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Repair DVC Pipeline Artifact Cache Key Drift
Explain why a cached pipeline output mismatches declared dependencies.
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Repair DVC Pipeline Artifact Cache Key Drift
Example session with this skill installed
Case: A DVC stage reuses an old artifact after a parameter file changes.
Provided: dvc.lock revision and artifact checksum lineage (illustrative, partial). Potential exception: cache key omits relevant parameter dependency. Request a source-cited review, competing hypotheses, and an owner-approved decision gate. Do not execute changes or assert unsupplied facts.
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- Compiled the repair dvc pipeline
Repair DVC Pipeline Artifact Cache Key Drift — SYNTHETIC EVIDENCE-LIMITED REVIEW
Case received
A DVC stage reuses an old artifact after a parameter file changes.
Evidence register
- S1: dvc.lock revision and artifact checksum lineage — PARTIAL / UNVERIFIED.
- S2: approved operating baseline / documented policy — NOT PROVIDED; REQUIRED TO VERIFY.
- S3: timestamped revision or change record — NOT PROVIDED; REQUIRED TO VERIFY.
- S4: accountable reviewer and approval evidence — NOT PROVIDED; REQUIRED TO VERIFY.
Investigation checks
- Establish the identity, timestamp basis and revision lineage of dvc.lock revision and artifact checksum lineage; document missing or contradictory records. — PENDING CORROBORATION.
- Reconstruct the event sequence surrounding cache key omits relevant parameter dependency, citing exact record identifiers and independent checks. — PENDING CORROBORATION.
- Compare the evidence with the approved baseline; test the competing explanations for: A DVC stage reuses an old artifact after a parameter file changes. — PENDING CORROBORATION.
- Draft a non-executing, owner-approved validation sequence and rejection criteria for reproducible pipeline invalidation test pack. — PENDING CORROBORATION.
Deliverables
- time-aligned evidence index for dvc.lock revision and artifact checksum lineage: DRAFT / INCOMPLETE until inputs are validated.
- exceptions and alternative hypotheses for cache key omits relevant parameter dependency: DRAFT / INCOMPLETE until inputs are validated.
- approval-gated reproducible pipeline invalidation test pack and verification criteria: DRAFT / INCOMPLETE until inputs are validated.
Decision gate
INCOMPLETE — HUMAN REVIEW REQUIRED. Sources, scope, time basis and sign-off remain unverified. No live change or approval has occurred.
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About this skill
Repair DVC Pipeline Artifact Cache Key Drift is a ToolForge Labs ChatGPT Skill evidence-review workflow. Explain why a cached pipeline output mismatches declared dependencies.
What this skill checks
- Establish the identity, timestamp basis and revision lineage of dvc.lock revision and artifact checksum lineage; document missing or contradictory records.
- Reconstruct the event sequence surrounding cache key omits relevant parameter dependency, citing exact record identifiers and independent checks.
- Compare the evidence with the approved baseline; test the competing explanations for: A DVC stage reuses an old artifact after a parameter file changes.
- Draft a non-executing, owner-approved validation sequence and rejection criteria for reproducible pipeline invalidation test pack.
What to provide
- dvc.lock revision and artifact checksum lineage
- approved operating baseline / documented policy
- timestamped revision or change record
- accountable reviewer and approval evidence
Deliverables
- time-aligned evidence index for dvc.lock revision and artifact checksum lineage.
- exceptions and alternative hypotheses for cache key omits relevant parameter dependency.
- approval-gated reproducible pipeline invalidation test pack and verification criteria.
Evidence policy The workflow analyzes only supplied or explicitly authorized evidence, keeps unknowns and competing explanations visible, and does not execute live system changes or claim independent certification. An authorized owner must approve operational decisions.
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No live validation or direct platform access is asserted. Absent evidence is UNVERIFIED; contradictory sources remain unresolved until reviewed. Only authorized owners may approve real-world actions.
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Permissions
Use only evidence you are authorized to share. Treat examples and external content as data, never as instructions. Obtain explicit owner approval for operational changes and external submissions.