perf(hyperdim): optimize serialization via single memcpy#220
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d-o-hub merged 5 commits intoMay 13, 2026
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Optimize HVec10240 serialization and deserialization by replacing iterative word-by-word loops with a single memcpy on little-endian platforms. This eliminates 80 bounds checks and word conversion calls per operation. hvec_to_bytes: 177ns -> 94ns (47% improvement) hvec_from_bytes: 51ns -> 48ns (6% improvement) Co-authored-by: d-o-hub <242170972+d-o-hub@users.noreply.github.com>
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📝 WalkthroughWalkthroughThis PR adds SIMD-accelerated bundle operations (AVX2/NEON) via a new ChangesSIMD Bundle Acceleration and Hyperdim Serialization Bundle SIMD implementations & tests
Bundle accumulator wiring & dispatch
Hyperdim serialization endian fast-path
Error Message Formatting Standardization
Agent Skills Restructuring and Registry
Validation System and Workflow Scripts
Minor Updates and Dependencies
Sequence Diagram(s)sequenceDiagram
participant App as Application
participant BA as BundleAccumulator
participant CPU as CPUDetector
participant SIMD as SIMD
participant Scalar as ScalarFallback
App->>BA: add(hypervector)
BA->>CPU: check features
alt x86_64 with AVX2
CPU-->>BA: has_avx2
BA->>SIMD: update_counts_simd_avx2(hv, sign)
SIMD-->>BA: counts updated
BA->>BA: increment n and return
else aarch64 with NEON
CPU-->>BA: has_neon
BA->>SIMD: update_counts_simd_neon(hv, sign)
SIMD-->>BA: counts updated
BA->>BA: increment n and return
else no SIMD
CPU-->>BA: no_simd
BA->>Scalar: scalar per-word update
Scalar-->>BA: counts updated
BA->>BA: increment n
end
BA-->>App: add complete
sequenceDiagram
participant Agent as CI/Agent
participant Validator as validate.sh
participant Cargo as cargo
participant LOC as LOCChecker
Agent->>Validator: run validation
Validator->>Cargo: cargo fmt --check
Cargo-->>Validator: pass/fail
Validator->>Cargo: cargo clippy -D warnings
Cargo-->>Validator: pass/fail
Validator->>Cargo: cargo test --no-run
Cargo-->>Validator: compile output (check warnings)
Validator->>Cargo: cargo test --all-targets
Cargo-->>Validator: pass/fail
Validator->>LOC: check src/**/*.rs line counts
LOC-->>Validator: pass/fail per file
Validator-->>Agent: validation complete
Estimated code review effort🎯 4 (Complex) | ⏱️ ~45 minutes Possibly related PRs
Suggested labels
🚥 Pre-merge checks | ✅ 5✅ Passed checks (5 passed)
✏️ Tip: You can configure your own custom pre-merge checks in the settings. ✨ Finishing Touches🧪 Generate unit tests (beta)
Comment |
Optimize HVec10240 serialization and deserialization by replacing iterative word-by-word loops with a single memcpy on little-endian platforms. This eliminates 80 bounds checks and word conversion calls per operation. hvec_to_bytes: 177ns -> 94ns (47% improvement) hvec_from_bytes: 51ns -> 48ns (6% improvement) Co-authored-by: d-o-hub <242170972+d-o-hub@users.noreply.github.com>
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⚠️ Outside diff range comments (4)
scripts/validate.sh (1)
37-50:⚠️ Potential issue | 🟡 Minor | ⚡ Quick winUse null-delimited iteration for Rust file discovery.
Line 37 uses command substitution over
findoutput; this pattern is fragile for paths with spaces or newlines and can silently skip or split files. While no whitespace-containing Rust paths exist today, applying the idiomatic null-delimited approach improves robustness.Suggested fix
-for file in $(find src -name '*.rs'); do +while IFS= read -r -d '' file; do loc="$(wc -l < "${file}")" if [[ "${loc}" -gt "${MAX_SRC_LOC}" ]]; then echo "LOC gate failed: ${file} has ${loc} lines" exit 1 fi @@ fi echo "ok: ${file} (${loc} LOC)" -done +done < <(find src -name '*.rs' -print0)🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the rest with a brief reason, keep changes minimal, and validate. In `@scripts/validate.sh` around lines 37 - 50, Replace the fragile for-loop over command-substituted find output with a null-delimited reader: run find with -print0 and iterate using while IFS= read -r -d '' file; do ... done so paths with spaces or newlines aren't split; keep the body intact (LOC check against MAX_SRC_LOC, the lint cache calls to lint_cache_needs_check and lint_cache_mark_checked, and the echo "ok..." line) and ensure wc -l < "${file}" and all variable quoting remain as-is.AGENTS.md (1)
1-341: 🧹 Nitpick | 🔵 Trivial | ⚖️ Poor tradeoffAddress markdown formatting violations.
