ECLARE
ECLARE: Extreme Classification with Label Graph Correlations
@InProceedings{Mittal21b,
author = "Mittal, A. and Sachdeva, N. and Agrawal, S. and Agarwal, S. and Kar, P. and Varma, M.",
title = "ECLARE: Extreme classification with label graph correlations",
booktitle = "Proceedings of The ACM International World Wide Web Conference",
month = "April",
year = "2021",
}
SETUP WORKSPACE
mkdir -p ${HOME}/scratch/XC/data
mkdir -p ${HOME}/scratch/XC/programs
SETUP ECLARE
cd ${HOME}/scratch/XC/programs
git clone https://github.com/Extreme-classification/ECLARE.git
conda create -f ECLARE/eclare_env.yml
conda activate eclare
git clone https://github.com/kunaldahiya/pyxclib.git
cd pyxclib
python setup.py install
cd ../ECLARE
DOWNLOAD DATASET
cd ${HOME}/scratch/XC/data
gdown --id <dataset id>
unzip *.zip
| dataset | dataset id |
|---|---|
| LF-AmazonTitles-131K | 1VlfcdJKJA99223fLEawRmrXhXpwjwJKn |
| LF-WikiSeeAlsoTitles-131K | 1edWtizAFBbUzxo9Z2wipGSEA9bfy5mdX |
| LF-AmazonTitles-1.3M | 1Davc6BIfoTIAS3mP1mUY5EGcGr2zN2pO |
RUNNING ECLARE
cd ${HOME}/scratch/XC/programs/ECLARE
chmod +x run_ECLARE.sh
./run_ECLARE.sh <gpu_id> <ECLARE TYPE> <dataset> <folder name>
e.g.
./run_ECLARE.sh 0 ECLARE LF-AmazonTitles-131K ECLARE_RUN
35 Dec 22, 2022
219 Dec 29, 2022
64 Nov 16, 2022
54 Dec 24, 2022
46 Nov 20, 2022
1.2k Dec 27, 2022
22 Mar 22, 2022
8 Jul 26, 2022
183 Jan 05, 2023
300 Dec 24, 2022
0 Oct 28, 2022
364 Oct 27, 2022
2 Aug 11, 2022
3.4k Jan 07, 2023
107 Dec 26, 2022
25 Sep 21, 2022
1 Nov 24, 2022
3 Oct 15, 2022
166 Dec 31, 2022
1.2k Jan 05, 2023