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Training in progress, step 50

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adapter_config.json ADDED
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+ {
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+ "alpha_pattern": {},
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+ "auto_mapping": null,
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+ "base_model_name_or_path": "klyang/MentaLLaMA-chat-7B-hf",
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+ "bias": "none",
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+ "fan_in_fan_out": false,
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+ "inference_mode": true,
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+ "init_lora_weights": true,
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+ "loftq_config": {},
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+ "lora_alpha": 16,
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+ "lora_dropout": 0.0,
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+ "megatron_config": null,
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+ "megatron_core": "megatron.core",
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+ "peft_type": "LORA",
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+ "r": 8,
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+ ],
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+ "task_type": "CAUSAL_LM",
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+ "use_dora": false,
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+ }
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llama3_lora_sft.yaml ADDED
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+ ### model
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+ model_name_or_path: klyang/MentaLLaMA-chat-7B-hf
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+ trust_remote_code: true
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+
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+ ### method
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+ stage: sft
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+ do_train: true
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+ finetuning_type: lora
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+ lora_target: all
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+
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+ ### dataset
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+ dataset: course-train-fold5
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+ dataset_dir: data_private
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+ template: llama2
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+ cutoff_len: 1024
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+ # max_samples: 1000
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+ overwrite_cache: true
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+ preprocessing_num_workers: 16
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+
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+ ### output
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+ output_dir: saves/psy-course/MentaLLaMA-chat-7B/train/fold5
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+ logging_steps: 10
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+ save_steps: 50
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+ plot_loss: true
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+ overwrite_output_dir: true
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+ save_total_limit: 3
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+ push_to_hub: true
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+ hub_model_id: chchen/MentaLLaMA-chat-7B-PsyCourse-fold5
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+ load_best_model_at_end: true
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+
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+ ### train
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+ per_device_train_batch_size: 1
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+ gradient_accumulation_steps: 16
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+ learning_rate: 1.0e-4
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+ num_train_epochs: 5.0
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+ lr_scheduler_type: cosine
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+ warmup_ratio: 0.1
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+ bf16: true
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+ ddp_timeout: 180000000
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+ enable_liger_kernel: true
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+
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+ ### eval
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+ val_size: 0.1
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+ per_device_eval_batch_size: 1
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+ eval_strategy: steps
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+ eval_steps: 50
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+ "bos_token": "<s>",
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+ "chat_template": "{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% else %}{% set loop_messages = messages %}{% endif %}{% for message in loop_messages %}{% set content = message['content'] %}{% if loop.index0 == 0 and system_message is defined %}{% set content = '<<SYS>>\n' + system_message + '\n<</SYS>>\n\n' + message['content'] %}{% endif %}{% if message['role'] == 'user' %}{{ '<s>' + '[INST] ' + content + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ content + '</s>' }}{% endif %}{% endfor %}",
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+ "padding_side": "right",
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+ "split_special_tokens": false,
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+ "tokenizer_class": "LlamaTokenizer",
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+ "unk_token": "<unk>",
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+ "use_default_system_prompt": true
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+ }
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