wehub-resource-sync
71 lines
2.3 KiB
Bash
71 lines
2.3 KiB
Bash
# Copyright (c) 2023 PaddlePaddle Authors. All Rights Reserved.
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#
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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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set -x
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unset CUDA_VISIBLE_DEVICES
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task_name="llama_hybrid"
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rm -rf output/$task_name/
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rm -rf "output/$task_name""_log"
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PYTHONPATH=../../:$PYTHONPATH \
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python -u -m paddle.distributed.launch \
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--gpus "0,1,2,3,4,5,6,7" \
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--log_dir "output/$task_name""_log" \
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run_pretrain.py \
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--model_type "llama" \
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--model_name_or_path "facebook/llama-7b" \
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--tokenizer_name_or_path "facebook/llama-7b" \
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--input_dir "./data" \
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--output_dir "output/$task_name" \
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--split 949,50,1 \
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--max_seq_length 2048 \
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--per_device_train_batch_size 1 \
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--gradient_accumulation_steps 4 \
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--per_device_eval_batch_size 4 \
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--use_flash_attention 1 \
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--use_fused_rms_norm 0 \
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--fp16 \
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--fp16_opt_level "O2" \
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--scale_loss 512 \
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--tensor_parallel_degree 4 \
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--pipeline_parallel_degree 2 \
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--virtual_pp_degree 1 \
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--sequence_parallel 0 \
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--learning_rate 0.00001 \
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--min_learning_rate 0.000001 \
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--max_steps 10000 \
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--save_steps 5000 \
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--weight_decay 0.01 \
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--warmup_ratio 0.01 \
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--max_grad_norm 1.0 \
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--logging_steps 10 \
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--dataloader_num_workers 1 \
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--eval_steps 1000 \
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--report_to "visualdl" \
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--sharding "stage1" \
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--disable_tqdm true \
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--continue_training 1 \
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--recompute 0 \
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--recompute_granularity full \
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--do_train \
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--do_eval \
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--device "gpu" \
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--distributed_dataloader 1
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# --pipeline_parallel_config "disable_partial_send_recv" # if set sequence_parallel True, please note off this line.
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# reompute settings:
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# --no_recompute_layers 0 1 2 3 4 5 6 7 8 9 10 ... int int
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# --pp_recompute_interval 0 # A value of 0 indicates no recomputation.
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