sft_args.json

{
  "model_type": "phi3_5-mini-instruct",
  "model_id_or_path": "microsoft/Phi-3.5-mini-instruct",
  "model_revision": "master",
  "full_determinism": false,
  "sft_type": "full",
  "freeze_parameters": [],
  "freeze_vit": false,
  "freeze_parameters_ratio": 0.0,
  "additional_trainable_parameters": [],
  "tuner_backend": "peft",
  "template_type": "phi3",
  "output_dir": "/root/ms-swift/output/phi3_5-mini-instruct/v0-20240922-181523",
  "add_output_dir_suffix": true,
  "ddp_backend": null,
  "ddp_find_unused_parameters": null,
  "ddp_broadcast_buffers": null,
  "ddp_timeout": 1800,
  "seed": 42,
  "resume_from_checkpoint": null,
  "resume_only_model": false,
  "ignore_data_skip": false,
  "dtype": "bf16",
  "packing": false,
  "train_backend": "transformers",
  "tp": 1,
  "pp": 1,
  "min_lr": null,
  "sequence_parallel": false,
  "model_kwargs": {},
  "loss_name": null,
  "dataset": [
    "Cossale/informal-to-professional-kto"
  ],
  "val_dataset": [],
  "dataset_seed": 42,
  "dataset_test_ratio": 0.01,
  "use_loss_scale": false,
  "loss_scale_config_path": "/root/ms-swift/swift/llm/agent/default_loss_scale_config.json",
  "system": null,
  "tools_prompt": "react_en",
  "max_length": 8192,
  "truncation_strategy": "delete",
  "check_dataset_strategy": "warning",
  "streaming": false,
  "streaming_val_size": 0,
  "streaming_buffer_size": 16384,
  "model_name": [
    null,
    null
  ],
  "model_author": [
    null,
    null
  ],
  "quant_method": null,
  "quantization_bit": 0,
  "hqq_axis": 0,
  "hqq_dynamic_config_path": null,
  "bnb_4bit_comp_dtype": "bf16",
  "bnb_4bit_quant_type": "nf4",
  "bnb_4bit_use_double_quant": true,
  "bnb_4bit_quant_storage": null,
  "rescale_image": -1,
  "target_modules": [
    "qkv_proj"
  ],
  "target_regex": null,
  "modules_to_save": [],
  "lora_rank": 8,
  "lora_alpha": 16,
  "lora_dropout": 0.0,
  "lora_bias_trainable": "none",
  "lora_dtype": null,
  "lora_lr_ratio": null,
  "use_rslora": false,
  "use_dora": false,
  "init_lora_weights": true,
  "fourier_n_frequency": 2000,
  "fourier_scaling": 300.0,
  "rope_scaling": null,
  "boft_block_size": 4,
  "boft_block_num": 0,
  "boft_n_butterfly_factor": 1,
  "boft_dropout": 0.0,
  "vera_rank": 256,
  "vera_projection_prng_key": 0,
  "vera_dropout": 0.0,
  "vera_d_initial": 0.1,
  "adapter_act": "gelu",
  "adapter_length": 128,
  "use_galore": false,
  "galore_target_modules": null,
  "galore_rank": 128,
  "galore_update_proj_gap": 50,
  "galore_scale": 1.0,
  "galore_proj_type": "std",
  "galore_optim_per_parameter": false,
  "galore_with_embedding": false,
  "galore_quantization": false,
  "galore_proj_quant": false,
  "galore_proj_bits": 4,
  "galore_proj_group_size": 256,
  "galore_cos_threshold": 0.4,
  "galore_gamma_proj": 2,
  "galore_queue_size": 5,
  "adalora_target_r": 8,
  "adalora_init_r": 12,
  "adalora_tinit": 0,
  "adalora_tfinal": 0,
  "adalora_deltaT": 1,
  "adalora_beta1": 0.85,
  "adalora_beta2": 0.85,
  "adalora_orth_reg_weight": 0.5,
  "ia3_feedforward_modules": [],
  "llamapro_num_new_blocks": 4,
  "llamapro_num_groups": null,
  "neftune_noise_alpha": null,
  "neftune_backend": "transformers",
  "lisa_activated_layers": 0,
  "lisa_step_interval": 20,
  "reft_layer_key": null,
  "reft_layers": null,
  "reft_rank": 4,
  "reft_intervention_type": "LoreftIntervention",
  "reft_args": null,
  "use_liger": false,
  "gradient_checkpointing": true,
  "vit_use_gc": true,
  "deepspeed": null,
  "batch_size": 1,
  "eval_batch_size": 1,
  "auto_find_batch_size": false,
  "num_train_epochs": 2,
  "max_steps": -1,
  "optim": "adamw_torch",
  "adam_beta1": 0.9,
  "adam_beta2": 0.95,
  "adam_epsilon": 1e-08,
