NVIDIA skills collection

Kermt Monitor

Check progress for a detached KERMT run (pretrain, finetune, or any kermtrundetached invocation). Reads run.json, queries docker for container state, tails the pretrain/finetune log, and parses progress lines (epoch, step, val loss).

Kermt Pretrain Scratch

Pretrain a fresh KERMT model from scratch on a user-provided corpus. Builds a new vocabulary from the corpus, instantiates the model architecture from defaults, and launches pretrainddp.py inside the kermt container (detached for long…

Kermt Setup

Bootstrap the KERMT agent environment — verify host docker + nvidia-container-toolkit, build the kermt:latest image from the repo's Dockerfile if it doesn't yet exist, and run a GPU smoke test inside the container. Every other kermt…

Launch Nemo Rl

Playbook for launching, monitoring, stopping, and debugging NeMo-RL recipes on a Kubernetes cluster via the nrl-k8s CLI. Covers ephemeral vs long-lived RayCluster modes, iterating on runs, and debugging hung or failed training jobs.

Mcore Create Issue

Investigate a failing GitHub Actions run or job and create a GitHub issue for the failure.

Mcore Linting And Formatting

Linting and formatting for Megatron-LM. Covers running autoformat.sh, tools (ruff, black, isort, pylint, mypy), and code style rules.

Mcore Run On Slurm

How to launch distributed Megatron-LM training jobs on a SLURM cluster. Covers a minimal sbatch skeleton, environment-variable setup for torch.distributed.run, CUDADEVICEMAXCONNECTIONS rules across hardware and parallelism modes…

Mcore Split Pr

Split a PR into multiple PRs to reduce the number of required CODEOWNERS reviewer groups.

Mcore Testing

Test system for Megatron-LM. Covers test layout, recipe YAML structure, adding and running unit and functional tests, golden values, marker filters, and CI parity.

Medtech Model Evidence Export

Exports sanitized metadata, parameters, reproducibility details, quality metrics, and optional review artifacts from Medical AI inference runs or evidence packs to MLflow. Use after inference, including NV-Generate runs; not for live…

Molmim Nim

Generate and optimize small molecules with NVIDIA MolMIM, molecular embeddings, latent decoding, and seed SMILES sampling.

Msa Structure Prediction Pipeline

NOTE: your protein sequence and the retrieved MSA alignment are transmitted to external NVIDIA-hosted APIs (health.api.nvidia.com) on every call. Use local NIM containers for confidential or proprietary sequences. Run a complete protein…

Nemo Automodel Distributed Training

Guide for selecting and configuring distributed training strategies in NeMo AutoModel, including FSDP2, Megatron FSDP, DDP, and parallelism settings.

Nemo Automodel Launcher Config

Configure NeMo AutoModel job launches for interactive runs, Slurm clusters, and SkyPilot cloud execution.

Nemo Automodel Model Onboarding

Guide for onboarding new model architectures into NeMo AutoModel, including architecture discovery, implementation patterns, registration, and validation.

Nemo Automodel Recipe Development

Create and modify NeMo AutoModel training and evaluation recipes, including YAML structure, builders, and execution flow.

Nemo Fabric Build Adapter

Build, migrate, review, and maintain third-party NVIDIA NeMo Fabric adapters against the public adapter contract.

Nemo Fabric Integrate

Guidance for tasks where integrating NVIDIA NeMo Fabric into a consumer application, service, evaluation harness, or platform through the typed Python SDK — translating the consumer's own application, job, or deployment config into an…

Nemo Mbridge Mlm Bridge Training

Run Megatron-LM (MLM) and Megatron Bridge training with mock or real data. Covers correlation testing, available recipes, and multi-GPU examples.

Nemo Mbridge Multi Node Slurm

Convert single-node scripts to multi-node Slurm sbatch jobs and debug common multi-node failures. Covers srun-native vs uv run torch.distributed approaches, container setup, NCCL timeouts, OOM sizing for MoE models, and interactive…