Convert the multidevice allreduce correctness + latency/buffer-kind sweeps
to run through the real PyTorch-distributed path
(init_process_group(backend="ahbm") -> mp.spawn -> dist.all_reduce) instead
of direct ctx.launch, and reorganize the CCL/allreduce tests into a
tests/sccl/ package split one test per file.
Production change (required for the distributed path on non-square SIP grids):
- AhbmCCLBackend now reads explicit system.sips.w/h from the spec, with a
square-only sqrt fallback that raises on ambiguity, instead of silently
guessing round(sqrt(count)). This fixes the 2x3 / 3x2 torus + mesh cases,
which previously resolved to a wrong 2x2 grid. Mirrors the test helper's
_sip_topo_dims precedence (explicit w/h > square fallback > raise).
Test reorganization (tests/sccl/):
- _allreduce_helpers.py: shared plumbing (distributed driver, config writers,
direct-launch run_allreduce parity reference, sweep/buffer-kind constants,
plot aggregators, topology-diagram + FSIM-comparison emitters).
- test_allreduce_ring_torus_mesh.py: correctness across ring/torus/mesh.
- test_distributed_default_topology.py: full distributed path on topology.yaml.
- test_plot_latency_sweep.py / test_plot_buffer_kind_sweep.py: sweep rows.
- test_plot_topology_diagram.py / test_plot_comparison_fsim.py: plot emitters.
- test_intercube_root_center.py: moved in (ADR-0032 center-root latency guard).
Also:
- Move the FSIM comparison plot generator out of scripts/ into the sccl suite.
- Delete superseded test files (test_allreduce_multidevice,
test_distributed_lrab_hierarchical_allreduce, test_allreduce_buffer_kind_sweep)
and repoint conftest aggregators + the ipcq buffer-kind importers.
- Regenerate the allreduce_latency_plots derived artifacts from the full sweep.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Rename the intercube all-reduce identity to lrab_hierarchical_allreduce
(module, config key, distributed test) so the name reflects both levels
it implements: LRAB intra-SIP (local reduce to center root + broadcast)
and the hierarchical inter-SIP topology exchange (ring/torus/mesh).
ADR-0032 slug kept as the stable decision id; pure rename, no logic change.
Also in this batch:
- ADR-0032 (EN+KO): document the shipped center-root bidirectional reduce
(doc was stale corner-root); annotate ccl.yaml root_cube as a placeholder.
- Rename allreduce + pe2pe latency plots to descriptive, title-matching
filenames and retitle the in-plot headings; drop overview/overview_log.
- Point the PPTX image refs at the new plot names.
Doc + derived-artifact + rename only; no simulation behavior changed.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Extend tl.composite() with an ordered epilogue list. Each op carries
a scope flag - output_tile (default, runs once per (m,n) before
STORE), k_tile (every K-tile right after GEMM), or kernel. Plan
generator slots MATH stages by scope; pe_math reuses pe_dma's
local-loop pattern so chained epilogues (bias->relu) skip the port
hop. op_log captures per-stage params for telemetry. Topology
gains a gemm->math edge (snapshot test updated).
API stays backward-compatible - `epilogue=` is opt-in.
Example:
h = tl.composite(
op="gemm", a=a, b=b, out_ptr=int(out),
epilogue=[
{"op": "dequant", "scale": s_per_k, "scope": "k_tile"},
{"op": "bias", "bias": bias_vec},
{"op": "relu"},
{"op": "scale", "factor": 0.5},
],
)
tl.wait(h)
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Restores per-PE HBM controller partitioning that was lost in
commit 5917b34 ("Replace xbar/bridge/single-NOC with explicit
router mesh"), which had over-consolidated the per-slice HBM CTRL
into a single cube-wide ``hbm_ctrl`` connected to every router —
the opposite of what ADR-0019 D1/D4 specifies.
Builder splits ``hbm_ctrl`` into 8 ``hbm_ctrl.pe{X}`` instances per
cube, each reachable ONLY through PE_X's attaching router via the
existing ``peX.hbm`` attach metadata from cube_mesh.yaml. Cube
aggregate BW now matches the spec (8 PEs × 8 PCs × 32 GB/s =
2048 GB/s) instead of collapsing to 256 GB/s.
AddressResolver decodes the target PE from the HBM PA's hbm_offset
(``offset // slice_size``) and returns ``hbm_ctrl.pe{X}``. PathRouter
uses the existing ``_adj_local`` adjacency for same-cube PE_DMA so
the cube's own UCIe port can no longer appear as a zero-distance
shortcut between routers — local PE_DMA now traverses the mesh,
restoring the ADR-0019 D4 worked example
``PE0.pe_dma → r0c0 → … → r1c4 → hbm_ctrl``.
Tests:
- New tests/test_per_pe_hbm_partition.py: 14 tests covering
topology shape, per-PE router exclusivity, PA resolution,
single-hop local path, cross-PE mesh traversal, and end-to-end
latency monotonicity. Probe CLI now reports
pe-local < pe-same-half < pe-cross-half (was uniform 141ns).
- Existing tests updated for new node ids and replaced two
assertions that locked in the wrong consolidation:
test_noc_mesh.test_hbm_connects_to_all_routers and
test_topology_compile.test_hbm_ctrl_connects_all_routers are
now per-PE exclusivity assertions; test_routing
.test_all_pe_hbm_equidistant becomes
test_cross_pe_hbm_distance_increases_with_mesh_hops.
