AIS_BI_LSTM_v0 / model.json
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{
"config": {
"character_name": "pocoyo",
"module_name": "seq2seq",
"model": {
"hidden_size": 512,
"num_layers": 2,
"dropout": 0.3003,
"last_layer_mode": "ais"
},
"masking": {
"mask_generator": {
"strategy_name": "random_block_keyframes",
"ratio_masked_block_keyframes": 0.0
},
"mask_applier": {
"concat_mode": "concat_dim",
"fill_mode": "zeros"
},
"test_mask_generator": {
"strategy_name": "random_block_keyframes",
"ratio_masked_block_keyframes": 0.0
},
"predict_mask_generator": {
"strategy_name": "manual"
}
},
"optimization": {
"optimizer": {
"name": "AdamW",
"lr": 0.0001,
"tune_lr": false,
"params": {
"weight_decay": 0.001
}
},
"lr_scheduler": {
"name": "CyclicLR",
"params": {
"base_lr": 6.897e-07,
"max_lr": 0.001805,
"step_size_up": 100.0,
"mode": "triangular2"
}
},
"regularization": {
"last_layer_regularization": false,
"last_layer_regularization_weight": 0.001,
"full_model_regularization": false,
"full_model_regularization_weight": 1e-08
}
},
"losses": {
"pose_loss": {
"reduction": "none"
},
"speed_loss": {
"reduction": "mean"
},
"acceleration_loss": {
"reduction": "mean"
},
"jerk_loss": {
"reduction": "mean"
},
"controller_keyframes_prediction_loss": {
"reduction": "none",
"pos_weight": 1.0
},
"weights": {
"pose": 1.0,
"speed": 0.0,
"acceleration": 0.0,
"jerk": 0.0,
"controller_keyframes_prediction": 0.0,
"frame_weights": null,
"controller_keyframes_weights": null
},
"auto_weighting_loss": true
},
"do_controller_keyframes_prediction": false,
"post_processing": {
"do_controller_keyframes_reduction": false,
"threshold_controller_keyframes_reduction": null
}
},
"controllers_config": {
"default_controllers_path": "motion_inbetweening/infra/configs/controllers_configs/pocoyo/pcy_default_controllers.yaml",
"trainable_controllers_path": "motion_inbetweening/infra/configs/controllers_configs/pocoyo/pcy_trainable_controllers_without_coeff.yaml",
"simplify_classes_path": null
},
"transformations_keyframe_division_strategy": null,
"has_mean_pose_normalizer": false,
"has_std_pose_normalizer": false,
"epoch": 388,
"global_step": 19061
}