{
  "schemaVersion": 1,
  "lessonId": "pretraining-01",
  "contentHash": "e44d399501edc9669f44321bf1190105f65df97b7153323d41a087617b8458b3",
  "executedAt": "2026-10-20T10:51:59.021149+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "MLM initial/final/changed-mask: 1.0986123085021973 0.010633035562932491 0.010457751341164112\nMLM initial/final/changed-mask: 1.0986123085021973 0.010633035562932491 0.010457751341164112\nUnselected output logits have zero direct loss gradient.\nToken-weighted / sequence-weighted: 0.6577723026275635 0.51289606\nChanged position loss: 0.010457751341164112\nEmpty mask rejected\nIndependent masked softmax gradient agrees.\nPASS: pretraining-01\n",
  "notebookCells": [
    {
      "sourceHash": "bc10f22e3f02438656c2c363b639dd2c1eb6c9b95d2fe6583b390e9504ef33ec",
      "outputs": []
    },
    {
      "sourceHash": "7d32894d9228585a658a3f72a137c11901fa2c1edafcb4eb6dea175cb6a15f77",
      "outputs": []
    },
    {
      "sourceHash": "89ee14aadef6c1a2b116ec5e69e7c1528553c7cba1d29dbf6004d9427c921754",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "MLM initial/final/changed-mask: 1.0986123085021973 0.010633035562932491 0.010457751341164112\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "d298b1bb1f94e7812e72875a704b2318ed06229788f8814fd3561476c3619437",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "MLM initial/final/changed-mask: 1.0986123085021973 0.010633035562932491 0.010457751341164112\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "c8880e2111f56f016e20c1cbd23314a47e23af0ea25d402e619b17386172b562",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
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",
            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "ef08a9353cabc1b2e7d6f3393b713626c000d4531ff67e82b33094d3daa07752",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Unselected output logits have zero direct loss gradient.\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "0ba43e78d639e6439022f43de3dd8505b20ad86d5a78925a94ef693eb63083fc",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Token-weighted / sequence-weighted: 0.6577723026275635 0.51289606\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "bfa6f958b1b4105c5edb569534b23c054f2b99584faff15c4cef5e5788a3cf25",
      "outputs": []
    },
    {
      "sourceHash": "bba65c429fcc582f63fa98a77de4cee58106a740ea6fc35b3c493035fc6a2812",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Changed position loss: 0.010457751341164112\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "649fa467cdeaa76a1d952549d7eeaedb9068607a10a6592b0009615c35ab5a55",
      "outputs": []
    },
    {
      "sourceHash": "d99431d3607f8f149cd0f73ce8e3ce9213b00bc3b80d3ea613810b55c263d1d8",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Empty mask rejected\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "cae8e1289f67b2d2a78af3b6f7a172ecd630454745ed4990da55f4683ceac659",
      "outputs": []
    },
    {
      "sourceHash": "2b298a5ec98708a02a4cf2b4b1a9ed66393eb40836c90209b443c9fbb78a7435",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Independent masked softmax gradient agrees.\n"
          ]
        }
      ]
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
