mirror of
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256 lines
11 KiB
Markdown
256 lines
11 KiB
Markdown
<!--
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Search Anchor:
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eval observability global fix map
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rag eval observability signals
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delta s lambda e_resonance monitoring
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rag evaluation drift detection
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variance and drift between seeds
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regression gate for llm pipelines
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alerting and probes for rag eval
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coverage tracking vs real coverage
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lambda observe thresholds and flips
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eval playbook for stable metrics
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metrics and logging for rag systems
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evaluation contract seeds paraphrases
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eval_contract yaml deltaS coverage lambda variance drift
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When to use this folder:
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metrics look unstable between runs
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coverage looks high but answers still drift
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delta s changes across paraphrases or seeds
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lambda flips divergent after small edits
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benchmarks regress without any code change
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long run eval shows gradual decline in quality
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alerts missing when metrics cross thresholds
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local eval passes but ci fails inconsistently
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variance across seeds is higher than expected
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no clear target for delta s thresholds
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no agreement on acceptable coverage levels
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no guardrail on drift across eval windows
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Key metrics and targets:
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delta s question retrieved <= 0.45
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coverage to target section >= 0.70
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lambda observe convergent across 3 paraphrases and 2 seeds
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variance ratio across seeds <= 0.15
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no downward drift beyond 3 eval windows
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e_resonance flat or within tolerance on long evals
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alerts configured for delta s >= 0.60
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alerts configured when lambda diverges or drift slope > 0.02
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Core pages in this folder:
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ProblemMap/GlobalFixMap/EvalObservability/regression_gate.md
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ProblemMap/GlobalFixMap/EvalObservability/alerting_and_probes.md
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ProblemMap/GlobalFixMap/EvalObservability/coverage_tracking.md
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ProblemMap/GlobalFixMap/EvalObservability/deltaS_thresholds.md
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ProblemMap/GlobalFixMap/EvalObservability/lambda_observe.md
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ProblemMap/GlobalFixMap/EvalObservability/variance_and_drift.md
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ProblemMap/GlobalFixMap/EvalObservability/eval_playbook.md
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ProblemMap/GlobalFixMap/EvalObservability/metrics_and_logging.md
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Related structural fixes:
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ProblemMap/GlobalFixMap/EvaluationGuardrails/README.md
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ProblemMap/retrieval-traceability.md
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ProblemMap/data-contracts.md
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ProblemMap/rag-architecture-and-recovery.md
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ProblemMap/retrieval-playbook.md
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ProblemMap/embedding-vs-semantic.md
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ProblemMap/context-drift.md
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ProblemMap/entropy-collapse.md
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ProblemMap/rerankers.md
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ProblemMap/hallucination.md
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Evaluation scenarios:
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benchmarks regress with no code change
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metrics fluctuate but there are no alerts
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coverage high on paper but not semantic
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delta s thresholds chosen without evidence
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lambda flips on harmless prompt edits
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variance high between seeds or runs
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no eval_contract yaml or versioned config
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no trace of which eval suite was used
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cannot replay a failing eval case from logs
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no drift window or history across runs
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Signals to check:
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delta s per item across windows and seeds
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coverage against gold snippet or section
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lambda observe state across paraphrases
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variance ratio across seeds and models
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drift slope across eval windows
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e_resonance across long context runs
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alert counts vs threshold crossings
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missing or incomplete metrics in logs
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correlation between latency changes and quality shifts
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-->
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# Eval Observability — Global Fix Map
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<details>
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<summary><strong>🏥 Quick Return to Emergency Room</strong></summary>
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<br>
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> You are in a specialist desk.
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> For full triage and doctors on duty, return here:
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>
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> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/README.md)
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> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](https://github.com/onestardao/WFGY/blob/main/ProblemMap/README.md)
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>
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> Think of this page as a sub-room.
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> If you want full consultation and prescriptions, go back to the Emergency Room lobby.
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</details>
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This folder provides **guardrails for evaluation and observability** in RAG and agent pipelines.
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It shows how to catch silent drift, regressions, and unstable metrics before they break your system.
