DECAF
DECAF: Deep Extreme Classification with Label Features
@InProceedings{Mittal21,
author = "Mittal, A. and Dahiya, K. and Agrawal, S. and Saini, D. and Agarwal, S. and Kar, P. and Varma, M.",
title = "DECAF: Deep Extreme Classification with Label Features",
booktitle = "Proceedings of the ACM International Conference on Web Search and Data Mining",
month = "March",
year = "2021",
}
SETUP WORKSPACE
mkdir -p ${HOME}/scratch/XC/data
mkdir -p ${HOME}/scratch/XC/programs
SETUP DECAF
cd ${HOME}/scratch/XC/programs
git clone https://github.com/Extreme-classification/DECAF.git
conda create -f DECAF/decaf_env.yml
conda activate decaf
git clone https://github.com/kunaldahiya/pyxclib.git
cd pyxclib
python setup.py install
cd ../DECAF
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 DECAF
cd ${HOME}/scratch/XC/programs/DECAF
chmod +x run_DECAF.sh
./run_DECAF.sh <gpu_id> <DECAF TYPE> <dataset> <folder name>
e.g.
./run_DECAF.sh 0 DECAF LF-AmazonTitles-131K DECAF_RUN
./run_DECAF.sh 0 DECAF-lite LF-AmazonTitles-131K DECAF_RUN
12 Dec 31, 2022
35 Oct 07, 2022
3 Jul 07, 2022
5 Dec 26, 2021
619 Dec 14, 2022
182 Dec 14, 2022
42 Dec 31, 2022
34 Dec 28, 2022
55 Dec 27, 2022
0 Mar 27, 2022
195 Dec 29, 2022
85 Dec 26, 2022
281 Dec 22, 2022
92 Dec 19, 2022
18 Aug 19, 2022
79 Jan 05, 2023
1.1k Dec 30, 2022
229 Jan 02, 2023
123 Jan 06, 2023
4 Aug 16, 2021