- test_ipcq_buffer_kind_locations.test_hbm_pe_hop_charged_at_large_payload
threshold recalibrated 4000→1500 ns: the prior figure reflected
serialization on the over-consolidated single hbm_ctrl; per-PE
partitioning removes that artificial contention so the gap
shrinks to the genuine PE↔HBM-hop cost.
Full suite: 645 passed, 1 skipped.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Allreduce + pe2pe + ipcq + pe_view auto-regenerated by test sweeps
running against the new chunk-streaming wire timing (per-flit
wormhole) — absolute numbers shift upward to reflect bottleneck-link
transit charged once per flit (instead of the previous cut-through
subtraction at HBM CTRL).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
scripts/build_overview_slides.py renders a 5-slide PPTX
(kernbench2_overview.pptx) summarizing architecture, model
correctness, IPCQ, allreduce, and buffer-kind tier comparison.
scripts/emit_overview_with_external_ref.py renders log-y and
broken-y variants of the allreduce overview (overview_log.png,
overview_broken.png) including a 366 µs ext-sim reference marker
at 96 KB / PE.
Also includes cube_mesh_view.png rendered from the SVG.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Cube SRAM and HBM live on the cube NoC behind router-attached links
(sram_to_router_bw_gbs=128, hbm_to_router_bw_gbs=256). Previously the
slot-IO model treated them as if they were per-PE local, so the
buffer_kind sweep showed TCM ≈ SRAM at 64 KB / PE.
pe_ipcq._handle_recv and pe_dma._handle_ipcq_inbound now charge a
PE→bank compute_drain_ns on top of the intrinsic slot-IO for SRAM/HBM.
TCM stays free of this hop. Adds an internal IpcqRecvCmd.consume field
that gates the recv-side hop+slot-IO charges (used by a follow-up
diagnostic API; default True keeps current behavior).
Post-fix at 64 KB / PE: TCM 12.0 µs < HBM 21.4 µs < SRAM 24.3 µs.
SRAM is slowest because its 128 GB/s bank link is the narrowest in
the system — narrower than HBM's 256 GB/s. The existing ordering test
is rewritten from tcm<sram<hbm to tcm<hbm<sram and a new
test_ipcq_buffer_kind_locations adds 3 invariants on the gap.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Conflict resolution:
- intercube_allreduce.py: kept origin's `if single_cube:` early-exit
(TP launches kernel on one cube/rank → skip intra-SIP mesh and go
direct to inter-SIP exchange) AND replaced the multi-cube body with
the local center-root + bidirectional reduce/broadcast (8-hop
critical path on 4×4 vs 12 with corner root).
- tests/{allreduce,pe2pe}_latency_plots/: kept the local move to
docs/diagrams/; dropped origin's stale content edits to the old
paths (regenerable derived artifacts).
- docs/diagrams/pe2pe_latency_plots/summary.csv: kept local
(post-Phase-2 + center-root values).
Origin contributions retained as-is:
- pyproject.toml: matplotlib >= 3.7 dep.
- runtime_api/distributed.py: derive effective cube_w/h from tensor
shard placement so single-cube TP paths get cube_w=cube_h=1.
- kernel_args() now accepts optional cube_w/cube_h kwargs.
Verified post-merge:
- test_intercube_root_center.py: 2/2 (center-root multi-cube path).
- test_tp_layers.py + test_tp_mlp.py: 10/10 (single-cube TP path).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Move the algorithmic root cube from the corner (cube_w-1,
cube_h-1) to the geometric center (cube_w//2, cube_h//2) and
have each phase converge bidirectionally so the intra-SIP
critical path drops from ~12 hops to ~8 hops on a 4×4 mesh
(left half W→E + right half E→W in row reduce; top half N→S +
bottom half S→N in col reduce; mirrored on broadcast).
Result on torus_2d 6 SIPs at 96 KB / PE on TCM:
before (corner root) : 22.0 µs
after (center root) : 17.2 µs (−22%)
Same shape on ring_1d (−7%) and mesh_2d_no_wrap (−12%); also
holds across SRAM and HBM (~−20% each).
Phase 1 test (test_intercube_root_center.py) asserts the
torus_2d 96 KB latency drops below 20.5 µs and that all 96
cubes still validate (correctness preserved).
Plot updates:
- overview.png: replace constant 10.6 µs theoretical line with
user-supplied hand-derived curve (per-cube packet count =
bytes_per_pe × 8 PEs ÷ 128 B; 1346 ns startup + 1.20 ns/pkt).
- All summary.csv numbers and per-topology PNGs regenerated.
- pe2pe_latency_plots and ipcq diagram emitter PNGs refreshed.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Plot output dirs now live under docs/diagrams/ (the canonical
"derived artifacts" location per CLAUDE.md):
tests/allreduce_latency_plots/ → docs/diagrams/allreduce_latency_plots/
tests/pe2pe_latency_plots/ → docs/diagrams/pe2pe_latency_plots/
+ new docs/diagrams/ipcq_diagram_plots/ with two presentation diagrams
(ipcq_send_recv.png, ipcq_two_pe_dma.png)
New test tests/test_emit_ipcq_diagram.py renders the two IPCQ
diagrams from a static description (no simulation); it exists so
the diagrams can be regenerated reproducibly.
Path references updated in tests/test_pe_to_pe_latency.py.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
mukesh
ywkang