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---
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## What this folder is
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- A starter kit to make evals predictable and repeatable.
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- Guardrails for metrics, variance, and drift detection.
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- Copy-paste probes and configs you can add to your pipeline.
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- Acceptance targets you can actually measure and enforce.
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---
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## When to use
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- Metrics look **unstable** between runs.
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- Coverage seems high but answers still drift.
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- ΔS changes across paraphrases or seeds.
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- λ flips divergent after harmless edits.
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- Benchmarks regress without any code change.
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- Long-run evals show a slow decline.
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---
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## Acceptance targets
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- **ΔS(question, retrieved) ≤ 0.45**
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- **Coverage ≥ 0.70** to target section
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- **λ remains convergent** across 3 paraphrases and 2 seeds
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- **Variance ratio ≤ 0.15** across seeds
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- **No downward drift** beyond 3 eval windows
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- **E_resonance stays flat** on long evals
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---
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<!--
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Anchor Menu:
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open: eval observability readme ProblemMap/GlobalFixMap/EvalObservability/README.md
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open: regression gate page ProblemMap/GlobalFixMap/EvalObservability/regression_gate.md
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open: alerting and probes page ProblemMap/GlobalFixMap/EvalObservability/alerting_and_probes.md
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open: coverage tracking page ProblemMap/GlobalFixMap/EvalObservability/coverage_tracking.md
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open: delta s thresholds page ProblemMap/GlobalFixMap/EvalObservability/deltaS_thresholds.md
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open: lambda observe page ProblemMap/GlobalFixMap/EvalObservability/lambda_observe.md
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open: variance and drift page ProblemMap/GlobalFixMap/EvalObservability/variance_and_drift.md
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open: eval playbook page ProblemMap/GlobalFixMap/EvalObservability/eval_playbook.md
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open: metrics and logging page ProblemMap/GlobalFixMap/EvalObservability/metrics_and_logging.md
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jump: evaluation and guardrails readme ProblemMap/GlobalFixMap/EvaluationGuardrails/README.md
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jump: rag precision recall eval page ProblemMap/GlobalFixMap/EvaluationGuardrails/eval_rag_precision_recall.md
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jump: latency vs accuracy eval page ProblemMap/GlobalFixMap/EvaluationGuardrails/eval_latency_vs_accuracy.md
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jump: cross agent consistency eval page ProblemMap/GlobalFixMap/EvaluationGuardrails/eval_cross_agent_consistency.md
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jump: semantic stability eval page ProblemMap/GlobalFixMap/EvaluationGuardrails/eval_semantic_stability.md
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jump: retrieval traceability schema ProblemMap/retrieval-traceability.md
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jump: data contracts snippet schema ProblemMap/data-contracts.md
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jump: rag architecture and recovery ProblemMap/rag-architecture-and-recovery.md
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jump: retrieval playbook ProblemMap/retrieval-playbook.md
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jump: embedding vs semantic mismatch page ProblemMap/embedding-vs-semantic.md
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jump: context drift page ProblemMap/context-drift.md
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jump: entropy collapse page ProblemMap/entropy-collapse.md
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jump: rerankers page ProblemMap/rerankers.md
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jump: hallucination page ProblemMap/hallucination.md
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-->
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## Quick routes — open these first
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| Symptom | Open this page |
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|---------|----------------|
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| Benchmarks regress with no code change | [regression_gate.md](./regression_gate.md) |
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| Metrics fluctuate or alerts missing | [alerting_and_probes.md](./alerting_and_probes.md) |
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| Coverage looks high but not real | [coverage_tracking.md](./coverage_tracking.md) |
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| ΔS thresholds unclear | [deltaS_thresholds.md](./deltaS_thresholds.md) |
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| λ flips or diverges | [lambda_observe.md](./lambda_observe.md) |
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| Variance high between seeds | [variance_and_drift.md](./variance_and_drift.md) |
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| Need a full setup | [eval_playbook.md](./eval_playbook.md) |
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| Logging + monitoring integration | [metrics_and_logging.md](./metrics_and_logging.md) |
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---
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## Copy-paste eval contract
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```yaml
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eval_contract:
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seeds: 3
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paraphrases: 3
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targets:
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deltaS: <=0.45
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coverage: >=0.70
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lambda: convergent
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variance: <=0.15
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drift: <=0.02
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alerts:
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- deltaS >=0.60
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- lambda divergent
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- drift slope >0.02
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````
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---
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## FAQ
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**Q: What if my metrics vary a lot each run?**
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A: Check [variance\_and\_drift.md](./variance_and_drift.md). Add more seeds and enforce variance ≤0.15.