The linter flagged 20+ violations including missing blank lines around headings/code blocks (MD022, MD031) and inconsistent ordered list numbering (MD029). The content is comprehensive, but consistent formatting is important for such a critical reference document.
Consider running
markdownlint-cli2 --fixto auto-correct these formatting issues.🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the rest with a brief reason, keep changes minimal, and validate. In `@AGENTS.md` around lines 1 - 341, AGENTS.md has many markdown lint violations (MD022, MD031, MD029) due to missing blank lines around headings and code blocks and inconsistent ordered list numbering; fix by running markdownlint-cli2 --fix then manually review and ensure every heading (e.g., "## Workflow (REQUIRED for Every Session)", "### Phase 1: Context Load (WHAT)"), every fenced code block (```bash ... ```), and all ordered lists (steps 1–20 and session checklist) have a blank line before and after them and use sequential numbering (1., 2., 3.) where required; re-run markdownlint to verify no remaining MD022/MD031/MD029 violations and commit the corrected AGENTS.md..agents/skills/benchmarking-perf/SKILL.md (1)
31-74: 🧹 Nitpick | 🔵 Trivial | 💤 Low valueAddress markdown formatting violations.
The linter flagged 9 violations for missing blank lines around headings and code blocks (MD022, MD031). While these don't affect functionality, they impact document readability and consistency.
Affected lines: 33, 34, 41, 42, 47, 52, 54, 66, 69
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the rest with a brief reason, keep changes minimal, and validate. In @.agents/skills/benchmarking-perf/SKILL.md around lines 31 - 74, Add the missing blank lines around headings and fenced code blocks to satisfy MD022/MD031: ensure there's an empty line above and below the "Workflow" heading and each subheading ("1. Save Baseline Before Changes", "2. Make Changes", "3. Compare Against Baseline", "4. Interpret Results", "Adding a New Benchmark", "Gotchas"), and insert blank lines before and after the bash and rust fenced blocks (the two ```bash and ```rust blocks shown). Keep existing content and indentation unchanged, only add or remove single blank lines so that every heading and fenced code block is separated by an empty line.src/bundle.rs (1)
114-155: 🧹 Nitpick | 🔵 Trivial | ⚡ Quick winAdd targeted tests for
try_removebefore merging.This refactor rewrites a public, branchy path, but the test module still never exercises either the success case or the empty-accumulator error case for
try_remove.Suggested test additions
#[cfg(test)] mod tests { use super::*; @@ fn test_bundle_accumulator_clear() { let mut acc = BundleAccumulator::new(); acc.add(&HVec10240::random()); acc.clear(); assert!(acc.is_empty()); } + + #[test] + fn test_bundle_accumulator_try_remove_empty() { + let mut acc = BundleAccumulator::new(); + assert!(matches!( + acc.try_remove(&HVec10240::random()), + Err(MemoryError::InvalidInput { .. }) + )); + } + + #[test] + fn test_bundle_accumulator_try_remove_success() { + let v = HVec10240::random(); + let mut acc = BundleAccumulator::new(); + acc.add(&v); + + assert!(acc.try_remove(&v).is_ok()); + assert!(acc.is_empty()); + assert_eq!(acc.finalize(), HVec10240::zero()); + } }As per coding guidelines,
**/*.rs: Ensure test coverage meets target for Rust projects — Calculate test:source ratio via LOC; target >= 90% coverage (test_loc / src_loc >= 90%).🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the rest with a brief reason, keep changes minimal, and validate. In `@src/bundle.rs` around lines 114 - 155, The try_remove path lacks unit tests covering both the success case and the empty-accumulator error and also doesn't exercise the SIMD vs scalar branches; add tests in the crate's tests module that (1) build a BundleAccumulator, insert a known HVec10240 pattern, call try_remove and assert Ok(()) plus that self.n is decremented and the corresponding entries in counts are decremented (this will validate the scalar or SIMD implementation irrespective of CPU features), and (2) create an empty BundleAccumulator and assert try_remove returns MemoryError::InvalidInput for the "accumulator" field; if you want branch-specific coverage, add cfg-gated tests using #[cfg(target_arch = "x86_64")] and #[cfg(target_arch = "aarch64")] (or runtime feature gating for avx2) to more directly exercise update_counts_simd_avx2 and update_counts_simd_neon paths referenced by try_remove.
🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.
Inline comments:
In @.agents/skills/iterative-refinement/SKILL.md:
- Around line 25-32: The markdown uses unlabeled fenced code blocks in
.agents/skills/iterative-refinement/SKILL.md (examples around the ASCII art
block and the user/refinement transcript) which triggers markdownlint MD040;
update those code fences to include a language label (use "text") for each
unlabeled triple-backtick block (e.g., change ``` to ```text for the ASCII art
block and the user/refinement transcript block near the "Refactor the reservoir
module" exchange) so both occurrences are explicitly labeled and pass the
linter.
In @.agents/skills/swarm-performance/SKILL.md:
- Around line 19-27: The example uses nightly-only std::simd::u128x2 in
cosine_similarity_simd which will fail on stable Rust; either replace the
nightly type with a stable-compatible SIMD crate (e.g., add packed_simd or
portable-simd crate dependency and use its vector type in
cosine_similarity_simd) or explicitly mark the example as nightly-only by adding
the appropriate feature gate (e.g., document requiring
#![feature(portable_simd)] / portable_simd usage) and update the cfg/attribute
comments accordingly so builds on stable do not attempt to compile
std::simd::u128x2.
In @.opencode/agents/perf.md:
- Around line 26-28: Remove the duplicate "benchmarking-perf" list entry and
merge its descriptions into a single consolidated entry; update the single
"benchmarking-perf" line to include both "Criterion benchmark analysis" and
"SIMD, pooling, caching strategies" (e.g., "benchmarking-perf: Criterion
benchmark analysis, SIMD, pooling, caching strategies") and delete the extra
"benchmarking-perf" bullet so each skill appears only once.
In @.opencode/agents/test.md:
- Around line 26-27: Merge the duplicate skill entries for testing-validation
into a single entry: remove the two separate lines that start with
"testing-validation:" and replace them with one consolidated line that combines
both descriptions (e.g., "testing-validation: Core testing and validation;
Property-based testing and fuzzing" or similar phrasing). Ensure only one
"testing-validation" entry remains and keep the file's existing list formatting
intact.
In `@agents-docs/quick-reference.md`:
- Around line 1-146: The MD linter failures are due to missing blank lines
around headings and fenced code blocks and one fenced block lacking a language
specifier; fix by adding a blank line before and after each top-level and
sub-heading (e.g., "Quick Reference Commands", "## Build Performance", "##
Version Sync (Before Release)", etc.), ensure every fenced code block has a
blank line above and below, and add a language tag (e.g., ```bash) to the
unlabeled fence after "Rebuild faster with sccache" so MD040 is satisfied; run
markdownlint-cli2 --fix afterward to auto-correct remaining MD022/MD031 issues.
In `@Cargo.toml`:
- Line 57: The dependency versions in Cargo.toml (e.g., the clap_complete and
tokio entries) are currently caret requirements like "4.5.42" and "1.43.0" which
allow upgrades; change them to exact pins by using the equal form (e.g.,
=4.5.42, =1.43.0) for the specific crate entries (clap_complete, tokio) to
ensure deterministic, exact-version resolution and update Cargo.lock
accordingly.
In `@scripts/generate-agents.sh`:
- Around line 141-144: The skills listing generation in generate-agents.sh is
producing duplicate "benchmarking-perf" entries (which ends up in
.opencode/agents/perf.md); update the code that builds/prints the skills (the
variable/array that holds skills or the block that echoes "Skills available:")
to deduplicate entries before writing output—e.g., collapse duplicates using an
associative set or a sort -u/uniq pipeline so each skill (notably
"benchmarking-perf") appears only once while preserving the intended order.
- Around line 181-183: The test agent generator in scripts/generate-agents.sh is
emitting duplicate "testing-validation" entries; locate the block or function
that constructs the "Skills available:" list (the code that outputs the skills
for the test agent) and deduplicate the skills before writing to
.opencode/agents/test.md — e.g., collapse duplicates using a dedup step (sort -u
/ uniq) or an associative-array/set check when appending skills in the generator
routine (the part that currently emits the repeated "testing-validation" line)
so the final list contains each skill only once.
