NEXTGPT / code /dsconfig /stage_2.json
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{
"train_batch_size": 2,
"train_micro_batch_size_per_gpu": 1,
"gradient_accumulation_steps": 1,
"steps_per_print": 1,
"gradient_clipping": 1.0,
"zero_optimization": {
"stage": 2,
"offload_optimizer": {
"device": "cpu"
},
"contiguous_gradients": true,
"allgather_bucket_size": 500000000,
"allgather_partitions": true
},
"fp16": {
"enabled": true,
"opt_level": "O2",
"loss_scale": 64,
"loss_scale_window": 1000,
"initial_scale_power": 16,
"hysteresis": 2,
"min_loss_scale": 1
},
"bf16": {
"enable": true
},
"optimizer": {
"type": "Adam",
"params": {
"lr": 0.0004,
"betas": [
0.9,
0.95
],
"eps": 1e-8,
"weight_decay": 0.001
}
},
"scheduler": {
"type": "WarmupDecayLR",
"params": {
"warmup_min_lr": 0,
"warmup_max_lr": 0.0005,
"warmup_num_steps": 10,
"total_num_steps": 10000
}
},
"activation_checkpointing": {
"partition_activations": true,
"cpu_checkpointing": true,
"contiguous_memory_optimization": false,
"number_checkpoints": null,
"synchronize_checkpoint_boundary": false,
"profile": false
}
}