跳到正文
cccskills
免费在 GitHub 公开

metamorphic-test-generator

Generate test cases using metamorphic testing by applying transformations based on metamorphic properties. Use when you need to expand test suites, test programs without oracles, validate mathematical or algorithmic properties, or detect subtle bugs through input-output relationships. The skill takes a program, original test cases, and metamorphic properties as input, generates new test cases by applying transformations, executes tests, verifies outputs satisfy properties, reports violations and anomalies, and outputs an expanded test suite with property coverage summary. Supports multiple programming languages and property types.

中文简介正在准备中。当前显示原文说明。

查看安装方法

包含的文件(7)

  • SKILL.md3.1 KB
  • assets/example-program.py759 B
  • assets/properties-template.json241 B
  • assets/test-cases-template.json327 B
  • README.md3.4 KB
  • references/properties.md4.0 KB
  • scripts/generate.py21.1 KB

SKILL.md(原文)

安装前可以查看交给 AI 代理的指令内容。

Metamorphic Test Generator

Overview

This skill generates test cases using metamorphic testing, applying transformations based on metamorphic properties to expand test suites and detect bugs through input-output relationships.

Quick Start

# Generate metamorphic tests
python scripts/generate.py program.py --tests tests/ --properties properties.json

# Use specific metamorphic properties
python scripts/generate.py program.py --tests tests/ --properties "permutation,addition"

# Generate report
python scripts/generate.py program.py --tests tests/ --properties props.json --output report.json

What Gets Generated

  1. Follow-up Test Cases - New inputs derived from original tests
  2. Property Verification - Checks that outputs satisfy metamorphic relations
  3. Violation Reports - Identifies property violations and anomalies
  4. Expanded Test Suite - Original plus generated tests
  5. Coverage Summary - Property coverage and effectiveness

Common Metamorphic Properties

  • Permutation - Reordering inputs should not affect output
  • Addition - Adding elements should increase/maintain result
  • Multiplication - Scaling inputs should scale outputs proportionally
  • Inverse - Applying inverse operation should return original
  • Equivalence - Different representations should yield same result
  • Monotonicity - Increasing input should increase/maintain output

Test Generation Report

Generates detailed report with:

  • Original Tests - Initial test cases count
  • Generated Tests - New test cases created
  • Properties Applied - Metamorphic relations used
  • Violations Found - Property violations detected
  • Property Coverage - Percentage of properties satisfied
  • Anomalies - Unexpected behaviors identified

Example report:

{
  "original_tests": 20,
  "generated_tests": 60,
  "properties_applied": ["permutation", "addition", "inverse"],
  "violations": 3,
  "property_coverage": 95.0,
  "anomalies": ["inverse property failed for negative inputs"]
}

Usage

python scripts/generate.py <program> --tests <test_dir> --properties <properties> [--output <report.json>]

Tips

  • Define properties based on program semantics
  • Start with simple properties (permutation, addition)
  • Use metamorphic testing when oracles are unavailable
  • Violations often indicate real bugs
  • Combine with traditional testing for best results
  • Document properties for future test maintenance

评价

还没有评价。欢迎分享你的使用感受。

评论

无需登录即可发表。欢迎分享使用感受、提问,或说明在哪些环境下无法运行。

还没有评论。来写第一条吧。

提交后会立即公开。请勿填写邮箱、电话等个人信息。URL 最多 2 个。

0 / 1000 字

此表单受 reCAPTCHA 保护,适用 Google 的隐私权政策和服务条款。

同一仓库的技能

Applies abstract interpretation using different abstract domains (intervals, octagons, polyhedra, sign, congruence) to statically analyze program variables and infer invariants, value ranges, and relationships. Use when analyzing program properties, inferring loop invariants, detecting potential errors, or understanding variable relationships through static analysis.

中文简介正在准备中。当前显示原文说明。

ArabelaTso/Skills-4-SE2552026年8月21日 更新

Uses abstract interpretation to automatically infer loop invariants, function preconditions, and postconditions for formal verification. Generates invariants that capture program behavior and support correctness proofs in Dafny, Isabelle, Coq, and other verification systems. Use when adding formal specifications to code, generating verification conditions, inferring contracts for functions, or discovering loop invariants for proofs.

中文简介正在准备中。当前显示原文说明。

ArabelaTso/Skills-4-SE2552026年8月21日 更新

Performs abstract interpretation over source code to infer possible program states, variable ranges, and data properties without executing the program. Reports potential runtime errors including out-of-bounds accesses, null dereferences, type inconsistencies, division by zero, and integer overflows. Use when analyzing code for potential runtime errors, performing static analysis, checking safety properties, or verifying program behavior without execution.

中文简介正在准备中。当前显示原文说明。

ArabelaTso/Skills-4-SE2552026年8月21日 更新

Performs abstract interpretation to produce summarized execution traces and high-level program behavior representations. Highlights key control flow paths, variable relationships, loop invariants, function summaries, and potential runtime states using abstract domains (intervals, signs, nullness, etc.). Use when analyzing program behavior, understanding execution paths, computing loop invariants, tracking variable ranges, detecting potential runtime errors, or generating program summaries without concrete execution.

中文简介正在准备中。当前显示原文说明。

ArabelaTso/Skills-4-SE2552026年8月21日 更新

Create ACSL (ANSI/ISO C Specification Language) formal annotations for C/C++ programs. Use this skill when working with formal verification, adding function contracts (requires/ensures), loop invariants, assertions, memory safety annotations, or any ACSL specifications. Supports Frama-C verification and generates comprehensive formal specifications for C/C++ code.

中文简介正在准备中。当前显示原文说明。

ArabelaTso/Skills-4-SE2552026年8月21日 更新

CLI-based browser automation with persistent page state using ref-based element interaction. Use when users ask to navigate websites, interact with web pages, fill forms, take screenshots, test web applications, or extract information from web pages.

中文简介正在准备中。当前显示原文说明。

ArabelaTso/Skills-4-SE2552026年8月21日 更新

查看 ArabelaTso 的全部技能

报告此技能的问题