{ "architectures": [ "SupraMiniWithGate" ], "model_type": "supra_mini_hadamard_gs", "vocab_size": 4096, "d_model": 128, "num_layers": 6, "num_heads": 4, "d_head": 16, "max_len": 256, "inner_dim": 64, "intermediate_dim": 64, "hadamard_dim": 128, "total_parameters": 812800, "tied_embeddings": true, "dynamic_gram_schmidt": { "enabled": true, "gate_projection": "Dense(128, bias=True) -> Sigmoid", "formula": "h_orth = h_final - (sigmoid(W_gate @ h_final + b) * proj_{x_in}(h_final))" }, "sublayer_diffusion": { "projection": "Pad zeros (64 -> 128)", "permutation_seed": 2026, "isometry": "Sylvester Hadamard 128 (normalized 1/sqrt(128))" }, "base_tokenizer": "SupraLabs/Supra-Mini-v6-1M", "training_history": { "stage_1_tinystories": { "tokens": 10000000, "final_loss": 2.7381, "optimizer": "AdamW 1e-3 -> 5e-4" }, "stage_2_general_mix": { "tokens": 20000000, "final_loss": 4.7582, "optimizer": "AdamW 1e-3 -> 1e-4" }, "stage_3_annealing": { "tokens": 50000000, "final_loss": 4.25, "optimizer": "AdamW 5e-4 -> 5e-5" }, "stage_4_self_distill": { "tokens": 20000000, "loss_type": "0.65 One-Hot + 0.35 Top-5 Soft-CE", "lr": 0.0001 } } }