sccl: drive allreduce tests via torch.distributed; reorganize into tests/sccl/

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- Delete superseded test files (test_allreduce_multidevice,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>

tests/sccl/test_plot_comparison_fsim.py

@@ -0,0 +1,23 @@
+"""Emit the broken-y-axis allreduce-vs-FSIM comparison plot.
+
+Post-processes summary.csv (written by the latency sweep) into
+comparison_mesh_vs_ring_vs_2DTorus_vs_theoretical_vs_fsim.png. Pure
+plotting; reads the on-disk summary.csv (skips if the sweep has never run).
+"""
+from __future__ import annotations
+
+from pathlib import Path
+
+import pytest
+
+from tests.sccl._allreduce_helpers import (
+    _SWEEP_OUT_DIR,
+    emit_comparison_fsim_plot,
+)
+
+
+def test_emit_comparison_fsim_plot():
+    if not (_SWEEP_OUT_DIR / "summary.csv").exists():
+        pytest.skip("summary.csv absent; run the latency sweep first")
+    out = emit_comparison_fsim_plot()
+    assert out is not None and Path(out).exists()