Git Product home page Git Product logo

deep-traffic-generation's Introduction

Deep Traffic Generation

Description

Package that provides neural networks (mostly autoencoders) to embed and generate traffic trajectories. This project relies on traffic and Pytorch-Lightning libraries.

Installation

# create new python environment for traffic
conda create -n traffic -c conda-forge python=3.9 traffic
conda activate traffic

# clone project   
git clone https://github.com/kruuZHAW/deep-traffic-generation

# install project
cd deep-traffic-generation
pip install .

How to run

Navigate to any python file in deep_traffic_generation and run it.

# module folder
cd deep_traffic_generation

# example: run module with custom arguments
python tcvae.py --data_path *path to data* --prior vampprior --encoding_dim 32 --h_dims 64 64 64 --lr 0.001 --batch_size 100 --n_components 200 --features track groundspeed altitude timedelta --info_features latitude longitude --info_index -1

You can use Tensorboard to visualize training logs.

tensorboard --logdir lightning_logs

deep-traffic-generation's People

Contributors

alafage avatar kruuzhaw avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.