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930c9412b4
* ✨ Alter base pl transformer to use automodels * 🐛 Add batch size env variable to function call * 💄 Apply black code style from Makefile * 🚚 Move lightning base out of ner directory * ✨ Add lightning glue example * 💄 self * move _feature_file to base class * ✨ Move eval logging to custom callback * 💄 Apply black code style * 🐛 Add parent to pythonpath, remove copy command * 🐛 Add missing max_length kwarg
43 lines
1.7 KiB
Bash
Executable File
43 lines
1.7 KiB
Bash
Executable File
#!/usr/bin/env bash
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# Install newest ptl.
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pip install -U git+http://github.com/PyTorchLightning/pytorch-lightning/
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# for seqeval metrics import
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pip install -r ../requirements.txt
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curl -L 'https://sites.google.com/site/germeval2014ner/data/NER-de-train.tsv?attredirects=0&d=1' \
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| grep -v "^#" | cut -f 2,3 | tr '\t' ' ' > train.txt.tmp
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curl -L 'https://sites.google.com/site/germeval2014ner/data/NER-de-dev.tsv?attredirects=0&d=1' \
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| grep -v "^#" | cut -f 2,3 | tr '\t' ' ' > dev.txt.tmp
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curl -L 'https://sites.google.com/site/germeval2014ner/data/NER-de-test.tsv?attredirects=0&d=1' \
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| grep -v "^#" | cut -f 2,3 | tr '\t' ' ' > test.txt.tmp
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wget "https://raw.githubusercontent.com/stefan-it/fine-tuned-berts-seq/master/scripts/preprocess.py"
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export MAX_LENGTH=128
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export BERT_MODEL=bert-base-multilingual-cased
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python3 preprocess.py train.txt.tmp $BERT_MODEL $MAX_LENGTH > train.txt
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python3 preprocess.py dev.txt.tmp $BERT_MODEL $MAX_LENGTH > dev.txt
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python3 preprocess.py test.txt.tmp $BERT_MODEL $MAX_LENGTH > test.txt
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cat train.txt dev.txt test.txt | cut -d " " -f 2 | grep -v "^$"| sort | uniq > labels.txt
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export BATCH_SIZE=32
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export NUM_EPOCHS=3
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export SEED=1
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export OUTPUT_DIR_NAME=germeval-model
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export CURRENT_DIR=${PWD}
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export OUTPUT_DIR=${CURRENT_DIR}/${OUTPUT_DIR_NAME}
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mkdir -p $OUTPUT_DIR
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# Add parent directory to python path to access transformer_base.py
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export PYTHONPATH="../":"${PYTHONPATH}"
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python3 run_pl_ner.py --data_dir ./ \
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--model_type bert \
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--labels ./labels.txt \
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--model_name_or_path $BERT_MODEL \
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--output_dir $OUTPUT_DIR \
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--max_seq_length $MAX_LENGTH \
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--num_train_epochs $NUM_EPOCHS \
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--train_batch_size $BATCH_SIZE \
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--seed $SEED \
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--do_train \
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--do_predict |