evaluating-code-models
CommunityBenchmark code models with industry standards.
AuthorDoanNgocCuong
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill automates the rigorous evaluation of code generation models against a comprehensive suite of industry-standard benchmarks, providing reliable metrics for performance assessment.
Core Features & Use Cases
- Multi-Benchmark Support: Evaluates models on HumanEval, MBPP, MultiPL-E (18 languages), APPS, DS-1000, and more.
- Pass@k Metrics: Accurately measures functional correctness using pass@k metrics.
- Multi-Language Evaluation: Assesses code generation capabilities across a wide array of programming languages.
- Use Case: A research team developing a new code generation LLM needs to compare its performance against existing state-of-the-art models on standard benchmarks like HumanEval and MBPP to validate its effectiveness.
Quick Start
Evaluate the 'bigcode/starcoder2-7b' model on the HumanEval benchmark with code execution enabled.
Dependency Matrix
Required Modules
bigcode-evaluation-harnesstransformersacceleratedatasets
Components
scriptsreferences
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: evaluating-code-models Download link: https://github.com/DoanNgocCuong/continuous-training-pipeline_T3_2026/archive/main.zip#evaluating-code-models Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
Agent Skills Search Helper
Install a tiny helper to your Agent, search and equip skill from 223,000+ vetted skills library on demand.