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[AutoParallel] Add benchmark for llama-7b-dy2st.
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GhostScreaming committed Jun 6, 2024
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# Copyright (c) 2024 PaddlePaddle Authors. 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.

param="model_item=meta-llama-Llama-2-7b_pretrain_dy2st "
param+="run_mode=Sharding_Stage1 "
param+="device_num=N1C8 "
param+="global_batch_size=8 "
param+="nnodes=1 "
param+="model_type=llama2_7b "

cd ./tests
bash ./test_tipc/static/auto_parallel/llama2/benchmark_common/prepare.sh

bash -c "${param} bash ./test_tipc/static/auto_parallel/llama2/benchmark_common/run_benchmark.sh"
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{
"model_name_or_path": "meta-llama/Llama-2-7b",
"tokenizer_name_or_path": "meta-llama/Llama-2-7b",
"input_dir": "./data",
"output_dir": "./checkpoints/llama2_pretrain_ckpts",
"per_device_train_batch_size": 1,
"gradient_accumulation_steps": 1,
"per_device_eval_batch_size": 2,
"tensor_parallel_degree": 1,
"pipeline_parallel_degree": 1,
"sharding": "stage1",
"sharding_parallel_config": "enable_stage1_overlap",
"tensor_parallel_config": "enable_delay_scale_loss enable_mp_async_allreduce enable_mp_skip_c_identity enable_mp_fused_linear_param_grad_add",
"pipeline_parallel_config": "enable_delay_scale_loss enable_release_grads disable_partial_send_recv",
"virtual_pp_degree": 1,
"sequence_parallel": 0,
"use_flash_attention": true,
"use_fused_rms_norm": true,
"fuse_attention_ffn": true,
"fuse_attention_qkv": true,
"use_fused_rope": true,
"fused_linear_param_grad_add": true,
"max_seq_length": 4096,
"learning_rate": 3e-05,
"min_learning_rate": 3e-06,
"warmup_steps": 30,
"logging_steps": 1,
"max_steps": 50,
"save_steps": 5000,
"eval_steps": 1000,
"weight_decay": 0.01,
"bf16": true,
"fp16_opt_level": "O2",
"amp_master_grad": true,
"warmup_ratio": 0.01,
"max_grad_norm": 1.0,
"dataloader_num_workers": 1,
"continue_training": 0,
"do_train": true,
"do_eval": false,
"do_predict": false,
"disable_tqdm": true,
"skip_profile_timer": true,
"recompute": false,
"recompute_use_reentrant": true,
"distributed_dataloader": 0,
"recompute_granularity": "full",
"save_total_limit": 2,
"device": "gpu",
"to_static": true,
"enable_auto_parallel": true
}

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