btlm and falcon monkey patches for flash attn (#566)
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90
examples/cerebras/btlm-ft.yml
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90
examples/cerebras/btlm-ft.yml
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base_model: cerebras/btlm-3b-8k-base
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base_model_config: cerebras/btlm-3b-8k-base
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model_type: AutoModelForCausalLM
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tokenizer_type: GPT2Tokenizer
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trust_remote_code: true
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tokenizer_use_fast: true
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tokenizer_legacy: true
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load_in_8bit: false
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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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hf_use_auth_token: true
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datasets:
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- path: mhenrichsen/alpaca_2k_test
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type: alpaca
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dataset_prepared_path: last_prepared_run
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val_set_size: 0.01
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adapter:
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lora_model_dir:
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sequence_len: 2048
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max_packed_sequence_len:
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sample_packing: false
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sample_packing_eff_est:
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sample_packing_seq_len_multiplier:
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total_num_tokens:
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lora_r:
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lora_alpha:
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lora_dropout:
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lora_target_modules:
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lora_target_linear:
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lora_fan_in_fan_out:
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wandb_project:
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wandb_entity:
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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: btlm-out
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gradient_accumulation_steps: 1
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micro_batch_size: 1
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num_epochs: 1
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optimizer: adamw_torch
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adam_beta2: 0.95
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adam_eps: 0.000000001
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max_grad_norm: 1.0
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torchdistx_path:
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lr_scheduler: cosine
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lr_quadratic_warmup: true
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learning_rate: 0.000085
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train_on_inputs: true
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group_by_length: false
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bf16: true
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fp16: false
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tf32: true
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gradient_checkpointing: false
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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:
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flash_attention: true
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sdp_attention:
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flash_optimum:
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gptq_groupsize:
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gptq_model_v1:
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warmup_steps: 32
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eval_steps:
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save_steps:
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save_total_limit:
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debug:
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deepspeed:
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weight_decay: 0.1
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special_tokens:
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pad_token: "<|endoftext|>"
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fsdp:
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# - full_shard
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# - auto_wrap
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fsdp_config:
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# fsdp_state_dict_type: FULL_STATE_DICT
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# fsdp_transformer_layer_cls_to_wrap: BTLMBlock
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