{
  "code": null,
  "collection": "architecture",
  "href": "https://banes-lab.com/ontology#architecture-reproducibility",
  "id": "reproducibility",
  "kind": "quality-attribute",
  "layer": {
    "href": "https://banes-lab.com/ontology/schema#layer-computation-core",
    "json": "https://banes-lab.com/json/records/layer/computation-core",
    "label": "Computation Core",
    "markdown": "https://banes-lab.com/records/layer/computation-core.md",
    "ref": "layer:computation-core"
  },
  "name": "Reproducibility",
  "ref": "architecture:reproducibility",
  "relations": [
    {
      "links": [
        {
          "href": "https://banes-lab.com/ontology#architecture-determinism",
          "json": "https://banes-lab.com/json/records/architecture/determinism",
          "label": "Determinism",
          "markdown": "https://banes-lab.com/records/architecture/determinism.md",
          "ref": "architecture:determinism"
        },
        {
          "href": "https://banes-lab.com/ontology/lexicon#lexicon-versioned-inputs",
          "json": "https://banes-lab.com/json/records/lexicon/versioned-inputs",
          "label": "Versioned Inputs",
          "markdown": "https://banes-lab.com/records/lexicon/versioned-inputs.md",
          "ref": "lexicon:versioned-inputs"
        }
      ],
      "relation": "requires"
    },
    {
      "links": [
        {
          "href": "https://banes-lab.com/ontology#architecture-auditability",
          "json": "https://banes-lab.com/json/records/architecture/auditability",
          "label": "Auditability",
          "markdown": "https://banes-lab.com/records/architecture/auditability.md",
          "ref": "architecture:auditability"
        }
      ],
      "relation": "reinforces"
    },
    {
      "links": [
        {
          "href": "https://banes-lab.com/ontology/lexicon#lexicon-debugging",
          "json": "https://banes-lab.com/json/records/lexicon/debugging",
          "label": "Debugging",
          "markdown": "https://banes-lab.com/records/lexicon/debugging.md",
          "ref": "lexicon:debugging"
        },
        {
          "href": "https://banes-lab.com/ontology#architecture-compliance",
          "json": "https://banes-lab.com/json/records/architecture/compliance",
          "label": "Compliance",
          "markdown": "https://banes-lab.com/records/architecture/compliance.md",
          "ref": "architecture:compliance"
        }
      ],
      "relation": "enables"
    },
    {
      "links": [
        {
          "href": "https://banes-lab.com/ontology/lexicon#lexicon-floating-dependencies",
          "json": "https://banes-lab.com/json/records/lexicon/floating-dependencies",
          "label": "Floating Dependencies",
          "markdown": "https://banes-lab.com/records/lexicon/floating-dependencies.md",
          "ref": "lexicon:floating-dependencies"
        },
        {
          "href": "https://banes-lab.com/ontology#architecture-flaky-test-normalization",
          "json": "https://banes-lab.com/json/records/architecture/flaky-test-normalization",
          "label": "Flaky Test Normalization",
          "markdown": "https://banes-lab.com/records/architecture/flaky-test-normalization.md",
          "ref": "architecture:flaky-test-normalization"
        }
      ],
      "relation": "conflicts-with"
    },
    {
      "links": [
        {
          "href": "https://banes-lab.com/ontology/lexicon#lexicon-continuous-updates",
          "json": "https://banes-lab.com/json/records/lexicon/continuous-updates",
          "label": "Continuous Updates",
          "markdown": "https://banes-lab.com/records/lexicon/continuous-updates.md",
          "ref": "lexicon:continuous-updates"
        }
      ],
      "relation": "tensions-with"
    },
    {
      "links": [
        {
          "href": "https://banes-lab.com/ontology/schema#tension-continuous-updates-reproducibility",
          "json": "https://banes-lab.com/json/records/tension/continuous-updates-reproducibility",
          "label": "Reproducibility / Continuous Updates",
          "markdown": "https://banes-lab.com/records/tension/continuous-updates-reproducibility.md",
          "ref": "tension:continuous-updates-reproducibility"
        }
      ],
      "relation": "tensions"
    },
    {
      "links": [
        {
          "href": "https://banes-lab.com/ontology/lexicon#lexicon-floating-dependencies",
          "json": "https://banes-lab.com/json/records/lexicon/floating-dependencies",
          "label": "Floating Dependencies",
