My DL-CodeBase 设计

Registry Mechanism

• 构建字典（注册），keys为模块名，vals为模块类对象
• 通过预定义的设置文件，读取模块名，进行实例化 (instantiating)
• 符合 开闭原则，避免修改，方便扩展

环境安装

• pip freeze > requirements.txt
• pip install -r requirements.txt
• conda list -e > requirements.txt
• conda install --yes --file requirements.txt
• while read requirement; do conda install --yes $requirement; done < requirements.txt

ERRORs

• Cannot load backend ‘TkAgg’ which requires the ‘tk’ interactive framework, as ‘headless’ is currently runnin

import matplotlib
# matplotlib.use('TkAgg') # 使用该行 报错TkAgg/tk
import matplotlib.pyplot as plt

• setup evaluation/vot_benchmark/pysot/utils/setup.py

python setup.py build_ext --inplace

trackdat 下载解压

• VOT_YEAR=2018 bash scripts/download_vot.sh dl/vot2018
• bash scripts/unpack_vot.sh dl/vot2018 $temp/vot2018
• 可选 压缩 tar -cf tar/original/vot2018.tar -C $temp vot2018

架构

Hyper-Parameter Search

• val集上hpo
• naive Random Search algorithm
• sklearn.model_selection.RandomizedSearchCV