{
  "schema_version": 1,
  "release": "0.1.1",
  "model": "PySecPatch-7B",
  "author": {
    "name": "Ahmed Bin Khalid",
    "affiliation": "Independent Researcher",
    "orcid": "0000-0002-0616-2604"
  },
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  "base_license": "Apache-2.0",
  "method": "continued QLoRA supervised fine-tuning",
  "lineage": [
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      "training_records": 8400,
      "validation_records": 1200,
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      "learning_rate": 0.0002,
      "max_sequence_length": 4096,
      "effective_batch_size": 8
    },
    {
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      "max_sequence_length": 2048,
      "effective_batch_size": 16,
      "optimizer": "paged_adamw_8bit",
      "quantization": "4-bit NF4 with double quantization",
      "train_steps": 3000,
      "train_loss": 0.1284,
      "validation_loss": 0.3163
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  ],
  "lora": {
    "rank": 16,
    "alpha": 32,
    "dropout": 0.05,
    "target_modules": [
      "q_proj",
      "k_proj",
      "v_proj",
      "o_proj",
      "gate_proj",
      "up_proj",
      "down_proj"
    ]
  },
  "seed": 20260627,
  "training_examples_total": 56400,
  "validation_examples_total": 5200,
  "test_or_holdout_records_used_for_training": 0,
  "push_to_hub_during_training": false,
  "final_adapter_sha256": "4c2b5c7c0d2982b99de9c319e998274fc12f3aae5bf8d2c3b5db58c5864dc65b",
  "software": {
    "python": "3.11.10",
    "torch": "2.5.1+cu124",
    "transformers": "5.12.1",
    "peft": "0.19.1",
    "trl": "1.6.0",
    "bitsandbytes": "0.49.2",
    "datasets": "5.0.0"
  },
  "provenance_note": "This release metadata removes machine-local paths and internal stage labels. Untouched trainer logs and configuration files are retained in the hashed evaluation evidence bundle."
}