          "markdown": "https://banes-lab.com/records/lexicon/floating-dependencies.md",
          "ref": "lexicon:floating-dependencies"
        }
      ],
      "relation": "violated-by"
    },
    {
      "links": [
        {
          "href": "https://banes-lab.com/ontology/lexicon#lexicon-pin-versions",
          "json": "https://banes-lab.com/json/records/lexicon/pin-versions",
          "label": "Pin Versions",
          "markdown": "https://banes-lab.com/records/lexicon/pin-versions.md",
          "ref": "lexicon:pin-versions"
        }
      ],
      "relation": "refactored-by"
    },
    {
      "links": [
        {
          "href": "https://banes-lab.com/ontology/schema#vocabulary-severity-recommended",
          "json": "https://banes-lab.com/json/records/vocabulary/severity-recommended",
          "label": "recommended",
          "markdown": "https://banes-lab.com/records/vocabulary/severity-recommended.md",
          "ref": "vocabulary:severity-recommended"
        }
      ],
      "relation": "severity"
    },
    {
      "links": [
        {
          "href": "https://banes-lab.com/ontology#architecture-category-correctness-determinism-verification",
          "json": "https://banes-lab.com/json/records/architecture-category/correctness-determinism-verification",
          "label": "Correctness / Determinism / Verification",
          "markdown": "https://banes-lab.com/records/architecture-category/correctness-determinism-verification.md",
          "ref": "architecture-category:correctness-determinism-verification"
        }
      ],
      "relation": "category"
    },
    {
      "links": [
        {
          "href": "https://banes-lab.com/anatomy/social-share#file-social-share-runtime-entrypoints-validation-entrypoint-ts",
          "json": "https://banes-lab.com/json/source/social-share/runtime/entrypoints/validation.entrypoint.ts",
          "label": "runtime/entrypoints/validation.entrypoint.ts",
          "markdown": "https://banes-lab.com/source/social-share/runtime/entrypoints/validation.entrypoint.ts.md",
          "ref": "anatomy:file-social-share-runtime-entrypoints-validation-entrypoint-ts"
        },
        {
          "href": "https://banes-lab.com/anatomy/patterns#file-patterns-runtime-entrypoints-report-entrypoint-ts",
          "json": "https://banes-lab.com/json/source/patterns/runtime/entrypoints/report.entrypoint.ts",
          "label": "runtime/entrypoints/report.entrypoint.ts",
          "markdown": "https://banes-lab.com/source/patterns/runtime/entrypoints/report.entrypoint.ts.md",
          "ref": "anatomy:file-patterns-runtime-entrypoints-report-entrypoint-ts"
        }
      ],
      "relation": "enforced-by"
    },
    {
      "links": [
        {
          "href": "https://banes-lab.com/ontology#architecture-environment-parity",
          "json": "https://banes-lab.com/json/records/architecture/environment-parity",
          "label": "Environment Parity",
          "markdown": "https://banes-lab.com/records/architecture/environment-parity.md",
          "ref": "architecture:environment-parity"
        },
        {
          "href": "https://banes-lab.com/ontology#architecture-infrastructure-as-code",
          "json": "https://banes-lab.com/json/records/architecture/infrastructure-as-code",
          "label": "Infrastructure as Code",
          "markdown": "https://banes-lab.com/records/architecture/infrastructure-as-code.md",
          "ref": "architecture:infrastructure-as-code"
        },
        {
          "href": "https://banes-lab.com/ontology#architecture-immutable-infrastructure",
          "json": "https://banes-lab.com/json/records/architecture/immutable-infrastructure",
          "label": "Immutable Infrastructure",
          "markdown": "https://banes-lab.com/records/architecture/immutable-infrastructure.md",
          "ref": "architecture:immutable-infrastructure"
        },
        {
          "href": "https://banes-lab.com/ontology#architecture-machine-learning-architecture",
          "json": "https://banes-lab.com/json/records/architecture/machine-learning-architecture",
          "label": "Machine Learning Architecture",
          "markdown": "https://banes-lab.com/records/architecture/machine-learning-architecture.md",
          "ref": "architecture:machine-learning-architecture"
        },
        {
          "href": "https://banes-lab.com/ontology#architecture-prompt-engineering",
          "json": "https://banes-lab.com/json/records/architecture/prompt-engineering",
          "label": "Prompt Engineering",