  "learning_rate": 0.0002,
  "weight_decay": 0.0,
  "gradient_accumulation_steps": 2,
  "max_grad_norm": 0.5,
  "predict_with_generate": false,
  "lr_scheduler_type": "cosine",
  "lr_scheduler_kwargs": {},
  "warmup_ratio": 0.03,
  "warmup_steps": 0,
  "eval_steps": 100,
  "save_steps": 100,
  "save_only_model": false,
  "save_total_limit": 2,
  "logging_steps": 10,
  "acc_steps": 1,
  "dataloader_num_workers": 1,
  "dataloader_pin_memory": true,
  "dataloader_drop_last": false,
  "push_to_hub": false,
  "hub_model_id": null,
  "hub_token": null,
  "hub_private_repo": false,
  "hub_strategy": "every_save",
  "test_oom_error": false,
  "disable_tqdm": false,
  "lazy_tokenize": false,
  "preprocess_num_proc": 1,
  "use_flash_attn": true,
  "ignore_args_error": false,
  "check_model_is_latest": true,
  "logging_dir": "/root/ms-swift/output/phi3_5-mini-instruct/v0-20240922-181523/runs",
  "report_to": [
    "tensorboard"
  ],
  "acc_strategy": "token",
  "save_on_each_node": false,
  "evaluation_strategy": "steps",
  "save_strategy": "steps",
  "save_safetensors": true,
  "gpu_memory_fraction": null,
  "include_num_input_tokens_seen": false,
  "local_repo_path": null,
  "custom_register_path": null,
  "custom_dataset_info": null,
  "device_map_config": null,
  "device_max_memory": [],
  "max_new_tokens": 2048,
  "do_sample": null,
  "temperature": null,
  "top_k": null,
  "top_p": null,
  "repetition_penalty": null,
  "num_beams": 1,
  "fsdp": "",
  "fsdp_config": null,
  "sequence_parallel_size": 1,
  "model_layer_cls_name": null,
  "metric_warmup_step": 0,
  "fsdp_num": 1,
  "per_device_train_batch_size": null,
  "per_device_eval_batch_size": null,
  "eval_strategy": null,
  "self_cognition_sample": 0,
  "train_dataset_mix_ratio": 0.0,
  "train_dataset_mix_ds": [
    "ms-bench"
  ],
  "train_dataset_sample": -1,
  "val_dataset_sample": null,
  "safe_serialization": null,
  "only_save_model": null,
  "neftune_alpha": null,
  "deepspeed_config_path": null,
  "model_cache_dir": null,
  "lora_dropout_p": 0.0,
  "lora_target_modules": [
    "qkv_proj"
  ],
  "lora_target_regex": null,
  "lora_modules_to_save": [],
  "boft_target_modules": [],
  "boft_modules_to_save": [],
  "vera_target_modules": [],
  "vera_modules_to_save": [],
  "ia3_target_modules": [],
  "ia3_modules_to_save": [],
  "custom_train_dataset_path": [],
  "custom_val_dataset_path": [],
  "device_map_config_path": null,
  "push_hub_strategy": null,
  "rlhf_type": "kto",
  "ref_model_type": null,
  "ref_model_id_or_path": null,
  "ref_model_revision": null,
  "beta": 0.1,
  "label_smoothing": 0,
  "loss_type": null,
  "rpo_alpha": 1.0,
  "cpo_alpha": 1.0,
  "simpo_gamma": 1,
  "desirable_weight": 1.0,
  "undesirable_weight": 1.0,
  "ref_model_free": false,
  "use_self_cognition": false,
  "is_multimodal": false,
  "is_vision": false,
  "lora_use_embedding": false,
  "lora_use_all": false,
  "lora_m2s_use_embedding": false,
  "lora_m2s_use_ln": false,
  "torch_dtype": "torch.bfloat16",
  "fp16": false,
  "bf16": true,
  "rank": -1,
  "local_rank": -1,
  "world_size": 1,
  "local_world_size": 1,
  "bnb_4bit_compute_dtype": "torch.bfloat16",
  "load_in_4bit": false,
  "load_in_8bit": false,
  "train_sampler_random": true,
  "train_type": "kto",
