83 lines
1.5 KiB
YAML
83 lines
1.5 KiB
YAML
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base_model: /workspace/models/Yi-34B-Llama
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model_type: LlamaForCausalLM
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tokenizer_type: AutoTokenizer
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trust_remote_code: true
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is_llama_derived_model: true
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load_in_8bit: false
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load_in_4bit: true
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strict: false
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datasets:
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- path: /workspace/datasets/dolphin/dolphin201.jsonl
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type: alpaca_w_system.load_open_orca_chatml
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- path: /workspace/datasets/WizardLM_evol_instruct_cleaned.jsonl
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type: sharegpt
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conversation: chatml
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- path: /workspace/datasets/not_samantha_norefusals.jsonl
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type: sharegpt
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conversation: chatml
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dataset_prepared_path:
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val_set_size: 0.01
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output_dir: /workspace/dolphin-2.2-yi-34b
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adapter: qlora
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lora_model_dir:
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sequence_len: 16384
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sample_packing: true
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pad_to_sequence_len: true
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lora_r: 32
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lora_alpha: 16
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lora_dropout: 0.05
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lora_target_modules:
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lora_target_linear: true
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lora_fan_in_fan_out:
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lora_modules_to_save:
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- embed_tokens
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- lm_head
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wandb_project: dolphin
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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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gradient_accumulation_steps: 4
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micro_batch_size: 1
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num_epochs: 4
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optimizer: paged_adamw_32bit
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lr_scheduler: cosine
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learning_rate: 0.0003
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train_on_inputs: false
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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: false
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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:
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flash_attention: true
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warmup_steps: 100
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eval_steps:
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save_steps: 0.05
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debug:
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deepspeed: deepspeed/zero2.json
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weight_decay: 0.01
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fsdp:
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fsdp_config:
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special_tokens:
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eos_token: "<|im_end|>"
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tokens:
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- "<|im_start|>"
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- "<|im_end|>"
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