training-llms-megatron
davila7Trains large language models (2B-462B parameters) using NVIDIA Megatron-Core with advanced parallelism strategies. Use when training models >1B parameters, need maximum GPU efficiency (47% MFU on H100), or require tensor/pipeline/sequence/context/expert parallelism. Production-ready framework used for Nemotron, LLaMA, DeepSeek.
nemo-curator
davila7GPU-accelerated data curation for LLM training. Supports text/image/video/audio. Features fuzzy deduplication (16× faster), quality filtering (30+ heuristics), semantic deduplication, PII redaction, NSFW detection. Scales across GPUs with RAPIDS. Use for preparing high-quality training datasets, cleaning web data, or deduplicating large corpora.
nemo-guardrails
davila7NVIDIA's runtime safety framework for LLM applications. Features jailbreak detection, input/output validation, fact-checking, hallucination detection, PII filtering, toxicity detection. Uses Colang 2.0 DSL for programmable rails. Production-ready, runs on T4 GPU.
nemo-evaluator-sdk
davila7Evaluates LLMs across 100+ benchmarks from 18+ harnesses (MMLU, HumanEval, GSM8K, safety, VLM) with multi-backend execution. Use when needing scalable evaluation on local Docker, Slurm HPC, or cloud platforms. NVIDIA's enterprise-grade platform with container-first architecture for reproducible benchmarking.
new-sdg
NVIDIA-NeMoImplement a new synthetic data generator using NeMo Data Designer by defining its configuration and executing a preview job.
search-github
NVIDIA-NeMoSearch GitHub issues, discussions, and PRs for content related to a topic
commit
NVIDIA-NeMoCommit current changes with a clear, descriptive message
create-pr
NVIDIA-NeMoCreate a GitHub PR with a well-formatted description including summary, categorized changes, and attention areas
update-pr
NVIDIA-NeMoUpdate an existing GitHub PR description to reflect current changes after incorporating feedback
search-docs
NVIDIA-NeMoSearch local documentation in the docs/ folder for content related to a topic
nemo-guardrails
a5c-aiNVIDIA NeMo Guardrails configuration for conversational safety and control