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pipeline generator pipeline(text-generation, modelgpt2) result generator(AI will change the future by, 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Copilot基于Codex模型辅助编程。技术对比与选型维度MLDLLLM数据需求少量标注数据大规模标注数据海量无监督数据少量标注算力成本CPU即可训练需GPU加速需分布式GPU/TPU集群可解释性高如决策树中等注意力机制低黑盒性质显著选型建议结构化数据且资源有限时选择传统ML。非结构化数据图像、文本优先考虑DL或LLM。需上下文理解的任务如翻译直接使用预训练LLM微调。