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++ torchrun --nproc_per_node=8 --master_port=29729 train.py --model_name_or_path /mnt/data/jiayi/Llama-2-7b-hf --data_path ./alpaca_data.json --bf16 True --output_dir /home/jiayi/alpaca-2 --num_train_epochs 3 --per_device_train_batch_size 4 --per_device_eval_batch_size 4 --gradient_accumulation_steps 8 --evaluation_strategy no --save_strategy steps --save_steps 2000 --save_total_limit 1 --learning_rate 2e-5 --weight_decay 0. --warmup_ratio 0.03 --lr_scheduler_type cosine --logging_steps 1 --fsdp 'full_shard auto_wrap' --fsdp_transformer_layer_cls_to_wrap LlamaDecoderLayer --tf32 True
[2024-01-10 07:41:38,265] torch.distributed.run: [WARNING]
[2024-01-10 07:41:38,265] torch.distributed.run: [WARNING] *****************************************
[2024-01-10 07:41:38,265] torch.distributed.run: [WARNING] Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed.
[2024-01-10 07:41:38,265] torch.distributed.run: [WARNING] *****************************************
/home/jiayi/.local/lib/python3.10/site-packages/transformers/training_args.py:1635: FutureWarning: using `--fsdp_transformer_layer_cls_to_wrap` is deprecated. Use fsdp_config instead
warnings.warn(
Loading checkpoint shards: 0%| | 0/2 [00:00<?, ?it/s]/home/jiayi/.local/lib/python3.10/site-packages/transformers/training_args.py:1635: FutureWarning: using `--fsdp_transformer_layer_cls_to_wrap` is deprecated. Use fsdp_config instead
warnings.warn(
/home/jiayi/.local/lib/python3.10/site-packages/transformers/training_args.py:1635: FutureWarning: using `--fsdp_transformer_layer_cls_to_wrap` is deprecated. Use fsdp_config instead
warnings.warn(
/home/jiayi/.local/lib/python3.10/site-packages/transformers/training_args.py:1635: FutureWarning: using `--fsdp_transformer_layer_cls_to_wrap` is deprecated. Use fsdp_config instead
warnings.warn(
/home/jiayi/.local/lib/python3.10/site-packages/transformers/training_args.py:1635: FutureWarning: using `--fsdp_transformer_layer_cls_to_wrap` is deprecated. Use fsdp_config instead
warnings.warn(
/home/jiayi/.local/lib/python3.10/site-packages/transformers/training_args.py:1635: FutureWarning: using `--fsdp_transformer_layer_cls_to_wrap` is deprecated. Use fsdp_config instead
warnings.warn(
/home/jiayi/.local/lib/python3.10/site-packages/transformers/training_args.py:1635: FutureWarning: using `--fsdp_transformer_layer_cls_to_wrap` is deprecated. Use fsdp_config instead
warnings.warn(
/home/jiayi/.local/lib/python3.10/site-packages/transformers/training_args.py:1635: FutureWarning: using `--fsdp_transformer_layer_cls_to_wrap` is deprecated. Use fsdp_config instead
warnings.warn(
Loading checkpoint shards: 0%| | 0/2 [00:00<?, ?it/s] Loading checkpoint shards: 0%| | 0/2 [00:00<?, ?it/s] Loading checkpoint shards: 0%| | 0/2 [00:00<?, ?it/s] Loading checkpoint shards: 0%| | 0/2 [00:00<?, ?it/s] Loading checkpoint shards: 0%| | 0/2 [00:00<?, ?it/s] Loading checkpoint shards: 0%| | 0/2 [00:00<?, ?it/s] Loading checkpoint shards: 0%| | 0/2 [00:00<?, ?it/s] Loading checkpoint shards: 50%|█████ | 1/2 [00:13<00:13, 13.19s/it] Loading checkpoint shards: 50%|█████ | 1/2 [00:15<00:15, 15.06s/it] Loading checkpoint shards: 50%|█████ | 1/2 [00:15<00:15, 15.17s/it] Loading checkpoint shards: 50%|█████ | 1/2 [00:15<00:15, 15.35s/it] Loading checkpoint shards: 50%|█████ | 1/2 [00:15<00:15, 15.57s/it] Loading checkpoint shards: 50%|█████ | 1/2 [00:15<00:15, 15.67s/it] Loading checkpoint shards: 50%|█████ | 1/2 [00:16<00:16, 16.04s/it] Loading checkpoint shards: 50%|█████ | 1/2 [00:16<00:16, 16.77s/it] Loading checkpoint shards: 100%|██████████| 2/2 [00:20<00:00, 9.52s/it] Loading checkpoint shards: 100%|██████████| 2/2 [00:20<00:00, 10.07s/it]
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Loading checkpoint shards: 100%|██████████| 2/2 [00:20<00:00, 9.50s/it] Loading checkpoint shards: 100%|██████████| 2/2 [00:20<00:00, 10.41s/it]
Loading checkpoint shards: 100%|██████████| 2/2 [00:21<00:00, 9.64s/it] Loading checkpoint shards: 100%|██████████| 2/2 [00:21<00:00, 10.60s/it]
WARNING:root:Loading data...
