Optimize vertex/edge field access with direct array indexing by jrgemignani · Pull Request #2302 · apache/age

jrgemignani · 2026-01-10T01:15:23Z

NOTE: This PR was created using AI tools and a human.

Leverage deterministic key ordering from uniqueify_agtype_object() to access vertex/edge fields in O(1) instead of O(log n) binary search.

Fields are sorted by key length, giving fixed positions:

Vertex: id(0), label(1), properties(2)
Edge: id(0), label(1), end_id(2), start_id(3), properties(4)

Changes:

Add field index constants and accessor macros to agtype.h
Update age_id(), age_start_id(), age_end_id(), age_label(), age_properties() to use direct field access
Add fill_agtype_value_no_copy() for read-only scalar extraction without memory allocation
Add compare_agtype_scalar_containers() fast path for scalar comparison
Update hash_agtype_value(), equals_agtype_scalar_value(), and compare_agtype_scalar_values() to use direct field access macros
Add fast path in get_one_agtype_from_variadic_args() bypassing extract_variadic_args() for single argument case
Add comprehensive regression test (30 tests)

Performance impact: Improves ORDER BY, hash joins, aggregations, and Cypher functions (id, start_id, end_id, label, properties) on vertices and edges.

All previous regression tests were not impacted.
Additional regression test added to enhance coverage.

modified: Makefile
new file: regress/expected/direct_field_access.out
new file: regress/sql/direct_field_access.sql
modified: src/backend/utils/adt/agtype.c
modified: src/backend/utils/adt/agtype_util.c
modified: src/include/utils/agtype.h

Copilot

Pull request overview

This PR optimizes vertex and edge field access by leveraging the deterministic key ordering from uniqueify_agtype_object() to use direct array indexing instead of binary search, providing O(1) instead of O(log n) access time.

Key Changes:

Introduces direct field access macros and constants for vertex (3 fields) and edge (5 fields) objects based on key length sorting
Adds fill_agtype_value_no_copy() for read-only scalar extraction without memory allocation
Implements fast path in compare_agtype_scalar_containers() for scalar comparisons
Optimizes get_one_agtype_from_variadic_args() to bypass extract_variadic_args() for single agtype arguments

Reviewed changes

Copilot reviewed 6 out of 6 changed files in this pull request and generated 7 comments.

Show a summary per file

File	Description
src/include/utils/agtype.h	Adds field index constants and direct access macros for vertex/edge objects
src/backend/utils/adt/agtype_util.c	Implements no-copy value extraction and scalar comparison fast paths; fixes bounds checking in comparison functions
src/backend/utils/adt/agtype.c	Updates accessor functions (id, start_id, end_id, label, properties) to use direct field access; adds fast path for variadic arg handling; fixes 4 assert bugs (= to ==)
regress/sql/direct_field_access.sql	Comprehensive test suite covering scalar comparisons, ORDER BY, vertex/edge operations, and edge cases
regress/expected/direct_field_access.out	Expected test output
Makefile	Registers new regression test

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NOTE: This PR was created using AI tools and a human. Leverage deterministic key ordering from uniqueify_agtype_object() to access vertex/edge fields in O(1) instead of O(log n) binary search. Fields are sorted by key length, giving fixed positions: - Vertex: id(0), label(1), properties(2) - Edge: id(0), label(1), end_id(2), start_id(3), properties(4) Changes: - Add field index constants and accessor macros to agtype.h - Update age_id(), age_start_id(), age_end_id(), age_label(), age_properties() to use direct field access - Add fill_agtype_value_no_copy() for read-only scalar extraction without memory allocation - Add compare_agtype_scalar_containers() fast path for scalar comparison - Update hash_agtype_value(), equals_agtype_scalar_value(), and compare_agtype_scalar_values() to use direct field access macros - Add fast path in get_one_agtype_from_variadic_args() bypassing extract_variadic_args() for single argument case - Add comprehensive regression test (30 tests) Performance impact: Improves ORDER BY, hash joins, aggregations, and Cypher functions (id, start_id, end_id, label, properties) on vertices and edges. All previous regression tests were not impacted. Additional regression test added to enhance coverage. modified: Makefile new file: regress/expected/direct_field_access.out new file: regress/sql/direct_field_access.sql modified: src/backend/utils/adt/agtype.c modified: src/backend/utils/adt/agtype_util.c modified: src/include/utils/agtype.h

