cf64284a04
* phi-3 support and perplexity metric * phi-3 chat template * metrics updates * chore: lint * fix assertion on Tensor * fix tests since tokenization happens in the metric * fix perplexity value of shorter passage --------- Co-authored-by: Wing Lian <wing.lian@gmail.com>
65 lines
1.2 KiB
YAML
65 lines
1.2 KiB
YAML
base_model: microsoft/Phi-3-mini-4k-instruct
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trust_remote_code: true
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model_type: AutoModelForCausalLM
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tokenizer_type: AutoTokenizer
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chat_template: phi_3
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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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datasets:
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- path: garage-bAInd/Open-Platypus
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type: alpaca:phi
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dataset_prepared_path:
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val_set_size: 0.01
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output_dir: ./out
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sequence_len: 4096
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sample_packing: true
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pad_to_sequence_len: true
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adapter: lora
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lora_model_dir:
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lora_r: 64
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lora_alpha: 32
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lora_dropout: 0.05
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lora_target_linear: true
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lora_fan_in_fan_out:
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gradient_accumulation_steps: 1
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micro_batch_size: 2
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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_epsilon: 0.00001
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max_grad_norm: 1.0
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lr_scheduler: cosine
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learning_rate: 5.0e-6
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train_on_inputs: false
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group_by_length: false
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bf16: auto
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gradient_checkpointing: true
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gradient_checkpointing_kwargs:
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use_reentrant: True
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early_stopping_patience: 3
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logging_steps: 1
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flash_attention: true
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eval_steps: 1000
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save_steps: 5000
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eval_table_size: 2
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eval_batch_size: 2
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eval_sample_packing: false
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eval_max_new_tokens: 32
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eval_causal_lm_metrics: ["perplexity"]
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do_causal_lm_eval: true
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warmup_ratio: 0.2
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debug: true
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weight_decay: 0.1
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resize_token_embeddings_to_32x: true
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