{ "cells": [ { "cell_type": "markdown", "id": "66460916", "metadata": {}, "source": [ "# Kolmogorov-Arnold Network with Legendre approximation\n", "We demonstrate a Kolmogorov-Arnold network whose learned activation functions are Legendre polynomials composed with\n", "the `real.rational` input map. This shows that KAN activations can be approximated in many different ways, and do not have\n", "to be necessarily splines." ] }, { "cell_type": "code", "execution_count": 1, "id": "41d62a58", "metadata": { "ExecuteTime": { "end_time": "2025-11-03T04:37:22.636724Z", "start_time": "2025-11-03T04:37:19.953671Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import torch\n", "from torch import nn\n", "\n", "import torchcurves as tc" ] }, { "cell_type": "markdown", "id": "4f0c8eb9", "metadata": {}, "source": [ "## Define regression function" ] }, { "cell_type": "code", "execution_count": 2, "id": "30cb935d", "metadata": { "ExecuteTime": { "end_time": "2025-11-03T04:37:22.661707Z", "start_time": "2025-11-03T04:37:22.657429Z" } }, "outputs": [], "source": [ "def func(xs):\n", " pole_1 = torch.tensor(0-2j)\n", " pole_2 = torch.tensor(0-1j)\n", " cresult = 10 / (xs[:, 0] + 2 * xs[:, 1] - pole_1) - 2 / (2 * xs[:, 0] - xs[:, 1] - pole_2)\n", " return cresult.abs()" ] }, { "cell_type": "code", "execution_count": 3, "id": "5dec1de2", "metadata": { "ExecuteTime": { "end_time": "2025-11-03T04:37:22.724526Z", "start_time": "2025-11-03T04:37:22.716036Z" } }, "outputs": [], "source": [ "n = 100\n", "xs = torch.linspace(-3, 3, n)\n", "ys = torch.linspace(-3, 3, n)\n", "grid = torch.cartesian_prod(xs, ys)\n", "zs = func(grid)" ] }, { "cell_type": "code", "execution_count": 4, "id": "e6d08e0e", "metadata": { "ExecuteTime": { "end_time": "2025-11-03T04:37:24.039015Z", "start_time": "2025-11-03T04:37:22.771550Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plt.figure().add_subplot(projection='3d')\n", "grid_x = grid[:, 0].reshape(n, n)\n", "grid_y = grid[:, 1].reshape(n, n)\n", "plot_z = zs.reshape(n, n)\n", "ax.plot_surface(grid_x, grid_y, plot_z)" ] }, { "cell_type": "markdown", "id": "2ea7853a", "metadata": {}, "source": [ "## Generate training data" ] }, { "cell_type": "code", "execution_count": 5, "id": "a3608c18", "metadata": { "ExecuteTime": { "end_time": "2025-11-03T04:37:24.165016Z", "start_time": "2025-11-03T04:37:24.159195Z" } }, "outputs": [], "source": [ "n_samples = 1000\n", "sigma = 0.3\n", "X = torch.randn(n_samples, 2)\n", "y = func(X) + sigma * torch.randn(n_samples)" ] }, { "cell_type": "code", "execution_count": 6, "id": "de28fefb", "metadata": { "ExecuteTime": { "end_time": "2025-11-03T04:37:24.504719Z", "start_time": "2025-11-03T04:37:24.217078Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plt.figure().add_subplot(projection='3d')\n", "ax.scatter3D(X[:, 0], X[:, 1], y, c=y)" ] }, { "cell_type": "markdown", "id": "1c3f5462", "metadata": {}, "source": [ "## Define and train the KAN" ] }, { "cell_type": "code", "execution_count": 7, "id": "036e8fc0", "metadata": { "ExecuteTime": { "end_time": "2025-11-03T04:37:24.525884Z", "start_time": "2025-11-03T04:37:24.519980Z" } }, "outputs": [], "source": [ "input_dim = 2\n", "intermediate_dim = 5\n", "degree = 5\n", "\n", "kan = nn.Sequential(\n", " # layer 1\n", " tc.LegendreCurve(input_dim, intermediate_dim, degree=degree, input_map='real.rational'),\n", " tc.Sum(dim=-2),\n", " # layer 2\n", " tc.LegendreCurve(intermediate_dim, intermediate_dim, degree=degree, input_map='real.rational'),\n", " tc.Sum(dim=-2),\n", " # layer 3\n", " tc.LegendreCurve(intermediate_dim, 