developement-cupy/Radon-Fourier.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "nKmcTOakED3W"
   },
   "outputs": [],
   "source": [
    "# !pip install git+https://github.com/mrava87/pylops.git@feat-fourierradon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "rG3FunSbETsg"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ravasim/miniconda3_v23/envs/pylops_cupy_3090_working/lib/python3.9/site-packages/cupyx/jit/_interface.py:173: FutureWarning: cupyx.jit.rawkernel is experimental. The interface can change in the future.\n",
      "  cupy._util.experimental('cupyx.jit.rawkernel')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<CUDA Device 1>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cupy as cp\n",
    "import pylops\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from pylops.signalprocessing import FourierRadon2D, FourierRadon3D\n",
    "\n",
    "cp.cuda.Device(device=1).use()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "1A8SA6cVb0yx"
   },
   "source": [
    "## 2D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 451
    },
    "id": "Er4W7kH0EARR",
    "outputId": "49e2657d-8b13-4d52-ff2c-09eeebc57f65"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kind = \"linear\"\n",
    "flims = [0, 200] # None\n",
    "\n",
    "# Create axis (small centered)\n",
    "par = {'ot': 0,    'dt': 0.004, 'nt': 1024,\n",
    "       'ox': -500, 'dx': 5, 'nx': 201,\n",
    "       'oy': -250, 'dy': 10, 'ny': 51,\n",
    "       'f0': 10}\n",
    "theta = [30, ]\n",
    "t0 = [0.5, ]\n",
    "amp = [1., ]\n",
    "\n",
    "# Create axis\n",
    "t, t2, x, _ = pylops.utils.seismicevents.makeaxis(par)\n",
    "dt, dx = par['dt'], par['dx']\n",
    "\n",
    "# Create wavelet\n",
    "wav, _, wav_c = pylops.utils.wavelets.ricker(t[:41], f0=par['f0'])\n",
    "\n",
    "# Generate model\n",
    "if kind == \"linear\":\n",
    "    v = 1500.\n",
    "    pxx = np.sin(np.deg2rad(theta)) / v\n",
    "    _, d = \\\n",
    "        pylops.utils.seismicevents.linear2d(x, t, v, t0, theta, amp, wav)\n",
    "    npx, pxmax = par['nx'], 5e-4\n",
    "    px = np.linspace(-pxmax, pxmax, npx)\n",
    "    px_fou = px\n",
    "else:\n",
    "    pxx = 5e-7 * par['dx']\n",
    "    _, d = \\\n",
    "        pylops.utils.seismicevents.parabolic2d(x, t, t0, 0, pxx / par['dx'], amp, wav)\n",
    "    npx, pxmax = 2 * par['nx'], 2e-6\n",
    "    px = np.linspace(-pxmax, pxmax, npx) * par['dx']\n",
    "    px_fou = np.linspace(-pxmax, pxmax, npx)\n",
    "\n",
    "nfft = int(2 ** np.ceil(np.log2(par['nt'])))\n",
    "faxis = np.fft.rfftfreq(nfft, par[\"dt\"])\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(faxis, np.abs(np.fft.rfft(d[par['nx']//2], n=nfft)), 'k')\n",
    "if flims is not None:\n",
    "    plt.axvline(faxis[flims[0]], color='k', linestyle='--')\n",
    "    plt.axvline(faxis[flims[1]], color='k', linestyle='--')\n",
    "plt.title('Spectrum');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 544
    },
    "id": "TixTNaGDERcA",
    "outputId": "1bf202cf-edeb-4ca2-a798-e8c57a4b19ca"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "R2Opfourier = FourierRadon2D(t, x, px_fou, nfft, flims=flims, kind=kind, engine='numba', dtype='float64')\n",
    "dL_four = R2Opfourier.H * d\n",
    "dadj_four = R2Opfourier * dL_four\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(15, 6))\n",
    "axs[0].imshow(d.T, vmin=-1, vmax=1, cmap='seismic_r',\n",
