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.
在《镖人》的片尾彩蛋里,三位老者一晃而过——分别由81岁的袁和平、91岁的张鑫炎(现象级武侠片《少林寺》导演)、88岁的吴彬(李连杰和吴京的武术恩师)扮演,他们含笑看着新一代动作演员,仿佛根脉有了传承。
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