…2302) NOTE: This PR was created using AI tools and a human. Leverage deterministic key ordering from uniqueify_agtype_object() to access vertex/edge fields in O(1) instead of O(log n) binary search. Fields are sorted by key length, giving fixed positions: - Vertex: id(0), label(1), properties(2) - Edge: id(0), label(1), end_id(2), start_id(3), properties(4) Changes: - Add field index constants and accessor macros to agtype.h - Update age_id(), age_start_id(), age_end_id(), age_label(), age_properties() to use direct field access - Add fill_agtype_value_no_copy() for read-only scalar extraction without memory allocation - Add compare_agtype_scalar_containers() fast path for scalar comparison - Update hash_agtype_value(), equals_agtype_scalar_value(), and compare_agtype_scalar_values() to use direct field access macros - Add fast path in get_one_agtype_from_variadic_args() bypassing extract_variadic_args() for single argument case - Add comprehensive regression test (30 tests) Performance impact: Improves ORDER BY, hash joins, aggregations, and Cypher functions (id, start_id, end_id, label, properties) on vertices and edges. All previous regression tests were not impacted. Additional regression test added to enhance coverage. modified: Makefile new file: regress/expected/direct_field_access.out new file: regress/sql/direct_field_access.sql modified: src/backend/utils/adt/agtype.c modified: src/backend/utils/adt/agtype_util.c modified: src/include/utils/agtype.h

NOTE: This PR was created using AI tools and a human. Leverage deterministic key ordering from uniqueify_agtype_object() to access vertex/edge fields in O(1) instead of O(log n) binary search. Fields are sorted by key length, giving fixed positions: - Vertex: id(0), label(1), properties(2) - Edge: id(0), label(1), end_id(2), start_id(3), properties(4) Changes: - Add field index constants and accessor macros to agtype.h - Update age_id(), age_start_id(), age_end_id(), age_label(), age_properties() to use direct field access - Add fill_agtype_value_no_copy() for read-only scalar extraction without memory allocation - Add compare_agtype_scalar_containers() fast path for scalar comparison - Update hash_agtype_value(), equals_agtype_scalar_value(), and compare_agtype_scalar_values() to use direct field access macros - Add fast path in get_one_agtype_from_variadic_args() bypassing extract_variadic_args() for single argument case - Add comprehensive regression test (30 tests) Performance impact: Improves ORDER BY, hash joins, aggregations, and Cypher functions (id, start_id, end_id, label, properties) on vertices and edges. All previous regression tests were not impacted. Additional regression test added to enhance coverage. modified: Makefile new file: regress/expected/direct_field_access.out new file: regress/sql/direct_field_access.sql modified: src/backend/utils/adt/agtype.c modified: src/backend/utils/adt/agtype_util.c modified: src/include/utils/agtype.h

…2302) NOTE: This PR was created using AI tools and a human. Leverage deterministic key ordering from uniqueify_agtype_object() to access vertex/edge fields in O(1) instead of O(log n) binary search. Fields are sorted by key length, giving fixed positions: - Vertex: id(0), label(1), properties(2) - Edge: id(0), label(1), end_id(2), start_id(3), properties(4) Changes: - Add field index constants and accessor macros to agtype.h - Update age_id(), age_start_id(), age_end_id(), age_label(), age_properties() to use direct field access - Add fill_agtype_value_no_copy() for read-only scalar extraction without memory allocation - Add compare_agtype_scalar_containers() fast path for scalar comparison - Update hash_agtype_value(), equals_agtype_scalar_value(), and compare_agtype_scalar_values() to use direct field access macros - Add fast path in get_one_agtype_from_variadic_args() bypassing extract_variadic_args() for single argument case - Add comprehensive regression test (30 tests) Performance impact: Improves ORDER BY, hash joins, aggregations, and Cypher functions (id, start_id, end_id, label, properties) on vertices and edges. All previous regression tests were not impacted. Additional regression test added to enhance coverage. modified: Makefile new file: regress/expected/direct_field_access.out new file: regress/sql/direct_field_access.sql modified: src/backend/utils/adt/agtype.c modified: src/backend/utils/adt/agtype_util.c modified: src/include/utils/agtype.h

