{
  "schemaVersion": 1,
  "lessonId": "pretraining-03",
  "contentHash": "f831dc2fce1ef37c4dd173016bbc86e0579d06d729ff6ff7c5989e9cffadba28",
  "executedAt": "2026-10-20T10:52:06.547124+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "Paired contrastive initial/final: 0.564157247543335 0.013556718826293945 ; all four nearest pairs correct\nPaired contrastive initial/final: 0.564157247543335 0.013556718826293945 ; all four nearest pairs correct\nCollapsed baseline: 1.3862943649291992\nTemperature/loss: 0.2 0.006715348921716213\nTemperature/loss: 1.0 0.31326162815093994\nTemperature/loss: 2.0 0.4740769863128662\nIncorrect pair mapping loss: 7.493563652038574\nDuplicated diagonal-only penalty: 0.6931472215801477\nStep / finite difference / autodiff: 0.001 -1.3803242444992065 -1.3803226947784424\nStep / finite difference / autodiff: 0.0005 -1.3802646398544312 -1.3803226947784424\nPASS: pretraining-03\n",
  "notebookCells": [
    {
      "sourceHash": "4ed9bb2f313d664b96b77a69414f57257f583497ed9ab5a2e949975e857d1df7",
      "outputs": []
    },
    {
      "sourceHash": "5ecee555f7d4e4751d190ae825b4d8b365c52bd1112a99023998863eb39e06a5",
      "outputs": []
    },
    {
      "sourceHash": "878167ebdf57a262299484698a1f06f61665e36a74e7a942ee08b28c37fc78f1",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Paired contrastive initial/final: 0.564157247543335 0.013556718826293945 ; all four nearest pairs correct\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "50a11cbabad2b51b323e50b2acd3989bbfb3534f5156a7eccdb9a904f1ffbd77",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Paired contrastive initial/final: 0.564157247543335 0.013556718826293945 ; all four nearest pairs correct\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "d9739a5b04ec6ad5533cb5996b986405196698a16d91ddb4eb8b526df9ccc1c9",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
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",
            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "9c8b59c84914f1554cee3d6d106ffe1cd4fb7abbe1f5ae39bf104ebd29e6337e",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collapsed baseline: 1.3862943649291992\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "057ab226d29b83e2d6cc58d0b0690d2070d0e0404b1e75535bb3f0472524b929",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Temperature/loss: 0.2 0.006715348921716213\n",
            "Temperature/loss: 1.0 0.31326162815093994\n",
            "Temperature/loss: 2.0 0.4740769863128662\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "e494766cd16b52549c6b6002cbcfcd8872a1525910e36fcec2853598f4897f47",
      "outputs": []
    },
    {
      "sourceHash": "5527d77b8833aedecfd1b5767d4e3e0275d9f36c3e011e3930aa9b94fe2ce20f",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Incorrect pair mapping loss: 7.493563652038574\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "1a9bbf76fde5d189726babcc00c3a2408fa8a52e54e8ca869386ee0de4c83a76",
      "outputs": []
    },
    {
      "sourceHash": "aa8bcb98d14c590568c549a375daf7e45d8e6ab1c5c42a53d94fe1598c00ab07",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Duplicated diagonal-only penalty: 0.6931472215801477\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "e8564e55f483eb943abf5b851cb2356a0e0aa1566df8c3f5ea8d8a9612c80627",
      "outputs": []
    },
    {
      "sourceHash": "97b8f32c42419c22b572e783c0d6f3e55b778eb87e614ed57c8384d7f8c1167c",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Step / finite difference / autodiff: 0.001 -1.3803242444992065 -1.3803226947784424\n",
            "Step / finite difference / autodiff: 0.0005 -1.3802646398544312 -1.3803226947784424\n"
          ]
        }
      ]
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