          "markdown": "https://banes-lab.com/records/architecture/prompt-engineering.md",
          "ref": "architecture:prompt-engineering"
        },
        {
          "href": "https://banes-lab.com/ontology#architecture-benchmarking",
          "json": "https://banes-lab.com/json/records/architecture/benchmarking",
          "label": "Benchmarking",
          "markdown": "https://banes-lab.com/records/architecture/benchmarking.md",
          "ref": "architecture:benchmarking"
        }
      ],
      "relation": "reinforced-by"
    },
    {
      "links": [
        {
          "href": "https://banes-lab.com/pag/validation#limitations",
          "json": "https://banes-lab.com/json/pag/validation/limitations",
          "label": "Limits",
          "markdown": "https://banes-lab.com/pag/validation/limitations.md",
          "ref": "chapter:/pag/validation#limitations"
        },
        {
          "href": "https://banes-lab.com/disciplined-methodology/verify#a-report-not-a-checkbox",
          "json": "https://banes-lab.com/json/disciplined-methodology/verify/a-report-not-a-checkbox",
          "label": "A report, not a checkbox",
          "markdown": "https://banes-lab.com/disciplined-methodology/verify/a-report-not-a-checkbox.md",
          "ref": "chapter:/disciplined-methodology/verify#a-report-not-a-checkbox"
        },
        {
          "href": "https://banes-lab.com/disciplined-methodology/verify#one-correct-answer",
          "json": "https://banes-lab.com/json/disciplined-methodology/verify/one-correct-answer",
          "label": "One correct answer",
          "markdown": "https://banes-lab.com/disciplined-methodology/verify/one-correct-answer.md",
          "ref": "chapter:/disciplined-methodology/verify#one-correct-answer"
        },
        {
          "href": "https://banes-lab.com/software-architecture/principles#computation-and-resource",
          "json": "https://banes-lab.com/json/software-architecture/principles/computation-and-resource",
          "label": "Computation and resource",
          "markdown": "https://banes-lab.com/software-architecture/principles/computation-and-resource.md",
          "ref": "chapter:/software-architecture/principles#computation-and-resource"
        },
        {
          "href": "https://banes-lab.com/ontology#architecture-category-anti-patterns",
          "json": "https://banes-lab.com/json/ontology/principles/architecture-category-anti-patterns",
          "label": "Anti-patterns",
          "markdown": "https://banes-lab.com/ontology/principles/architecture-category-anti-patterns.md",
          "ref": "chapter:/ontology#architecture-category-anti-patterns"
        },
        {
          "href": "https://banes-lab.com/ontology#architecture-category-correctness-determinism-verification",
          "json": "https://banes-lab.com/json/ontology/principles/architecture-category-correctness-determinism-verification",
          "label": "Correctness / Determinism / Verification",
          "markdown": "https://banes-lab.com/ontology/principles/architecture-category-correctness-determinism-verification.md",
          "ref": "chapter:/ontology#architecture-category-correctness-determinism-verification"
        },
        {
          "href": "https://banes-lab.com/ontology#architecture-category-portability-infrastructure-deployment",
          "json": "https://banes-lab.com/json/ontology/principles/architecture-category-portability-infrastructure-deployment",
          "label": "Portability / Infrastructure / Deployment",
          "markdown": "https://banes-lab.com/ontology/principles/architecture-category-portability-infrastructure-deployment.md",
          "ref": "chapter:/ontology#architecture-category-portability-infrastructure-deployment"
        },
        {
          "href": "https://banes-lab.com/ontology#architecture-category-model-architecture",
          "json": "https://banes-lab.com/json/ontology/principles/architecture-category-model-architecture",
          "label": "Model Architecture",
          "markdown": "https://banes-lab.com/ontology/principles/architecture-category-model-architecture.md",
          "ref": "chapter:/ontology#architecture-category-model-architecture"
        },
        {
          "href": "https://banes-lab.com/ontology#architecture-category-observability-auditability-traceability",
          "json": "https://banes-lab.com/json/ontology/principles/architecture-category-observability-auditability-traceability",
          "label": "Observability / Auditability / Traceability",
