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
3 Apr 10, 2022
1 Jan 16, 2022
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1 Mar 11, 2022
34 Jan 19, 2022
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1 Feb 01, 2022
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