{
  "schemaVersion": 1,
  "lessonId": "tpu-02",
  "contentHash": "90a369489019c4bccc04bade800129bfb8c90c341621d2a9a4160ef2a6d2b1d4",
  "executedAt": "2026-10-20T10:58:53.178365+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "Resumed state_hash matches uninterrupted control: ecba6a13e41beb0003af0371f8422efa3b08538c4420efb07a9bc61b0a10cdc1\nLosses across 6 steps: [3.6712, 3.78913, 1.91372, 2.09553, 1.81174, 1.16636]\nResumed state_hash matches uninterrupted control: ecba6a13e41beb0003af0371f8422efa3b08538c4420efb07a9bc61b0a10cdc1\nLosses across 6 steps: [3.6712, 3.78913, 1.91372, 2.09553, 1.81174, 1.16636]\nWarmup ms: 79.34 Median steady step ms: 0.0432\nResume rejection: checkpoint state hash mismatch\nStep 8 resumed vs control hash: eba1c0bcfb80184d9f5108c1d6539369e21f95276e5d6806234237f41eccbed9 eba1c0bcfb80184d9f5108c1d6539369e21f95276e5d6806234237f41eccbed9\nRecorded event sequence: ['started', 'warmup', 'step', 'step', 'checkpoint', 'completed', 'restored', 'warmup', 'step', 'step', 'checkpoint', 'completed']\nLoaded step: 4 Leftover tmp files: []\nPASS: tpu-02\n",
  "notebookCells": [
    {
      "sourceHash": "b7112ebf276c607f35e15db89d335c8f7665191150cd7e1bf22c2e6801dab431",
      "outputs": []
    },
    {
      "sourceHash": "b0f3d6ed93675f28e803e7c9127ce0a71308bb309b7db419bb36c84271f16645",
      "outputs": []
    },
    {
      "sourceHash": "26a9e8f04c58c7d280a1fc06fa3388f05aa64e742bc16199b3c11a7041057684",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Resumed state_hash matches uninterrupted control: ecba6a13e41beb0003af0371f8422efa3b08538c4420efb07a9bc61b0a10cdc1\n",
            "Losses across 6 steps: [3.6712, 3.78913, 1.91372, 2.09553, 1.81174, 1.16636]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "848156daa3822ce35b68f6ce26c53e528c05fb1eab14d80ff6c62f0270eea5bf",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Resumed state_hash matches uninterrupted control: ecba6a13e41beb0003af0371f8422efa3b08538c4420efb07a9bc61b0a10cdc1\n",
            "Losses across 6 steps: [3.6712, 3.78913, 1.91372, 2.09553, 1.81174, 1.16636]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "0ab681f344616ad836608e8d22a7491bce5408a6d1437b8567af720ec9ca890a",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
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            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "4927b6684b6ad4d5e472a876688107133cc8a5a62e53dcddd18d49867fc3e813",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Warmup ms: 81.028 Median steady step ms: 0.0458\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "51ea7603a08d8126bfe8e67b51eb9f8997d0c7e1a48de52f49ce31a737a73bfc",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Resume rejection: checkpoint state hash mismatch\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "cb46376f483f2038af3228387184950ee25f0bae181555d265040c243f903d5b",
      "outputs": []
    },
    {
      "sourceHash": "b0c28536a093ad0e86e6f79af0300a9c1cfba670cd2a7d8e74ec682acbe4662b",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Step 8 resumed vs control hash: eba1c0bcfb80184d9f5108c1d6539369e21f95276e5d6806234237f41eccbed9 eba1c0bcfb80184d9f5108c1d6539369e21f95276e5d6806234237f41eccbed9\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "464067448d2ab6a3e20a481bc2568e129609339bc9794e60b046e1d9c8f6aa34",
      "outputs": []
    },
    {
      "sourceHash": "416405b91ef0edad800ee06b7ffd8623c74e30f24397b37008a0c8a0415cf123",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Recorded event sequence: ['started', 'warmup', 'step', 'step', 'checkpoint', 'completed', 'restored', 'warmup', 'step', 'step', 'checkpoint', 'completed']\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "af15fe1f7860f2cf64a182436875ca219542bfef511dbfeded02db9023cc3aa4",
      "outputs": []
    },
    {
      "sourceHash": "f0c6dcd3f9df11ecb26f6ef2d66ffd6a6187e7eeaffe0fff9eb5be98eb639eb4",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Loaded step: 4 Leftover tmp files: []\n"
          ]
        }
      ]
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
