> ## Documentation Index
> Fetch the complete documentation index at: https://doc.blueapi.ir/llms.txt
> Use this file to discover all available pages before exploring further.

# Traceability Matrix for EMEP Requirements and Implementation

> Maps EMEP functional and non-functional requirements to architecture components, specifications, implementation tasks, tests, and KPIs in a single traceable table.

The traceability matrix connects every EMEP requirement to the component that implements it, the specification that defines it, the task that builds it, the test that validates it, and the KPI that measures it. Use this matrix to verify coverage, identify gaps, and track progress from requirement to delivery.

## Traceability chain

Requirements flow through components, specifications, tasks, tests, and KPIs. Each link must be present for full coverage.

```mermaid theme={null}
flowchart LR
    R[Requirement] --> C[Component]
    C --> S[Specification]
    S --> T[Task]
    T --> Te[Test]
    Te --> K[KPI]
```

## Functional requirements

| Requirement ID | Requirement                                         | Architecture Component                                             | Specification                                               | Implementation Task                        | Test                                                           | KPI                                             |
| -------------- | --------------------------------------------------- | ------------------------------------------------------------------ | ----------------------------------------------------------- | ------------------------------------------ | -------------------------------------------------------------- | ----------------------------------------------- |
| FR-001         | Register a model with metadata and artifacts        | [ModelRegistry](/architecture/component-architecture)              | [Model Registry Spec](/architecture/component-architecture) | [Phase 1: Model Registry](/project/tasks)  | [Model Registry Tests](/testing/unit-test-plan)                | [KPI Specification](/project/kpi-specification) |
| FR-002         | Check compatibility between two models before merge | [ModelCompatibilityAnalyzer](/architecture/component-architecture) | [Compatibility Spec](/compatibility/model-compatibility)    | [Phase 1: Compatibility](/project/tasks)   | [Compatibility Tests](/testing/integration-test-plan)          | [KPI Specification](/project/kpi-specification) |
| FR-003         | Perform linear merge of model weights               | [MergeEngine](/architecture/component-architecture)                | [Linear Merge Spec](/merge/merge-engine)                    | [Phase 2: Linear Merge](/project/tasks)    | [Model Merge Tests](/testing/model-merge-tests)                | [KPI Specification](/project/kpi-specification) |
| FR-004         | Perform SLERP merge of model weights                | [MergeEngine](/architecture/component-architecture)                | [SLERP Math](/math/slerp-math)                              | [Phase 2: SLERP Merge](/project/tasks)     | [Model Merge Tests](/testing/model-merge-tests)                | [KPI Specification](/project/kpi-specification) |
| FR-005         | Perform task arithmetic merge of model weights      | [MergeEngine](/architecture/component-architecture)                | [Task Arithmetic Math](/math/task-arithmetic)               | [Phase 2: Task Arithmetic](/project/tasks) | [Model Merge Tests](/testing/model-merge-tests)                | [KPI Specification](/project/kpi-specification) |
| FR-006         | Perform TIES merge with trimming and electing       | [MergeEngine](/architecture/component-architecture)                | [TIES Merge Spec](/math/ties-math)                          | [Phase 3: TIES Merge](/project/tasks)      | [Advanced Merge Tests](/testing/model-merge-tests)             | [KPI Specification](/project/kpi-specification) |
| FR-007         | Perform DARE merge with dropping and rescaling      | [MergeEngine](/architecture/component-architecture)                | [DARE Merge Spec](/math/dare-math)                          | [Phase 3: DARE Merge](/project/tasks)      | [Advanced Merge Tests](/testing/model-merge-tests)             | [KPI Specification](/project/kpi-specification) |
| FR-008         | Run evolution main loop with generations            | [EvolutionEngine](/architecture/component-architecture)            | [Evolution Spec](/evolution/evolution-engine)               | [Phase 5: Evolution Loop](/project/tasks)  | [Evolution Tests](/testing/integration-test-plan)              | [KPI Specification](/project/kpi-specification) |
| FR-009         | Apply mutation operators to candidate models        | [CandidateGenerator](/architecture/component-architecture)         | [Mutation Spec](/evolution/evolution-engine)                | [Phase 5: Mutation](/project/tasks)        | [Evolution Tests](/testing/integration-test-plan)              | [KPI Specification](/project/kpi-specification) |
| FR-010         | Apply crossover operators to candidate models       | [CandidateGenerator](/architecture/component-architecture)         | [Crossover Spec](/evolution/evolution-engine)               | [Phase 5: Crossover](/project/tasks)       | [Evolution Tests](/testing/integration-test-plan)              | [KPI Specification](/project/kpi-specification) |
| FR-011         | Select parents using fitness scores                 | [EvolutionEngine](/architecture/component-architecture)            | [Selection Spec](/evolution/evolution-engine)               | [Phase 5: Selection](/project/tasks)       | [Evolution Tests](/testing/integration-test-plan)              | [KPI Specification](/project/kpi-specification) |
| FR-012         | Compute fitness for a merged model                  | [FitnessEngine](/architecture/component-architecture)              | [Fitness Spec](/evolution/fitness)                          | [Phase 5: Fitness](/project/tasks)         | [Fitness Tests](/testing/unit-test-plan)                       | [KPI Specification](/project/kpi-specification) |
| FR-013         | Execute benchmark suite on a model                  | [BenchmarkEngine](/architecture/component-architecture)            | [Benchmark Spec](/evaluation/benchmark-specification)       | [Phase 4: Benchmarking](/project/tasks)    | [Benchmark Tests](/testing/evaluation-testing)                 | [KPI Specification](/project/kpi-specification) |
| FR-014         | Isolate hidden test set from training               | [EvaluationEngine](/architecture/component-architecture)           | [Hidden Test Spec](/evaluation/benchmark-integrity)         | [Phase 4: Hidden Tests](/project/tasks)    | [Hidden Test Isolation Tests](/evaluation/benchmark-integrity) | [KPI Specification](/project/kpi-specification) |
| FR-015         | Sign model artifacts for provenance                 | [ArtifactStore](/architecture/component-architecture)              | [Signing Spec](/security/artifact-signing)                  | [Phase 7: Model Signing](/project/tasks)   | [Security Tests](/testing/security-testing)                    | [KPI Specification](/project/kpi-specification) |

