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Comparison of deepspeed and gluon-nlp in SQuAD1.1 | |
Dataset:SQuAD1.1 | |
GPUs:p3.8x with four teslaV100 | |
BatchSize: 3 | |
Epoch: 2 | |
Max_seq_len: 384 | |
Model: google_en_uncased_bert_wwm_large | |
Results: | |
deepspeed : 93.11/87.03 time cost: 0.71hours |
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''' Script for downloading all GLUE data. | |
Note: for legal reasons, we are unable to host MRPC. | |
You can either use the version hosted by the SentEval team, which is already tokenized, | |
or you can download the original data from (https://download.microsoft.com/download/D/4/6/D46FF87A-F6B9-4252-AA8B-3604ED519838/MSRParaphraseCorpus.msi) and extract the data from it manually. | |
For Windows users, you can run the .msi file. For Mac and Linux users, consider an external library such as 'cabextract' (see below for an example). | |
You should then rename and place specific files in a folder (see below for an example). | |
mkdir MRPC | |
cabextract MSRParaphraseCorpus.msi -d MRPC |
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# Instructions for installing GCC 4.9 on various platforms. | |
# The commands show instructions for GCC 4.9, but any higher version will also work! | |
# Ubuntu (https://askubuntu.com/questions/466651/how-do-i-use-the-latest-gcc-on-ubuntu/581497#581497) | |
sudo apt-get install software-properties-common | |
sudo add-apt-repository ppa:ubuntu-toolchain-r/test | |
sudo apt-get update | |
sudo apt-get install gcc-4.9 g++-4.9 | |
sudo update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-4.9 60 --slave /usr/bin/g++ g++ /usr/bin/g++-4.9 |