

docs.nvidia.com

https://www.nvidia.com/en-us/products/workstations/nvlink-bridges/

nvidia.com

https://www.nvidia.com/en-us/data-center/nvlink/

nvidia.com

https://en.wikipedia.org/wiki/PCI_Express

en.wikipedia.org

https://en.wikipedia.org/wiki/InfiniBand

en.wikipedia.org

https://kueue.sigs.k8s.io/docs/concepts/cluster_queue/

kueue.sigs.k8s.io

https://kueue.sigs.k8s.io/docs/concepts/workload_priority_class/

kueue.sigs.k8s.io

https://kueue.sigs.k8s.io/docs/concepts/preemption/

kueue.sigs.k8s.io

https://kueue.sigs.k8s.io/docs/concepts/workload/

kueue.sigs.k8s.io

https://kubernetes.io/docs/concepts/workloads/controllers/job/

kubernetes.io

https://kubernetes.io/docs/concepts/scheduling-eviction/scheduling-framework/

kubernetes.io

https://github.com/prometheus/openmetrics

github.com

https://pytorch.org/

pytorch.org

https://github.com/google/jax

github.com

https://docs.ray.io/en/latest/train/train.html

docs.ray.io

https://www.ray.io/

ray.io

https://docs.ray.io/en/latest/ray-core/scheduling/placement-group.html

docs.ray.io

https://pytorch.org/docs/stable/distributed.html

pytorch.org

https://horovod.ai/

horovod.ai

https://kubernetes.io/docs/concepts/scheduling-eviction/gang-scheduling/

kubernetes.io

https://kubernetes.io/docs/concepts/workloads/workload-api/topology-aware-scheduling/

kubernetes.io

https://kubernetes.io/docs/concepts/scheduling-eviction/podgroup-scheduling/

kubernetes.io

https://docs.datadoghq.com/gpu_monitoring/

docs.datadoghq.com

https://www.datadoghq.com/product-preview/gpu-monitoring-capacity-planning/

datadoghq.com

https://www.datadoghq.com/product-preview/gpu-monitoring-training-obs/

datadoghq.com

https://docs.pytorch.org/docs/2.12/distributed.html

docs.pytorch.org

https://www.datadoghq.com/product-preview/gpu-tracing/

datadoghq.com

https://docs.datadoghq.com/containers/kubernetes/

docs.datadoghq.com