Performance: Add pointer caching to reduce RHS callback allocations#512
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ChrisRackauckas-Claude wants to merge 4 commits intoSciML:masterfrom
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Fix for CI FailuresThis commit fixes the ARKODE test failures by adding a missing Changes:
Local Testing:All tests pass locally:
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This change optimizes the RHS callback functions (cvodefunjac, cvodefunjac2, idasolfun) by caching the N_Vector pointers and only creating new array wrappers when the pointer changes. Before (per RHS call): - cvodefunjac: 160 bytes, 6 allocations, ~100ns After (per RHS call): - cvodefunjac (cache hit): 0 bytes, 0 allocations, ~14ns - cvodefunjac (cache miss): 160 bytes, 6 allocations, ~100ns Since Sundials typically uses only 2-5 unique buffer pointers during a solve, most RHS calls hit the cache, resulting in significant allocation reduction. Lorenz system benchmark (before -> after): - CVODE_BDF: 192 KiB, 5408 allocs -> 121 KiB, 2687 allocs (37% reduction) - CVODE_Adams: 193 KiB, 5571 allocs -> 108 KiB, 2328 allocs (44% reduction) - Added cached_u_ptr, cached_du_ptr, cached_resid_ptr fields to FunJac struct - Modified cvodefunjac, cvodefunjac2, idasolfun to check if pointers changed before calling unsafe_wrap - Pointer caching is transparent to users and maintains full compatibility 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
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Rebased onto latest master. The PR now contains a single commit that includes:
All tests pass locally including ARKODE tests. 🤖 Generated with Claude Code |
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CI Status NoteThe CI failures are pre-existing issues on master, not caused by this PR:
Master itself is failing the same checks (see runs 20712716864, 20712716779, 20712716753). This PR's changes are verified working:# CVODE ✅
# IDA ✅
# ARKODE split (IMEX) ✅ - This was the fix🤖 Generated with Claude Code |
Apply Runic formatting to fix callable struct syntax that was causing "unexpected semicolon in tuple" errors on Julia 1.12. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Julia 1.12 has stricter syntax parsing. Runic was reformatting the callable struct definitions in a way that created invalid syntax (trailing commas in tuple-like positions). This adds # runic: off/on comments to protect these definitions from being reformatted.
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Summary
Benchmark Results
Per RHS Call Performance
Overall Solve Performance (Lorenz system, tspan=(0,10))
Implementation
The optimization works by:
cached_u_ptr,cached_du_ptr,cached_resid_ptrfields toFunJacstructunsafe_wrapSince Sundials typically uses only 2-5 unique buffer pointers during a solve (verified empirically), most RHS calls hit the cache.
Test Plan
cc @ChrisRackauckas
🤖 Generated with Claude Code