AdityaNarayan's picture
added training_info.json
dfeae8c verified
{
"training_metadata": {
"timestamp": "20251021_084709",
"training_date": "2025-10-21",
"training_time": "15:45:44",
"final_epoch": 5.0,
"total_steps": 2355,
"status": "completed"
},
"model_config": {
"base_model": "Kwaipilot/KAT-Dev",
"model_type": "causal_lm",
"architecture": "Qwen2ForCausalLM"
},
"lora_config": {
"r": 64,
"lora_alpha": 128,
"lora_dropout": 0.05,
"target_modules": [
"q_proj",
"k_proj",
"v_proj",
"o_proj",
"gate_proj",
"up_proj",
"down_proj"
]
},
"training_config": {
"num_epochs": 5,
"per_device_train_batch_size": 2,
"per_device_eval_batch_size": 2,
"gradient_accumulation_steps": 8,
"effective_batch_size": 32,
"learning_rate": 5e-05,
"lr_scheduler_type": "cosine",
"warmup_ratio": 0.03,
"weight_decay": 0.1,
"max_grad_norm": 0.5,
"bf16": true,
"gradient_checkpointing": true,
"optim": "adamw_torch",
"logging_steps": 10,
"save_steps": 50,
"eval_steps": 25
},
"dataset_info": {
"train_samples": 15057,
"eval_samples": 1674,
"max_seq_length": 8192,
"sample_packing": false
},
"hardware_config": {
"num_gpus": 2,
"gpu_model": "NVIDIA H200",
"distributed_strategy": "DeepSpeed ZeRO-2",
"flash_attention": "2.8.3"
},
"performance_metrics": {
"final_train_loss": 0.4799,
"final_eval_loss": 0.46369343996047974,
"final_train_perplexity": 1.6159128028327767,
"final_eval_perplexity": 1.5899354850369571,
"final_token_accuracy": 0.8899670094251633,
"initial_loss": 1.6335,
"initial_perplexity": 5.121769577787628,
"initial_accuracy": 0.6116928663104773
},
"framework_versions": {
"torch": "2.4.1+cu124",
"transformers": "4.57.1",
"peft": "0.17.1",
"trl": "0.23.1",
"deepspeed": "0.18.0",
"flash_attn": "2.8.3",
"python": "3.12.3"
},
"special_features": {
"flash_attention_2": true,
"gradient_checkpointing": true,
"bf16_training": true,
"sample_packing": false,
"deepspeed_zero2": true,
"distributed_training": true
}
}