    "              extent=(x[0], x[-1], t[-1], t[0]))\n",
    "axs[0].set_title('Input model')\n",
    "axs[0].axis('tight')\n",
    "axs[1].imshow(dL_four.T, cmap='seismic_r', vmin=-dL_four.max(), vmax=dL_four.max(),\n",
    "              extent=(px[0], px[-1], t[-1], t[0]))\n",
    "axs[1].axvline(pxx, color='r')\n",
    "axs[1].set_title('Radon')\n",
    "axs[1].axis('tight')\n",
    "axs[2].imshow(dadj_four.T, cmap='seismic_r', vmin=-dadj_four.max(), vmax=dadj_four.max(),\n",
    "              extent=(px[0], px[-1], t[-1], t[0]))\n",
    "axs[2].set_title('Adj Radon')\n",
    "axs[2].axis('tight');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 544
    },
    "id": "fQGy7OfDaq2F",
    "outputId": "ab70fbb6-67f8-4751-ab7b-04b0a44c4b21"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d_cp = cp.asarray(d)\n",
    "R2Opfourier_cp = FourierRadon2D(t, cp.asarray(x), cp.asarray(px_fou), nfft, flims=flims, kind=kind, engine='numpy', dtype='float64')\n",
    "R2Opfourier_cp.f = cp.asarray(R2Opfourier_cp.f)\n",
    "dL_four_cp = R2Opfourier_cp.H * d_cp\n",
    "dadj_four_cp = R2Opfourier_cp * dL_four_cp\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(15, 6))\n",
    "axs[0].imshow(d.T, vmin=-1, vmax=1, cmap='seismic_r',\n",
    "              extent=(x[0], x[-1], t[-1], t[0]))\n",
    "axs[0].set_title('Input model')\n",
    "axs[0].axis('tight')\n",
    "axs[1].imshow(cp.asnumpy(dL_four_cp).T, cmap='seismic_r', vmin=-dL_four_cp.max(), vmax=dL_four_cp.max(),\n",
    "              extent=(px[0], px[-1], t[-1], t[0]))\n",
    "axs[1].axvline(pxx, color='r')\n",
    "axs[1].set_title('Radon')\n",
    "axs[1].axis('tight')\n",
    "axs[2].imshow(cp.asnumpy(dadj_four_cp).T, cmap='seismic_r', vmin=-dadj_four.max(), vmax=dadj_four.max(),\n",
    "              extent=(px[0], px[-1], t[-1], t[0]))\n",
    "axs[2].set_title('Adj Radon')\n",
    "axs[2].axis('tight');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 544
    },
    "id": "yt66V-nNEZ6l",
    "outputId": "255a1355-5676-41b5-db0c-6b19ecaf5e51"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d_cp = cp.asarray(d)\n",
    "R2Opfourier_cp = FourierRadon2D(t, cp.asarray(x), cp.asarray(px_fou), nfft, flims=flims, kind=kind, engine='cuda', num_threads_per_blocks=(16, 16), dtype='float64')\n",
    "dL_four_cp = R2Opfourier_cp.H * d_cp\n",
    "dadj_four_cp = R2Opfourier_cp * dL_four_cp\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(15, 6))\n",
    "axs[0].imshow(d.T, vmin=-1, vmax=1, cmap='seismic_r',\n",
    "              extent=(x[0], x[-1], t[-1], t[0]))\n",
    "axs[0].set_title('Input model')\n",
    "axs[0].axis('tight')\n",
    "axs[1].imshow(cp.asnumpy(dL_four_cp).T, cmap='seismic_r', vmin=-dL_four_cp.max(), vmax=dL_four_cp.max(),\n",
    "              extent=(px[0], px[-1], t[-1], t[0]))\n",
    "axs[1].axvline(pxx, color='r')\n",
    "axs[1].set_title('Radon')\n",
    "axs[1].axis('tight')\n",
    "axs[2].imshow(cp.asnumpy(dadj_four_cp).T, cmap='seismic_r', vmin=-dadj_four.max(), vmax=dadj_four.max(),\n",
    "              extent=(px[0], px[-1], t[-1], t[0]))\n",
    "axs[2].set_title('Adj Radon')\n",
    "axs[2].axis('tight');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "IDWf5XhZXDWh",
    "outputId": "7b3ad07a-ff5a-4114-d8d8-c6e4c17c153d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9.75 ms ± 1.59 ms per loop (mean ± std. dev. of 2 runs, 1 loop each)\n",