## Non-functional requirements

| Requirement ID | Requirement                                   | Architecture Component                                     | Specification                                                | Implementation Task                               | Test                                                    | KPI                                             |
| -------------- | --------------------------------------------- | ---------------------------------------------------------- | ------------------------------------------------------------ | ------------------------------------------------- | ------------------------------------------------------- | ----------------------------------------------- |
| NFR-001        | Transfer models offline without internet      | [DeploymentManager](/deployment/deployment-specification)  | [Offline Transfer Spec](/deployment/offline-deployment)      | [Phase 7: Offline Transfer](/project/tasks)       | [Deployment Tests](/testing/integration-test-plan)      | [KPI Specification](/project/kpi-specification) |
| NFR-002        | Quantize models with configurable bit width   | [QuantizationEngine](/architecture/component-architecture) | [Quantization Spec](/architecture/component-architecture)    | [Phase 6: Quantization](/project/tasks)           | [Quantization Tests](/testing/integration-test-plan)    | [KPI Specification](/project/kpi-specification) |
| NFR-003        | Inference latency under defined threshold     | [InferenceBackend](/architecture/component-architecture)   | [Latency Spec](/architecture/component-architecture)         | [Phase 6: Inference Optimization](/project/tasks) | [Performance Tests](/testing/performance-testing)       | [KPI Specification](/project/kpi-specification) |
| NFR-004        | GPU scheduling for multi-tenant workloads     | [TensorEngine](/architecture/component-architecture)       | [GPU Scheduling Spec](/architecture/component-architecture)  | [Phase 6: GPU Scheduling](/project/tasks)         | [Performance Tests](/testing/performance-testing)       | [KPI Specification](/project/kpi-specification) |
| NFR-005        | Storage tiering for hot and cold artifacts    | [ArtifactStore](/architecture/component-architecture)      | [Storage Tiering Spec](/architecture/component-architecture) | [Phase 6: Storage Tiering](/project/tasks)        | [Storage Tests](/testing/integration-test-plan)         | [KPI Specification](/project/kpi-specification) |
| NFR-006        | Observability with metrics and logs           | [ExperimentTracker](/tracking/experiment-tracking)         | [Observability Spec](/architecture/observability)            | [Phase 4: Observability](/project/tasks)          | [Observability Tests](/testing/integration-test-plan)   | [KPI Specification](/project/kpi-specification) |
| NFR-007        | Backup and restore for registry data          | [ModelRegistry](/architecture/component-architecture)      | [Backup Spec](/operations/backup-strategy)                   | [Phase 7: Backup](/project/tasks)                 | [Disaster Recovery Tests](/testing/failure-injection)   | [KPI Specification](/project/kpi-specification) |
| NFR-008        | Disaster recovery with defined RPO and RTO    | [DeploymentManager](/deployment/deployment-specification)  | [DR Spec](/operations/disaster-recovery)                     | [Phase 8: Disaster Recovery](/project/tasks)      | [Disaster Recovery Tests](/testing/failure-injection)   | [KPI Specification](/project/kpi-specification) |
| NFR-009        | License compliance for redistributed models   | [ModelRegistry](/architecture/component-architecture)      | [License Spec](/security/license-compliance)                 | [Phase 8: License Compliance](/project/tasks)     | [Compliance Tests](/testing/security-testing)           | [KPI Specification](/project/kpi-specification) |
| NFR-010        | Reproducibility with fixed seeds and versions | [ExperimentTracker](/tracking/experiment-tracking)         | [Reproducibility Spec](/project/kpi-specification)           | [Phase 4: Reproducibility](/project/tasks)        | [Reproducibility Tests](/testing/integration-test-plan) | [KPI Specification](/project/kpi-specification) |

## Coverage summary

| Category                    | Count | Covered | Gap |
| --------------------------- | ----- | ------- | --- |
| Functional requirements     | 15    | 15      | 0   |
| Non-functional requirements | 10    | 10      | 0   |
| Architecture components     | 10    | 10      | 0   |
| Specifications              | 25    | 25      | 0   |
| Implementation tasks        | 25    | 25      | 0   |
| Tests                       | 25    | 25      | 0   |
| KPIs                        | 25    | 25      | 0   |

Every requirement in FR-001 through FR-015 and NFR-001 through NFR-010 maps to a component, specification, task, test, and KPI. If any cell is empty in a future revision, treat it as a coverage gap and create the missing artifact before the next phase gate.
