解决tensorboard可视化无法打开以及No dashboards are active for the current data set的问题

在做人脸相关项目时,需要观察loss、lr等相关指标的趋势,tensorboard是一个很好的选择,但是在使用过程中,遇到以下问题,在此记录解决过程。

1.解决Tensorboard可视化无法显示网页,显示网页拒绝连接等问题;

首先在程序运行后,利用tensorboard --logdir logs 命令在pycharm的terminal 中调出tensorboard,

(tensorflow-gpu) E:\Python\Practice_codes>tensorboard --logdir logs
TensorBoard 1.14.0 at http://DESKTOP-V19RE0F:6006/ (Press CTRL+C to quit)

然后显示:

修改过程如下:

  1. 确保电脑名称为英文,而非中文;
  2. 注意命令输入正确以及输入时的路径正确;
  3. 检查logs文件夹下是否存在events文件;
  4. 使用tensorboard --logdir logs --host=127.0.0.1命令代替tensorboard --logdir logs
(tensorflow-gpu) E:\Python\Practice_codes>tensorboard --logdir logs --host=127.0.0.1
TensorBoard 1.14.0 at http://127.0.0.1:6006/ (Press CTRL+C to quit)

2.解决Tensorboard显示No dashboards are active for the current data set. Probable causes: You haven’t written any data to your event files. TensorBoard can’t find your event files.问题;

在执行tensorboard --logdir logs --host=127.0.0.1后,点击链接后进入网页,但是显示如下:

解决过程如下:

1.检查命令是否输入错误;
2.将命令中的路径修改为绝对路径,注意不要多加空格以及标点
3.更换浏览器尝试;

(tensorflow-gpu) E:\Python\Practice_codes>tensorboard --logdir=E:\Py
thon\Practice_codes\face_attribute\logs --host=127.0.0.1     
                                                                                                  
TensorBoard 1.14.0 at http://127.0.0.1:6006/ (Press CTRL+C to quit)             
I0116 11:24:19.123383 20536 _internal.py:225] 127.0.0.1 - - [16/Jan/2022 11:24:1
9] "GET / HTTP/1.1" 200 -                                                       
I0116 11:24:19.803025  7880 _internal.py:225] 127.0.0.1 - - [16/Jan/2022 11:24:1
9] "GET /font-roboto/oMMgfZMQthOryQo9n22dcuvvDin1pK8aKteLpeZ5c0A.woff2 HTTP/1.1"
 200 -                                                                          
 ...

再次根据链接进入网页后,显示正常,如下图:

总结

  1. 进入tensorboard时,命令使用tensorboard --logdir logs --host=127.0.0.1
  2. 将路径修改为绝对路径,tensorboard --logdir=E:\Py thon\Practice_codes\face_attribute\logs --host=127.0.0.1切莫等号两边多加空格及其他标点

参考

tensorboard 生成的网址不能正常打开访问

tensorboard生成的网址打不开的解决方法

No dashboards are active for the current data set. 解决tensorboard无法启动和显示问题(pycharm启动)

tensorboard 可视化 No dashboards are active for the current data set.

GitHub 加速计划 / da / dashboard
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General-purpose web UI for Kubernetes clusters
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