Awesome
TensorDash
<img src="readme_resources/cover_image.jpeg"> TensorDash is an application that lets you remotely monitor your deep learning model's metrics and notifies you when your model training is completed or crashed.Go to docs
Why Tensordash?
- Watch your model train in real-time.
- Supports all major deep learning frameworks.
- Remotely get details on the training and validation metrics.
- Get notified when your model has completed trainng or when it has crashed.
- Get detailed graphs on your model’s metrics.
Installation
Installing the Python Package
There are two ways to install tensordash:
- Install tensordash from PyPI (recommended):
Note: These installation steps assume that you are on a Linux or Mac environment.
If you are on Windows, you will need to remove sudo
to run the commands below.
sudo pip install tensor-dash
If you are using a virtualenv, you may want to avoid using sudo:
pip install tensor-dash
- Alternatively: install tensordash from the GitHub source:
First, clone TensorDash using git
:
git clone https://github.com/CleanPegasus/TensorDash.git
Then, cd
to the TensorDash folder and run the install command:
cd TensorDash
sudo python setup.py install
Installing the Android App
Install the android app from the play store.<br> <img src="https://play.google.com/intl/en_us/badges/static/images/badges/en_badge_web_generic.png" height="30%" width="30%">
How to use
<table border="0"> <tr> <td><a href="https://cleanpegasus.github.io/TensorDash/usage/#tensorflow"><img src="readme_resources/tensorflow.png" width="" height="100px"><br><p align="center">Tensorflow</p></a></td> <td><a href="https://cleanpegasus.github.io/TensorDash/usage/#keras"> <img src="readme_resources/keras.png" width="" height="100px"><br><p align="center">Keras</p></a></td> <td><a href="https://cleanpegasus.github.io/TensorDash/usage/#pytorch"> <img src="readme_resources/pytorch.png" width="" height="100px"><br><p align="center">PyTorch</p></a></td> <td><a href="https://cleanpegasus.github.io/TensorDash/usage/#fastai"> <img src="readme_resources/fastai.png" width="" height="100px"><br><p align="center">Fast.ai</a></p> </tr> </table>We are currently working on:
- Development for iOS app
- Addition of custom metrics to the model
- Auto-update the dashboard screen on Android App
Have feedback or a feature request? Drop us a mail at tensordash@gmail.com or raise an issue on Github