Individual skill
nemo-evaluator-sdk
Evaluates 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.
backend/cli/skills/ml-training/nemo-evaluator/SKILL.md
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- Last checked
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- Repository last updated
- Nov 6, 2026
- License
- Apache-2.0
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- agent Repository topic
- ai Repository topic
- bun Repository topic
- cli Repository topic
- llm Repository topic
- ml Repository topic
- open-source Repository topic
- research Repository topic
- science Repository topic
- ai-agent Repository topic
- evaluation Declared skill tag
- nemo Declared skill tag
- nvidia Declared skill tag
- benchmarking Declared skill tag
- mmlu Declared skill tag
- humaneval Declared skill tag
- multi-backend Declared skill tag
- slurm Declared skill tag
- docker Declared skill tag
- reproducible Declared skill tag
- enterprise Declared skill tag
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# NeMo Evaluator SDK - Enterprise LLM Benchmarking
## Quick Start
NeMo Evaluator SDK evaluates LLMs across 100+ benchmarks from 18+ harnesses using containerized, reproducible evaluation with multi-backend execution (local Docker, Slurm HPC, Lepton cloud).
**Installation**:
```bash
pip install nemo-evaluator-launcher
```
**Set API key and run evaluation**:
```bash
[Credential-related source omitted]