{
  "schemaVersion": 1,
  "lessonId": "operations-02",
  "contentHash": "dd61186655e00859690d650c18acd842b02a696530e9711d97dcc136d41f25ab",
  "executedAt": "2026-10-20T10:51:22.258741+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "healthy: {'status': 'completed', 'updates': 12, 'examples': 96, 'last_step': 12, 'checkpoint_step': 12, 'uncheckpointed_updates': 0, 'update_s': 0.0003859163261950016, 'update_examples_per_s': 248758.58698834025, 'job_examples_per_s': 176.72946936655072, 'update_duty_fraction': 0.0007104457036284513}\nincident: {'status': 'failed', 'updates': 5, 'examples': 40, 'last_step': 5, 'checkpoint_step': 4, 'uncheckpointed_updates': 1, 'update_s': 0.00017587607726454735, 'update_examples_per_s': 227432.86421969283, 'job_examples_per_s': 69.44720752337886, 'update_duty_fraction': 0.0003053525609047209}\nhealthy: {'status': 'completed', 'updates': 12, 'examples': 96, 'last_step': 12, 'checkpoint_step': 12, 'uncheckpointed_updates': 0, 'update_s': 0.0003807488828897476, 'update_examples_per_s': 252134.68591527935, 'job_examples_per_s': 174.31857639191733, 'update_duty_fraction': 0.0006913708669599339}\nincident: {'status': 'failed', 'updates': 5, 'examples': 40, 'last_step': 5, 'checkpoint_step': 4, 'uncheckpointed_updates': 1, 'update_s': 0.00018524983897805214, 'update_examples_per_s': 215924.61413550316, 'job_examples_per_s': 70.63820657474201, 'update_duty_fraction': 0.0003271429098417335}\nexamples / synchronized seconds: 96 0.0003807488828897476\nmeasured update duty fraction, not hardware utilization: 0.0006913708669599339\nPASS: operations-02\n",
  "notebookCells": [
    {
      "sourceHash": "82dbdc57f40296c9c99a753a1715d43174177c96321b61aa76ce87bfcfdd73b1",
      "outputs": []
    },
    {
      "sourceHash": "6eb86abf8bb037a0c00eff6d8d53d5b1f2a2612d3034be238dc49292abd4f84c",
      "outputs": []
    },
    {
      "sourceHash": "3176d262fea05d86de310418a84395d675119528144fc75775df912272344051",
      "outputs": []
    },
    {
      "sourceHash": "44f168234cf16e4a1262c07dfc22fb704da774e48a54dd14ee8255319c87e4a6",
      "outputs": []
    },
    {
      "sourceHash": "d86d05bd37fb527b0016c3d34977707d10a3109246eaca5d58c3949de38f3ddf",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "healthy: {'status': 'completed', 'updates': 12, 'examples': 96, 'last_step': 12, 'checkpoint_step': 12, 'uncheckpointed_updates': 0, 'update_s': 0.00037591950967907906, 'update_examples_per_s': 255373.81680976017, 'job_examples_per_s': 181.37206519524128, 'update_duty_fraction': 0.0007102218522674694}\n",
            "incident: {'status': 'failed', 'updates': 5, 'examples': 40, 'last_step': 5, 'checkpoint_step': 4, 'uncheckpointed_updates': 1, 'update_s': 0.00016487622633576393, 'update_examples_per_s': 242606.23189265368, 'job_examples_per_s': 75.93127936709894, 'update_duty_fraction': 0.00031298157007234815}\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "fbbf058d5b67231da62dc842093d4c7715fc509a97bf975b8fd7efb0ae2816e5",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "healthy: {'status': 'completed', 'updates': 12, 'examples': 96, 'last_step': 12, 'checkpoint_step': 12, 'uncheckpointed_updates': 0, 'update_s': 0.00032999971881508827, 'update_examples_per_s': 290909.3387858083, 'job_examples_per_s': 181.66226669217255, 'update_duty_fraction': 0.0006244635096638387}\n",
            "incident: {'status': 'failed', 'updates': 5, 'examples': 40, 'last_step': 5, 'checkpoint_step': 4, 'uncheckpointed_updates': 1, 'update_s': 0.0001765829510986805, 'update_examples_per_s': 226522.434646857, 'job_examples_per_s': 75.97589260379976, 'update_duty_fraction': 0.00033540118320838437}\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "dc1b74e27d233978e60d1184873977a4c5e9bef0a27fca7c7acd3685993279e2",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
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",
            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "fc21ba4a95e14d1e80ce31277d361f0f63bd50ba390559b494e590907e4359a7",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "examples / synchronized seconds: 96 0.00032999971881508827\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "a280658375fb1c0c62bd9d1fa714f32ae5866ed467ab4a7bea0d3f178c69e177",
      "outputs": []
    },
    {
      "sourceHash": "d6ba6f3793193717c9a5b21795c77e2e141f3c72c0e04b33ba890d371115922a",
      "outputs": []
    },
    {
      "sourceHash": "e70c7069763f36bd5deda6390611f86a593de11c92413c16d204e44d78472b91",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "measured update duty fraction, not hardware utilization: 0.0006244635096638387\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "93d0a8ac1d3992bacb1af1890d93b44870ddb59305ad2823825bc84b57e500fa",
      "outputs": []
    },
    {
      "sourceHash": "189a5a0fee9202a3f9adef88df1cda9d880315361c442b5112ef9b073698db0e",
      "outputs": []
    },
    {
      "sourceHash": "585c607a8c65d7fea4e1218c9b0b9119df48c0a9aa27497bbea64da9f47fc359",
      "outputs": []
    },
    {
      "sourceHash": "e8d523897a5bd0c5109e2e8f66b48b5fd0dddec60851194aa751674056df3d8b",
      "outputs": []
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