  "training_args": "KTOConfig(output_dir='/root/ms-swift/output/phi3_5-mini-instruct/v0-20240922-181523', overwrite_output_dir=False, do_train=False, do_eval=True, do_predict=False, eval_strategy=<IntervalStrategy.STEPS: 'steps'>, prediction_loss_only=False, per_device_train_batch_size=1, per_device_eval_batch_size=1, per_gpu_train_batch_size=None, per_gpu_eval_batch_size=None, gradient_accumulation_steps=2, eval_accumulation_steps=None, eval_delay=0, torch_empty_cache_steps=None, learning_rate=0.0002, weight_decay=0.0, adam_beta1=0.9, adam_beta2=0.95, adam_epsilon=1e-08, max_grad_norm=0.5, num_train_epochs=2, max_steps=-1, lr_scheduler_type=<SchedulerType.COSINE: 'cosine'>, lr_scheduler_kwargs={}, warmup_ratio=0.03, warmup_steps=0, log_level='passive', log_level_replica='warning', log_on_each_node=True, logging_dir='/root/ms-swift/output/phi3_5-mini-instruct/v0-20240922-181523/runs', logging_strategy=<IntervalStrategy.STEPS: 'steps'>, logging_first_step=True, logging_steps=10, logging_nan_inf_filter=True, save_strategy=<IntervalStrategy.STEPS: 'steps'>, save_steps=100, save_total_limit=2, save_safetensors=True, save_on_each_node=False, save_only_model=False, restore_callback_states_from_checkpoint=False, no_cuda=False, use_cpu=False, use_mps_device=False, seed=42, data_seed=42, jit_mode_eval=False, use_ipex=False, bf16=True, fp16=False, fp16_opt_level='O1', half_precision_backend='auto', bf16_full_eval=False, fp16_full_eval=False, tf32=None, local_rank=0, ddp_backend=None, tpu_num_cores=None, tpu_metrics_debug=False, debug=[], dataloader_drop_last=False, eval_steps=100, dataloader_num_workers=1, dataloader_prefetch_factor=None, past_index=-1, run_name='/root/ms-swift/output/phi3_5-mini-instruct/v0-20240922-181523', disable_tqdm=False, remove_unused_columns=False, label_names=None, load_best_model_at_end=False, metric_for_best_model='loss', greater_is_better=False, ignore_data_skip=False, fsdp=[], fsdp_min_num_params=0, fsdp_config={'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}, fsdp_transformer_layer_cls_to_wrap=None, accelerator_config=AcceleratorConfig(split_batches=False, dispatch_batches=False, even_batches=True, use_seedable_sampler=True, non_blocking=False, gradient_accumulation_kwargs=None, use_configured_state=False), deepspeed=None, label_smoothing_factor=0.0, optim=<OptimizerNames.ADAMW_TORCH: 'adamw_torch'>, optim_args=None, adafactor=False, group_by_length=False, length_column_name='length', report_to=['tensorboard'], ddp_find_unused_parameters=None, ddp_bucket_cap_mb=None, ddp_broadcast_buffers=None, dataloader_pin_memory=True, dataloader_persistent_workers=False, skip_memory_metrics=True, use_legacy_prediction_loop=False, push_to_hub=False, resume_from_checkpoint=None, hub_model_id=None, hub_strategy=<HubStrategy.EVERY_SAVE: 'every_save'>, hub_token=None, hub_private_repo=False, hub_always_push=False, gradient_checkpointing=True, gradient_checkpointing_kwargs=None, include_inputs_for_metrics=False, eval_do_concat_batches=True, fp16_backend='auto', evaluation_strategy=None, push_to_hub_model_id=None, push_to_hub_organization=None, push_to_hub_token=None, mp_parameters='', auto_find_batch_size=False, full_determinism=False, torchdynamo=None, ray_scope='last', ddp_timeout=1800, torch_compile=False, torch_compile_backend=None, torch_compile_mode=None, dispatch_batches=None, split_batches=None, include_tokens_per_second=False, include_num_input_tokens_seen=False, neftune_noise_alpha=None, optim_target_modules=None, batch_eval_metrics=False, eval_on_start=False, eval_use_gather_object=False, max_length=None, max_prompt_length=None, max_completion_length=None, beta=0.1, desirable_weight=1.0, undesirable_weight=1.0, label_pad_token_id=-100, padding_value=None, truncation_mode='keep_end', generate_during_eval=False, is_encoder_decoder=None, precompute_ref_log_probs=False, model_init_kwargs=None, ref_model_init_kwargs=None, dataset_num_proc=None, acc_strategy='token', loss_name=None, additional_saved_files=[], train_sampler_random=True, metric_warmup_step=0, train_dataset_sample=-1)"
}