| { | |
| "model_type": "GenoLiteHybrid", | |
| "vocab_size": 4, | |
| "sequence_length": 64, | |
| "num_classes": 3, | |
| "d_model": 512, | |
| "cnn": { | |
| "enabled": true, | |
| "blocks": 7, | |
| "channels": 960, | |
| "kernel_size": 3, | |
| "residual": true, | |
| "layernorm": true, | |
| "activation": "gelu" | |
| }, | |
| "gru": { | |
| "enabled": true, | |
| "hidden_size": 960, | |
| "layers": 4, | |
| "bidirectional": false, | |
| "batch_first": true, | |
| "projection_to_d_model": true, | |
| "layernorm": true | |
| }, | |
| "transformer": { | |
| "enabled": true, | |
| "layers": 6, | |
| "heads": 8, | |
| "ffn_dim": 2048, | |
| "dropout": 0.1, | |
| "activation": "gelu", | |
| "batch_first": true, | |
| "layernorm": true | |
| }, | |
| "mamba": { | |
| "enabled": true, | |
| "layers": 10, | |
| "state_dim": 1408, | |
| "gated": true, | |
| "residual": true, | |
| "layernorm": true | |
| }, | |
| "fusion": { | |
| "input_dim": 2048, | |
| "output_dim": 512, | |
| "activation": "gelu", | |
| "dropout": 0.1, | |
| "layernorm": true | |
| }, | |
| "classifier": { | |
| "hidden_dim": 512, | |
| "dropout": 0.1, | |
| "activation": "gelu", | |
| "num_classes": 3 | |
| }, | |
| "pooling": { | |
| "type": "mean" | |
| }, | |
| "training": { | |
| "epochs": 3, | |
| "batch_size": 3, | |
| "learning_rate": 0.0001, | |
| "optimizer": "AdamW", | |
| "weight_decay": 0.01, | |
| "gradient_clipping": 1.0, | |
| "shuffle": true | |
| }, | |
| "dataset": { | |
| "type": "synthetic", | |
| "samples_total": 9000, | |
| "samples_per_class": 3000, | |
| "classes": [ | |
| "OK", | |
| "MHAP", | |
| "PROBLEM" | |
| ], | |
| "difficulty_levels": [ | |
| "easy", | |
| "medium", | |
| "hard" | |
| ], | |
| "features": [ | |
| "controlled_entropy", | |
| "motif_repetition", | |
| "hidden_illegal_pairs", | |
| "partial_shuffle", | |
| "duplicate_prevention", | |
| "class_overlap" | |
| ] | |
| }, | |
| "hardware": { | |
| "device": "cpu", | |
| "ram_gb": 8, | |
| "cpu": "Intel i7-4700MQ" | |
| }, | |
| "estimated_parameters": "88M+" | |
| } |