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ds_config.json
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ds_config.json
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{
"zero_optimization": {
"stage": 3,
"contiguous_gradients": true,
"stage3_max_live_parameters": 0,
"stage3_max_reuse_distance": 0,
"stage3_prefetch_bucket_size": 0,
"stage3_param_persistence_threshold": 100,
"reduce_bucket_size": 100,
"sub_group_size": 100000000,
"offload_optimizer": {
"device": "cpu",
"pin_memory": true
},
"offload_param": {
"device": "cpu",
"pin_memory": true
},
"stage3_gather_16bit_weights_on_model_save": true
},
"optimizer": {
"type": "Adam",
"params": {
"lr": 0.00002,
"betas": [
0.9,
0.999
],
"eps": 1e-8,
"weight_decay": 0
}
},
"fp16": {
"enabled": true,
"auto_cast": false,
"loss_scale": 0,
"initial_scale_power": 32,
"loss_scale_window": 1000,
"hysteresis": 2,
"min_loss_scale": 1
},
"train_batch_size": "auto",
"train_micro_batch_size_per_gpu": "auto",
"wall_clock_breakdown": false
}