73 lines
2.0 KiB
JSON
73 lines
2.0 KiB
JSON
{
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"trainer": "sft",
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"experiment_name": "eetgdg-1",
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"fine_tuning_image": "registry.aifrica.co.kr/cheetah/cheetahai-finetuning-pytorch-transformer:0.0.13-2.8.0-cuda12.8-cudnn9-devel-4.57.6",
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"model": {
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"model_branch": "main",
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"model_repository": "git@git.dev2.aifrica.co.kr:groupuser/Llama-3.2-1B-Instruct.git",
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"model_path": "/cheetah/input/model/groupuser/Llama-3.2-1B-Instruct",
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"type": "git"
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},
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"save_model": {
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"model_repository": "git@git.dev2.aifrica.co.kr:groupuser/arrow-test.git",
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"type": "git"
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},
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"dataset": {
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"dataset_branch": "main",
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"dataset_files": "data/*.arrow",
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"pre_processing": "",
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"dataset_repository": "git@git.dev2.aifrica.co.kr:groupuser/kicon-small.git",
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"dataset_path": "/cheetah/input/dataset/groupuser/kicon-small",
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"type": "git"
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},
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"peft": {
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"tuner": "lora",
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"r": 16,
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"lora_alpha": 32,
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"lora_dropout": 0.05,
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"bias": "none",
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"task_type": "CAUSAL_LM",
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"peft": true,
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"target_modules": "all-linear",
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"merge_adapter": false
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},
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"tokenizer_parameters": {
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"padding_side": "right",
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"add_eos_token": true,
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"max_length": 2048
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},
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"train_model_parameters": {
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"per_device_train_batch_size": 2,
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"per_device_eval_batch_size": 2,
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"gradient_accumulation_steps": 4,
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"gradient_checkpointing": true,
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"output_dir": "/cheetah/fine-tuning/output",
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"use_flash_attention": false,
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"dataset_text_field": "text",
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"max_seq_length": 2048,
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"num_train_epochs": 1,
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"auto_find_batch_size": false,
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"learning_rate": 3e-05,
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"lr_scheduler_type": "linear",
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"eval_strategy": "epoch",
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"save_strategy": "epoch",
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"save_total_limit": 1,
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"logging_strategy": "epoch",
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"logging_steps": 10,
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"torch_dtype": "bfloat16",
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"fp16": false,
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"bf16": true,
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"packing": false,
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"optim": "adamw_torch",
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"weight_decay": 0,
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"max_grad_norm": 1,
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"warmup_ratio": 0.1,
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"eval_steps": 500,
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"save_steps": 500,
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"report_to": "tensorboard",
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"do_train": true,
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"do_eval": true,
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"seed": 42
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}
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}
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