PyTorch Release 23.07 PyTorch RN-08516-001_v23.07 | 6 Driver Requirements Release 23.07 is based on CUDA 12.1.1, which requires NVIDIA Driver release 530 or later. However, if you are running on a data use NVIDIA driver release 450.51 (or later R450), 470.57 (or later R470), 510.47 (or later R510), 515.65 (or later R515), 525.85 (or later R525), or 530.30 (or later R530). The CUDA driver's compatibility PyTorch Release 23.06 PyTorch RN-08516-001_v23.07 | 14 Driver Requirements Release 23.06 is based on CUDA 12.1.1, which requires NVIDIA Driver release 530 or later. However, if you are running on a data

human-judged error E: A sequence of images and steering commands recorded while ob- serving a human driver Feng Li (SDU) Overview September 6, 2023 11 / 57 Why Do We Need Machine Learning? Develop systems

the first layer) and the activations are fixed-point along with the quantized weights. The primary driver for the performance improvement was the availability of fixed-point SIMD instructions in Intel's

需要安装 的程序组件。在 CUDA 节点下，取消”Visual Studio Integration”一项；在“Driver 预览版202112 1.6 开发环境安装 19 components”节点下，比对目前计算机已经安装的显卡驱动“Display Driver”的版本号 “Current Version”和 CUDA 自带的显卡驱动版本号“New Version”，如果“Current Version”，如果“Current Version”大于“New Version”，则需要取消“Display Driver”的勾，如果小于或等于，则 默认勾选即可，如图 1.27 所示。设置完成后即可正常安装。 图 1.25 CUDA 安装界面-1 图 1.26 CUDA 安装界面-2 安装完成后，我们来测试 CUDA 软件是否安装成功。打开 cmd 命令行，输入“nvcc - V”，即可打印当前

+-----------------------------------------------------------------------------+ | NVIDIA-SMI 470.161.03 Driver Version: 470.161.03 CUDA Version: 11.7 | |-------------------------------+--------------------- 数f(x)，其仅将x作为其输入。考 虑到自然语言中丰富的多义现象和复杂的语义，上下文无关表示具有明显的局限性。例如，在“a crane is flying”（一只鹤在飞）和“a crane driver came”（一名吊车司机来了）的上下文中，“crane”一词有完全不 同的含义；因此，同一个词可以根据上下文被赋予不同的表示。 这推动了“上下文敏感”词表示的发展，其中词的表征取决于它们的上下文。因此，词元x的上下文敏感表示是 现在考虑一个句子“a crane driver came”和“he just left”。类似地，encoded_pair[:, 0, :]是来自预训 练BERT的整个句子对的编码结果。注意，多义词元“crane”的前三个元素与上下文不同时的元素不同。这 支持了BERT表示是上下文敏感的。 tokens_a, tokens_b = ['a', 'crane', 'driver', 'came'], ['he'