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.
2L Qwen3, d=5, 2h/1kv, hd=2
"We're basically turning history into habitat, and as far as we know, no-one has attempted anything quite like this before."，更多细节参见heLLoword翻译官方下载
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For an instant camera, image quality is also better than most of the other cameras I tested, producing relatively true-to-life photos. Most struggle to capture low-light conditions well, and this one is no exception, but the built-in flash helps. Fujifilm claims the Mini 12 optimizes image quality in both bright and dark environments better than its predecessor, but I didn’t notice much of a difference. The flash — which you can’t disable — is also still overpowering in some instances, resulting in a few overexposed images. Photos actually seemed a little darker and less vivid than before, but selfies captured my features and skin tone more accurately, thanks in part to the small front-facing mirror. The updated lens design also lets you twist into Close-Up Mode to zoom slightly and activate the Parallax Correction features for a more aligned photo. It’s a fun, point-and-shoot-style feature, though aligning photos still takes some practice (as well as some composition guidance from the manual).
Рост показала только добыча коксующегося (металлургического) угля — плюс 3,4 процента, до 9,1 миллиона тонн. Сильнее всего рухнули результаты по антрациту — минус 25,3 процента, до 1,5 миллиона тонн.，更多细节参见heLLoword翻译官方下载