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  • CUDA FP16

    从cuda 7.5开始引入原生fp16(Tegra X1是第一块支持的GPU https://gcc.gnu.org/onlinedocs/gcc/Half-Precision.html),实现了IEEE754标准中的半精度浮点型;

    cuda使用half基本数据类型和half2结构体支持,需要引用cuda_fp16.h

     

    Mixed Precision Performance on Pascal GPUs

    The half precision (FP16) Format is not new to GPUs. In fact, FP16 has been supported as a storage format for many years on NVIDIA GPUs, mostly used for reduced precision floating point texture storage and filtering and other special-purpose operations. The Pascal GPU architecture implements general-purpose, IEEE 754 FP16 arithmetic. High performance FP16 is supported at full speed on Tesla P100 (GP100), and at lower throughput (similar to double precision) on other Pascal GPUs (GP102, GP104, and GP106), as the following table shows.

     

     

    CUDA使用FP16进行半精度运算 - CSDN博客

    Nvidia GPU的浮点计算能力(FP64/FP32/FP16) - CSDN博客

    让Faster R-CNN支持TX1的fp16(half float, float16)特性 - CSDN博客

    CUDA Samples :: CUDA Toolkit Documentation

    0_Simple/fp16ScalarProduct

    caffe官方将会支持TX1的fp16的特性吗?

    https://www.zhihu.com/question/39715684

    https://www.anandtech.com/show/10325/the-nvidia-geforce-gtx-1080-and-1070-founders-edition-review/5

    ARM支持fp16

    https://blog.csdn.net/hunanchenxingyu/article/details/47003279

    http://gcc.gnu.org/onlinedocs/gcc/Half-Precision.html

    https://blog.csdn.net/tanli20090506/article/details/71435777

    https://blog.csdn.net/soaringlee_fighting/article/details/78885394

    https://developer.arm.com/technologies/neon/intrinsics

    https://developer.arm.com/technologies/floating-point

    https://blog.csdn.net/softee/article/details/79494335

    https://blog.csdn.net/qq_18229381/article/details/71104059

    http://half.sourceforge.net/

    https://blog.csdn.net/cubesky/article/details/51793525

    https://gcc.gnu.org/onlinedocs/gcc/Half-Precision.html

    https://en.wikipedia.org/wiki/F16C

    https://en.wikipedia.org/wiki/Half-precision_floating-point_format

    https://docs.microsoft.com/en-us/windows/desktop/api/directxpackedvector/nf-directxpackedvector-xmconvertfloattohalf

    https://software.intel.com/en-us/node/524287

    https://software.intel.com/en-us/node/524286

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  • 原文地址:https://www.cnblogs.com/colin-li/p/9610408.html
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