WARNING:root:Formatting inputs...
WARNING:root:Tokenizing inputs... This may take some time...
Loading checkpoint shards: 100%|██████████| 2/2 [00:21<00:00, 9.94s/it] Loading checkpoint shards: 100%|██████████| 2/2 [00:21<00:00, 10.96s/it]
WARNING:root:Loading data...
WARNING:root:Formatting inputs...
WARNING:root:Loading data...
WARNING:root:Tokenizing inputs... This may take some time...
WARNING:root:Formatting inputs...
WARNING:root:Loading data...
WARNING:root:Tokenizing inputs... This may take some time...
WARNING:root:Loading data...
WARNING:root:Formatting inputs...
WARNING:root:Formatting inputs...
WARNING:root:Tokenizing inputs... This may take some time...
WARNING:root:Tokenizing inputs... This may take some time...
WARNING:root:Loading data...
WARNING:root:Formatting inputs...
WARNING:root:Tokenizing inputs... This may take some time...
WARNING:root:Loading data...
WARNING:root:Formatting inputs...
WARNING:root:Tokenizing inputs... This may take some time...
WARNING:root:Loading data...
WARNING:root:Formatting inputs...
WARNING:root:Tokenizing inputs... This may take some time...
wandb: Tracking run with wandb version 0.16.1
wandb: W&B syncing is set to `offline` in this directory.
wandb: Run `wandb online` or set WANDB_MODE=online to enable cloud syncing.
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wandb:
wandb: Run history:
wandb: train/epoch ▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▇▇▇▇▇▇███
wandb: train/global_step ▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▇▇▇▇▇▇███
wandb: train/learning_rate ▄▇██████▇▇▇▇▇▆▆▆▆▅▅▅▅▄▄▄▃▃▃▃▂▂▂▂▂▁▁▁▁▁▁▁
wandb: train/loss ██▇███▇▇▇▇▇▇▇▄▄▄▄▄▄▄▄▄▄▄▄▄▂▁▁▁▂▁▁▁▁▂▂▁▁▁
wandb: train/total_flos ▁
wandb: train/train_loss ▁
wandb: train/train_runtime ▁
wandb: train/train_samples_per_second ▁
wandb: train/train_steps_per_second ▁
wandb:
wandb: Run summary:
wandb: train/epoch 3.0
wandb: train/global_step 609
wandb: train/learning_rate 0.0
wandb: train/loss 0.4549
wandb: train/total_flos 1.504599665142661e+17
wandb: train/train_loss 0.74463
wandb: train/train_runtime 2516.2407
wandb: train/train_samples_per_second 62.0
wandb: train/train_steps_per_second 0.242
wandb:
wandb: You can sync this run to the cloud by running:
wandb: wandb sync /home/jiayi/stanford_alpaca/wandb/offline-run-20240110_074400-fybz0ez7
wandb: Find logs at: ./wandb/offline-run-20240110_074400-fybz0ez7/logs