ld-singh

ld-singh/ai-factory-ops-lab

Hands-on GPU/HPC infrastructure operations: K8s GPU scheduling, HAMi sharing, Slurm, observability & vLLM inference. Learn it free on a laptop; validate on one cheap GPU.

5 stars 4 forks 5 watchers Shell MIT License
ai-infrastructure dcgm devops gpu gpu-scheduling gpu-sharing grafana hami hpc inference k3s kai-scheduler kubernetes learning-by-doing mlops nvidia observability prometheus slurm vllm
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5 Open Issues Need Help Last updated: Jul 4, 2026

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Add an asciinema / GIF of a lab running to the README about 4 hours ago
documentation good first issue
ld-singh/ai-factory-ops-lab
5

Hands-on GPU/HPC infrastructure operations: K8s GPU scheduling, HAMi sharing, Slurm, observability & vLLM inference. Learn it free on a laptop; validate on one cheap GPU.

Shell
#ai-infrastructure#dcgm#devops#gpu#gpu-scheduling#gpu-sharing#grafana#hami#hpc#inference#k3s#kai-scheduler#kubernetes#learning-by-doing#mlops#nvidia#observability#prometheus#slurm#vllm
Lesson 6 Part D: Slurm real GRES enforcement on hardware about 4 hours ago
help wanted lesson
ld-singh/ai-factory-ops-lab
5

Hands-on GPU/HPC infrastructure operations: K8s GPU scheduling, HAMi sharing, Slurm, observability & vLLM inference. Learn it free on a laptop; validate on one cheap GPU.

Shell
#ai-infrastructure#dcgm#devops#gpu#gpu-scheduling#gpu-sharing#grafana#hami#hpc#inference#k3s#kai-scheduler#kubernetes#learning-by-doing#mlops#nvidia#observability#prometheus#slurm#vllm
Concepts: the multi-node boundary (NCCL, NVLink, GPUDirect RDMA, InfiniBand) about 4 hours ago
help wanted concept
ld-singh/ai-factory-ops-lab
5

Hands-on GPU/HPC infrastructure operations: K8s GPU scheduling, HAMi sharing, Slurm, observability & vLLM inference. Learn it free on a laptop; validate on one cheap GPU.

Shell
#ai-infrastructure#dcgm#devops#gpu#gpu-scheduling#gpu-sharing#grafana#hami#hpc#inference#k3s#kai-scheduler#kubernetes#learning-by-doing#mlops#nvidia#observability#prometheus#slurm#vllm
Lesson 8: Cost & autoscaling for GPU platforms about 4 hours ago
enhancement help wanted lesson
ld-singh/ai-factory-ops-lab
5

Hands-on GPU/HPC infrastructure operations: K8s GPU scheduling, HAMi sharing, Slurm, observability & vLLM inference. Learn it free on a laptop; validate on one cheap GPU.

Shell
#ai-infrastructure#dcgm#devops#gpu#gpu-scheduling#gpu-sharing#grafana#hami#hpc#inference#k3s#kai-scheduler#kubernetes#learning-by-doing#mlops#nvidia#observability#prometheus#slurm#vllm
Lesson 7: Security for GPU/AI infrastructure about 4 hours ago
help wanted lesson security
ld-singh/ai-factory-ops-lab
5

Hands-on GPU/HPC infrastructure operations: K8s GPU scheduling, HAMi sharing, Slurm, observability & vLLM inference. Learn it free on a laptop; validate on one cheap GPU.

Shell
#ai-infrastructure#dcgm#devops#gpu#gpu-scheduling#gpu-sharing#grafana#hami#hpc#inference#k3s#kai-scheduler#kubernetes#learning-by-doing#mlops#nvidia#observability#prometheus#slurm#vllm