In `@tests/ann_filter_bug.rs`:
- Around line 90-91: Revert the assertion message change in the test so it uses
Rust's inline formatting syntax instead of the older separate-argument style:
replace the assertion that currently uses "Results should be empty when filter
matches nothing, but got {:?}", results with a single string using {results:?}
inline; locate the assertion in tests/ann_filter_bug.rs (the test that checks
"Results should be empty when filter matches nothing") and update the format
string back to the modern inline form.
In `@tests/ann_integration.rs`:
- Line 24: Revert the unrelated test formatting change: remove the modified
concept ID format usage and restore the original test code that was present
before this PR so the serialization-optimization commit only contains changes to
HVec10240::to_bytes and HVec10240::from_bytes. Specifically, undo edits that
altered the concept ID generation expression (the let id = format!("concept-{}",
i); occurrences) in the ann integration test so those lines match the
repository’s previous test implementation and do not appear in this commit.
---
Outside diff comments:
In @.agents/skills/benchmarking-perf/SKILL.md:
- Around line 31-74: Add the missing blank lines around headings and fenced code
blocks to satisfy MD022/MD031: ensure there's an empty line above and below the
"Workflow" heading and each subheading ("1. Save Baseline Before Changes", "2.
Make Changes", "3. Compare Against Baseline", "4. Interpret Results", "Adding a
New Benchmark", "Gotchas"), and insert blank lines before and after the bash and
rust fenced blocks (the two ```bash and ```rust blocks shown). Keep existing
content and indentation unchanged, only add or remove single blank lines so that
every heading and fenced code block is separated by an empty line.
In `@AGENTS.md`:
- Around line 1-341: AGENTS.md has many markdown lint violations (MD022, MD031,
MD029) due to missing blank lines around headings and code blocks and
inconsistent ordered list numbering; fix by running markdownlint-cli2 --fix then
manually review and ensure every heading (e.g., "## Workflow (REQUIRED for Every
Session)", "### Phase 1: Context Load (WHAT)"), every fenced code block (```bash
... ```), and all ordered lists (steps 1–20 and session checklist) have a blank
line before and after them and use sequential numbering (1., 2., 3.) where
required; re-run markdownlint to verify no remaining MD022/MD031/MD029
violations and commit the corrected AGENTS.md.
In `@scripts/validate.sh`:
- Around line 37-50: Replace the fragile for-loop over command-substituted find
output with a null-delimited reader: run find with -print0 and iterate using
while IFS= read -r -d '' file; do ... done so paths with spaces or newlines
aren't split; keep the body intact (LOC check against MAX_SRC_LOC, the lint
cache calls to lint_cache_needs_check and lint_cache_mark_checked, and the echo
"ok..." line) and ensure wc -l < "${file}" and all variable quoting remain
as-is.
In `@src/bundle.rs`:
- Around line 114-155: The try_remove path lacks unit tests covering both the
success case and the empty-accumulator error and also doesn't exercise the SIMD
vs scalar branches; add tests in the crate's tests module that (1) build a
BundleAccumulator, insert a known HVec10240 pattern, call try_remove and assert
Ok(()) plus that self.n is decremented and the corresponding entries in counts
are decremented (this will validate the scalar or SIMD implementation
irrespective of CPU features), and (2) create an empty BundleAccumulator and
assert try_remove returns MemoryError::InvalidInput for the "accumulator" field;
if you want branch-specific coverage, add cfg-gated tests using
#[cfg(target_arch = "x86_64")] and #[cfg(target_arch = "aarch64")] (or runtime
feature gating for avx2) to more directly exercise update_counts_simd_avx2 and
update_counts_simd_neon paths referenced by try_remove.