      "6.27 ms ± 255 µs per loop (mean ± std. dev. of 2 runs, 1 loop each)\n"
     ]
    }
   ],
   "source": [
    "%timeit -n 1 -r 2 R2Opfourier * dL_four\n",
    "%timeit -n 1 -r 2 R2Opfourier.H * d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "IejKFQGBXyby",
    "outputId": "e997ade5-06a5-4fd2-bec9-27b3d3ad1d83"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.58 ms ± 54.5 µs per loop (mean ± std. dev. of 2 runs, 4 loops each)\n",
      "2.48 ms ± 73 µs per loop (mean ± std. dev. of 2 runs, 4 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit -n 4 -r 2 R2Opfourier_cp * dL_four_cp\n",
    "%timeit -n 4 -r 2 R2Opfourier_cp.H * d_cp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "J-HPNxHob7rh"
   },
   "source": [
    "## 3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 468
    },
    "id": "8sBhwkq4b8g1",
    "outputId": "fda4c3ae-1b45-421a-965a-c952e69510f5"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Spectrum')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kind = \"linear\"\n",
    "# flims = [0, 85] # None\n",
    "# Create axis (small centered)\n",
    "# par = {'ot': 0,    'dt': 0.004, 'nt': 256,\n",
    "#        'ox': -200, 'dx': 20, 'nx': 21,\n",
    "#        'oy': -200, 'dy': 10, 'ny': 41,\n",
    "#        'f0': 30}\n",
    "\n",
    "flims = [0, 50] # None\n",
    "par = {'ot': 0,    'dt': 0.004, 'nt': 128,\n",
    "       'ox': -100, 'dx': 20, 'nx': 11,\n",
    "       'oy': -50, 'dy': 10, 'ny': 11,\n",
    "       'f0': 30}\n",
    "theta = [30, ]\n",
    "phi = [10, ]\n",
    "t0 = [0.1, ]\n",
    "amp = [1., ]\n",
    "\n",
    "# Create axis\n",
    "t, t2, x, y = pylops.utils.seismicevents.makeaxis(par)\n",
    "dt, dx, dy = par['dt'], par['dx'], par['dy']\n",
    "\n",
    "# Create wavelet\n",
    "wav = pylops.utils.wavelets.ricker(t[:41], f0=par['f0'])[0]\n",
    "\n",
    "# Generate model\n",
    "if kind == \"linear\":\n",
    "    v = 1500.\n",
    "    pxx = np.sin(np.deg2rad(theta)) * np.cos(np.deg2rad(phi)) / v\n",
    "    pyy = np.sin(np.deg2rad(theta)) * np.sin(np.deg2rad(phi)) / v\n",
    "    _, d = \\\n",
    "    pylops.utils.seismicevents.linear3d(x, y, t, v, t0, theta, phi, amp, wav)\n",
    "\n",
    "    npxy, pxymax = 2 * par['nx'], 5e-4\n",
    "    px = np.linspace(-pxymax, pxymax, npxy)\n",
    "    px_fou = px\n",
    "    py = np.linspace(-pxymax, pxymax, npxy)\n",
    "    py_fou = px\n",
    "#else:\n",
    "    # pxx = 5e-7 * par['dx']\n",
    "    # pxx = 2e-7 * par['dx']\n",
    "    # _, d = \\\n",
    "    #     pylops.utils.seismicevents.parabolic2d(x, t, t0, 0, pxx / par['dx'], pyy / par['dy'], amp, wav)\n",
    "    # npxy, pxymax = par['nx'], 5e-4\n",
    "    # px = np.linspace(-pxymax, pxymax, npxy) * par['dx']\n",
    "    # py = np.linspace(-pxymax, pxymax, npxy) * par['dy']\n",
    "    # px_fou = np.linspace(-pxymax, pxymax, npxy)\n",
    "    # py_fou = np.linspace(-pxymax, pxymax, npxy)\n",
    "\n",
    "nfft = int(2 ** np.ceil(np.log2(par['nt'])))\n",
    "faxis = np.fft.rfftfreq(nfft, par[\"dt\"])\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(faxis, np.abs(np.fft.rfft(d[par['ny']//2, par['nx']//2], n=nfft)), 'k')\n",
    "if flims is not None:\n",
    "    plt.axvline(faxis[flims[0]], color='k', linestyle='--')\n",
    "    plt.axvline(faxis[flims[1]], color='k', linestyle='--')\n",
    "plt.title('Spectrum')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "kC5g0ke1cTZT",
