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FunctionGemma 经过优化,以 developer 作为指令角色。使用 system(例如在 Hammer 或标准 Gemma 中)不会激活函数调用模式——模型将完全忽略你的工具定义。

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endSync() { closed = true; return totalBytes; },

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This month, OpenAI announced their Codex app and my coworkers were asking questions. So I downloaded it, and as a test case for the GPT-5.2-Codex (high) model, I asked it to reimplement the UMAP algorithm in Rust. UMAP is a dimensionality reduction technique that can take in a high-dimensional matrix of data and simultaneously cluster and visualize data in lower dimensions. However, it is a very computationally-intensive algorithm and the only tool that can do it quickly is NVIDIA’s cuML which requires CUDA dependency hell. If I can create a UMAP package in Rust that’s superfast with minimal dependencies, that is an massive productivity gain for the type of work I do and can enable fun applications if fast enough.,更多细节参见safew官方版本下载

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