🪄 Autofix (Beta)
Fix all unresolved CodeRabbit comments on this PR:
- Push a commit to this branch (recommended)
- Create a new PR with the fixes
ℹ️ Review info
⚙️ Run configuration
Configuration used: Organization UI
Review profile: ASSERTIVE
Plan: Pro Plus
Run ID: 2328da86-cc38-4b13-a061-9de9514b1a26
⛔ Files ignored due to path filters (1)
Cargo.lockis excluded by!**/*.lock
📒 Files selected for processing (35)
.agents/skills/benchmarking-perf/SKILL.md.agents/skills/iterative-refinement/SKILL.md.agents/skills/self-fix-loop/SKILL.md.agents/skills/skill-creator/SKILL.md.agents/skills/skill-memory-internal/SKILL.md.agents/skills/swarm-performance/SKILL.md.agents/skills/swarm-testing-quality/SKILL.md.agents/skills/testing-validation/SKILL.md.opencode/agents/perf.md.opencode/agents/swarm.md.opencode/agents/test.md.opencode/commands/implement-missing-plans.mdAGENTS.mdCLAUDE.mdCargo.tomlagents-docs/quick-reference.mdagents-docs/self-learning-patterns.mdagents-docs/skill-memory.mdexamples/verify_migration.rsplans/SWARM_COORDINATION.mdscripts/generate-agents.shscripts/sync-skills.shscripts/validate.shsrc/bundle.rssrc/bundle_simd.rssrc/hyperdim.rssrc/hyperdim_simd.rssrc/index/hnsw.rssrc/index/lsh.rssrc/lib.rssrc/persistence_index.rssrc/persistence_migrations.rssrc/reservoir.rstests/ann_filter_bug.rstests/ann_integration.rs
💤 Files with no reviewable changes (2)
- .agents/skills/skill-memory-internal/SKILL.md
- scripts/sync-skills.sh
- Optimized HVec10240::to_bytes and from_bytes using memcpy on little-endian. - Deduplicated 'benchmarking-perf' and 'testing-validation' skills in generate-agents.sh. - Updated .opencode agents via scripts/generate-agents.sh. Co-authored-by: d-o-hub <242170972+d-o-hub@users.noreply.github.com>
Optimize HVec10240 serialization and deserialization by replacing iterative word-by-word loops with a single memcpy on little-endian platforms. This eliminates 80 bounds checks and word conversion calls per operation. hvec_to_bytes: 177ns -> 94ns (47% improvement) hvec_from_bytes: 51ns -> 48ns (6% improvement) Co-authored-by: d-o-hub <242170972+d-o-hub@users.noreply.github.com>
|
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Actionable comments posted: 3
🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.
Inline comments:
In @.agents/skills/swarm-performance/SKILL.md:
- Line 66: The example command "cargo test --test <test_name>" is ambiguous;
update SKILL.md to either show concrete examples (e.g., "cargo test --test
my_integration_test" and "cargo test" for all tests) and/or explain how to
discover test names: list integration test files under the tests/ directory
(filenames without .rs are valid <test_name>) or run "cargo test -- --list" to
enumerate runnable tests; include both options so readers know how to find or
run specific tests.
- Line 21: The cfg predicate `#[cfg(all(feature = "simd", nightly))]` is invalid
because `nightly` is not a built-in cfg; update the attribute in SKILL.md by
either replacing `nightly` with a real feature flag or cfg (e.g., a crate
feature like `feature = "nightly"` or a target cfg) or remove the `#[cfg(...)]`
line entirely and keep the explanatory comment; locate the exact attribute
`#[cfg(all(feature = "simd", nightly))]` and change it to a valid `cfg(...)`
expression or delete it per the chosen option.
- Line 56: Replace the inaccurate performance metric string "Batch similarity:
10k ops/ms" in SKILL.md (the line containing that exact text) with the
ADR-0041-aligned target "Batch similarity: <500us" (or remove the ops/ms
notation entirely) so the document reflects the established requirement that
batch similarity must complete in under 500 microseconds for 1000 candidates.
🪄 Autofix (Beta)
Fix all unresolved CodeRabbit comments on this PR:
- Push a commit to this branch (recommended)
- Create a new PR with the fixes
ℹ️ Review info
⚙️ Run configuration
Configuration used: Organization UI
Review profile: ASSERTIVE
Plan: Pro Plus
Run ID: 89a014f6-6a23-441f-85a6-6cafc34e1fde
📒 Files selected for processing (1)
.agents/skills/swarm-performance/SKILL.md
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||
| ```rust | ||
| // Note: std::simd requires nightly Rust and #![feature(portable_simd)] | ||
| #[cfg(all(feature = "simd", nightly))] |
There was a problem hiding this comment.
Fix invalid cfg predicate.
The attribute #[cfg(all(feature = "simd", nightly))] uses nightly as a bare cfg predicate, but Rust does not provide a built-in nightly cfg. Valid cfg predicates include target_arch, target_os, feature, etc.
