{
  "schemaVersion": 1,
  "lessonId": "recovery-01",
  "contentHash": "01efd384f4d1b167b7564b54c62321b1138e40d4d092dcc9975d133f0321e6ce",
  "executedAt": "2026-10-20T10:46:29.735773+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "Batch sizes: [4, 4, 3]\nExample order: [9, 10, 4, 1, 0, 7, 6, 8, 2, 5, 3]\nPreparation seconds (local observation only): 0.00836424995213747\nDataset SHA256: 1a81451a8fb32a1bf0ad6307ea19198153ab1603b37174c76c4d498e343e6892\nBatch sizes: [4, 4, 3]\nExample order: [9, 10, 4, 1, 0, 7, 6, 8, 2, 5, 3]\nPreparation seconds (local observation only): 1.874985173344612e-05\nDataset SHA256: 1a81451a8fb32a1bf0ad6307ea19198153ab1603b37174c76c4d498e343e6892\nEpoch one order: [4, 0, 5, 10, 6, 2, 1, 9, 7, 3, 8]\nOmitted IDs: [2, 3, 5]\nCopy preserves fingerprint; reordered source and edited labels invalidate it.\nPASS: recovery-01\n",
  "notebookCells": [
    {
      "sourceHash": "ae592378e5a1b47905d55008f1c3ff99e65092a62b3a06b43cae610a4b3e66e1",
      "outputs": []
    },
    {
      "sourceHash": "dc3b420ad5e0959237f8174362412a7f60eda46ccd9b2283b4793306b761b90c",
      "outputs": []
    },
    {
      "sourceHash": "af9e312a3a7aeb218a692ebe47aed807f2f9406e9f141e4cb9baa073bd913aa4",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Batch sizes: [4, 4, 3]\n",
            "Example order: [9, 10, 4, 1, 0, 7, 6, 8, 2, 5, 3]\n",
            "Preparation seconds (local observation only): 0.009738582652062178\n",
            "Dataset SHA256: 1a81451a8fb32a1bf0ad6307ea19198153ab1603b37174c76c4d498e343e6892\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "ab623e1e8ecb0eaadd352c9b2684764b313bcbf47202da2b3f594644e66aba14",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Batch sizes: [4, 4, 3]\n",
            "Example order: [9, 10, 4, 1, 0, 7, 6, 8, 2, 5, 3]\n",
            "Preparation seconds (local observation only): 2.0582694560289383e-05\n",
            "Dataset SHA256: 1a81451a8fb32a1bf0ad6307ea19198153ab1603b37174c76c4d498e343e6892\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "0209c54f0c6c1e5c85d0ce4b7b1780589ad58bf53446a640dc72da9dfc983460",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
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            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "ed0ff5cf0aea87c92e76a354e64ab01010e19fa00d9e762ef2e99f3a68acdd83",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch one order: [4, 0, 5, 10, 6, 2, 1, 9, 7, 3, 8]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "d00a4f181c07186e3a196209b0331255f2890580e357772c77ace3895b60c020",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Omitted IDs: [2, 3, 5]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "e694931ceea49d8ac5ff6868bea3bb8c3bf338f2eedfe87670ae38cfe40e4f96",
      "outputs": []
    },
    {
      "sourceHash": "a7c9f4a20bc58989096eea8ce03654baf58d7f3dc05288e72043d79508a7c6df",
      "outputs": []
    },
    {
      "sourceHash": "0a5a60edeed2ddd277ba97be44ed685ee61820640279a203b010151b1e5880fe",
      "outputs": []
    },
    {
      "sourceHash": "7e8a1c82875bf0016c200b6dd01f5e124c55af18482f7faea8b902946867879a",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Copy preserves fingerprint; reordered source and edited labels invalidate it.\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "19157ccc43c64be47dadba63f5416c6f7742a8037856066da5abd47f0bd6ec80",
      "outputs": []
    },
    {
      "sourceHash": "65c30eea7bcfa83b297303c37b29531be64405eb42d6b0363d2afcbc29cee873",
      "outputs": []
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
