{
  "schemaVersion": 1,
  "lessonId": "transforms-02",
  "contentHash": "694b4a5e071b2909d41390d78eb340bbdc40813a451e782cd7794277c06609af",
  "executedAt": "2026-10-20T10:45:19.594199+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "Loss: 4.6666669845581055 gradient: -9.333333969116211\nweight / loss / gradient: 0.0 18.666667938232422 -18.666667938232422\nweight / loss / gradient: 1.0 4.6666669845581055 -9.333333969116211\nweight / loss / gradient: 2.0 0.0 0.0\nPASS: transforms-02\n",
  "notebookCells": [
    {
      "sourceHash": "9f169a99fd56a87bed362d86214ee9837fb7ede4b9551be6f03c098d3d045997",
      "outputs": []
    },
    {
      "sourceHash": "175f5e7144c97ffd77490a78899910878bf3828e42b68b3ed25972df9fef177d",
      "outputs": []
    },
    {
      "sourceHash": "0cab2766c00e96126e01eba396fd2837a572f47b66f499dbccf0b37149bec2b2",
      "outputs": []
    },
    {
      "sourceHash": "88b0d32df347b42761e6cd6627c45609c85f4da815d4722a026c2964c0c58f6c",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Loss: 4.6666669845581055 gradient: -9.333333969116211\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "b239813760e5a1e915589742e07254abb7112c6cafc6f94b7b4f735ccf649520",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
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            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "11ad6121fa69dbd638a5d7d2ecc3c0937b24f6016d84daf4c8d49f483e1d0a97",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "weight / loss / gradient: 0.0 18.666667938232422 -18.666667938232422\n",
            "weight / loss / gradient: 1.0 4.6666669845581055 -9.333333969116211\n",
            "weight / loss / gradient: 2.0 0.0 0.0\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "7cff1ac0329ec9209bea325c94235c900e6507e67365927148db3a63d87ca30c",
      "outputs": []
    },
    {
      "sourceHash": "0a7eff2793762bb41e4336150227ecbf90b1a1ff004d77c04a62922e3432b01f",
      "outputs": []
    },
    {
      "sourceHash": "272391adbf850ffc88d3d6cd08fe69d52b3963820a91160d7a161c8d6497da1d",
      "outputs": []
    },
    {
      "sourceHash": "daad1f3d78506c25c6308f96bc9a1de301bb2d5ffb38f7092193949fa4030528",
      "outputs": []
    },
    {
      "sourceHash": "99635f08043bcb607008c2fa6ef6e6dc218ed85d9c485aa36d5ce749ad298efc",
      "outputs": []
    },
    {
      "sourceHash": "454034554d38b908a0e32a81763213c0f6d3b826b088526caaf546d591f41c9c",
      "outputs": []
    },
    {
      "sourceHash": "6009298a3e1cd18c08a5e380dc0668a2d70cbc2197067e21bfc8f57a8e4b5b43",
      "outputs": []
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