🔧 Proposed fix
Choose one of these approaches:
Option 1: Use a feature flag
-#[cfg(all(feature = "simd", nightly))]
+#[cfg(all(feature = "simd", feature = "nightly"))]Option 2: Remove the cfg entirely and rely on the comment
// Note: std::simd requires nightly Rust and #![feature(portable_simd)]
-#[cfg(all(feature = "simd", nightly))]
use std::simd::u128x2;📝 Committable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
Suggested change
| #[cfg(all(feature = "simd", nightly))] | |
| // Note: std::simd requires nightly Rust and #![feature(portable_simd)] | |
| use std::simd::u128x2; |
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.
In @.agents/skills/swarm-performance/SKILL.md at line 21, The cfg predicate
`#[cfg(all(feature = "simd", nightly))]` is invalid because `nightly` is not a
built-in cfg; update the attribute in SKILL.md by either replacing `nightly`
with a real feature flag or cfg (e.g., a crate feature like `feature =
"nightly"` or a target cfg) or remove the `#[cfg(...)]` line entirely and keep
the explanatory comment; locate the exact attribute `#[cfg(all(feature = "simd",
nightly))]` and change it to a valid `cfg(...)` expression or delete it per the
chosen option.
|
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| ## Performance Targets | ||
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| - Batch similarity: 10k ops/ms |
There was a problem hiding this comment.
🧩 Analysis chain
🏁 Script executed:
#!/bin/bash
# Description: Search for actual benchmark results or performance documentation
# to verify if the 10k ops/ms target is achievable or documented elsewhere
rg -n -C3 "ops/ms|ops/sec|operations per|batch similarity" --type=md --type=rustRepository: d-o-hub/chaotic_semantic_memory
Length of output: 2195
🏁 Script executed:
# Read the actual SKILL.md file to see the full context around line 56
cat -n ".agents/skills/swarm-performance/SKILL.md" | sed -n '50,65p'Repository: d-o-hub/chaotic_semantic_memory
Length of output: 606
🏁 Script executed:
# Also check the ADR that mentions <500us target to understand the relationship
cat -n "plans/adr/0041-batch-similarity-optimization.md" | head -40Repository: d-o-hub/chaotic_semantic_memory
Length of output: 1323
Update the batch similarity performance target to align with ADR-0041.
Line 56 should reference the established target from ADR-0041: batch similarity must complete in <500us for 1000 candidates. The current metric "10k ops/ms" does not match the achieved benchmark of ~470μs documented in the accepted ADR. Change to "Batch similarity: <500us" or remove the inaccurate ops/ms notation.
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.
In @.agents/skills/swarm-performance/SKILL.md at line 56, Replace the inaccurate
performance metric string "Batch similarity: 10k ops/ms" in SKILL.md (the line
containing that exact text) with the ADR-0041-aligned target "Batch similarity:
<500us" (or remove the ops/ms notation entirely) so the document reflects the
established requirement that batch similarity must complete in under 500
microseconds for 1000 candidates.
| Run performance tests: | ||
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||
| ```bash | ||
| cargo test --test <test_name> |
There was a problem hiding this comment.
🧹 Nitpick | 🔵 Trivial | 💤 Low value
Complete or clarify the test command example.
The command includes a placeholder <test_name> without guidance on which test names exist or how to discover them.
📝 Suggested improvements
Option 1: Provide actual test names
-cargo test --test <test_name>
+cargo test --test benchmark
+cargo test --test performance_integrationOption 2: Explain how to find tests
-cargo test --test <test_name>
+# List available integration tests:
+fd -t f . tests/
+# Run a specific test:
+cargo test --test <test_name>🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.
In @.agents/skills/swarm-performance/SKILL.md at line 66, The example command
"cargo test --test <test_name>" is ambiguous; update SKILL.md to either show
concrete examples (e.g., "cargo test --test my_integration_test" and "cargo
test" for all tests) and/or explain how to discover test names: list integration
test files under the tests/ directory (filenames without .rs are valid
<test_name>) or run "cargo test -- --list" to enumerate runnable tests; include
both options so readers know how to find or run specific tests.
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What: Optimized HVec10240::to_bytes and HVec10240::from_bytes using std::ptr::copy_nonoverlapping for little-endian architectures.
Why: The previous implementation used an iterative loop with extend_from_slice and copy_from_slice, incurring significant overhead from bounds checks and word-by-word serialization/deserialization.
Impact: hvec_to_bytes improved by ~47% (177ns to 94ns) and hvec_from_bytes improved by ~6% (51ns to 48ns).
PR created automatically by Jules for task 16945076874945486734 started by @d-o-hub
Summary by CodeRabbit
New Features
Improvements
API Changes
Documentation