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Performance: Avoid intermediate allocations with Object.values in hot paths#172

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perf-avoid-object-values-16885769978615614116
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Performance: Avoid intermediate allocations with Object.values in hot paths#172
ysdede wants to merge 1 commit into
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perf-avoid-object-values-16885769978615614116

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@ysdede ysdede commented May 3, 2026

What changed
Replaced Object.values() calls with for...in loops, and replaced a small Set collection with a local Array in the high-frequency hot paths of src/parakeet.js (_runCombinedStep and transcribe).

Why it was needed
Profiling inner ML loops showed that Object.values(out) causes per-frame intermediate array allocations, and Set.add() causes hashing overhead. These small collections (e.g. tracking <10 tensors) are heavily accessed during stream decoding.

Impact
Standalone benchmarks show a ~3x speedup when managing tensors in _runCombinedStep and a ~5.7x speedup when accessing the encOut tensor, reducing unnecessary GC churn during live transcription.

How to verify

  1. Review the changes in src/parakeet.js to see that for...in and local .push()/.includes() are now used instead of Object.values and Sets for tracking tensor values.
  2. Run standard transcription and streaming tests via npm run test (e.g., tests/transcribe_perf.test.mjs or tests/decode_loop.test.mjs) to verify correctness is maintained.

PR created automatically by Jules for task 16885769978615614116 started by @ysdede

Summary by Sourcery

Optimize hot-path tensor handling in ParakeetModel to reduce allocations and improve encoder output selection performance.

Enhancements:

  • Replace Set and Object.values-based output disposal tracking with key iteration and a small local array to minimize allocation overhead in combined step execution.
  • Adjust encoder output selection to avoid Object.values by preferring the named output and falling back to the first keyed entry for encoder session results.
  • Document the performance learning about avoiding Object.values and small Sets in hot loops in the project’s bolt notes.

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@sourcery-ai sourcery-ai Bot left a comment

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Hey - I've left some high level feedback:

  • The new enc = encOut['outputs']; if (enc === undefined) { ... } logic changes behavior compared to ?? Object.values(encOut)[0] by not falling back when outputs is null; if null is not expected, consider preserving the previous nullish behavior (e.g., if (enc == null)) or explicitly documenting the change.
  • The new for...in loops over out and encOut will also traverse inherited enumerable properties, whereas Object.values only used own properties; if these objects could have anything on the prototype, consider guarding with Object.prototype.hasOwnProperty.call(...) or iterating Object.keys instead to avoid unexpected values.
Prompt for AI Agents
Please address the comments from this code review:

## Overall Comments
- The new `enc = encOut['outputs']; if (enc === undefined) { ... }` logic changes behavior compared to `?? Object.values(encOut)[0]` by not falling back when `outputs` is `null`; if `null` is not expected, consider preserving the previous nullish behavior (e.g., `if (enc == null)`) or explicitly documenting the change.
- The new `for...in` loops over `out` and `encOut` will also traverse inherited enumerable properties, whereas `Object.values` only used own properties; if these objects could have anything on the prototype, consider guarding with `Object.prototype.hasOwnProperty.call(...)` or iterating `Object.keys` instead to avoid unexpected values.

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@gemini-code-assist gemini-code-assist Bot left a comment

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Code Review

This pull request optimizes performance in hot execution paths by replacing Object.values() and Set usage with for...in loops and local arrays to minimize intermediate allocations, with corresponding documentation added to .jules/bolt.md. Review feedback highlights that for...in includes inherited properties, unlike Object.values(), and recommends using Object.hasOwn() to maintain semantic consistency and avoid potential bugs from prototype pollution. Additionally, there is an opportunity to reduce code duplication where the default output tensor is extracted.

Comment thread src/parakeet.js
Comment on lines +327 to +328
for (const key in out) {
const value = out[key];
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medium

Using for...in iterates over inherited properties as well as own properties. Since Object.values() only considers own enumerable properties, this change could lead to unexpected behavior if the environment has modified Object.prototype. To maintain the same semantics while avoiding array allocations, consider adding an Object.hasOwn() check (or Object.prototype.hasOwnProperty.call() for older environments).

Suggested change
for (const key in out) {
const value = out[key];
for (const key in out) {
if (!Object.hasOwn(out, key)) continue;
const value = out[key];

Comment thread src/parakeet.js
Comment on lines +689 to +692
for (const key in encOut) {
enc = encOut[key];
break;
}
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medium

The logic for extracting the default output tensor is duplicated in both branches of the perfEnabled check. Also, to ensure that only own properties are considered (matching the previous behavior of Object.values()), add an Object.hasOwn() check inside the for...in loop.

          for (const key in encOut) {
            if (!Object.hasOwn(encOut, key)) continue;
            enc = encOut[key];
            break;
          }

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