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# Copyright 2020 The HuggingFace Team. All rights reserved. | |
# | |
# Licensed under the Apache License, Version 2.0 (the "License"); | |
# you may not use this file except in compliance with the License. | |
# You may obtain a copy of the License at | |
# | |
# http://www.apache.org/licenses/LICENSE-2.0 | |
# | |
# Unless required by applicable law or agreed to in writing, software | |
# distributed under the License is distributed on an "AS IS" BASIS, | |
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
# See the License for the specific language governing permissions and | |
# limitations under the License. | |
export WANDB_PROJECT=distil-marian | |
export BS=64 | |
export m=sshleifer/student_marian_en_ro_6_3 | |
export MAX_LEN=128 | |
export TPU_NUM_CORES=8 | |
python xla_spawn.py --num_cores $TPU_NUM_CORES \ | |
finetune_trainer.py \ | |
--tokenizer_name $m --model_name_or_path $m \ | |
--data_dir $ENRO_DIR \ | |
--output_dir marian_en_ro_6_3 --overwrite_output_dir \ | |
--learning_rate=3e-4 \ | |
--warmup_steps 500 \ | |
--per_device_train_batch_size=$BS --per_device_eval_batch_size=$BS \ | |
--freeze_encoder --freeze_embeds \ | |
--num_train_epochs=6 \ | |
--save_steps 500 --eval_steps 500 \ | |
--logging_first_step --logging_steps 200 \ | |
--max_source_length $MAX_LEN --max_target_length $MAX_LEN \ | |
--val_max_target_length $MAX_TGT_LEN --test_max_target_length $MAX_TGT_LEN \ | |
--do_train --do_eval \ | |
--evaluation_strategy steps \ | |
--prediction_loss_only \ | |
--task translation --label_smoothing_factor 0.1 \ | |
"$@" | |