    "outputId": "ea8e9062-9078-42a6-a1c6-dd892a414eb7"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "R3Opfourier = FourierRadon3D(t, y, x, py_fou, px_fou, nfft, flims=flims, kind=(kind, kind), engine='numpy', dtype='float64')\n",
    "dL_four = R3Opfourier.H * d\n",
    "dadj_four = R3Opfourier * dL_four\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(15, 6))\n",
    "axs[0].imshow(d[par['ny']//2].T, vmin=-1, vmax=1, cmap='seismic_r',\n",
    "              extent=(x[0], x[-1], t[-1], t[0]))\n",
    "axs[0].set_title('Input model y')\n",
    "axs[0].axis('tight')\n",
    "axs[1].imshow(dL_four.reshape(npxy, npxy, par['nt'])[np.argmin(np.abs(pyy-py))].T,\n",
    "              cmap='seismic_r', vmin=-dL_four.max(), vmax=dL_four.max(),\n",
    "              extent=(px[0], px[-1], t[-1], t[0]))\n",
    "axs[1].axvline(pxx, color='r')\n",
    "axs[1].set_title('Radon y')\n",
    "axs[1].axis('tight')\n",
    "axs[2].imshow(dadj_four.reshape(par['ny'], par['nx'], par['nt'])[par['ny']//2].T,\n",
    "              cmap='seismic_r', vmin=-dadj_four.max(), vmax=dadj_four.max(),\n",
    "              extent=(px[0], px[-1], t[-1], t[0]))\n",
    "axs[2].set_title('Adj Radon y')\n",
    "axs[2].axis('tight')\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(15, 6))\n",
    "axs[0].imshow(d[:, par['nx']//2].T, vmin=-1, vmax=1, cmap='seismic_r',\n",
    "              extent=(y[0], y[-1], t[-1], t[0]))\n",
    "axs[0].set_title('Input model x')\n",
    "axs[0].axis('tight')\n",
    "axs[1].imshow(dL_four.reshape(npxy, npxy, par['nt'])[:, np.argmin(np.abs(pxx-px))].T,\n",
    "              cmap='seismic_r', vmin=-dL_four.max(), vmax=dL_four.max(),\n",
    "              extent=(px[0], px[-1], t[-1], t[0]))\n",
    "axs[1].axvline(pyy, color='r')\n",
    "axs[1].set_title('Radon x')\n",
    "axs[1].axis('tight')\n",
    "axs[2].imshow(dadj_four.reshape(par['ny'], par['nx'], par['nt'])[:, par['nx']//2].T,\n",
    "              cmap='seismic_r', vmin=-dadj_four.max(), vmax=dadj_four.max(),\n",
    "              extent=(px[0], px[-1], t[-1], t[0]))\n",
    "axs[2].set_title('Adj Radon x')\n",
    "axs[2].axis('tight');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "b6Hhv5rcagOE",
    "outputId": "ce6ca9cb-a275-484b-db91-790e766f091a"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d_cp = cp.asarray(d)\n",
    "R3Opfourier_cp = FourierRadon3D(t, cp.asarray(y), cp.asarray(x), cp.asarray(py_fou), cp.asarray(px_fou), nfft, flims=flims, kind=(kind, kind), engine='numpy', dtype='float64')\n",
    "R3Opfourier_cp.f = cp.asarray(R3Opfourier_cp.f)\n",
    "dL_four_cp = R3Opfourier_cp.H * d_cp\n",
    "dadj_four_cp = R3Opfourier_cp * dL_four_cp\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(15, 6))\n",
    "axs[0].imshow(d[par['ny']//2].T, vmin=-1, vmax=1, cmap='seismic_r',\n",
    "              extent=(x[0], x[-1], t[-1], t[0]))\n",
    "axs[0].set_title('Input model y')\n",
    "axs[0].axis('tight')\n",
    "axs[1].imshow(cp.asnumpy(dL_four_cp).reshape(npxy, npxy, par['nt'])[np.argmin(np.abs(pyy-py))].T,\n",
    "              cmap='seismic_r', vmin=-dL_four.max(), vmax=dL_four.max(),\n",
    "              extent=(px[0], px[-1], t[-1], t[0]))\n",
    "axs[1].axvline(pxx, color='r')\n",
    "axs[1].set_title('Radon y')\n",
    "axs[1].axis('tight')\n",
    "axs[2].imshow(cp.asnumpy(dadj_four_cp).reshape(par['ny'], par['nx'], par['nt'])[par['ny']//2].T,\n",