          "markdown": "https://banes-lab.com/ontology/principles/architecture-category-observability-auditability-traceability.md",
          "ref": "chapter:/ontology#architecture-category-observability-auditability-traceability"
        },
        {
          "href": "https://banes-lab.com/ontology#architecture-category-scalability-performance-optimization",
          "json": "https://banes-lab.com/json/ontology/principles/architecture-category-scalability-performance-optimization",
          "label": "Scalability / Performance / Optimization",
          "markdown": "https://banes-lab.com/ontology/principles/architecture-category-scalability-performance-optimization.md",
          "ref": "chapter:/ontology#architecture-category-scalability-performance-optimization"
        },
        {
          "href": "https://banes-lab.com/ontology#architecture-category-security-privacy-compliance-governance",
          "json": "https://banes-lab.com/json/ontology/principles/architecture-category-security-privacy-compliance-governance",
          "label": "Security / Privacy / Compliance / Governance",
          "markdown": "https://banes-lab.com/ontology/principles/architecture-category-security-privacy-compliance-governance.md",
          "ref": "chapter:/ontology#architecture-category-security-privacy-compliance-governance"
        },
        {
          "href": "https://banes-lab.com/ontology/lexicon#lexicon-category-core-vocabulary",
          "json": "https://banes-lab.com/json/ontology/lexicon/lexicon-category-core-vocabulary",
          "label": "Core Vocabulary",
          "markdown": "https://banes-lab.com/ontology/lexicon/lexicon-category-core-vocabulary.md",
          "ref": "chapter:/ontology/lexicon#lexicon-category-core-vocabulary"
        },
        {
          "href": "https://banes-lab.com/ontology/lexicon#lexicon-category-correctness-determinism-verification",
          "json": "https://banes-lab.com/json/ontology/lexicon/lexicon-category-correctness-determinism-verification",
          "label": "Correctness / Determinism / Verification",
          "markdown": "https://banes-lab.com/ontology/lexicon/lexicon-category-correctness-determinism-verification.md",
          "ref": "chapter:/ontology/lexicon#lexicon-category-correctness-determinism-verification"
        },
        {
          "href": "https://banes-lab.com/ontology/schema#the-vocabulary-severity",
          "json": "https://banes-lab.com/json/ontology/schema/the-vocabulary-severity",
          "label": "Severity levels",
          "markdown": "https://banes-lab.com/ontology/schema/the-vocabulary-severity.md",
          "ref": "chapter:/ontology/schema#the-vocabulary-severity"
        },
        {
          "href": "https://banes-lab.com/ontology/schema#the-resolutions",
          "json": "https://banes-lab.com/json/ontology/schema/the-resolutions",
          "label": "The resolutions",
          "markdown": "https://banes-lab.com/ontology/schema/the-resolutions.md",
          "ref": "chapter:/ontology/schema#the-resolutions"
        }
      ],
      "relation": "linked-from"
    }
  ],
  "summary": "The degree to which a build, test or training run gives the same output from the same pinned inputs on another machine.",
  "siblings": {
    "next": {
      "href": "https://banes-lab.com/ontology#architecture-repeatability",
      "json": "https://banes-lab.com/json/records/architecture/repeatability",
      "label": "Repeatability",
      "markdown": "https://banes-lab.com/records/architecture/repeatability.md",
      "ref": "architecture:repeatability"
    },
    "previous": {
      "href": "https://banes-lab.com/ontology#architecture-immutability",
      "json": "https://banes-lab.com/json/records/architecture/immutability",
      "label": "Immutability",
      "markdown": "https://banes-lab.com/records/architecture/immutability.md",
      "ref": "architecture:immutability"
    }
  },
  "up": {
    "href": null,
    "json": "https://banes-lab.com/json/api/records/architecture",
    "label": "Architecture principles",
    "markdown": "https://banes-lab.com/api/records/architecture.md",
    "ref": "api:records/architecture"
  },
  "aliases": [],
  "exemplar": {
    "after": "const config = { seed: 42, datasetVersion: \"foo-v3\", algorithmVersion: \"1.2.0\" } as const;\nconst result = trainFoo(data, config);",
    "before": "const result = trainFoo(data, { seed: Math.random() });",
    "lang": "ts",
    "medium": "code"
  },
  "formedBy": null,
  "scope": [
    "build",
    "test",
    "deployment",
    "ML"
  ],
  "severity": "recommended"
}