From e4c68a0cbc5659ee5890b6f73a98958046fdc5cd Mon Sep 17 00:00:00 2001 From: bursteratom Date: Wed, 11 Dec 2024 11:11:52 -0500 Subject: [PATCH] test lora tp --- examples/llama-3/lora-8b-tp.yml | 73 +++++++++++++++++++++++++++++++++ 1 file changed, 73 insertions(+) create mode 100644 examples/llama-3/lora-8b-tp.yml diff --git a/examples/llama-3/lora-8b-tp.yml b/examples/llama-3/lora-8b-tp.yml new file mode 100644 index 000000000..fdf90bb33 --- /dev/null +++ b/examples/llama-3/lora-8b-tp.yml @@ -0,0 +1,73 @@ +base_model: NousResearch/Meta-Llama-3-8B +model_type: LlamaForCausalLM +tokenizer_type: AutoTokenizer + +load_in_8bit: true +load_in_4bit: false +strict: false + +datasets: + - path: mhenrichsen/alpaca_2k_test + type: alpaca +dataset_prepared_path: +val_set_size: 0.05 +output_dir: ./outputs/lora-out + +sequence_len: 4096 +sample_packing: true +eval_sample_packing: false +pad_to_sequence_len: true + +adapter: lora +lora_model_dir: +lora_r: 32 +lora_alpha: 16 +lora_dropout: 0.05 +lora_target_linear: true +lora_fan_in_fan_out: +lora_modules_to_save: + - embed_tokens + - lm_head + +wandb_project: +wandb_entity: +wandb_watch: +wandb_name: +wandb_log_model: + +gradient_accumulation_steps: 4 +micro_batch_size: 2 +num_epochs: 4 +optimizer: adamw_bnb_8bit +lr_scheduler: cosine +learning_rate: 0.0002 + +train_on_inputs: false +group_by_length: false +bf16: auto +fp16: +tf32: false + +tensor_parallel: 'auto' + +gradient_checkpointing: true +early_stopping_patience: +resume_from_checkpoint: +local_rank: +logging_steps: 1 +xformers_attention: +flash_attention: true +s2_attention: + +warmup_steps: 10 +evals_per_epoch: 4 +eval_table_size: +eval_max_new_tokens: 128 +saves_per_epoch: 1 +debug: +deepspeed: +weight_decay: 0.0 +fsdp: +fsdp_config: +special_tokens: + pad_token: <|end_of_text|>