    "              cmap='seismic_r', vmin=-dadj_four.max(), vmax=dadj_four.max(),\n",
    "              extent=(px[0], px[-1], t[-1], t[0]))\n",
    "axs[2].set_title('Adj Radon y')\n",
    "axs[2].axis('tight')\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(15, 6))\n",
    "axs[0].imshow(d[:, par['nx']//2].T, vmin=-1, vmax=1, cmap='seismic_r',\n",
    "              extent=(y[0], y[-1], t[-1], t[0]))\n",
    "axs[0].set_title('Input model x')\n",
    "axs[0].axis('tight')\n",
    "axs[1].imshow(cp.asnumpy(dL_four_cp).reshape(npxy, npxy, par['nt'])[:, np.argmin(np.abs(pxx-px))].T,\n",
    "              cmap='seismic_r', vmin=-dL_four.max(), vmax=dL_four.max(),\n",
    "              extent=(px[0], px[-1], t[-1], t[0]))\n",
    "axs[1].axvline(pyy, color='r')\n",
    "axs[1].set_title('Radon x')\n",
    "axs[1].axis('tight')\n",
    "axs[2].imshow(cp.asnumpy(dadj_four_cp).reshape(par['ny'], par['nx'], par['nt'])[:, par['nx']//2].T,\n",
    "              cmap='seismic_r', vmin=-dadj_four.max(), vmax=dadj_four.max(),\n",
    "              extent=(px[0], px[-1], t[-1], t[0]))\n",
    "axs[2].set_title('Adj Radon x')\n",
    "axs[2].axis('tight');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "gtdKlQn_cVdI",
    "outputId": "6467ecd6-a745-42b9-e1e2-d6569e4ce49f"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ravasim/miniconda3_v23/envs/pylops_cupy_3090_working/lib/python3.9/site-packages/numba/cuda/dispatcher.py:536: NumbaPerformanceWarning: Grid size 64 will likely result in GPU under-utilization due to low occupancy.\n",
      "  warn(NumbaPerformanceWarning(msg))\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d_cp = cp.asarray(d)\n",
    "R3Opfourier_cp = FourierRadon3D(t, cp.asarray(y), cp.asarray(x), cp.asarray(py_fou), cp.asarray(px_fou), nfft, flims=flims, kind=(kind, kind), engine='cuda', num_threads_per_blocks=(8, 8, 8), dtype='float64')\n",
    "dL_four_cp = R3Opfourier_cp.H * d_cp\n",
    "dadj_four_cp = R3Opfourier_cp * dL_four_cp\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(15, 6))\n",
    "axs[0].imshow(d[par['ny']//2].T, vmin=-1, vmax=1, cmap='seismic_r',\n",
    "              extent=(x[0], x[-1], t[-1], t[0]))\n",
    "axs[0].set_title('Input model y')\n",
    "axs[0].axis('tight')\n",
    "axs[1].imshow(cp.asnumpy(dL_four_cp).reshape(npxy, npxy, par['nt'])[np.argmin(np.abs(pyy-py))].T,\n",
    "              cmap='seismic_r', vmin=-dL_four.max(), vmax=dL_four.max(),\n",
    "              extent=(px[0], px[-1], t[-1], t[0]))\n",
    "axs[1].axvline(pxx, color='r')\n",
    "axs[1].set_title('Radon y')\n",
    "axs[1].axis('tight')\n",
    "axs[2].imshow(cp.asnumpy(dadj_four_cp).reshape(par['ny'], par['nx'], par['nt'])[par['ny']//2].T,\n",
    "              cmap='seismic_r', vmin=-dadj_four.max(), vmax=dadj_four.max(),\n",
    "              extent=(px[0], px[-1], t[-1], t[0]))\n",
    "axs[2].set_title('Adj Radon y')\n",
    "axs[2].axis('tight')\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(15, 6))\n",
    "axs[0].imshow(d[:, par['nx']//2].T, vmin=-1, vmax=1, cmap='seismic_r',\n",
    "              extent=(y[0], y[-1], t[-1], t[0]))\n",
    "axs[0].set_title('Input model x')\n",
    "axs[0].axis('tight')\n",
    "axs[1].imshow(cp.asnumpy(dL_four_cp).reshape(npxy, npxy, par['nt'])[:, np.argmin(np.abs(pxx-px))].T,\n",
    "              cmap='seismic_r', vmin=-dL_four.max(), vmax=dL_four.max(),\n",
    "              extent=(px[0], px[-1], t[-1], t[0]))\n",
