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| 1 | +# H100 VM Session Handover — 2026-04-16 |
| 2 | + |
| 3 | +## Session Summary |
| 4 | + |
| 5 | +**Duration**: Full day on Azure H100 NVL VM |
| 6 | +**Commits**: 19 commits, ~12,000+ lines added across 40+ files |
| 7 | +**Final test count**: 1,546 workspace tests + 31 GPU-specific tests = 0 failures |
| 8 | + |
| 9 | +## What Was Accomplished |
| 10 | + |
| 11 | +### 1. GPU Validation & Benchmarks (Paper-Quality) |
| 12 | + |
| 13 | +- All GPU tests verified on H100 NVL (95830 MiB, CC 9.0, CUDA 12.8) |
| 14 | +- **Academic proof**: `docs/benchmarks/ACADEMIC_PROOF.md` — 15-section paper with 95% CI |
| 15 | +- **Key numbers**: |
| 16 | + - Persistent actor injection: 55 ns (8,698x vs traditional, 3,005x vs CUDA Graphs) |
| 17 | + - Cluster sync: 0.628 us (2.98x vs grid.sync) |
| 18 | + - Sustained: 5.54M ops/s for 60s, CV 0.05% |
| 19 | + - GPU stencil: 217.9x vs 40-core EPYC |
| 20 | + - Async alloc: 116.9x vs cuMemAlloc |
| 21 | + |
| 22 | +### 2. Phase 5 Hopper Features (crates/ringkernel-cuda/src/hopper/) |
| 23 | + |
| 24 | +| Module | Description | H100 Verified | |
| 25 | +|--------|-------------|---------------| |
| 26 | +| `cluster.rs` | Thread Block Clusters via cuLaunchKernelEx | Yes — 2.98x sync speedup | |
| 27 | +| `dsmem.rs` | Distributed Shared Memory K2K config | Yes — 4-block exchange | |
| 28 | +| `tma.rs` | TMA async copy config + PTX snippets | Config only | |
| 29 | +| `green_ctx.rs` | Green Contexts for SM partitioning | Yes — context created | |
| 30 | +| `async_mem.rs` | Async memory pool (cuMemAllocAsync) | Yes — 116.9x speedup | |
| 31 | +| `lifecycle.rs` | Actor lifecycle kernel PTX loader | Yes — all lifecycle ops | |
| 32 | + |
| 33 | +### 3. GPU Actor Lifecycle (Proven on H100) |
| 34 | + |
| 35 | +- **actor_lifecycle_kernel.cu**: Supervisor + actor pool in single persistent kernel |
| 36 | + - Create: 163 us, Destroy: 160 us, Restart: 197 us, Heartbeat: 162 us |
| 37 | + - Fault isolation verified: destroying one actor doesn't affect siblings |
| 38 | + - Parent-child relationships maintained |
| 39 | + |
| 40 | +- **streaming_pipeline_kernel.cu**: 4-stage event pipeline (Ingest→Filter→Aggregate→Alert) |
| 41 | + - 610K events/s throughput |
| 42 | + - SYNC_INTERVAL=64 optimization (64x fewer grid.sync calls) |
| 43 | + - Inter-actor device-memory ring buffers (no host round-trip) |
| 44 | + |
| 45 | +### 4. Critical Gap Fixes (Phase A) |
| 46 | + |
| 47 | +| Fix | Impact | |
| 48 | +|-----|--------| |
| 49 | +| SpscQueue truly lock-free | 22-28% faster (Mutex → UnsafeCell + atomics) | |
| 50 | +| CudaRuntime auto-activate | launch() now fires cuLaunchKernel | |
| 51 | +| Crypto XOR deprecation | Compile-time warning for insecure fallback | |
| 52 | + |
| 53 | +### 5. Feature Requests Implemented (14/20) |
| 54 | + |
| 55 | +| FR | Feature | Status | |
| 56 | +|----|---------|--------| |
| 57 | +| FR-001 | Supervision trees | Done — cascading kill, escalation, tree_view | |
