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ZiyaoRen 4651534cfb | 2 years ago | |
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This is the MindSpore implementation of CS-F-LTR in the following paper.
ICDE 2021: An Efficient Approach for Cross-Silo Federated Learning to Rank
The paper is located in ./ICDE21-wang.pdf
CS-F-LTR is a noval framework named Cross-Silo Federated Learning-to-Rank.
Dataset used: MS MARCO Ranking dataset
bash scripts/run.sh
based on the data transferred by mapper, build {FED_NUM} federations
this script helps to exchange most relevance features and upgrade each federation
then each federation will gen features
python3 dictionary.py (optional)
python3 mapper.py
python3 builder.py -b 1
python3 builder.py -b 2 -f 0
python3 builder.py -b 2 -f 1
python3 builder.py -b 2 -f 2
python3 builder.py -b 2 -f 3
python3 server.py -f 0
python3 server.py -f 1
python3 server.py -f 2
python3 server.py -f 3
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