GithubHelp home page GithubHelp logo

bioformer's Introduction

BioFormer

Efficiently predicting Drug Target Interaction avatar


Requirements

To install the TDC package, open the terminal and type:

pip install PyTDC

Datasets

In the data folder, we provide all three processed datasets used in our model: BindingDB_Kd, KIBA, and DUDE. Besides drug smiles and protein sequence, we provide protein pdb as well as contactmap.

To prepare the datasets:

  1. Download my_data.zip: https://drive.google.com/file/d/1fz8EZBOKFplIBugsX2eueR65ZHBBgEre/view?usp=sharing
  2. Create a new folder my_data under data
  3. Unzip my_data.zip in my_data

You should see the following data structure:

--data
----my_data
------my_data
--------bindingdb
--------dude
--------kiba

Run

To train on kd, kiba or dude, simply run
bash train.sh [dataset], dataset is one of kd, kiba or dude
For example, train on kd, you should run:

bash train.sh kd

To view the logs while training, run bash view.sh [dataset]

bash view.sh kd

bioformer's People

Contributors

cjdwd avatar

Watchers

 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.