transformers_config.json

{
  "model_config": {
    "model_name_or_path": "unsloth/DeepSeek-R1-Distill-Qwen-14B-bnb-4bit",
    "use_cache": false,
    "rope_scaling": {
      "type": "dynamic",
      "factor": 2.0
    }
  },
  "training_config": {
    "num_train_epochs": 3,
    "per_device_train_batch_size": 4,
    "gradient_accumulation_steps": 4,
    "learning_rate": 2e-5,
    "lr_scheduler_type": "cosine",
    "warmup_ratio": 0.03,
    "weight_decay": 0.01,
    "optim": "adamw_torch",
    "max_grad_norm": 0.3,
    "max_seq_length": 2048,
    "logging_steps": 10,
    "save_steps": 200,
    "save_total_limit": 3,
    "evaluation_strategy": "steps",
    "eval_steps": 200,
    "load_best_model_at_end": true,
    "output_dir": "fine_tuned_model",
    "disable_tqdm": false,
    "report_to": ["tensorboard"],
    "logging_first_step": true,
    "dataloader_num_workers": 4
  },
  "hardware_config": {
    "fp16": true,
    "bf16": false,
    "gradient_checkpointing": true,
    "device_map": "auto",
    "attn_implementation": "eager",
    "use_flash_attention": false,
    "memory_optimization": {
      "expandable_segments": true
    }
  },
  "quantization_config": {
    "load_in_4bit": true,
    "bnb_4bit_compute_dtype": "float16",
    "bnb_4bit_quant_type": "nf4",
    "bnb_4bit_use_double_quant": true
  },
  "lora_config": {
    "r": 16,
    "lora_alpha": 32,
    "lora_dropout": 0.05,
    "bias": "none",
    "target_modules": [
      "q_proj",
      "k_proj",
      "v_proj",
      "o_proj",
      "gate_proj",
      "up_proj",
      "down_proj"
    ]
  },
  "dataset_config": {
    "sort_by_field": "prompt_number",
    "max_tokens": 2048,
    "text_field": "conversations",
    "training_phase_only": true,
    "pre_tokenized": true,
    "input_ids_field": "input_ids",
    "skip_tokenization": true
  },
  "deepspeed_config": {
    "zero_optimization": {
      "stage": 2,
      "offload_optimizer": {
        "device": "cpu",
        "pin_memory": true
      },
      "contiguous_gradients": true,
      "overlap_comm": true,
      "reduce_scatter": true,
      "reduce_bucket_size": 5e8,
      "allgather_bucket_size": 5e8
    },
    "gradient_accumulation_steps": 4,
    "gradient_clipping": 0.3,
    "fp16": {
      "enabled": true,
      "loss_scale": 0,
      "loss_scale_window": 1000,
      "initial_scale_power": 16,
      "hysteresis": 2,
      "min_loss_scale": 1
    },
    "optimizer": {
      "type": "AdamW",
      "params": {
        "lr": 2e-5,
        "betas": [0.9, 0.999],
        "eps": 1e-8,
        "weight_decay": 0.01
      }
    },
    "activation_checkpointing": {
      "partition_activations": true,
      "cpu_checkpointing": true,
      "contiguous_memory_optimization": true,
      "number_checkpoints": null,
      "synchronize_checkpoint_boundary": false,
      "profile": false
    },
    "steps_per_print": 10,
    "train_batch_size": "auto",
    "train_micro_batch_size_per_gpu": "auto",
    "wall_clock_breakdown": false
  }
}