release: 0.32.1 — GroupNorm compiles on stock IREE#755
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Patch release. Bumps VERSION_NAME 0.31.2 -> 0.32.1 and brings the release metadata current: develop never received the 0.32.0 release back-merge (PR #753 was tagged + published but blocked from merging), so this consolidates the 0.32.0 AND 0.32.1 CHANGELOG / README "What's New" entries (supersedes #753). 0.32.1 fix: GroupNorm now emits real stablehlo.reduce instead of @reduce_mean/@reduce_variance custom_calls, so a groupNorm module compiles on stock iree-compile. Verified end-to-end via skainet-iree-conformance: PASS max_abs_err=1.2e-7. (PR #754) 0.32.0 (folded in): GroupNorm StableHLO converter (#752), SKEEP proposals docs (#750), quantization-process doc (#747), dependency bumps. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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Release 0.32.1 (patch)
VERSION_NAME0.31.2 → 0.32.1;CHANGELOG.md+ README "What's New".0.32.1 — the fix
@reduce_mean/@reduce_variancecustom_calls thatiree-compilecan't lower. It now emits realstablehlo.reduce(variance asE[x²]−E[x]², ddof=0). Verified end-to-end viaskainet-iree-conformance:iree-compile+iree-run-module+ numpy validate →PASS max_abs_err=1.2e-7.Note — supersedes #753
develop never received the 0.32.0 release back-merge: #753 was tagged + published to Maven but is blocked from merging by the base-branch policy, so develop's metadata was stuck at 0.31.2. This PR folds in the 0.32.0 CHANGELOG/README entries too (GroupNorm converter #752, SKEEP docs #750, quantization doc #747, dep bumps), bringing develop fully current in one mergeable PR. #753 can be closed as superseded.
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