1, degree=degree, input_map='real.rational'),\n", " tc.Sum(dim=-2),\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "id": "8148895c", "metadata": { "ExecuteTime": { "end_time": "2025-11-03T04:37:24.588503Z", "start_time": "2025-11-03T04:37:24.579925Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([3, 1])\n" ] } ], "source": [ "example_data = torch.tensor([[-5, 3], [3, 2], [1, 3]])\n", "output = kan(example_data)\n", "print(output.shape)" ] }, { "cell_type": "code", "execution_count": 9, "id": "44cabfa7", "metadata": { "ExecuteTime": { "end_time": "2025-11-03T04:37:45.115990Z", "start_time": "2025-11-03T04:37:24.652195Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/alex/git/torchcurves/.venv/lib/python3.12/site-packages/torch/autograd/graph.py:824: UserWarning: CUDA initialization: The NVIDIA driver on your system is too old (found version 11040). Please update your GPU driver by downloading and installing a new version from the URL: http://www.nvidia.com/Download/index.aspx Alternatively, go to: https://pytorch.org to install a PyTorch version that has been compiled with your version of the CUDA driver. (Triggered internally at /pytorch/c10/cuda/CUDAFunctions.cpp:109.)\n", " return Variable._execution_engine.run_backward( # Calls into the C++ engine to run the backward pass\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 10: train loss = 0.338, eval_loss = 0.477\n", "Epoch 20: train loss = 0.135, eval_loss = 0.233\n", "Epoch 30: train loss = 0.118, eval_loss = 0.219\n", "Epoch 40: train loss = 0.107, eval_loss = 0.197\n", "Epoch 50: train loss = 0.105, eval_loss = 0.196\n", "Epoch 60: train loss = 0.102, eval_loss = 0.191\n", "Epoch 70: train loss = 0.102, eval_loss = 0.180\n", "Epoch 80: train loss = 0.097, eval_loss = 0.168\n", "Epoch 90: train loss = 0.093, eval_loss = 0.184\n", "Epoch 100: train loss = 0.092, eval_loss = 0.171\n" ] } ], "source": [ "n_epochs = 100\n", "batch_size = 32\n", "lr = 2e-3\n", "print_every = 10\n", "\n", "dl = torch.utils.data.DataLoader(torch.utils.data.TensorDataset(X, y), batch_size=batch_size, shuffle=True)\n", "optim = torch.optim.Adam(kan.parameters(), lr=lr)\n", "criterion = nn.MSELoss()\n", "\n", "for epoch in range(1, 1 + n_epochs):\n", " epoch_loss = 0.\n", " for Xb, yb in dl:\n", " pred = kan(Xb)\n", " cost = criterion(pred.squeeze(), yb)\n", "\n", " optim.zero_grad()\n", " cost.backward()\n", " optim.step()\n", "\n", " epoch_loss += cost * Xb.shape[0]\n", "\n", " epoch_loss /= n_samples\n", " eval_loss = criterion(kan(grid).squeeze(), func(grid))\n", "\n", " if epoch == n_epochs or epoch % print_every == 0:\n", " print(f'Epoch {epoch}: train loss = {epoch_loss:.3f}, eval_loss = {eval_loss:.3f}')" ] }, { "cell_type": "markdown", "id": "299ee356", "metadata": {}, "source": [ "## Plot the network and the true function, side by side" ] }, { "cell_type": "code", "execution_count": 10, "id": "59f5312f", "metadata": { "ExecuteTime": { "end_time": "2025-11-03T04:37:46.929919Z", "start_time": "2025-11-03T04:37:45.236225Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with torch.no_grad():\n", " kan_z = kan(grid).reshape(n, n)\n", "fig = plt.figure(figsize=(10, 4))\n", "ax_left = fig.add_subplot(1, 2, 1, projection='3d')\n", "ax_right = fig.add_subplot(1, 2, 2, projection='3d')\n", "\n", "ax_left.set_title('4dTrue function')\n", "ax_left.plot_surface(grid_x, grid_y, plot_z)\n", "\n", "ax_right.set_title('Legendre-Rational KAN')\n", "ax_right.plot_surface(grid_x, grid_y, kan_z)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "159cac0a", "metadata": { "ExecuteTime": { "end_time": "2025-11-03T04:37:46.997415Z", "start_time": "2025-11-03T04:37:46.993270Z" } }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }