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docs(optimization): Update progress with eccentricity speedup results
PERFORMANCE SUMMARY: - Total: 6.138s → 1.707s (3.6× faster, 72% reduction) - Fast diameter: 46-111× speedup (37.5% validation improvement) - Cached eccentricity: 10× first call + ∞× cached (structural invariant) - Function calls: 23.9M → 6.3M (74% reduction) PARADIGM ALIGNMENT DOCUMENTATION: - Eccentricity as topological invariant (coherence preservation) - Cache dependencies match structural coupling physics - Automatic invalidation via graph_topology tracking - Respects ∂EPI/∂t = 0 when topology frozen CURRENT STATE: - Bottleneck now Φ_s (1.4s, 84%) - expected/acceptable (distance matrix) - Cache working perfectly across all metrics (0.000s repeated calls) - 6 major optimizations completed (UTC, fields, guardrails, health, diameter, eccentricity) Next: Evaluate if Φ_s optimization needed or validation pipeline complete.
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docs/OPTIMIZATION_PROGRESS.md

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**Problem**: Repeated validation calls recomputed expensive tetrad fields (Φ_s, |∇φ|, K_φ, ξ_C)
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**Solution**: Integrated centralized `TNFRHierarchicalCache` system with automatic dependency tracking
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**Impact**:
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- ~75% reduction in overhead for repeated calls on unchanged graphs
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- Automatic invalidation when topology or node properties change
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- Multi-layer caching (memory + optional shelve/redis persistence)
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**Files**:
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- `src/tnfr/physics/fields.py` (decorators + imports)
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- `docs/STRUCTURAL_HEALTH.md` (updated cache documentation)
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---
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### 3. Performance Guardrails (commit `adc8b14`)
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**Problem**: Instrumentation overhead unmeasured
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**Solution**: Added `PerformanceRegistry` and `perf_guard` decorator
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**Impact**:
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- ~5.8% overhead measured (below 8% target)
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- Optional opt-in instrumentation via `perf_registry` parameter
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**Files**:
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- `src/tnfr/performance/guardrails.py`
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- `tests/unit/performance/test_guardrails.py`
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---
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### 4. Structural Validation & Health (commit `5d44e55`)
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**Problem**: No unified grammar + field safety aggregation
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**Solution**: Phase 3 validation aggregator + health assessment
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**Impact**:
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- Combines U1-U3 grammar + canonical field tetrad in single call
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- Risk levels: low/elevated/critical
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- Actionable recommendations
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**Files**:
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- `src/tnfr/validation/aggregator.py`
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- `src/tnfr/validation/health.py`
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- `docs/STRUCTURAL_HEALTH.md`
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---
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### 5. Fast Diameter Approximation (commit `26d119a`)
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**Problem**: NetworkX `diameter()` O(N³) bottleneck (4.7s in profiling)
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**Solution**: 2-sweep BFS heuristic with O(N+M) complexity
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**Impact**:
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- **46-111× speedup** on diameter computation
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- **37.5% validation speedup** (6.1s → 3.8s)
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- ≤20% error, always within 2× of true diameter
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**TNFR Alignment**:
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- Approximate diameter sufficient for ξ_C threshold checks
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- Preserves structural safety validation semantics
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**Files**:
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- `src/tnfr/utils/fast_diameter.py`
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- `src/tnfr/validation/aggregator.py` (integration)
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---
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### 6. Cached Eccentricity (commit `92edee0`) ⭐
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**Problem**: Eccentricity O(N²) repeated 10× per validation (2.3s bottleneck)
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**Solution**: Cache with `dependencies={'graph_topology'}` via TNFR paradigm
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**Impact**:
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- **3.6× total speedup** (6.1s → 1.7s baseline, **72% reduction**)
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- **10× faster** first call (2.3s → 0.2s)
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- **∞× speedup** cached calls (0.000s)
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- 74% reduction in function calls (23.9M → 6.3M)
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**TNFR Alignment** (Key Innovation):
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- Eccentricity = **topological invariant** (only changes with structural reorganization)
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- Cache preserves **coherence** (no redundant BFS traversals)
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- Automatic invalidation via structural coupling dependencies
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- Respects nodal equation: ∂EPI/∂t = 0 when topology frozen
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**Files**:
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- `src/tnfr/utils/fast_diameter.py` (`compute_eccentricity_cached`)
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- `src/tnfr/validation/aggregator.py` (integration)
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- **~75% reduction** in overhead for repeated calls on unchanged graphs
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- Automatic invalidation when topology or node properties change
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- Multi-layer caching (memory + optional shelve/redis persistence)
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## 📊 Performance Summary
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### Validation Speedup Timeline
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| Stage | Time (500 nodes, 10 runs) | Speedup vs Baseline | Cumulative |
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|-------|---------------------------|---------------------|------------|
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| **Baseline** | 6.138s | 1.0× | - |
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| + Fast diameter | 3.838s | 1.6× | **37.5% ↓** |
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| + Cached eccentricity | **1.707s** | **3.6×** | **72% ↓** |
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### Component Breakdown
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| Optimization | First Call | Cached Call | Improvement |
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|--------------|------------|-------------|-------------|
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| **Fields (tetrad)** | ~30-40ms | 0.000s | ∞× (perfect cache) |
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| **Diameter** | ~50ms exact | ~1ms approx | 50× faster |
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| **Eccentricity** | 2.332s → 0.234s | 0.000s | 10× + ∞× cached |
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| **Function calls** | 23.9M → 6.3M | - | 74% reduction |
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### Current Bottleneck Analysis
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| Component | Time | % of Total | Status |
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|-----------|------|------------|--------|
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| Φ_s (distance matrix) | 1.438s | 84% | ✅ Cached, reasonable |
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| Eccentricity (1st call) | 0.234s | 14% | ✅ Optimized (10×) |
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| Other (grammar, etc.) | 0.035s | 2% | ✅ Negligible |
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**Conclusion**: Φ_s dominance is **expected and acceptable** because:
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- Computes full O(N²) distance matrix via Dijkstra
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- Already uses NumPy vectorization
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- **Cache works perfectly**: 0.000s on repeated graphs
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- Required for accurate structural potential calculation
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## 📚 References
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- **Phase 3 Documentation**: `docs/STRUCTURAL_HEALTH.md`

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