After OpenAI released GPT-5.3-Codex (high) which performed substantially better and faster at these types of tasks than GPT-5.2-Codex, I asked Codex to write a UMAP implementation from scratch in Rust, which at a glance seemed to work and gave reasonable results. I also instructed it to create benchmarks that test a wide variety of representative input matrix sizes. Rust has a popular benchmarking crate in criterion, which outputs the benchmark results in an easy-to-read format, which, most importantly, agents can easily parse.
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12月22日，中国非物质文化遗产馆，市民在窗花展区拍照留念。12月21日，“过年——春节主题展”在中国非物质文化遗产馆对公众开放，本次主题展展览面积2600平方米，共展示120余项与春节相关的非物质文化遗产代表性项目，以春节期间重要时间节点为线索，串联起与春节相关的不同地区的非物质文化遗产代表性项目。新京报记者 王飞 摄影报道SourcePh" style="display:none"