Performance & Integration
Production-validated, reproducible integration: move from evaluation to silicon with deterministic artifacts, scalable architecture, and quantified efficiency gains.
Integration Roadmap
| Phase | Task | Confidence Gate | Duration |
|---|---|---|---|
| Bring‑up | Simulation smoke + adapter connect | Protocol A/B match | < 1 day |
| Validation | Protocol & numeric determinism runs | Byte‑identical CSV | ~2 min |
| Stress | Flow control, resets, boundary dims | All PASS, no deadlock | ~30 min |
| Optimization | Mesh scaling, FIFO tuning, DVFS partition | Watermarks & timing margin reviewed | 2–3 days |
| Formal | Handshake & routing liveness proofs | Formal PASS | ~4 hours |
| Synthesis | Vendor flow iteration, multi‑corner STA | 100 MHz @TT/FF (post‑place) | 1–2 weeks |
Verification Strategy
| Level | Coverage | Validation Evidence | Time |
|---|---|---|---|
| Protocol Determinism | Flow control, ready/valid, stall scenarios | Dual‑run byte‑identical CSVs | ~2 min |
| Numeric Corners | Int8→Int32 accumulation limits | Digest golden match, no compute errors | ~5 min |
| Boundary Dims | Odd GEMM shapes, partial tiles, edge padding | Per‑workload logs + trace | ~10 min |
| Stress | Source/sink stalls, resets, watchdog | No deadlock, no stalls > threshold | ~15 min |
| Sparsity Toggle | Adaptive FSM enable/disable, lane skipping | Speedup vs. density ratio logged | ~5 min |
| Formal Proof | Routing progress, credit safety, FIFO bounds | Liveness & deadlock‑freedom verified | ~4 hours |
Efficiency Levers & Performance Multipliers
| Lever | Mechanism | Typical Uplift | Trade‑off |
|---|---|---|---|
| Int8 Accumulation | Dense MAC packing → int32 results | 2–3× vs. int32 native | Fixed precision |
| Sparsity Skipping | Adaptive FSM masks zero‑lanes | 1.5–2.5× on sparse kernels | Scheduler complexity |
| 3‑Stage Pipeline | Router input + FIFO write decoupling | 62% critical path reduction | +3.5% area, +20% power |
| DVFS Partitioning | Independent mesh / PE / adapter freq | 15–25% system power | CDC integration |
| Clock Gating | Disable FIFOs & idle router ports | 10–20% dynamic power reduction | Negligible latency |
| Mesh Scaling | Tile parallelism (2×2 → 4×4 → N×N) | Near‑linear throughput to ~3–4× | Routing congestion |
Mesh Scaling
| Config | Tiles | Throughput |
|---|---|---|
| 1×1 | 1 | 1.0× |
| 2×2 | 4 | ~3.6× |
| 3×3 | 9 | ~7.5× |
| 4×4 | 16 | ~13× |
*Estimates assume moderate sparsity & balanced workload.
DVFS Ramp Profile
| Phase | Mesh | PE | Use Case |
|---|---|---|---|
| Init | 100 MHz | 100 MHz | Debug |
| Ramp | 200 MHz | 300 MHz | Light Inf |
| Peak | 400 MHz | 600 MHz | Burst |
| Throttle | 250 MHz | 300 MHz | Sustained |
Silicon Readiness
| Clock Gating Wrappers | ✅ Included |
| DVFS Reset/Clock Modules | ✅ Included |
| Scalable Mesh RTL | ✅ Parameterized |
| Sparsity Primitives | ✅ Enabled |
| Lint Hardening | ✅ Pre-hardened |
| Timing-Optimized RTL | ✅ 100 MHz Validated |
Confidence Artifacts
| protocol_flow.csv | Flow robustness metrics |
| protocol_micro.csv | Micro-kernel determinism |
| numeric.csv | Int8→Int32 corner validation |
| per_workload.log | Per-cycle handshake trace |
| VCD (on failure) | Debug root cause |
| formal_report.txt | Liveness & deadlock proof |
Risk Mitigation Plan
| Risk | Mitigation | Validation Gate |
|---|---|---|
| Deadlock in stress suite | XY routing + fair arbitration | Stress suite passes with zero hangs |
| Watchdog false positives | Configurable timeout | No spurious flags post-hardening |
| Boundary dim failures | Exhaustive odd GEMM/MLP matrix | All odd dims 1..8 PASS |
| Reset recovery glitches | Mid-stream async reset validated | Mid-reset workload continues |
| Multi-corner timing | 100 MHz post-placement baseline | WNS margins: TT ≥ +2.0ns |
Fast-Path Integration Checklist
- 1Clone & lock SHA → Record baseline git commit
- 2Run protocol A/B → Verify byte‑identical digests (< 2 min)
- 3Execute numeric corners → Confirm no saturation errors (< 5 min)
- 4Stress suite → No deadlock, watchdog silent (< 15 min)
- 5Inspect FIFO watermarks → Note peak occupancy per direction
- 6Tune FIFO depths → Start at 4; increment if sustained occupancy near depth‑1
- 7Enable pipeline defines → Set ENABLE_PIPELINE_ROUTER=1 for 100 MHz
- 8Multi-corner STA → Post-placement validation (TT/FF margins verified)
- 9Formal proofs → Routing progress + credit safety (expect PASS)
- 10Sparsity toggle → Optional enable; measure MAC efficiency uplift
