{
  "schemaVersion": 1,
  "lessonId": "performance-04",
  "contentHash": "24ad8bac2a5da5324fe40b66a37dbc8ed9430798cde46b66845ad3981944cf31",
  "executedAt": "2026-10-20T10:47:39.421946+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "StableHLO operations present: dot_general and tanh\nCompiler estimates (backend-specific): {'flops': 8192.0, 'bytes accessed1{}': 512.0, 'bytes accessedout{}': 2048.0, 'transcendentals': 256.0, 'bytes accessed': 5632.0, 'utilization1{}': 1.0, 'utilization0{}': 2.0, 'bytes accessed0{}': 3072.0}\nLocal CPU samples seconds: [2.1084211766719818e-05, 7.845880463719368e-05, 5.645817145705223e-05, 4.0166545659303665e-05, 3.654090687632561e-05]\nMatmul-only accounting: {'flops': 8192, 'minimum_bytes': 3584, 'flops_per_byte': 2.2857142857142856}\nHypothetical ceilings GFLOP/s: [26.666666666666664, 53.33333333333333, 100.0, 100.0, 100.0]\nStableHLO operations present: dot_general and tanh\nCompiler estimates (backend-specific): {'utilization1{}': 1.0, 'bytes accessed0{}': 3072.0, 'utilization0{}': 2.0, 'transcendentals': 256.0, 'bytes accessedout{}': 2048.0, 'bytes accessed1{}': 512.0, 'flops': 8192.0, 'bytes accessed': 5632.0}\nLocal CPU samples seconds: [2.9209069907665253e-05, 2.4625100195407867e-05, 1.6333069652318954e-05, 1.2042000889778137e-05, 1.1958181858062744e-05]\nMatmul-only accounting: {'flops': 8192, 'minimum_bytes': 3584, 'flops_per_byte': 2.2857142857142856}\nHypothetical ceilings GFLOP/s: [26.666666666666664, 53.33333333333333, 100.0, 100.0, 100.0]\nCeilings with twice minimum traffic GFLOP/s: [13.333333333333332, 26.666666666666664, 53.33333333333333, 100.0, 100.0]\nChanged contract: 27648 8064 3.4285714285714284 bandwidth-limited in the hypothetical model\nArithmetic unchanged; modeled traffic halved and intensity doubled.\nPASS: performance-04\n",
  "notebookCells": [
    {
      "sourceHash": "0ab36e5f589da7d5ea790d43fe521350034c433c2cb44bf4e6b87b8e960946d8",
      "outputs": []
    },
    {
      "sourceHash": "6c0918768de2c4275817462f2af6e1a32c1639584bb68d9f44d6dca5e9fe4e47",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "StableHLO operations present: dot_general and tanh\n",
            "Compiler estimates (backend-specific): {'utilization1{}': 1.0, 'bytes accessedout{}': 2048.0, 'transcendentals': 256.0, 'bytes accessed1{}': 512.0, 'bytes accessed0{}': 3072.0, 'utilization0{}': 2.0, 'flops': 8192.0, 'bytes accessed': 5632.0}\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "838aa3028bbe3934db132eab05dd6fba57fda811620f281f5677013d582ae6dd",
      "outputs": []
    },
    {
      "sourceHash": "0a78f558095e5d12a46f2a6a982f5ea82207eead13fc602e79c1c21d33651ebe",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Local CPU samples seconds: [1.808302477002144e-05, 1.4500226825475693e-05, 1.3750046491622925e-05, 1.2500211596488953e-05, 1.2708362191915512e-05]\n",
            "Matmul-only accounting: {'flops': 8192, 'minimum_bytes': 3584, 'flops_per_byte': 2.2857142857142856}\n",
            "Hypothetical ceilings GFLOP/s: [26.666666666666664, 53.33333333333333, 100.0, 100.0, 100.0]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "6b539c3693b6a70579bc098fe610647e1100785614df9f0ea7729e1d58a14074",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "StableHLO operations present: dot_general and tanh\n",
            "Compiler estimates (backend-specific): {'bytes accessed0{}': 3072.0, 'utilization1{}': 1.0, 'transcendentals': 256.0, 'utilization0{}': 2.0, 'bytes accessed': 5632.0, 'bytes accessedout{}': 2048.0, 'bytes accessed1{}': 512.0, 'flops': 8192.0}\n",
            "Local CPU samples seconds: [2.7957838028669357e-05, 2.512522041797638e-05, 2.4209264665842056e-05, 1.3750046491622925e-05, 1.1958181858062744e-05]\n",
            "Matmul-only accounting: {'flops': 8192, 'minimum_bytes': 3584, 'flops_per_byte': 2.2857142857142856}\n",
            "Hypothetical ceilings GFLOP/s: [26.666666666666664, 53.33333333333333, 100.0, 100.0, 100.0]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "4fdb141a112e3b3a03af9a6035b6590b430e77b597b91bee98331f718ea9b913",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
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",
            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "79995965924b074c71df59fe237e019d831ac1508d7c1e1fd44a6a05df03819d",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Ceilings with twice minimum traffic GFLOP/s: [13.333333333333332, 26.666666666666664, 53.33333333333333, 100.0, 100.0]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "f901d2fdd5e88b8194069d134a7ee985a0cd2dc7bc5de70530b769cf48c92e25",
      "outputs": []
    },
    {
      "sourceHash": "36e04b485c1836a1c4afd309d53518985392eba72b51d4a19e8ddac949efdc8a",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Changed contract: 27648 8064 3.4285714285714284 bandwidth-limited in the hypothetical model\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "3349f5d45352597e68706661b68f4b0dbc6df00c7ac9b92b3adbe688527b979e",
      "outputs": []
    },
    {
      "sourceHash": "4326bc3018bdf7dce08ac71007e84044b064e1d310ebd8cdcfb063b5db5424b7",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Arithmetic unchanged; modeled traffic halved and intensity doubled.\n"
          ]
        }
      ]
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
