该流程首先使用 TRL/SFTTrainer 对 JSONL 格式的训练数据上的 google/functiongemma-270m-it 基础模型进行微调。训练完成后，使用 ai-edge-torch 和 dynamic_int8 量化算法将模型转换为 TFLite 格式。最后一步取决于目标运行时环境：对于 MediaPipe，将 TFLite 模型与分词器和停止标记合并到一个 .task 包中，该包可在 iOS、Android 和 Web 上运行。或者，你可以将其打包为 .litertlm 格式，用于 LiteRT-LM 运行时，该运行时提供 NPU 加速和更广泛的平台支持，包括桌面平台。
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From there, Michael took a less conventional path than many Silicon Valley executives by moving into government, serving from 2009 to 2011 as a White House fellow under President Barack Obama, serving as special assistant to then–Defense Secretary Robert Gates at the DOD where he managed projects in Afghanistan, Iraq, and Pakistan and oversaw efforts aimed at reducing bureaucracy to provide resources to soldiers.
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