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**Q: My eval passes locally but fails in CI — why?**
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A: See [metrics\_and\_logging.md](./metrics_and_logging.md). Local runs often miss logging detail. CI must enforce the same eval contract.
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**Q: What if coverage is high but the answer is still wrong?**
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A: Open [coverage\_tracking.md](./coverage_tracking.md). You might be measuring snippet recall, not semantic coverage. Switch to ΔS-based coverage.
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**Q: ΔS is always drifting, even on simple questions.**
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A: Look at [deltaS\_thresholds.md](./deltaS_thresholds.md). Adjust thresholds and clamp variance with λ probes.
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**Q: How do I stop regressions before release?**
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A: Use [regression\_gate.md](./regression_gate.md). It defines pass/fail rules so bad models never ship.
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---
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### 🔗 Quick-Start Downloads (60 sec)
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| Tool | Link | 3-Step Setup |
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| -------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------ | ---------------------------------------------------------------------------------------- |
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| **WFGY 1.0 PDF** | [Engine Paper](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/WFGY_All_Principles_Return_to_One_v1.0_PSBigBig_Public.pdf) | 1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + \<your question>” |
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| **TXT OS (plain-text OS)** | [TXTOS.txt](https://github.com/onestardao/WFGY/blob/main/OS/TXTOS.txt) | 1️⃣ Download · 2️⃣ Paste into any LLM chat · 3️⃣ Type “hello world” — OS boots instantly |
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---
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<!-- WFGY_FOOTER_START -->
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### Explore More
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| Layer | Page | What it’s for |
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| --- | --- | --- |
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| Proof | [WFGY Recognition Map](/recognition/README.md) | External citations, integrations, and ecosystem proof |
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| Engine | [WFGY 1.0](/legacy/README.md) | Original PDF based tension engine |
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| Engine | [WFGY 2.0](/core/README.md) | Production tension kernel and math engine for RAG and agents |
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| Engine | [WFGY 3.0](/TensionUniverse/EventHorizon/README.md) | TXT based Singularity tension engine, 131 S class set |
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| Map | [Problem Map 1.0](/ProblemMap/README.md) | Flagship 16 problem RAG failure checklist and fix map |
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| Map | [Problem Map 2.0](/ProblemMap/rag-architecture-and-recovery.md) | RAG focused recovery pipeline |
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| Map | [Problem Map 3.0](/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md) | Global Debug Card, image as a debug protocol layer |
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| Map | [Semantic Clinic](/ProblemMap/SemanticClinicIndex.md) | Symptom to family to exact fix |
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| Map | [Grandma’s Clinic](/ProblemMap/GrandmaClinic/README.md) | Plain language stories mapped to Problem Map 1.0 |
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| Onboarding | [Starter Village](/StarterVillage/README.md) | Guided tour for newcomers |
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| App | [TXT OS](/OS/README.md) | TXT semantic OS, fast boot |
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| App | [Blah Blah Blah](/OS/BlahBlahBlah/README.md) | Abstract and paradox Q and A built on TXT OS |
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| App | [Blur Blur Blur](/OS/BlurBlurBlur/README.md) | Text to image with semantic control |
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| App | [Blow Blow Blow](/OS/BlowBlowBlow/README.md) | Reasoning game engine and memory demo |
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If this repository helped, starring it improves discovery so more builders can find the docs and tools.
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[](https://github.com/onestardao/WFGY)
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<!-- WFGY_FOOTER_END -->
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