diff --git a/.github/workflows/build_docs.yml b/.github/workflows/build_docs.yml index 0a31d55..a2c16a0 100644 --- a/.github/workflows/build_docs.yml +++ b/.github/workflows/build_docs.yml @@ -12,6 +12,8 @@ on: - '**.md' - '**.ipynb' - '**.sh' + - '**.css' + - '**.js' jobs: build-and-publish: diff --git a/CHANGELOG.md b/CHANGELOG.md index 3cc9042..d6c0555 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -13,6 +13,14 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/), ### Removed - Removed the uncertainty propagation notebook example. For a more in depth example of using linear uncertainty propagation see [this repository](https://github.com/ucl-bug/linear-uncertainty) +### Added +- Exposed `points_on_circle` function to generate points on a circle +- Exposed `unit_fibonacci_sphere` function +- Exposed `fibonacci_sphere` function +- Exposed `sphere_mask` function for creating spherical binary masks +- Exposed `circ_mask` function for creating circular binary masks +- Exposed bli_function that is used to compute the band limited interpolant + ## [0.1.3] - 2023-06-28 ### Added - Added off grid sensors [@tomelse] diff --git a/docs/notebooks/harmonic/helmholtz_problem.ipynb b/docs/notebooks/harmonic/helmholtz_problem.ipynb index 4fdf26f..5ae03bf 100755 --- a/docs/notebooks/harmonic/helmholtz_problem.ipynb +++ b/docs/notebooks/harmonic/helmholtz_problem.ipynb @@ -46,7 +46,7 @@ "from matplotlib import pyplot as plt\n", "\n", "from jwave import FiniteDifferences, FourierSeries\n", - "from jwave.geometry import Domain, Medium, _circ_mask\n", + "from jwave.geometry import Domain, Medium, circ_mask\n", "from jwave.utils import plot_complex_field, show_positive_field\n", "\n", "key = random.PRNGKey(42) # Random seed" @@ -119,8 +119,8 @@ "sound_speed = sound_speed.at[20:105, 20:200].set(1.0)\n", "sound_speed = (\n", " sound_speed\n", - " * (1 - _circ_mask(N, 90, [64, 180]))\n", - " * (1 - _circ_mask(N, 50, [64, 22]))\n", + " * (1 - circ_mask(N, 90, [64, 180]))\n", + " * (1 - circ_mask(N, 50, [64, 22]))\n", " * 0.5\n", " + 1\n", ")\n", diff --git a/docs/notebooks/ivp/3d.ipynb b/docs/notebooks/ivp/3d.ipynb index 17bcf37..a099117 100644 --- a/docs/notebooks/ivp/3d.ipynb +++ b/docs/notebooks/ivp/3d.ipynb @@ -36,14 +36,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "WARNING:absl:No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n" + "No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n" ] } ], "source": [ "from jax import numpy as jnp\n", "\n", - "from jwave.geometry import Medium, Sensors, TimeAxis, _fibonacci_sphere, _sphere_mask\n", + "from jwave.geometry import Medium, Sensors, TimeAxis, fibonacci_sphere, sphere_mask\n", "\n", "medium = Medium(domain=domain, sound_speed=1500.0)\n", "\n", @@ -52,7 +52,7 @@ "\n", "# sensors\n", "num_sensors = 64\n", - "x, y, z = _fibonacci_sphere(num_sensors, 20, (32, 32, 32))\n", + "x, y, z = fibonacci_sphere(num_sensors, 20, (32, 32, 32))\n", "sensors_positions = (jnp.array(x), jnp.array(y), jnp.array(z))\n", "sensors = Sensors(positions=sensors_positions)" ] @@ -75,14 +75,12 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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", 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+ "image/png": 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -121,8 +117,8 @@ "# Initial pressure is a sphere\n", "p0 = jnp.zeros(domain.N)\n", "p0 = (\n", - " _sphere_mask(domain.N, 5, (32, 36, 36)) * 1.0\n", - " + _sphere_mask(domain.N, 8, (32, 30, 30)) * 0.5\n", + " sphere_mask(domain.N, 5, (32, 36, 36)) * 1.0\n", + " + sphere_mask(domain.N, 8, (32, 30, 30)) * 0.5\n", ")\n", "p0 = jnp.expand_dims(p0, -1)\n", "\n", @@ -143,7 +139,6 @@ "\n", "from jwave.acoustics import simulate_wave_propagation\n", "\n", - "\n", "@jit\n", "def compiled_simulator(p0):\n", " return simulate_wave_propagation(medium, time_axis, p0=p0, sensors=sensors)" @@ -177,14 +172,12 @@ }, { "data": { - "image/png": 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\n", 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", 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EdVsER0+Ns72thf29iaq8v4jUnoIgZLZuaaalsYGhKt1m4th7Ga7ZkVS3kEiIKAhCxszoam9hdGre9/eeX1zmxPAU1+yo/p1URaR2FAQh1JWIVWVNgjeHplhYclyzI+n7e4tIcBQEIdTVXp0gOD44BcD+XgWBSJgoCEKoq72lKvMITo/N0GCwa/sW399bRIKjIAihrvYYYzPzLC/7exO40+fOs2NrKy1VmOIuIsHRT3QIdbXHWFp2TMwu+Pq+p8fOs7tTrQGRsFEQhFAqkZtU5vc4wemxGXZ3tvn6niISPAVBCHW1e0Hg4zjB5OwC4+cX2K3xAZHQURCEUCrRAsCIjy2CM+dyaxxooFgkfBQEIbTSIpj2b1LZwGRupvKOra2+vaeI1AcFQQh1tDbT3Gi+jhEMTs4C0BuBNR1EokZBEEJmRmdbzNcxgoHJLE0NttLaEJHwUBCEVFeixecWQZZ0Mk6Dz4tmi0jwFAQh1dUe83Ww+L3JWXULiYSUgiCkutpjvt6BdHAyG4k1n0WiSEEQUrnbTMyRWxq6Ms45BiazumJIJKQUBCGVSsRYWHJM+nCbicnZBeYWl+lOaKBYJIwUBCHV1Z6bVObHgHH+TqbdSXUNiYSRgiCkUt5lniM+jBMMe0GQ0qWjIqGkIAipLh9vPHehRaAgEAkjBUFIXbjNROVBMDyVu71ESmMEIqGkIAipra3NNDb4c5uJkak54s0NJGJNPlQmIvVGQRBSDQ1GZ1uLL3MJhqfm6E7EMdOsYpEwUhCEmF+zi0em5tQtJBJiCoIQ60rEfBojmNMcApEQUxCEWFd7iy93IFWLQCTcFAQhlkrEGJ2er+g2E9mFJSZnF9QiEAkxBUGIpdpjzC8tk8kulv0e+a4ltQhEwktBEGJ+zCXIzyruTuj2EiJhVVEQmNl2M3vSzE54/25b5bhD3jEnzOxQwfa/MbPjZvai99VdST3yfitBUME4QX5WsVoEIuFVaYvgXuAp59w+4Cnv+fuY2XbgK8CHgBuBrxQFxqedc9d7X8MV1iMFuhL5G8+VP5fgQotAQSASVpUGwUHgIe/xQ8AnSxxzO/Ckc+6cc24ceBK4o8LPlXXwo2toZGoOM9je1uJXWSJSZyoNgrRzbsB7PAikSxyzEzhT8Lzf25b3Ha9b6D/ZGlNXzeweMztqZkdHRkYqLDsatm1pocEqDYIsnW0xmho1nCQSVpe8eYyZ/QToKbHrS4VPnHPOzDZ6neKnnXNnzSwB/AD4DPC9Ugc65x4AHgA4cOBA5ctuRUBjg7G9LbbSz1+O4YzmEIiE3SWDwDl3y2r7zGzIzHqdcwNm1guU6uM/C/xawfM+4G+89z7r/TtlZt8nN4ZQMgikPF3tLRVfNZTW7adFQq3S9v5hIH8V0CHgRyWOeQK4zcy2eYPEtwFPmFmTmXUBmFkz8E+AVyusR4qkEjFGKhgsHspkSevSUZFQqzQI/gC41cxOALd4zzGzA2b2ZwDOuXPA7wNHvK/7vG0xcoHwMvAiuZbDn1ZYjxRJtcfKvnx0adkxOj2nBWlEQq6iG8w758aAm0tsPwr8dsHzB4EHi46ZAX6lks+XS8vfeM45t+HbSI9Nz7HstFaxSNjpUpCQ62pvYW5xmem5jd9mYiiTa0mkNVgsEmoKgpC7MJdg4+ME+SUq1SIQCTcFQchVMqlspUWgMQKRUFMQhFwl9xsaymQxu/AeIhJOCoKQy99vqJwlK4en5uhsa6FZs4pFQk0/4SG3fUsLZuW1CIYzWd1+WiQCFAQh19TYwPYtLWVNKhuaymoOgUgEKAgiIFXmIvbDmTnNKhaJAAVBBKQSMYYz2Q29ZnFpmdFp3WdIJAoUBBHQk4wzuMEgGJuZZ9lBSnMIREJPQRABPR1xRqbmWFxaXvdrhjWrWCQyFAQRkE7GWXYbm1085LUg0moRiISegiAC8r/MhzbQPTS0cnsJtQhEwk5BEAE9XhBsZJxgcDJLg+VuYy0i4aYgiIB0R+6X+UZaBAOTuclkWqtYJPz0Ux4BXW0xmhqMwckNdA1lsvR0aHxAJAoUBBHQ0GB0J2Ib6hoamMyudCmJSLgpCCIi3RHfUNfQ4KRaBCJRoSCIiJ5kfN1dQ1PZBabnFulVEIhEgoIgItLJ+MpCM5eSbzmoRSASDQqCiOjpiDM9t7iutYsHvJaDxghEokFBEBErcwnW0T2UD4Lejtaq1iQi9UFBEBEbmV08NKlZxSJRoiCIiPztpNfVIshk2d7WQry5sdpliUgdUBBERH7gdz1zCQY1h0AkUhQEEbGlpYlEvGldXUOaQyASLQqCCOlJrm9S2aBuLyESKQqCCOnpiDN4ibkE2YUlzs3M06uuIZHIUBBESDoZX7kiaDUrK5OpRSASGQqCCOlJxhmZnmNp2a16zMDkLIBuLyESIRUFgZltN7MnzeyE9++2VY77sZlNmNn/Ldq+18yeMbOTZvaImbVUUo+sLd0RZ2nZMTq9evdQ/qoiBYFIdFTaIrgXeMo5tw94ynteyn8DPlNi+/3A151zVwLjwN0V1iNrWM/s4vw+rVUsEh2VBsFB4CHv8UPAJ0sd5Jx7Cpgq3GZmBvw68NilXi/+WM+SlQOTWdpjTSTizbUqS0QCVmkQpJ1zA97jQSC9gdd2AhPOufxd0PqBnRXWI2tYz5KVmkMgEj1NlzrAzH4C9JTY9aXCJ845Z2arj0JWyMzuAe4B2LVrV7U+JtS62mI0XmLJysGMZhWLRM0lg8A5d8tq+8xsyMx6nXMDZtYLDG/gs8eArWbW5LUK+oCza9TxAPAAwIEDB6oWOGG2niUrByez3LSvq4ZViUjQKu0aOgwc8h4fAn603hc65xzwNHBnOa+X8qTXmF28uLTM8FRWVwyJREylQfAHwK1mdgK4xXuOmR0wsz/LH2RmPwf+ErjZzPrN7HZv1+8BXzCzk+TGDL5dYT1yCWstWTkyPcey08pkIlFzya6htTjnxoCbS2w/Cvx2wfOPrPL6t4EbK6lBNqanI87/Ozlact+gViYTiSTNLI6YdHL1JStXgkAtApFIURBETM8al5BqiUqRaFIQRMzKkpUlxgmGMllamhrYtkWTyUSiREEQMWvNLh7wVibLTfoWkahQEETMWktWalaxSDQpCCJmZcnKEl1DmlUsEk0KggjqScYvahE45xic1GQykShSEERQOnnxkpXnZuaZX1pW15BIBCkIIqinI86gtxJZXr6FoK4hkehREETQjq2tDE/NMb+4vLJNk8lEoktBEEF9W1tx7v0rlWkymUh0KQgiaOe23C/7/onzK9sGJ7M0GHS1a9lokahREETQzq25IDg7fmGc4OzELD3JOE2N+i8hEjX6qY+g3q1xzHK//PNOj82wq3NLgFWJSFAUBBEUa2qkOxGjv6BF8O65WXZvbwuwKhEJioIgovq2beHMudwYwczcIqPTc2oRiESUgiCirki18dbINADveoGwa7uCQCSKFAQRdVU6wej0POdm5leCYLdaBCKRpCCIqCu72wE4MTTFiaEpAHZ3aoxAJIoUBBF1VToBwJvD07zw7gRXpNroaNWCNCJRpCCIqN6OOIl4E6/0T/DCmQk+uGtb0CWJSECagi5AgmFm3PzL3Tx6tB+AD+7aGmxBIhIYtQgi7Ddu6Ft5/I+vSgVYiYgESS2CCLvpyi4+f/M+btmfpm+brhgSiSoFQYQ1Nhj/4dargi5DRAKmriERkYhTEIiIRJyCQEQk4hQEIiIRpyAQEYk4BYGISMQpCEREIk5BICISceacC7qGDTOzEeB0mS/vAkZ9LKdaVKe/VKe/NkOdm6FGqG2du51zF91PZlMGQSXM7Khz7kDQdVyK6vSX6vTXZqhzM9QI9VGnuoZERCJOQSAiEnFRDIIHgi