    "axs[1].axvline(pyy, color='r')\n",
    "axs[1].set_title('Radon x')\n",
    "axs[1].axis('tight')\n",
    "axs[2].imshow(cp.asnumpy(dadj_four_cp).reshape(par['ny'], par['nx'], par['nt'])[:, par['nx']//2].T,\n",
    "              cmap='seismic_r', vmin=-dadj_four.max(), vmax=dadj_four.max(),\n",
    "              extent=(px[0], px[-1], t[-1], t[0]))\n",
    "axs[2].set_title('Adj Radon x')\n",
    "axs[2].axis('tight');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "uMMdNTAXcXM3",
    "outputId": "00b224df-efac-444b-83bb-ecbe45b3cf82"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1, 3, figsize=(15, 6))\n",
    "axs[0].imshow(d[par['ny']//2].T, vmin=-1, vmax=1, cmap='seismic_r',\n",
    "              extent=(x[0], x[-1], t[-1], t[0]))\n",
    "axs[0].set_title('Input model y')\n",
    "axs[0].axis('tight')\n",
    "axs[1].imshow((dL_four-cp.asnumpy(dL_four_cp)).reshape(npxy, npxy, par['nt'])[np.argmin(np.abs(pyy-py))].T,\n",
    "              cmap='seismic_r', vmin=-dL_four.max(), vmax=dL_four.max(),\n",
    "              extent=(px[0], px[-1], t[-1], t[0]))\n",
    "axs[1].set_title('Radon diff y')\n",
    "axs[1].axis('tight')\n",
    "axs[2].imshow((dadj_four-cp.asnumpy(dadj_four_cp)).reshape(par['ny'], par['nx'], par['nt'])[par['ny']//2].T,\n",
    "              cmap='seismic_r', vmin=-dadj_four.max(), vmax=dadj_four.max(),\n",
    "              extent=(px[0], px[-1], t[-1], t[0]))\n",
    "axs[2].set_title('Adj Radon diff y')\n",
    "axs[2].axis('tight')\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(15, 6))\n",
    "axs[0].imshow(d[:, par['nx']//2].T, vmin=-1, vmax=1, cmap='seismic_r',\n",
    "              extent=(y[0], y[-1], t[-1], t[0]))\n",
    "axs[0].set_title('Input model x')\n",
    "axs[0].axis('tight')\n",
    "axs[1].imshow((dL_four-cp.asnumpy(dL_four_cp)).reshape(npxy, npxy, par['nt'])[:, np.argmin(np.abs(pxx-px))].T,\n",
    "              cmap='seismic_r', vmin=-dL_four.max(), vmax=dL_four.max(),\n",
    "              extent=(px[0], px[-1], t[-1], t[0]))\n",
    "axs[1].set_title('Radon diff x')\n",
    "axs[1].axis('tight')\n",
    "axs[2].imshow((dadj_four-cp.asnumpy(dadj_four_cp)).reshape(par['ny'], par['nx'], par['nt'])[:, par['nx']//2].T,\n",
    "              cmap='seismic_r', vmin=-dadj_four.max(), vmax=dadj_four.max(),\n",
    "              extent=(px[0], px[-1], t[-1], t[0]))\n",
    "axs[2].set_title('Adj Radon diff x')\n",
    "axs[2].axis('tight');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "qtGcO_K1caMW",
    "outputId": "e574c6de-7855-4ceb-8c4a-0cd68ab36d6f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "225 ms ± 0 ns per loop (mean ± std. dev. of 1 run, 2 loops each)\n",
      "224 ms ± 0 ns per loop (mean ± std. dev. of 1 run, 2 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit -n 2 -r 1 R3Opfourier * dL_four.ravel()\n",
    "%timeit -n 2 -r 1 R3Opfourier.H * d.ravel()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "rRAtR9l9cbhx",
    "outputId": "92fa5c8e-8e80-4a43-d31d-20e919015de6"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.72 ms ± 77.5 µs per loop (mean ± std. dev. of 2 runs, 4 loops each)\n",
      "1.62 ms ± 43.4 µs per loop (mean ± std. dev. of 2 runs, 4 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit -n 4 -r 2 R3Opfourier_cp * dL_four_cp.ravel()\n",
    "%timeit -n 4 -r 2 R3Opfourier_cp.H * d_cp.ravel()"
   ]
  }
 ],
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