| { |
| "auto_map": { |
| "AutoConfig": "fim.models.imputation_pointwise.FIMImpPointBaseConfig", |
| "AutoModel": "fim.models.imputation_pointwise.FIMImpPointBase" |
| }, |
| "architectures": [ |
| "FIMImpPointBase" |
| ], |
| "branch_net": { |
| "dim_model": 512, |
| "dim_time": 512, |
| "dropout": 0.1, |
| "name": "fim.models.blocks.Transformer", |
| "num_encoder_blocks": 4, |
| "num_heads": 8, |
| "residual_mlp": { |
| "dropout": 0.1, |
| "hidden_act": { |
| "name": "torch.nn.SELU" |
| }, |
| "hidden_layers": [ |
| 1024 |
| ], |
| "in_features": 512, |
| "name": "fim.models.blocks.MLP", |
| "out_features": 512, |
| "output_act": { |
| "name": "torch.nn.Identity" |
| } |
| } |
| }, |
| "combiner_net": { |
| "dropout": 0.1, |
| "hidden_act": { |
| "name": "torch.nn.SELU" |
| }, |
| "hidden_layers": [ |
| 1024, |
| 1024, |
| 1024, |
| 1024 |
| ], |
| "in_features": 1024, |
| "name": "fim.models.blocks.MLP", |
| "out_features": 512, |
| "output_act": { |
| "name": "torch.nn.Identity" |
| } |
| }, |
| "init_cond_net": { |
| "dropout": 0.1, |
| "hidden_act": { |
| "name": "torch.nn.SELU" |
| }, |
| "hidden_layers": [ |
| 1024, |
| 1024, |
| 1024, |
| 1024 |
| ], |
| "in_features": 513, |
| "name": "fim.models.blocks.MLP", |
| "out_features": 2, |
| "output_act": { |
| "name": "torch.nn.Identity" |
| } |
| }, |
| "load_in_8bit": false, |
| "loss_configs": { |
| "loss_scale_drift": 1.0, |
| "loss_scale_init_cond": 1.0, |
| "loss_scale_unsuperv_loss": 10.0, |
| "ode_solver": "rk4" |
| }, |
| "model_type": "fimode", |
| "normalization_time": { |
| "name": "fim.models.blocks.MinMaxNormalization" |
| }, |
| "normalization_values": { |
| "name": "fim.models.blocks.MinMaxNormalization" |
| }, |
| "time_encoding": { |
| "name": "fim.models.blocks.SineTimeEncoding", |
| "out_features": 512 |
| }, |
| "torch_dtype": "float32", |
| "transformers_version": "4.51.3", |
| "trunk_net": { |
| "dropout": 0.1, |
| "hidden_act": { |
| "name": "torch.nn.SELU" |
| }, |
| "hidden_layers": [ |
| 1024, |
| 1024, |
| 1024, |
| 1024 |
| ], |
| "in_features": 512, |
| "name": "fim.models.blocks.MLP", |
| "out_features": 512, |
| "output_act": { |
| "name": "torch.nn.Identity" |
| } |
| }, |
| "use_bf16": false, |
| "vector_field_net": { |
| "dropout": 0.1, |
| "hidden_act": { |
| "name": "torch.nn.SELU" |
| }, |
| "hidden_layers": [], |
| "in_features": 512, |
| "name": "fim.models.blocks.MLP", |
| "out_features": 2, |
| "output_act": { |
| "name": "torch.nn.Identity" |
| } |
| } |
| } |
|
|
