My Tensorflow Benchmark

개인적인 TensorFlow Benchmark 입니다.
성능 측정에 사용된 모든 코드는 이 Repo에 공개되어있습니다.
질문/PR/Issue 언제든지 환영입니다.

english

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

Build

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

Dataset

MS-COCO Validataion 2017

Models

SSD Mobilenet v2