所有 Skills

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mcore-run-on-slurm

mcore-run-on-slurm

3Kdevops-cloud

How to launch distributed Megatron-LM training jobs on a SLURM cluster. Covers a minimal sbatch skeleton, environment-variable setup for torch.distributed.run, CUDA_DEVICE_MAX_CONNECTIONS rules across hardware and parallelism modes, container conventions, monitoring, and per-rank failure diagnosis.

nvidia avatarnvidia
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mcore-testing

mcore-testing

3Ktesting-qa

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.

nvidia avatarnvidia
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holoscan-install-wheel

holoscan-install-wheel

3Kagent-workflows

Install Holoscan SDK Python wheel via pip into a venv. Use for Python installs; not for native C++/apt or Conda installs.

nvidia avatarnvidia
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holoscan-install-conda

holoscan-install-conda

3Kagent-workflows

Install Holoscan SDK v4.3+ via Conda in a CUDA 13 environment. Use for Conda installs; redirect CUDA 12 hosts to container/wheel.

nvidia avatarnvidia
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mcore-split-pr

mcore-split-pr

3Kagent-workflows

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

nvidia avatarnvidia
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holoscan-install-source

holoscan-install-source

3Ktesting-qa

Build Holoscan SDK from source via the in-tree ./run script. Use only when published packages don't meet the user's needs.

nvidia avatarnvidia
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nv-generate-mr-brain

nv-generate-mr-brain

3Kagent-workflows

Used for generating synthetic brain MRI volumes with NV-Generate-CTMR rflow-mr-brain. Not for production training data.

nvidia avatarnvidia
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holoscan-install-debian

holoscan-install-debian

3Kbackend-api

Install Holoscan SDK natively on Ubuntu via apt. Use for C++ installs on Ubuntu; pair with /holoscan-install-wheel for Python.

nvidia avatarnvidia
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nemo-rl-brev-etiquette

nemo-rl-brev-etiquette

3Kresearch-knowledge

Brev instance operating guidance for NeMo-RL agents working in /home/ubuntu/RL with limited workspace disk, a larger /ephemeral volume, and optional /home/ubuntu/RL/.env secrets. Use when running nemo-rl-auto-research campaigns, experiments, training jobs, model or dataset downloads, shared cache-heavy commands, log-producing runs, checkpoint generation, W&B or Hugging Face authenticated workflows, or any workflow that may create large files on Brev.

nvidia avatarnvidia
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nv-segment-ct

nv-segment-ct

3Kagent-workflows

Used for running NV-Segment-CT VISTA3D on CT NIfTI volumes and recording label-map evidence.

nvidia avatarnvidia
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cuopt-numerical-optimization-api-python

cuopt-numerical-optimization-api-python

3Kbackend-api

Solve LP, MILP, QP (beta) with cuOpt Python API — linear/quadratic objectives, integer variables, scheduling, portfolio, least squares.

nvidia avatarnvidia
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nv-reason-cxr

nv-reason-cxr

3Kagent-workflows

Used for command-shape or live NV-Reason-CXR chest X-ray reasoning smoke tests. Not for diagnosis or clinical reporting.

nvidia avatarnvidia
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nv-generate-mr

nv-generate-mr

3Kagent-workflows

Used for generating synthetic body MRI volumes with NV-Generate-CTMR rflow-mr. Not for paired masks or production training data.

nvidia avatarnvidia
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nv-generate-ct-rflow

nv-generate-ct-rflow

3Kresearch-knowledge

Used for generating synthetic CT volumes and masks with NV-Generate-CTMR rflow-ct. Not for production training data without review.

nvidia avatarnvidia
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loop-library

loop-library

3Kagent-workflows

Compatibility alias for Loopy. Use only when an existing installation or older instruction explicitly invokes loop-library; use Loopy for new installations and requests. Provides the same discovery, recommendation, audit, repair, adaptation, guided crafting, bounded execution, run debrief, project loop saving, and publication-preparation workflows.

forward-future avatarforward-future
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loopy

loopy

3Kagent-workflows

Discover, find, compare, audit, repair, adapt, craft, run, debrief, save, and prepare repeatable AI-agent loops for publication. Use when a user asks to analyze code or coding threads for recurring work, find a published loop, interview them to turn a goal into a bounded loop, review a loop for weak checks or unsafe authority, execute a loop with an evidence receipt, learn from completed runs, save or reuse a project loop, or validate and submit a loop to Loop Library.

forward-future avatarforward-future
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launch-nemo-rl

launch-nemo-rl

3Kbackend-api

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.

nvidia avatarnvidia
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digital-health-clinical-asr-finetune

digital-health-clinical-asr-finetune

3Kbackend-api

Stage 4 of the Clinical ASR Flywheel. Use when priority KER is above 0.3 to run stock NeMo SFT on Parakeet TDT v2 and offline cycle N+1 re-eval. NOT for generic word boosting (use /finetune-asr).

nvidia avatarnvidia
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digital-health-clinical-asr-eval

digital-health-clinical-asr-eval

3Kbackend-api

Stage 3 of Clinical ASR Flywheel. Score a NeMo manifest, produce the five-section KER leaderboard (by-ipa_source diagnostic). Not for ASR auth (/riva-asr).

nvidia avatarnvidia
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earth2studio-discover

earth2studio-discover

3Kresearch-knowledge

Find Earth2Studio models, data sources, and examples for a weather/climate use case. Do NOT use for writing inference code, downloading data, or installation.

nvidia avatarnvidia
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earth2studio-deterministic-forecast

earth2studio-deterministic-forecast

3Kagent-workflows

Build deterministic forecast scripts with Earth2Studio (model, data source, IO, inference). Do NOT use for ensemble, diagnostics, data-only fetch, or install.

nvidia avatarnvidia
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earth2studio-data-fetch

earth2studio-data-fetch

3Kprompting-reasoning

Fetch weather/climate data via Earth2Studio data sources for specific variables and times. Do NOT use for inference pipelines, model discovery, or installation.

nvidia avatarnvidia
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nemo-mbridge-recipe-recommender

nemo-mbridge-recipe-recommender

3Ktesting-qa

Recommend and customize Megatron Bridge library and benchmark recipes for a user's model, GPU count, hardware, sequence length, and pretrain/SFT/PEFT goal. Use when selecting a starting recipe, comparing library and benchmark configs, resizing parallelism for a GPU allocation, or distinguishing convergence changes, semantics-preserving execution tuning, and benchmark-only shortcuts.

nvidia avatarnvidia
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nemo-mbridge-perf-cpu-offloading

nemo-mbridge-perf-cpu-offloading

3Ktesting-qa

Validate and use CPU offloading in Megatron Bridge, including layer-level activation offloading and fractional optimizer state offloading with HybridDeviceOptimizer.

nvidia avatarnvidia
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