NOTE: This PR was created using AI tools and a human. Leverage deterministic key ordering from uniqueify_agtype_object() to access vertex/edge fields in O(1) instead of O(log n) binary search. Fields are sorted by key length, giving fixed positions: - Vertex: id(0), label(1), properties(2) - Edge: id(0), label(1), end_id(2), start_id(3), properties(4) Changes: - Add field index constants and accessor macros to agtype.h - Update age_id(), age_start_id(), age_end_id(), age_label(), age_properties() to use direct field access - Add fill_agtype_value_no_copy() for read-only scalar extraction without memory allocation - Add compare_agtype_scalar_containers() fast path for scalar comparison - Update hash_agtype_value(), equals_agtype_scalar_value(), and compare_agtype_scalar_values() to use direct field access macros - Add fast path in get_one_agtype_from_variadic_args() bypassing extract_variadic_args() for single argument case - Add comprehensive regression test (30 tests) Performance impact: Improves ORDER BY, hash joins, aggregations, and Cypher functions (id, start_id, end_id, label, properties) on vertices and edges. All previous regression tests were not impacted. Additional regression test added to enhance coverage. modified: Makefile new file: regress/expected/direct_field_access.out new file: regress/sql/direct_field_access.sql modified: src/backend/utils/adt/agtype.c modified: src/backend/utils/adt/agtype_util.c modified: src/include/utils/agtype.h

…2302) NOTE: This PR was created using AI tools and a human. Leverage deterministic key ordering from uniqueify_agtype_object() to access vertex/edge fields in O(1) instead of O(log n) binary search. Fields are sorted by key length, giving fixed positions: - Vertex: id(0), label(1), properties(2) - Edge: id(0), label(1), end_id(2), start_id(3), properties(4) Changes: - Add field index constants and accessor macros to agtype.h - Update age_id(), age_start_id(), age_end_id(), age_label(), age_properties() to use direct field access - Add fill_agtype_value_no_copy() for read-only scalar extraction without memory allocation - Add compare_agtype_scalar_containers() fast path for scalar comparison - Update hash_agtype_value(), equals_agtype_scalar_value(), and compare_agtype_scalar_values() to use direct field access macros - Add fast path in get_one_agtype_from_variadic_args() bypassing extract_variadic_args() for single argument case - Add comprehensive regression test (30 tests) Performance impact: Improves ORDER BY, hash joins, aggregations, and Cypher functions (id, start_id, end_id, label, properties) on vertices and edges. All previous regression tests were not impacted. Additional regression test added to enhance coverage. modified: Makefile new file: regress/expected/direct_field_access.out new file: regress/sql/direct_field_access.sql modified: src/backend/utils/adt/agtype.c modified: src/backend/utils/adt/agtype_util.c modified: src/include/utils/agtype.h

NOTE: This PR was created using AI tools and a human. Leverage deterministic key ordering from uniqueify_agtype_object() to access vertex/edge fields in O(1) instead of O(log n) binary search. Fields are sorted by key length, giving fixed positions: - Vertex: id(0), label(1), properties(2) - Edge: id(0), label(1), end_id(2), start_id(3), properties(4) Changes: - Add field index constants and accessor macros to agtype.h - Update age_id(), age_start_id(), age_end_id(), age_label(), age_properties() to use direct field access - Add fill_agtype_value_no_copy() for read-only scalar extraction without memory allocation - Add compare_agtype_scalar_containers() fast path for scalar comparison - Update hash_agtype_value(), equals_agtype_scalar_value(), and compare_agtype_scalar_values() to use direct field access macros - Add fast path in get_one_agtype_from_variadic_args() bypassing extract_variadic_args() for single argument case - Add comprehensive regression test (30 tests) Performance impact: Improves ORDER BY, hash joins, aggregations, and Cypher functions (id, start_id, end_id, label, properties) on vertices and edges. All previous regression tests were not impacted. Additional regression test added to enhance coverage. modified: Makefile new file: regress/expected/direct_field_access.out new file: regress/sql/direct_field_access.sql modified: src/backend/utils/adt/agtype.c modified: src/backend/utils/adt/agtype_util.c modified: src/include/utils/agtype.h

