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{
  "model_type": "gru_ring_v13_9_2",
  "vocab_size": 16384,
  "d_model": 128,
  "n_layers": 4,
  "n_heads": 4,
  "n_kv_heads": 4,
  "max_seq_len": 64,
  "batch_size": 4,
  "pad_token_id": 1,
  "d_ff1": 4096,
  "d_ff2": 2048,
  "d_ff3": 768,
  "num_hypotheses": 16,
  "num_trust_scorers": 16,
  "hypothesis_rank": 8,
  "dropout": 0.1,
  "trust_lr": 0.1,
  "punishment_patience": 3,
  "warmup_skip_steps": 5,
  "total_params": 16362323,
  "total_params_M": 16.362323,
  "training": {
    "version_base": "v13.9.2",
    "datasets": [
      "orion-research/translations-en_US-pt_BR",
      "cnmoro/Instruct-PTBR-10M",
      "strak2005/corpus-ptbr-v1"
    ],
    "per_dataset_counts": {
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      "cnmoro/Instruct-PTBR-10M": 500,
      "strak2005/corpus-ptbr-v1": 500
    },
    "max_samples_per_dataset": 500,
    "max_steps": 40,
    "grad_accum": 16,
    "per_device_batch_size": 1,
    "effective_batch_size": 16,
    "lr": 1e-05,
    "weight_decay": 0.01,
    "max_seq_len": 64,
    "gradient_checkpointing": true,
    "global_step": 20,
    "micro_batches": 640,
    "best_loss": 5.793953895568848,
    "final_loss": 6.2301025390625,
    "final_avg_loss": 6.2301025390625,
    "final_perplexity": 507.80755615234375,
    "elapsed_s": 237.3533353805542,
    "v4_best_checkpoint_extraction": {
      "extracted_from": "checkpoint_step20.pt",
      "extracted_at": "2026-07-27T18:56:42Z",
      "reason": "Training script saves final state, not best. Step 20 had best_loss 5.74 (ppl ~506), better than v3's final ppl 588. Extracted to canonicalize the best model for HF upload.",
      "step20_loss": 6.2301025390625,
      "step20_best_loss": 5.793953895568848,
      "final_step40_loss": 6.991185754537582,
      "final_step40_ppl": 1087.0096389243336
    }
  }
}