fixes w/ example for super basic lora starter
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67
examples/lora-alpaca-7b/config.yml
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67
examples/lora-alpaca-7b/config.yml
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base_model: huggyllama/llama-7b
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base_model_config: huggyllama/llama-7b
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model_type: LlamaForCausalLM
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tokenizer_type: LlamaTokenizer
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load_in_8bit: true
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load_in_4bit: false
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strict: false
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push_dataset_to_hub:
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datasets:
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- path: teknium/GPT4-LLM-Cleaned
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type: alpaca
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dataset_prepared_path: last_run_prepared
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val_set_size: 0.02
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adapter: lora
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lora_model_dir:
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sequence_len: 512
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max_packed_sequence_len:
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lora_r: 8
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lora_alpha: 16
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lora_dropout: 0.0
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lora_target_modules:
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- gate_proj
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- down_proj
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- up_proj
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- q_proj
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- v_proj
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- k_proj
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- o_proj
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lora_fan_in_fan_out:
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wandb_project:
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wandb_watch:
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wandb_run_id:
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wandb_log_model:
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output_dir: ./lora-out
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batch_size: 4
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micro_batch_size: 1
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num_epochs: 4
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optimizer: adamw_bnb_8bit
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torchdistx_path:
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lr_scheduler: cosine
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learning_rate: 0.0002
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train_on_inputs: false
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group_by_length: false
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bf16: false
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fp16: true
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tf32: true
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gradient_checkpointing: true
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early_stopping_patience:
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resume_from_checkpoint:
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local_rank:
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logging_steps: 1
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xformers_attention: true
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flash_attention:
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gptq_groupsize:
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gptq_model_v1:
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warmup_steps: 10
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eval_steps: 50
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save_steps:
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debug:
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deepspeed:
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weight_decay: 0.0
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fsdp:
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fsdp_config:
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special_tokens:
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bos_token: "<s>"
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eos_token: "</s>"
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unk_token: "<unk>"
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