uv-scripts/classification

该脚本是一个GPU加速的文本分类工具，用于Hugging Face数据集。它提供结构化生成保证的有效输出，无需训练数据即可进行零样本分类，并且针对GPU进行了优化，以提高吞吐量和效率。脚本支持标签描述，以便更好地理解每个标签的含义，并提高分类的准确性。推理模式提供了可解释的分类，并附带推理痕迹，尽管速度较慢，但提供了更深入的理解。脚本还支持直接与Hugging Face Hub集成，以便无缝地读写数据集。

This script is a GPU-accelerated text classification tool tailored for Hugging Face datasets. It guarantees valid outputs with structured generation, enables zero-shot classification without training data, and is optimized for GPUs to enhance throughput and efficiency. The script supports label descriptions to facilitate better understanding of each label's meaning and improve classification accuracy. The inference mode provides explainable classification accompanied by inference traces; although slower, it enables more in-depth comprehension. Additionally, the script supports direct integration with the Hugging Face Hub for seamless reading and writing of datasets.