Targets the agtype value-tree allocation cost that dominates LDBC IC4 and other sort/comparator-bound queries. Two complementary optimizations (A1 arena, A2 fast-id) plus the sanitizer issues uncovered while verifying the change. A1 — per-tuple agtype arena (Pattern B applied): Add agt_arena_begin / AGT_ARENA_BEGIN_SHARED / agt_arena_reset / agt_arena_end helpers (agtype_util.c, agtype.h). Two usage patterns: disposable per-call arenas for one-shot tree builds, and a long-lived shared arena (file-static, parented under CacheMemoryContext) for hot inner loops that would otherwise pay AllocSetCreate cost per call. Apply to compare_agtype_scalar_containers: when the comparator deserializes VERTEX/EDGE/PATH composites via fill_agtype_value_no_copy, route those allocations into a shared arena and reset (O(1)) at the end of the comparison instead of recursively pfree'ing the tree (O(N)). Master IC4 spent 17.64% of total CPU in pfree_agtype_value_content from this comparator; the arena collapses that walk to one MemoryContextReset. A2 — binary-direct id extraction: When compare_agtype_scalar_containers compares two VERTEX or two EDGE values, only the graphid 'id' determines order (compare_agtype_scalar_values ignores all other fields). Master IC4 spent 73.48% inclusive in ag_deserialize_composite called from this comparator, building the entire agtype_value tree (label, properties, nested values) just to read one int64. Add extract_composite_id_fast: walks the binary VERTEX/EDGE container directly and reads the int64 id at field index 0 (always 'id' due to length-sorted key ordering established by uniqueify_agtype_object — the same invariant PR apache#2302 leveraged for direct array indexing). Wired into compare_agtype_scalar_containers as a fast path before the existing arena+slow path. Falls through on cross-type comparisons (VERTEX vs EDGE), PATH, and malformed extended-type entries. ASAN/UBSan fixes (10 issues found while verifying A1+A2 under -fsanitize=address -fsanitize=undefined; 1 introduced by A2, 9 pre-existing). The 11th finding (uninitialized parent_cpstate fields in cypher_analyze.c) was independently fixed upstream by PR apache#2423; this branch is rebased on top of that fix and no longer carries a duplicate change. - HIGH: heap-buffer-overflow in agtype_raw.c:write_container — VARSIZE included the 4-byte varlena header but copy started past it, reading VARHDRSZ bytes past source allocation. Subtract VARHDRSZ. ASan flagged 4 times in installcheck. - 7 unaligned int64/float8 reads/writes (AGT_HEADER is 4 bytes, leaving payload 4-byte- but not 8-byte-aligned). UB under strict-alignment rules. Replaced typed loads/stores with memcpy in agtype_ext.c (4 sites), agtype_util.c (3 sites incl. extract_composite_id_fast), agtype_raw.c (write_graphid). - agtype.c:agtype_hash_cmp: reading r->val.array.raw_scalar at WAGT_END_ARRAY where the iterator does not populate *val. Replaced with explicit raw_scalar bool stack tracked across BEGIN/END pairs. Hash output unchanged. - agtype_util.c:copy_to_buffer: memcpy(NULL, NULL, 0) is UB. Guard with if (len > 0). Performance (SF3 LDBC, paired same-session vs master): IC sum: 201,930 -> 157,129 ms = -22.19% IC4: 50,570 -> 7,615 ms = -84.94% IC5: 21,779 -> 20,646 ms = -5.20% IS, IU: within noise (<= +/-3% on sub-second queries) Tests: 34/34 installcheck on production PG18.3 34/34 installcheck on ASAN+UBSan PG18.3 (zero unique runtime errors, zero heap-buffer-overflows; the original audit found 10 unique runtime issues plus 1 HBO with 4 instances, all addressed here or upstream) Co-authored-by: Claude <noreply@anthropic.com> modified: src/backend/utils/adt/agtype.c modified: src/backend/utils/adt/agtype_ext.c modified: src/backend/utils/adt/agtype_raw.c modified: src/backend/utils/adt/agtype_util.c modified: src/include/utils/agtype.h

