{
  "status": "passed",
  "validation_kind": "real_model_smoke",
  "scope": "Cached complete Valen-0.8B, one H200 CUDA GPU, LoRA rank 8, SDPA BF16, 1 training step and resume to step 2; reload/inference and same independent synthetic test before/after.",
  "quality_improvement_claimed": false,
  "export_validated": false,
  "test_records": 3,
  "train_records": 12,
  "validation_records": 3,
  "tested_sources": {
    "domain_finetuning.py": "8e8c022ce604443b5555e9a070c83fc0014916eb3efa6f7e10710dac19e2beb8"
  },
  "test_data_sha256": "680d23bd76259f6b01e5efe9959ef9bb2b64c09b711dc6ec837080bdecfa7199",
  "before": {
    "step": 0,
    "metrics": {
      "questions": 3,
      "metric_counts": {
        "accuracy": 3,
        "brier": 3,
        "nll": 3
      },
      "accuracy": 1.0,
      "brier": 0.0033288316135440255,
      "nll": 0.02991968276910484
    }
  },
  "after": {
    "step": 2,
    "metrics": {
      "questions": 3,
      "metric_counts": {
        "accuracy": 3,
        "brier": 3,
        "nll": 3
      },
      "accuracy": 1.0,
      "brier": 0.0019259190406349564,
      "nll": 0.022800371089639764
    }
  },
  "training_tests": {
    "passed": 39,
    "skipped": 1,
    "skip": "Optional Decision Index dependency unavailable; no Decision Index result claimed"
  },
  "environment": {
    "torch": "2.14.0+cu130",
    "transformers": "5.19.0",
    "peft": "0.18.1",
    "cuda": true
  },
  "attempts": [
    {
      "attempt": 1,
      "result": "PEFT missing at preflight; no training updates"
    },
    {
      "attempt": 2,
      "result": "Compute-node PyPI timeout; no training updates"
    },
    {
      "attempt": 3,
      "result": "Baseline evaluation passed; training stopped before updates due to missing PyAV metadata"
    },
    {
      "attempt": 4,
      "result": "Passed using isolated small Python source packages and existing P1 cached dependencies"
    }
  ],
  "raw_results": "/cookbook/validation/p2-finetuning-smoke.json"
}