{
  "schemaVersion": 1,
  "lessonId": "transformers-03",
  "contentHash": "e1476923ec8af45541c1ffde358df2ce7e0100dd828c265a75ad1db8f790568d",
  "executedAt": "2026-10-20T10:47:18.530225+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "Block shape: (4, 8)\nBlock shape: (4, 8)\nbfloat16 max absolute error: 0.013455629348754883\nFloat32 reduction policy max absolute error: 0.013455629348754883\nPASS: transformers-03\n",
  "notebookCells": [
    {
      "sourceHash": "7e5ee5ec7517181c7e3f61894dd9cbe81449404b1460729405e4c4251be8abd2",
      "outputs": []
    },
    {
      "sourceHash": "c54542e4a9db00d1df3beb4a75b5f64ea4063b5bf20c827f84dc3daa67e90de5",
      "outputs": []
    },
    {
      "sourceHash": "b3ef080c3d847dce8c918ade455e157d4bb921d3c30002fec50cf795b3f6fc71",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Block shape: (4, 8)\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "bfffaeb854bc96c8ec50a2563c6c18e72cd69173d4b2d67e5cd3cec90a1c275c",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Block shape: (4, 8)\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "ad9d3e24ac2bbf91dade96c21995d5759b9e3518ef63eb716d4f5ab1fedd5d89",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
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",
            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "c63c779f471f7666dcf72deaf23146404e1a978543c2af1b226ffe64bcaf3b1f",
      "outputs": []
    },
    {
      "sourceHash": "f9a3c8b1ea904d77fd26cc36107c28e29bf3cdb0f973283c67885edbd57e1dc5",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "bfloat16 max absolute error: 0.013455629348754883\n",
            "Float32 reduction policy max absolute error: 0.013455629348754883\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "963b12ddd78cb8f2b4b42fb7885161633c547a319a3bb2f5182daff4413abd4b",
      "outputs": []
    },
    {
      "sourceHash": "ee34e89f74d06fff48b87bd3120e2b1d658435f9e21c6299f7bbc1f1a8c31b41",
      "outputs": []
    },
    {
      "sourceHash": "673c8e23fa6382926a763a7745a2322cd56b90ecee25c8507a6c0912274d4682",
      "outputs": []
    },
    {
      "sourceHash": "d0d83d17a79a70d7ee992b10b4285e48587412eb81258538ecc194c475163026",
      "outputs": []
    },
    {
      "sourceHash": "727f43eca8433e63eb4a9ae30d671799315b9d0c34381229007efa8767266a30",
      "outputs": []
    },
    {
      "sourceHash": "28eb622e1fe34d0bb39d90bf03d1a6ea89309dbee53fd3f72fda0751b1d2c8f1",
      "outputs": []
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