Targets the agtype value-tree allocation cost that dominates LDBC IC4 and other sort/comparator-bound queries. Two complementary optimizations (A1 arena, A2 fast-id) plus the sanitizer issues uncovered while verifying the change. A1 — per-tuple agtype arena (Pattern B applied): Add agt_arena_begin / AGT_ARENA_BEGIN_SHARED / agt_arena_reset / agt_arena_end helpers (agtype_util.c, agtype.h). Two usage patterns: disposable per-call arenas for one-shot tree builds, and a long-lived shared arena (file-static, parented under CacheMemoryContext) for hot inner loops that would otherwise pay AllocSetCreate cost per call. Apply to compare_agtype_scalar_containers: when the comparator deserializes VERTEX/EDGE/PATH composites via fill_agtype_value_no_copy, route those allocations into a shared arena and reset (O(1)) at the end of the comparison instead of recursively pfree'ing the tree (O(N)). Master IC4 spent 17.64% of total CPU in pfree_agtype_value_content from this comparator; the arena collapses that walk to one MemoryContextReset. A2 — binary-direct id extraction: When compare_agtype_scalar_containers compares two VERTEX or two EDGE values, only the graphid 'id' determines order (compare_agtype_scalar_values ignores all other fields). Master IC4 spent 73.48% inclusive in ag_deserialize_composite called from this comparator, building the entire agtype_value tree (label, properties, nested values) just to read one int64. Add extract_composite_id_fast: walks the binary VERTEX/EDGE container directly and reads the int64 id at field index 0 (always 'id' due to length-sorted key ordering established by uniqueify_agtype_object — the same invariant PR apache#2302 leveraged for direct array indexing). Wired into compare_agtype_scalar_containers as a fast path before the existing arena+slow path. Falls through on cross-type comparisons (VERTEX vs EDGE), PATH, and malformed extended-type entries. ASAN/UBSan fixes (10 issues found while verifying A1+A2 under -fsanitize=address -fsanitize=undefined; 1 introduced by A2, 9 pre-existing). The 11th finding (uninitialized parent_cpstate fields in cypher_analyze.c) was independently fixed upstream by PR apache#2423; this branch is rebased on top of that fix and no longer carries a duplicate change. - HIGH: heap-buffer-overflow in agtype_raw.c:write_container — VARSIZE included the 4-byte varlena header but copy started past it, reading VARHDRSZ bytes past source allocation. Subtract VARHDRSZ. ASan flagged 4 times in installcheck. - 7 unaligned int64/float8 reads/writes (AGT_HEADER is 4 bytes, leaving payload 4-byte- but not 8-byte-aligned). UB under strict-alignment rules. Replaced typed loads/stores with memcpy in agtype_ext.c (4 sites), agtype_util.c (3 sites incl. extract_composite_id_fast), agtype_raw.c (write_graphid). - agtype.c:agtype_hash_cmp: reading r->val.array.raw_scalar at WAGT_END_ARRAY where the iterator does not populate *val. Replaced with explicit raw_scalar bool stack tracked across BEGIN/END pairs. Hash output unchanged. - agtype_util.c:copy_to_buffer: memcpy(NULL, NULL, 0) is UB. Guard with if (len > 0). Performance (SF3 LDBC, paired same-session vs master): IC sum: 201,930 -> 157,129 ms = -22.19% IC4: 50,570 -> 7,615 ms = -84.94% IC5: 21,779 -> 20,646 ms = -5.20% IS, IU: within noise (<= +/-3% on sub-second queries) Tests: 34/34 installcheck on production PG18.3 34/34 installcheck on ASAN+UBSan PG18.3 (zero unique runtime errors, zero heap-buffer-overflows; the original audit found 10 unique runtime issues plus 1 HBO with 4 instances, all addressed here or upstream) Co-authored-by: Claude noreply@anthropic.com modified: src/backend/utils/adt/agtype.c modified: src/backend/utils/adt/agtype_ext.c modified: src/backend/utils/adt/agtype_raw.c modified: src/backend/utils/adt/agtype_util.c modified: src/include/utils/agtype.h

