{ "cells": [ { "cell_type": "markdown", "id": "3008a8ff", "metadata": {}, "source": [ "# Kolmogorov-Arnold Network with B-Spline approximation\n", "We demonstrate a Kolmogorov-Arnold network whose learned activation functions are B-Spline functions composed with\n", "the `real.rational` input map. This is somewhat similar to the original KAN paper." ] }, { "cell_type": "code", "execution_count": 1, "id": "41d62a58", "metadata": { "ExecuteTime": { "end_time": "2025-11-02T21:14:33.861688Z", "start_time": "2025-11-02T21:14:28.671868Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import torch\n", "from torch import nn\n", "\n", "import torchcurves as tc\n" ] }, { "cell_type": "markdown", "id": "4f0c8eb9", "metadata": {}, "source": [ "## Define regression function" ] }, { "cell_type": "code", "execution_count": 2, "id": "30cb935d", "metadata": { "ExecuteTime": { "end_time": "2025-11-02T21:14:33.902482Z", "start_time": "2025-11-02T21:14:33.896470Z" } }, "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": "2025-11-02T21:14:33.987459Z", "start_time": "2025-11-02T21:14:33.972169Z" } }, "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": "2025-11-02T21:14:36.764184Z", "start_time": "2025-11-02T21:14:34.074417Z" } }, "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": "2025-11-02T21:14:37.400339Z", "start_time": "2025-11-02T21:14:37.381406Z" } }, "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": "2025-11-02T21:14:38.442016Z", "start_time": "2025-11-02T21:14:37.876895Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "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", "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": "2025-11-02T21:14:52.776175Z", "start_time": "2025-11-02T21:14:52.757410Z" } }, "outputs": [], "source": [ "input_dim = 2\n", "intermediate_dim = 5\n", "knots = 10\n", "\n", "kan = nn.Sequential(\n", " # layer 1\n", " tc.BSplineCurve(input_dim, intermediate_dim, knots_config=knots, input_map='real.rational'),\n", " tc.Sum(dim=-2),\n", " # layer 2\n", " tc.BSplineCurve(intermediate_dim, intermediate_dim, knots_config=knots, input_map='real.rational'),\n", " tc.Sum(dim=-2),\n", " # layer 3\n", " tc.BSplineCurve(intermediate_dim, 1, knots_config=knots, input_map='real.rational'),\n", " tc.Sum(dim=-2),\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "id": "8148895c", "metadata": { "ExecuteTime": { "end_time": "2025-11-02T21:14:53.104877Z", "start_time": "2025-11-02T21:14:53.089690Z" } }, "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": "2025-11-02T21:16:09.799026Z", "start_time": "2025-11-02T21:14:53.653409Z" } }, "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 = 0.143, eval_loss = 0.241\n", "Epoch 20: train loss = 0.115, eval_loss = 0.133\n", "Epoch 30: train loss = 0.102, eval_loss = 0.104\n", "Epoch 40: train loss = 0.099, eval_loss = 0.100\n", "Epoch 50: train loss = 0.098, eval_loss = 0.097\n", "Epoch 60: train loss = 0.092, eval_loss = 0.122\n", "Epoch 70: train loss = 0.088, eval_loss = 0.134\n", "Epoch 80: train loss = 0.087, eval_loss = 0.143\n", "Epoch 90: train loss = 0.088, eval_loss = 0.159\n", "Epoch 100: train loss = 0.086, eval_loss = 0.165\n" ] } ], "source": [ "n_epochs = 100\n", "batch_size = 32\n", "lr = 5e-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": "2cf6f806", "metadata": { "ExecuteTime": { "end_time": "2025-11-02T21:16:10.162694Z", "start_time": "2025-11-02T21:16:10.055655Z" } }, "outputs": [], "source": [ "with torch.no_grad():\n", " kan_z = kan(grid).reshape(n, n)" ] }, { "cell_type": "code", "execution_count": 11, "id": "59f5312f", "metadata": { "ExecuteTime": { "end_time": "2025-11-02T21:16:13.002245Z", "start_time": "2025-11-02T21:16:10.483037Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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('True function')\n", "ax_left.plot_surface(grid_x, grid_y, plot_z)\n", "\n", "ax_right.set_title('Spline-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": "2025-11-02T21:16:13.322909Z", "start_time": "2025-11-02T21:16:13.319690Z" } }, "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 }