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Justin Hai

PROFILE

Justin Hai

Over a two-month period, contributed to the tenstorrent/tt-metal repository by developing advanced benchmarking and performance analysis features using C++ and YAML. Focused on enhancing benchmarking fidelity, the work introduced multi-run statistics collection, improved CSV output, and automated CI artifact handling to streamline post-test analysis. Legacy bandwidth summary functions were removed to simplify workflows, and runtime overhead was reduced by eliminating unnecessary debugging print statements. Additionally, implemented multi-iteration bandwidth reporting for fabric benchmarks, aggregating statistical metrics such as mean, min, max, and standard deviation. These efforts improved data accessibility, accelerated test cycles, and enabled more accurate performance evaluation and tuning.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

6Total
Bugs
0
Commits
6
Features
4
Lines of code
2,915
Activity Months2

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845 people

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Work History

October 2025

1 Commits • 1 Features

Oct 1, 2025

Month 2025-10, tenstorrent/tt-metal: Key feature delivered - Multi-iteration bandwidth reporting for fabric benchmarks with aggregation (mean, min, max, standard deviation) across iterations and updated golden comparison files to reflect precise benchmark evaluation. No major bugs fixed this month. Overall impact: more accurate benchmarking, improved decision-making for performance tuning, and stable baselines. Technologies/skills demonstrated: benchmarking tooling, statistical data aggregation, repository maintenance, and clear commit attribution.

September 2025

5 Commits • 3 Features

Sep 1, 2025

Sep 2025 performance summary for tenstorrent/tt-metal. Focused on delivering advanced benchmarking capabilities, runtime optimizations, and CI data accessibility to drive faster, more accurate performance decisions. Highlights include multi-run statistics collection for performance benchmarks with new data structures and enhanced CSV output, golden comparisons and Wormhole CSV, removal of legacy bandwidth summary generation functions, runtime overhead reductions by removing debugging printouts, and CI automation to publish bandwidth CSV artifacts for post-test analysis. These changes improve benchmarking fidelity, reduce test cycles, and streamline debugging, delivering measurable business value and stronger technical outcomes.

Activity

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Quality Metrics

Correctness90.0%
Maintainability86.6%
Architecture86.6%
Performance83.4%
AI Usage76.6%

Skills & Technologies

Programming Languages

C++YAML

Technical Skills

C++ developmentCSV handlingContinuous IntegrationTesting Automationbenchmarkingdata analysisperformance benchmarkingperformance optimizationperformance testingtest automation

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

tenstorrent/tt-metal

Sep 2025 Oct 2025
2 Months active

Languages Used

C++YAML

Technical Skills

C++ developmentCSV handlingContinuous IntegrationTesting Automationdata analysisperformance benchmarking