Superposition and the Near Orthogonality of HD Data.ipynb

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  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Superposition and the Near Orthogonality of High Dimensional Data\n",
        "\n",
        "![hd sphere](https://upload.wikimedia.org/wikipedia/commons/thumb/6/6c/Hypersphere_volume_and_surface_area_graphs.svg/1920px-Hypersphere_volume_and_surface_area_graphs.svg.png)"
      ],
      "metadata": {
        "id": "p23UanLsONRV"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "ViqGd1scODD4"
      },
      "outputs": [],
      "source": [
        "import torch\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as graph\n",
        "graph.style.use('fivethirtyeight')\n",
        "\n",
        "\n",
        "def create_x(n: int, p: int) -> torch.Tensor:\n",
        "    x = torch.randn(n, p)\n",
        "    x /= x.norm(p=2, dim=1).unsqueeze(1)\n",
        "    return x\n",
        "\n",
        "\n",
        "def compute_angles(x: torch.Tensor) -> np.ndarray:\n",
        "    dots = x @ x.T\n",
        "    norms = x.norm(p=2, dim=1)\n",
        "    normed_dots = dots / torch.outer(norms, norms)\n",
        "    angles_in_degrees = torch.rad2deg(torch.acos(normed_dots))\n",
        "    mask_self_comparison = torch.eye(x.shape[0], dtype=bool)\n",
        "    return angles_in_degrees[~mask_self_comparison].numpy().flatten()\n",
        "\n",
        "n = 10_000  # Number of samples to generate\n",
        "ps = [2, 3, 5, 7, 30, 100, 1000, 16_000]  # Different dimensions to test"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Demo that even for random vectors data becomes near orthogonal as the number of dimensions increase"
      ],
      "metadata": {
        "id": "CraDanyaVpXc"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Demonstration for even random vectors\n",
        "for p in ps:\n",
        "    x = create_x(n, p)\n",
        "    angles = compute_angles(x)\n",
        "\n",
        "    graph.figure(figsize=(10, 5))\n",
        "    graph.hist(angles[:n*10], bins=180, range=(0, 180))\n",
        "    graph.title(f'Distribution of angles between random vectors in {p:,}D sphere')\n",
        "    graph.xlabel('Angle (degrees)')\n",
        "\n",
        "    graph.axvline(90, color='black', alpha=0.66)\n",
        "    graph.axvline(92, color='red', linestyle='--', alpha=0.66)\n",
        "    graph.axvline(88, color='red', linestyle='--', alpha=0.66)\n",
        "\n",
        "    graph.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "JECUFHAqTVH2",
        "outputId": "403c63b7-b611-434b-8500-f9eb1d75a97c"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot just the last histogram\n",
        "graph.figure(figsize=(10, 5))\n",
        "graph.hist(angles[:n*10], bins=180)\n",
        "graph.title(f'Distribution of angles between random vectors in {p:,}D sphere')\n",
        "graph.xlabel('Angle (degrees)')\n",
        "\n",
        "graph.axvline(90, color='black', alpha=0.66)\n",
        "graph.axvline(92, color='red', linestyle='--', alpha=0.66)\n",
        "graph.axvline(88, color='red', linestyle='--', alpha=0.66)\n",
        "\n",
        "graph.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 524
        },
        "id": "2CTz3wdHf_qN",
        "outputId": "cf12c275-687c-493e-ebe3-c4eba12f3597"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}