| 58 | +| FR-002 | Named registry | Done — wildcard lookup, watchers, tags | |
| 59 | +| FR-003 | Backpressure | Done — credit-based, watermarks, flow metrics | |
| 60 | +| FR-004 | Dead letter queue | Done — replay, filter, TTL expiry | |
| 61 | +| FR-005 | Memory pressure | Done — budgets, levels, mitigation strategies | |
| 62 | +| FR-006 | Idempotency | Done — dedup cache with TTL | |
| 63 | +| FR-008 | Config hot reload | Done — versioned, typed, audit trail | |
| 64 | +| FR-010 | Graceful shutdown | Done — drain mode, leaf-first ordering | |
| 65 | +| FR-011 | Streaming integrations | Done — consumer trait, Kafka/Redis/NATS configs | |
| 66 | +| FR-012 | LLM provider bridge | Done — provider trait, tool calling, embeddings | |
| 67 | +| FR-013 | Vector store | Done — brute-force search, cosine/L2/dot product | |
| 68 | +| FR-014 | Advanced alerting | Done — threshold triggers, routing rules | |
| 69 | +| FR-015 | Actor introspection | Done — trace buffers, snapshots | |
| 70 | + |
| 71 | +### 6. Remaining FRs (Not Implemented) |
| 72 | + |
| 73 | +| FR | Feature | Reason | |
| 74 | +|----|---------|--------| |
| 75 | +| FR-007 | Distributed placement | Needs multi-GPU hardware | |
| 76 | +| FR-009 | Distributed tracing | Needs OTLP integration (external dep) | |
| 77 | +| FR-016 | Graph algorithms | Large scope (3,850 LOC), P2 | |
| 78 | +| FR-017 | Multi-GPU partitioning | Needs multi-GPU hardware | |
| 79 | +| FR-018 | Graph properties | P2 | |
| 80 | +| FR-019 | Metal persistence | Needs macOS | |
| 81 | +| FR-020 | Test coverage completion | Ongoing | |
| 82 | + |
| 83 | +### 7. CUDA Feature Research Findings |
| 84 | + |
| 85 | +- **CUDA Graph Conditional Nodes** (12.4+): API available in cudarc 0.19.3, documented as future optimization for actor state machines |
| 86 | +- **Blackwell sm_100**: Added to build.rs multi-arch targets |
| 87 | +- **Mempool tuning**: Release threshold increased to 1GB (persistent actors), with `for_persistent_actors()` preset (4GB) |
| 88 | +- **CUDA Tile (13.0+)**: New array-based programming model — investigate for batch message processing |
| 89 | +- **Green Contexts Runtime API (13.1)**: Now available from runtime API, not just driver |
| 90 | + |
| 91 | +## File Inventory |
| 92 | + |
| 93 | +### New Files Created This Session |
| 94 | + |
| 95 | +``` |
| 96 | +# Hopper features |
| 97 | +crates/ringkernel-cuda/src/hopper/mod.rs |
| 98 | +crates/ringkernel-cuda/src/hopper/cluster.rs |
| 99 | +crates/ringkernel-cuda/src/hopper/dsmem.rs |
| 100 | +crates/ringkernel-cuda/src/hopper/tma.rs |
| 101 | +crates/ringkernel-cuda/src/hopper/green_ctx.rs |
| 102 | +crates/ringkernel-cuda/src/hopper/async_mem.rs |
| 103 | +crates/ringkernel-cuda/src/hopper/lifecycle.rs |
| 104 | +
|
| 105 | +# CUDA kernels |
| 106 | +crates/ringkernel-cuda/src/cuda/cluster_kernels.cu |
| 107 | +crates/ringkernel-cuda/src/cuda/actor_lifecycle_kernel.cu |
| 108 | +crates/ringkernel-cuda/src/cuda/streaming_pipeline_kernel.cu |
| 109 | +
|
| 110 | +# Integration tests |
| 111 | +crates/ringkernel-cuda/tests/cluster_launch.rs |
