tensorboard2seaborn 🌈

Plot Tensorflow's Summary event in a beautiful way (using seaborn actually) instead of using Tensorboard.

Installation

cd tensorboard2seaborn
python setup.py install

Usage:

Terminal:

Example: tensorboard2seaborn --logdir=/experiments/logs --smoothing=0.7

usage: tensorboard2seaborn [-h] --logdir LOGDIR [--smoothing SMOOTHING]
                           [--no_title] [--no_legend] [--no_axis_labels]

optional arguments:
  -h, --help            show this help message and exit
  --logdir LOGDIR       Path to event files
  --smoothing SMOOTHING
                        smoothing scale .It should be in [0,1] (default: 0.6)
  --no_title            Doesn't show title in any of the graphs
  --no_legend           Doesn't show legend in any of the graphs
  --no_axis_labels      Doesn't show axis labels in any of the graphs

Console:

import tensorboard2seaborn

tensorboard2seaborn.plot(logdir='/experiments/logs')

We expect following structure of the tensflow log events.

└── results
    ├── exp2
    │   └── events.out.tfevents....0
    ├── exp1
    │   └── events.out.tfevents....0
    ├──  ....

Following structure is generated comprising of seaborn graphs

└── results
    └── seaborn
        ├── group1
        │   ├── plot1.png
        │   └── plot2.png
        │   └──  ...
        ├── group2
        │   ├── plot1.png
        │   └── plot2.png
        │   └──  ...

Demo

Before	After

koulanurag / tensorboard2seaborn