My Tensorflow Benchmark

This is My TensorFlow Benchmark.
You can reproduce this result using my source code.
All used source code and environment are included in this repo.
Question/PR/Issues are always welcome

• 한글

Result Screent Shot (2019/06/24)

Tested Language

• Python
• C/C++

Tested CPU & GPU

• Nvidia RTX2080 (8Gb)
• GeForce GTX 1050 Mobile (4Gb)
• AMD Ryzen 2700
• Intel(R) Core(TM) i7-7700HQ CPU @ 2.80GHz
• 128-core NVIDIA Maxwell™ architecture-based GPU
• Quad-core ARM® A57
• ARM Cortex-A53 1.4GHz

Tested Framework

• TensorFlow
• TensorFlow-Lite

Tested Archtecture + CPU/GPU + Framework + Language + Precision

• x86_64 + TensorFlow + GPU + Python API + Float32
• x86_64 + TensorFlow + CPU + Python API + Float32
• x86_64 + TensorFlow + GPU + C API + Float32
• x86_64 + TensorFlow + CPU + C API + Float32
• x86_64 + TensorFlow-Lite + CPU + Python API + Float32
• x86_64 + TensorFlow-Lite + CPU + Python API + Int8
• aarch64 + TensorFlow + GPU + Python API + Float32
• aarch64 + TensorFlow-Lite + CPU + Python API + Float32
• aarch64 + TensorFlow-Lite + CPU + Python API + Int8
• aarch64 + TensorFlow-Lite + CPU + C++ API + Float32
• aarch64 + TensorFlow-Lite + CPU + C++ API + Int8
• armv7l + TensorFlow + CPU + Python API + Float32
• armv7l + TensorFlow-Lite + CPU + C++ API + Float32
• armv7l + TensorFlow-Lite + CPU + C++ API + Int8

Google spreadsheet

• google spreadsheet link

Tools

Run

• TensorFlow/TensorFlow-Lite - Python API
• TensorFlow/TensorFlow-Lite - C/C++ API

Build

You can build all benchmark tool using the source code in this repo.

• TensorFlow/TensorFlow-Lite - Python API
• TensorFlow - C API
• TensorFlow-Lite - C++ API

Dataset

MS-COCO Validataion 2017

Models

SSD Mobilenet v2