{ "cells": [ { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0\n" ] } ], "source": [ "use_gpu = True # Set to False to use CPU\n", "dev = str(0) \n", "\n", "import os\n", "if use_gpu:\n", " try:\n", " import cupy as xp\n", " from cupyx.scipy.interpolate import Akima1DInterpolator as stock_akima\n", " os.environ[\"OMP_NUM_THREADS\"] = str(1)\n", " os.system(\"OMP_NUM_THREADS=1\")\n", " os.system(\"CUDA_VISIBLE_DEVICES=\" + dev)\n", " os.environ[\"CUDA_VISIBLE_DEVICES\"] = dev\n", " os.system(\"echo $CUDA_VISIBLE_DEVICES\")\n", "\n", " os.environ[\"XLA_FLAGS\"] = '--xla_force_host_platform_device_count=1'\n", " except:\n", " print('No GPUs available, using CPUs')\n", " import numpy as np\n", " from scipy.interpolate import Akima1DInterpolator as stock_akima\n", "\n", "else:\n", " import numpy as xp\n", " from scipy.interpolate import Akima1DInterpolator as stock_akima\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from cudakima import AkimaInterpolant1D\n", "\n", "import scipy" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# just for plotting purposes\n", "def to_cpu(x):\n", " try:\n", " return x.get()\n", " except:\n", " return x" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Getting started" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "cubic_interp = AkimaInterpolant1D(sanitize=True, use_gpu=use_gpu, threadsperblock=512, order='cubic')\n", "linear_interp = AkimaInterpolant1D(sanitize=True, use_gpu=use_gpu, threadsperblock=512, order='linear')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Arrays of equal shape" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# Generate some random data\n", "xmin, xmax = 0, 10 # X Domain\n", "ymin, ymax = -100, 100 # Y Domain\n", "npoints = 10 # Number of points\n", "nrealizations = 100 # Number of realizations\n", "\n", "x = xp.random.random(size=(nrealizations, npoints)) * (xmax - xmin) + xmin\n", "# Make sure the first and last points are the same\n", "x[:, 0] = xmin\n", "x[:, -1] = xmax\n", "y = xp.random.random(size=(nrealizations, npoints)) * (ymax - ymin) + ymin\n", "\n", "\n", "# Define the x values to interpolate\n", "xinterp = xp.linspace(xmin, xmax, 1000)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# Generate some random data\n", "xmin, xmax = -4, np.log10(2.9e-2) # X Domain\n", "ymin, ymax = -100, 100 # Y Domain\n", "npoints = 10 # Number of points\n", "nrealizations = 100 # Number of realizations\n", "\n", "x = xp.random.random(size=(nrealizations, npoints)) * (xmax - xmin) + xmin\n", "# Make sure the first and last points are the same\n", "x[:, 0] = xmin\n", "x[:, -1] = xmax\n", "y = xp.random.random(size=(nrealizations, npoints)) * (ymax - ymin) + ymin\n", "\n", "y = scipy.stats.truncnorm(loc=0, scale=0.1, a=-3, b=3).rvs(size=(nrealizations, npoints))\n", "\n", "\n", "# Define the x values to interpolate\n", "xinterp = xp.linspace(xmin, xmax, 1000)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "linear_result = linear_interp(xinterp, x, y)\n", "cubic_result = cubic_interp(xinterp, x, y)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "realization = 4\n", "\n", "for result, label in zip([linear_result, cubic_result], ['Linear Akima', 'Cubic Akima']):\n", " plt.plot(to_cpu(xinterp), 10**to_cpu(result)[realization], label=label)\n", "\n", "plt.scatter(to_cpu(x)[realization], 10**to_cpu(y)[realization], marker='x', c='k', label='Knots')\n", "\n", "\n", "\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Arrays of different shapes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can combine arrays of different shapes padding them with `xp.nan` and stacking them together" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# generate random arrays as before, but fill some of them with nans\n", "x = xp.random.random(size=(nrealizations, npoints)) * (xmax - xmin) + xmin\n", "# Make sure the first and last points are the same\n", "x[:, 0] = xmin\n", "x[:, -4] = xmax\n", "y = xp.random.random(size=(nrealizations, npoints)) * (ymax - ymin) + ymin\n", "\n", "x[0, -3:] = xp.nan\n", "x[1, -2:] = xp.nan\n", "x[2, -1:] = xp.nan\n", "\n", "y[0, -3:] = xp.nan\n", "y[1, -2:] = xp.nan\n", "y[2, -1:] = xp.nan" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "linear_result = linear_interp(xinterp, x, y)\n", "cubic_result = cubic_interp(xinterp, x, y)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "realization = 3\n", "\n", "for result, label in zip([linear_result, cubic_result], ['Linear Akima', 'Cubic Akima']):\n", " plt.plot(to_cpu(xinterp), to_cpu(result)[realization], label=label)\n", "\n", "plt.scatter(to_cpu(x)[realization], to_cpu(y)[realization], marker='x', c='k', label='Knots')\n", "\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### arrays containing less than 4 points" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The boundary conditions currently implemented require at least 4 points in the interpolation grid. If there are less then 4 non-NaN values, the code falls back on *linear interpolation* between them." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# generate random arrays as before, but fill some of them with nans\n", "x = xp.random.random(size=(nrealizations, npoints)) * (xmax - xmin) + xmin\n", "# Make sure the first and last points are the same\n", "x[:, 0] = xmin\n", "x[:, 1] = xmax\n", "y = xp.random.random(size=(nrealizations, npoints)) * (ymax - ymin) + ymin\n", "\n", "# introduce a case with only 2 grid points and one with 3 grid points\n", "\n", "x[0, 2:] = xp.nan\n", "x[1, 3:] = xp.nan\n", "x[2, 4:] = xp.nan\n", "\n", "y[0, 2:] = xp.nan\n", "y[1, 3:] = xp.nan\n", "y[2, 4:] = xp.nan" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "linear_result = linear_interp(xinterp, x, y)\n", "cubic_result = cubic_interp(xinterp, x, y)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15, 5))\n", "\n", "titles = ['2 points, linear', '3 points, linear', '4+ points, Akima']\n", "\n", "for realization, title in zip(range(3), titles):\n", " \n", " plt.subplot(1, 3, realization + 1)\n", " for result, label in zip([linear_result, cubic_result], ['Linear Akima', 'Cubic Akima']):\n", " plt.plot(to_cpu(xinterp), to_cpu(result)[realization], label=label)\n", " plt.scatter(to_cpu(x)[realization], to_cpu(y)[realization], marker='x', c='k', label='Knots')\n", " plt.title(title)\n", "\n", " plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparison with Cubic Splines" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "from scipy.interpolate import CubicSpline" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "realization = 5 # Choose a realization without NaNs\n", "\n", "xhere = to_cpu(x[realization])\n", "yhere = to_cpu(y[realization])\n", "resulthere = to_cpu(cubic_result[realization])\n", "\n", "#sort the arrays\n", "idx = np.argsort(xhere)\n", "xhere = xhere[idx]\n", "yhere = yhere[idx]\n", "\n", "cs = CubicSpline(xhere, yhere)\n", "resultcs = cs(to_cpu(xinterp))\n", "\n", "plt.plot(to_cpu(xinterp), to_cpu(result)[realization], c='k', ls = '--', lw=1, label='Akima Splines')\n", "plt.plot(to_cpu(xinterp), resultcs, c='r', ls = '--', lw=1, label='Cubic Splines')\n", "plt.scatter(to_cpu(x)[realization], to_cpu(y)[realization], marker='x', c='k', label='Knots')\n", "\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Akima splines show **smoother** behaviour with respect to Cubic Splines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Timing against the stock implementation in Scipy / Cupy" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# Generate some random data\n", "xmin, xmax = 0, 10 # X Domain\n", "ymin, ymax = -100, 100 # Y Domain\n", "npoints = 10 # Number of points\n", "nrealizations = 100 # Number of realizations\n", "\n", "x = xp.random.random(size=(nrealizations, npoints)) * (xmax - xmin) + xmin\n", "# Make sure the first and last points are the same\n", "x[:, 0] = xmin\n", "x[:, -1] = xmax\n", "y = xp.random.random(size=(nrealizations, npoints)) * (ymax - ymin) + ymin\n", "\n", "# Sort the array, cupy and scipy demand sorted x values\n", "x = xp.sort(x, axis=1)\n", "\n", "# Define the x values to interpolate\n", "xinterp = xp.linspace(xmin, xmax, 1000)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "def stock_interpolator(x, x_all, y_all):\n", "\n", " result = xp.empty((len(x_all), len(x)))\n", " for i, (x_here, y_here) in enumerate(zip(x_all, y_all)):\n", " interpolator = stock_akima(x_here, y_here)\n", " result[i] = interpolator(x)\n", " return result\n" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "cudakima_interpolator = AkimaInterpolant1D(sanitize=False, use_gpu=use_gpu, threadsperblock=128)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "236 ms ± 2.21 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "%%timeit\n", "# time stock scipy / cupy\n", "result_stock = stock_interpolator(xinterp, x, y)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.83 ms ± 13.9 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], "source": [ "%%timeit\n", "#time cudakima\n", "result_cudakima = cudakima_interpolator(xinterp, x, y)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result_cudakima = to_cpu(cudakima_interpolator(xinterp, x, y))\n", "result_stock = to_cpu(stock_interpolator(xinterp, x, y))\n", "\n", "realization = np.random.randint(0, nrealizations)\n", "fig = plt.figure(figsize=(12, 6))\n", "\n", "plt.subplot(121)\n", "plt.plot(to_cpu(xinterp), result_cudakima[realization], c='k', ls = '-', lw=2, label='Cudakima')\n", "plt.plot(to_cpu(xinterp), result_stock[realization], c='red', ls = '--', lw=2, label='Stock scipy/cupy', alpha=0.5)\n", "plt.scatter(to_cpu(x)[realization], to_cpu(y)[realization], marker='x', c='k', label='Knots')\n", "plt.legend()\n", "plt.subplot(122)\n", "plt.plot(to_cpu(xinterp), result_cudakima[realization] - result_stock[realization], c='k', ls = '-', lw=2, label='difference')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multidimensional new arrays" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "from cudakima import AkimaInterpolant1DMultiDim" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "linear_multidim_interp = AkimaInterpolant1DMultiDim(sanitize=False, use_gpu=use_gpu, threadsperblock=512, order='linear')\n", "cubic_multidim_interp = AkimaInterpolant1DMultiDim(sanitize=False, use_gpu=use_gpu, threadsperblock=512, order='cubic')" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "# generate some data\n", "batch_shape = (100, 5)\n", "max_points_per_group = 100\n", "full_shape = batch_shape + (max_points_per_group,)\n", "\n", "n_interp = 10000\n", "\n", "x_data = xp.full(full_shape, xp.nan)\n", "y_data = xp.full(full_shape, xp.nan)\n", "x_new_multidim = xp.full(batch_shape + (n_interp,), xp.nan)\n", "\n", "for idx in xp.ndindex(batch_shape):\n", " # Random group size (at least 4 for Akima)\n", " group_size = int(xp.random.randint(4, max_points_per_group + 1))\n", "\n", " # Create smooth test function with some noise\n", " tmp = xp.random.uniform(0, 10, group_size)\n", " x_group = xp.sort(tmp)\n", " y_group = xp.sin(x_group) + 0.1 * x_group + 0.05 * xp.random.randn(group_size)\n", " \n", " x_data[idx][:group_size] = x_group\n", " y_data[idx][:group_size] = y_group\n", " \n", " # Create interpolation points for this group (within data range)\n", " x_min, x_max = x_group[0], x_group[-1]\n", " x_new_multidim[idx] = xp.linspace(x_min, x_max, n_interp)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(100, 5, 100)\n", "(100, 5, 100)\n", "(100, 5, 10000)\n" ] } ], "source": [ "for _ in [x_data, y_data, x_new_multidim]:\n", " print(_.shape)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "linear_result = linear_multidim_interp(x_new_multidim, x_data, y_data)\n", "cubic_result = cubic_multidim_interp(x_new_multidim, x_data, y_data)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.89 ms ± 14.1 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], "source": [ "%%timeit\n", "\n", "_ = cubic_multidim_interp(x_new_multidim, x_data, y_data)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# visualize a few results\n", "N1 = 3\n", "N2 = 3\n", "Nsubplots = 101 + N2 * 10\n", "\n", "for i in range(N1):\n", " plt.figure(figsize=(15, 10))\n", " for j in range(N2):\n", " plt.subplot(Nsubplots + j)\n", " idx = (i, j)\n", " for result, label in zip([linear_result, cubic_result], ['Linear Akima', 'Cubic Akima']):\n", " plt.plot(to_cpu(x_new_multidim[idx]), to_cpu(result[idx]), ls = '-', lw=1, label=label)\n", " valid = ~xp.isnan(x_data[idx]) & ~xp.isnan(y_data[idx])\n", " plt.scatter(to_cpu(x_data[idx][valid]), to_cpu(y_data[idx][valid]), marker='x', c='k', label='Knots')\n", " plt.title(f'Indices {idx}, {valid.sum()} points')\n", " if i == 0 and j == 0:\n", " plt.legend()\n", " \n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "sgwb", "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": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 2 }