121 lines
4 KiB
Bash
121 lines
4 KiB
Bash
#!/usr/bin/env bash
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# Copyright (c) 2020 NVIDIA CORPORATION. All rights reserved.
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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dgxa100_8gpu_fp16 ()
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{
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init_checkpoint="/workspace/bert/checkpoints/bert_uncased.pt"
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epochs="2.0"
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batch_size="32"
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learning_rate="3e-5"
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precision="fp16"
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num_gpu="8"
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seed="1"
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squad_dir="$BERT_PREP_WORKING_DIR/download/squad/v1.1"
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vocab_file="$BERT_PREP_WORKING_DIR/download/google_pretrained_weights/uncased_L-24_H-1024_A-16/vocab.txt"
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OUT_DIR="/workspace/bert/results/SQuAD"
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echo $init_checkpoint $epochs $batch_size $learning_rate \
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$precision $num_gpu $seed $squad_dir $vocab_file \
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$OUT_DIR
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}
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dgxa100_8gpu_tf32 ()
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{
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init_checkpoint="/workspace/bert/checkpoints/bert_uncased.pt"
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epochs="2.0"
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batch_size="16"
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learning_rate="3e-5"
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precision="tf32"
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num_gpu="8"
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seed="1"
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squad_dir="$BERT_PREP_WORKING_DIR/download/squad/v1.1"
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vocab_file="$BERT_PREP_WORKING_DIR/download/google_pretrained_weights/uncased_L-24_H-1024_A-16/vocab.txt"
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OUT_DIR="/workspace/bert/results/SQuAD"
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echo $init_checkpoint $epochs $batch_size $learning_rate \
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$precision $num_gpu $seed $squad_dir $vocab_file \
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$OUT_DIR
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}
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# Full SQuAD training configs for NVIDIA DGX-2H (16x NVIDIA V100 32GB GPU)
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dgx2_16gpu_fp16 ()
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{
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init_checkpoint="/workspace/bert/checkpoints/bert_uncased.pt"
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epochs="2.0"
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batch_size="16"
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learning_rate="3e-5"
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precision="fp16"
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num_gpu="16"
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seed="1"
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squad_dir="$BERT_PREP_WORKING_DIR/download/squad/v1.1"
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vocab_file="$BERT_PREP_WORKING_DIR/download/google_pretrained_weights/uncased_L-24_H-1024_A-16/vocab.txt"
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OUT_DIR="/workspace/bert/results/SQuAD"
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echo $init_checkpoint $epochs $batch_size $learning_rate \
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$precision $num_gpu $seed $squad_dir $vocab_file \
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$OUT_DIR
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}
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dgx2_16gpu_fp32 ()
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{
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init_checkpoint="/workspace/bert/checkpoints/bert_uncased.pt"
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epochs="2.0"
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batch_size="8"
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learning_rate="3e-5"
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precision="fp16"
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num_gpu="16"
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seed="1"
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squad_dir="$BERT_PREP_WORKING_DIR/download/squad/v1.1"
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vocab_file="$BERT_PREP_WORKING_DIR/download/google_pretrained_weights/uncased_L-24_H-1024_A-16/vocab.txt"
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OUT_DIR="/workspace/bert/results/SQuAD"
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echo $init_checkpoint $epochs $batch_size $learning_rate \
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$precision $num_gpu $seed $squad_dir $vocab_file \
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$OUT_DIR
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}
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# Full SQuAD training configs for NVIDIA DGX-1 (8x NVIDIA V100 16GB GPU)
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dgx1_8gpu_fp16 ()
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{
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init_checkpoint="/workspace/bert/checkpoints/bert_uncased.pt"
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epochs="2.0"
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batch_size="10"
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learning_rate="3e-5"
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precision="fp16"
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num_gpu="8"
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seed="1"
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squad_dir="$BERT_PREP_WORKING_DIR/download/squad/v1.1"
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vocab_file="$BERT_PREP_WORKING_DIR/download/google_pretrained_weights/uncased_L-24_H-1024_A-16/vocab.txt"
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OUT_DIR="/workspace/bert/results/SQuAD"
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echo $init_checkpoint $epochs $batch_size $learning_rate \
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$precision $num_gpu $seed $squad_dir $vocab_file \
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$OUT_DIR
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}
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dgx1_8gpu_fp32 ()
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{
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init_checkpoint="/workspace/bert/checkpoints/bert_uncased.pt"
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epochs="2.0"
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batch_size="4"
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learning_rate="3e-5"
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precision="fp32"
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num_gpu="8"
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seed="1"
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squad_dir="$BERT_PREP_WORKING_DIR/download/squad/v1.1"
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vocab_file="$BERT_PREP_WORKING_DIR/download/google_pretrained_weights/uncased_L-24_H-1024_A-16/vocab.txt"
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OUT_DIR="/workspace/bert/results/SQuAD"
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echo $init_checkpoint $epochs $batch_size $learning_rate \
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$precision $num_gpu $seed $squad_dir $vocab_file \
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$OUT_DIR
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}
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