| 112 | +crates/ringkernel-cuda/tests/cuda_graphs_benchmark.rs |
| 113 | +crates/ringkernel-cuda/tests/multi_stream_overlap.rs |
| 114 | +crates/ringkernel-cuda/tests/sustained_throughput.rs |
| 115 | +crates/ringkernel-cuda/tests/actor_lifecycle_proof.rs |
| 116 | +crates/ringkernel-cuda/tests/streaming_pipeline_proof.rs |
| 117 | +
|
| 118 | +# Core features |
| 119 | +crates/ringkernel-core/src/actor.rs |
| 120 | +crates/ringkernel-core/src/scheduling.rs |
| 121 | +crates/ringkernel-core/src/registry.rs |
| 122 | +crates/ringkernel-core/src/backpressure.rs |
| 123 | +crates/ringkernel-core/src/dlq.rs |
| 124 | +crates/ringkernel-core/src/memory_pressure.rs |
| 125 | +crates/ringkernel-core/src/idempotency.rs |
| 126 | +crates/ringkernel-core/src/drain.rs |
| 127 | +crates/ringkernel-core/src/hot_reload.rs |
| 128 | +crates/ringkernel-core/src/introspection.rs |
| 129 | +crates/ringkernel-core/src/vector.rs |
| 130 | +
|
| 131 | +# Ecosystem |
| 132 | +crates/ringkernel-ecosystem/src/streaming.rs |
| 133 | +crates/ringkernel-ecosystem/src/llm.rs |
| 134 | +
|
| 135 | +# Documentation |
| 136 | +docs/benchmarks/ACADEMIC_PROOF.md |
| 137 | +docs/benchmarks/h100-b200-baseline.md (overhauled) |
| 138 | +docs/superpowers/GAP_ANALYSIS.md |
| 139 | +README.md (overhauled) |
| 140 | +``` |
| 141 | + |
| 142 | +## How to Re-Run on GPU |
| 143 | + |
| 144 | +```bash |
| 145 | +# Environment setup |
| 146 | +export RINGKERNEL_CUDA_ARCH=sm_90 |
| 147 | +sudo nvidia-smi -pm 1 |
| 148 | +sudo nvidia-smi -lgc 1785 |
| 149 | +sudo nvidia-smi -c EXCLUSIVE_PROCESS |
| 150 | + |
| 151 | +# Build |
| 152 | +cargo build --workspace --features cuda --release --exclude ringkernel-txmon |
| 153 | + |
| 154 | +# Full workspace test |
| 155 | +cargo test --workspace --release |
| 156 | + |
| 157 | +# GPU-specific tests |
| 158 | +cargo test -p ringkernel-cuda --features "cuda,cooperative" --release -- --ignored |
| 159 | + |
| 160 | +# Streaming pipeline (needs pre-compiled PTX) |
| 161 | +nvcc -ptx -O3 -arch=sm_90 -std=c++17 -w \ |
| 162 | + -o /tmp/streaming_pipeline_kernel.ptx \ |
| 163 | + crates/ringkernel-cuda/src/cuda/streaming_pipeline_kernel.cu |
| 164 | +cargo test -p ringkernel-cuda --features "cuda,cooperative" --release \ |
| 165 | + --test streaming_pipeline_proof -- --ignored |
| 166 | + |
| 167 | +# Benchmarks |
| 168 | +cargo bench --package ringkernel -- --noplot |
| 169 | +``` |
| 170 | + |
| 171 | +## Next Priorities |
| 172 | + |
| 173 | +1. **FR-007 Distributed placement** (needs multi-GPU cluster) |
| 174 | +2. **FR-009 Distributed tracing** (add opentelemetry-otlp dependency) |
| 175 | +3. **Wire vector store to GPU** (upload flat_vectors to device, write search kernel) |
| 176 | +4. **Connect streaming/LLM bridges to real providers** (add rdkafka, reqwest deps) |
| 177 | +5. **CUDA Graph Conditional Nodes** prototype for actor state machines |
| 178 | +6. **Blackwell B200 testing** when hardware available |
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