TVM性能评估分析（三）

Figure 1. TVM’s WebGPU backend close to native GPU performance when deploying models to the web.

Figure 2. WebGPU is to write shaders for primitive operators in deep neural networks

Figure 3. Build a WebGPU runtime inside TVM’s JS runtime

Figure 4. Comparing the execution of a full computational graph via TVM’s WebGPU backend and native targets

Figure 5. 2D convolution with data layout in NCHW4c and weight layout in OIHW4o4i. Left: The input tensor in NCHW4c layout. One moving filter of the kernel is colored in blue. One element of the input and kernel is colored in grey. Mid: The packed input and kernel in the grey block. Right: The output in NCHW4c layout. Inside the one element depicted, there are four packed elements in channel sub-dimension.

Figure 6. Workflow of running quantized models

Figure 7. A full deep learning compiler stack to support machine learning workloads for diverse hardware backends.

Figure 8. Golang Interface over TVM Runtime

Figure 9. Import, Compile, Integrate and Deploy

TVM性能评估分析（三）相关推荐

TVM性能评估分析（七）
TVM性能评估分析(七) Figure 1. Performance Improvement Figure 2. Depthwise convolution Figure 3. Data Fusion ...
TVM性能评估分析（六）
TVM性能评估分析(六) Figure 1. The workflow of development PC, compile, deploy to the device, test, then mod ...
TVM性能评估分析（五）
TVM性能评估分析(五) Figure 3. A futher speed up with operator fusion Table 1. Performance issue of cuBLAS' ...
TVM性能评估分析（四）
TVM性能评估分析(四) Figure 1. Efficient Privacy-Preserving ML Using TVM Figure 2. Motivation: Privacy-Prese ...
TVM性能评估分析（二）
TVM性能评估分析(二) Figure 1. A bird's eye view of the µTVM + AutoTVM infrastructure Figure 2. A standard µ ...
TVM性能评估分析（一）
TVM性能评估分析(一) System Overview AutoTVM vs Auto-scheduler Table 1. Workflow Comparision Figure 1. Searc ...
C++应用程序性能优化（三）——C++语言特性性能分析
C++应用程序性能优化(三)--C++语言特性性能分析一.C++语言特性性能分析简介通常大多数开发人员认为,汇编语言和C语言比较适合编写对性能要求非常高的程序,C++语言主要适用于编写复杂度非常高 ...
GAN的性能评估：使用多种指标和工具进行比较和分析
文章目录 GAN的性能评估:使用多种指标和工具进行比较和分析附录:常见问题与解答 GAN的性能评估:使用多种指标和工具进行比较和分析作为人工智能领域的从业者,性能评估是不可或缺的一部分.GAN(生 ...
linux 监控命令iostat,Linux性能监控分析命令（三）—iostat命令介绍
性能监控分析的命令包括如下: 1.vmstat 2.sar 3.iostat 4.top 5.free 6.uptime 7.netstat 8.ps 9.strace 10.lsof 命令介绍: i ...

TVM性能评估分析（三）

TVM性能评估分析（三）相关推荐

最新文章

热门文章