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regisss merged 3 commits into from
Mar 25, 2024
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Update README for FSDP #832

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eff0289
Update README for FSDP
hlahkar Mar 25, 2024
b641283
Update README.md
hlahkar Mar 25, 2024
198deef
Update README.md
hlahkar Mar 25, 2024
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30 changes: 15 additions & 15 deletions examples/language-modeling/README.md
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Expand Up @@ -562,41 +562,41 @@ python3 ../gaudi_spawn.py --use_deepspeed --world_size 8 run_lora_clm.py \
- Multi-card finetuning of Llama2-70B with FSDP and LoRA:

```bash
PT_HPU_MAX_COMPOUND_OP_SIZE=10 DEEPSPEED_HPU_ZERO3_SYNC_MARK_STEP_REQUIRED=1 \
python3 ../gaudi_spawn.py --use_mpi --world_size 8 run_lora_clm.py \
LOWER_LIST=ops_bf16.txt PT_HPU_LAZY_MODE=0 \
python3 ../gaudi_spawn.py --world_size 8 --use_mpi run_lora_clm.py \
--model_name_or_path meta-llama/Llama-2-70b-hf \
--dataset_name tatsu-lab/alpaca \
--bf16 True \
--output_dir ./lora_out \
--num_train_epochs 2 \
--max_seq_len 2048 \
--per_device_train_batch_size 10 \
--per_device_eval_batch_size 10 \
--gradient_checkpointing \
--evaluation_strategy epoch \
--eval_delay 2 \
--per_device_train_batch_size 5 \
--save_strategy no \
--learning_rate 0.0004 \
--warmup_ratio 0.03 \
--lr_scheduler_type "constant" \
--logging_steps 1 \
--dataset_concatenation \
--attn_softmax_bf16 True \
--do_train \
--do_eval \
--use_habana \
--use_lazy_mode False \
--pipelining_fwd_bwd False \
--throughput_warmup_steps 3 \
--lora_rank 4 \
--lora_target_modules "q_proj" "v_proj" "k_proj" "o_proj" \
--attn_softmax_bf16 True \
--validation_split_percentage 4 \
--use_flash_attention True \
--use_lazy_mode False \
--fsdp_config fsdp_config.json \
--fsdp "auto_wrap" \
--torch_compile_backend hpu_backend \.
--fsdp auto_wrap \
--num_train_epochs 2 \
--evaluation_strategy epoch \
--per_device_eval_batch_size 1 \
--eval_delay 2 \
--do_eval \
--pipelining_fwd_bwd False \
--use_fused_rope False \
--torch_compile_backend hpu_backend \
--torch_compile \
--use_fused_rope False
--gradient_accumulation_steps 2
```

- Multi-card finetuning of Falcon-180B:
Expand Down