Targets the agtype value-tree allocation cost that dominates LDBC IC4 and other sort/comparator-bound queries. Two complementary optimizations (A1 arena, A2 fast-id) plus the sanitizer issues uncovered while verifying the change. A1 — per-tuple agtype arena (Pattern B applied): Add agt_arena_begin / AGT_ARENA_BEGIN_SHARED / agt_arena_reset / agt_arena_end helpers (agtype_util.c, agtype.h). Two usage patterns: disposable per-call arenas for one-shot tree builds, and a long-lived shared arena (file-static, parented under CacheMemoryContext) for hot inner loops that would otherwise pay AllocSetCreate cost per call. Apply to compare_agtype_scalar_containers: when the comparator deserializes VERTEX/EDGE/PATH composites via fill_agtype_value_no_copy, route those allocations into a shared arena and reset (O(1)) at the end of the comparison instead of recursively pfree'ing the tree (O(N)). Master IC4 spent 17.64% of total CPU in pfree_agtype_value_content from this comparator; the arena collapses that walk to one MemoryContextReset. A2 — binary-direct id extraction: When compare_agtype_scalar_containers compares two VERTEX or two EDGE values, only the graphid 'id' determines order (compare_agtype_scalar_values ignores all other fields). Master IC4 spent 73.48% inclusive in ag_deserialize_composite called from this comparator, building the entire agtype_value tree (label, properties, nested values) just to read one int64. Add extract_composite_id_fast: walks the binary VERTEX/EDGE container directly and reads the int64 id at field index 0 (always 'id' due to length-sorted key ordering established by uniqueify_agtype_object — the same invariant PR #2302 leveraged for direct array indexing). Wired into compare_agtype_scalar_containers as a fast path before the existing arena+slow path. Falls through on cross-type comparisons (VERTEX vs EDGE), PATH, and malformed extended-type entries. ASAN/UBSan fixes (10 issues found while verifying A1+A2 under -fsanitize=address -fsanitize=undefined; 1 introduced by A2, 9 pre-existing). The 11th finding (uninitialized parent_cpstate fields in cypher_analyze.c) was independently fixed upstream by PR #2423; this branch is rebased on top of that fix and no longer carries a duplicate change. - HIGH: heap-buffer-overflow in agtype_raw.c:write_container — VARSIZE included the 4-byte varlena header but copy started past it, reading VARHDRSZ bytes past source allocation. Subtract VARHDRSZ. ASan flagged 4 times in installcheck. - 7 unaligned int64/float8 reads/writes (AGT_HEADER is 4 bytes, leaving payload 4-byte- but not 8-byte-aligned). UB under strict-alignment rules. Replaced typed loads/stores with memcpy in agtype_ext.c (4 sites), agtype_util.c (3 sites incl. extract_composite_id_fast), agtype_raw.c (write_graphid). - agtype.c:agtype_hash_cmp: reading r->val.array.raw_scalar at WAGT_END_ARRAY where the iterator does not populate *val. Replaced with explicit raw_scalar bool stack tracked across BEGIN/END pairs. Hash output unchanged. - agtype_util.c:copy_to_buffer: memcpy(NULL, NULL, 0) is UB. Guard with if (len > 0). Performance (SF3 LDBC, paired same-session vs master): IC sum: 201,930 -> 157,129 ms = -22.19% IC4: 50,570 -> 7,615 ms = -84.94% IC5: 21,779 -> 20,646 ms = -5.20% IS, IU: within noise (<= +/-3% on sub-second queries) Tests: 34/34 installcheck on production PG18.3 34/34 installcheck on ASAN+UBSan PG18.3 (zero unique runtime errors, zero heap-buffer-overflows; the original audit found 10 unique runtime issues plus 1 HBO with 4 instances, all addressed here or upstream) Co-authored-by: Claude noreply@anthropic.com modified: src/backend/utils/adt/agtype.c modified: src/backend/utils/adt/agtype_ext.c modified: src/backend/utils/adt/agtype_raw.c modified: src/backend/utils/adt/agtype_util.c modified: src/include/utils/agtype.h

jrgemignani requested review from MuhammadTahaNaveed and Copilot January 10, 2026 01:15

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jrgemignani force-pushed the optimize_vertex_edge_field_access branch from 7537dd0 to 6a3fe88Compare January 13, 2026 23:54

jrgemignani force-pushed the optimize_vertex_edge_field_access branch from 6a3fe88 to d863820Compare January 13, 2026 23:58

MuhammadTahaNaveed approved these changes Jan 16, 2026
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MuhammadTahaNaveed merged commit b9d0982 into apache:masterJan 16, 2026
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jrgemignani mentioned this pull request Jan 21, 2026
Merge in the PRs from master to PG18 #2311
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jrgemignani mentioned this pull request Jan 30, 2026
Update PG17 to master prior to 1.7.0 #2325
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jrgemignani mentioned this pull request May 6, 2026
perf(agtype): arena passthrough + binary-direct id extraction #2424
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Optimize vertex/edge field access with direct array indexing - #2302

Optimize vertex/edge field access with direct array indexing#2302
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