5gnVSnv1SnvzZDnZuhRqiDOiM3RiAiIu8XxRaBiIgUUBCIiERcZILAzO4ws+NmdtLM7g26nkJmdsrMXjGzF83sqLdtu5k9aWYnvH9rvrq8mT1oZsNm9mrBtpJ1Wc4feef3ZTO7IeA6v2pmZ71z+qKZfbxg3xe9Oo+b2e01rPMyM3vazF4zs2Nm9nlve12d0zXqrKtzamZxM3vWzF7y6vzP3va9ZvaMV88jZtbibY95z096+/cEXOd3zeydgvN5vbe99t9351zov4BG4C3gcqAFeAm4Oui6Cuo7BXQVbfuvwL3e43uB+wOo66PADcCrl6oL+DjwV4ABHwaeCbjOrwK/W+LYq73vfwzY6/2/aKxRnb3ADd7jBPCmV09dndM16qyrc+qdl3bvcTPwjHeeHgXu8rZ/C/i33uN/B3zLe3wX8EiNzudqdX4XuLPE8TX/vkelRXAjcNI597Zzbh54GDgYcE2XchB4yHv8EPDJWhfgnPtb4FzR5tXqOgh8z+X8PbDVzHoDrHM1B4GHnXNzzrl3gJPk/n9UnXNuwDn3vPd4Cngd2EmdndM16lxNIOfUOy/T3tNm78sBvw485m0vPp/58/wYcLOZWYB1rqbm3/eoBMFO4EzB837W/o9daw74azN7zszu8balnXMD3uNBIB1MaRdZra56PMef85rWDxZ0rdVFnV63xAfJ/XVYt+e0qE6os3NqZo1m9iIwDDxJrjUy4ZxbLFHLSp3e/kmgM4g6nXP58/k173x+3cxixXV6qn4+oxIE9e4m59wNwMeA3zGzjxbudLn2Yt1d51uvdXm+CVwBXA8MAH8YaDUFzKwd+AHw751zmcJ99XROS9RZd+fUObfknLse6CPXCvnlYCsqrbhOM7sW+CK5en8V2A78XlD1RSUIzgKXFTzv87bVBefcWe/fYeB/k/sPPZRvDnr/DgdX4fusVlddnWPn3JD3w7cM/CkXuioCrdPMmsn9cv0L59wPvc11d05L1Vmv59SrbQJ4GviH5LpSmkrUslKnt78DGAuozju8LjjnnJsDvkOA5zMqQXAE2OddTdBCbqDocMA1AWBmbWaWyD8GbgNeJVffIe+wQ8CPgqnwIqvVdRj4l94VDx8GJgu6O2quqE/1N8idU8jVeZd3BcleYB/wbI1qMuDbwOvOuf9esKuuzulqddbbOTWzlJlt9R63AreSG894GrjTO6z4fObP853AT70WWBB1vlEQ/kZuHKPwfNb2+17t0eh6+SI3Ev8muT7ELwVdT0Fdl5O74uIl4Fi+NnJ9l08BJ4CfANsDqO1/kesCWCDXT3n3anWRu8LhG975fQU4EHCdf+7V8TK5H6zeguO/5NV5HPhYDeu8iVy3z8vAi97Xx+vtnK5RZ12dU+ADwAtePa8CX/a2X04uiE4CfwnEvO1x7/lJb//lAdf5U+98vgr8Ty5cWVTz77tuMSEiEnFR6RoSEZFVKAhERCJOQSAiEnEKAhGRiFMQiIhEnIJARCTiFAQiIhH3/wFsOzsQG7HaegAAAABJRU5ErkJggg==\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(pressure[:, 10])" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "36d8103b-6307-4af2-9b53-83bc1dc73763", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -243,7 +242,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.4" + "version": "3.11.4" } }, "nbformat": 4, diff --git a/docs/notebooks/ivp/custom_sensors.ipynb b/docs/notebooks/ivp/custom_sensors.ipynb index ad71493..28d9bfa 100644 --- a/docs/notebooks/ivp/custom_sensors.ipynb +++ b/docs/notebooks/ivp/custom_sensors.ipynb @@ -30,7 +30,7 @@ "from jwave import FourierSeries\n", "from jwave.acoustics import simulate_wave_propagation\n", "from jwave.geometry import *\n", - "from jwave.geometry import _circ_mask\n", + "from jwave.geometry import circ_mask\n", "from jwave.utils import show_field\n", "\n", "domain = Domain((128, 128), (0.1e-3, 0.1e-3))\n", @@ -48,10 +48,10 @@ "# Defining the initial pressure\n", "\n", "N = domain.N\n", - "mask1 = _circ_mask(N, 8, (50, 50))\n", - "mask2 = _circ_mask(N, 5, (80, 60))\n", - "mask3 = _circ_mask(N, 10, (64, 64))\n", - "mask4 = _circ_mask(N, 30, (64, 64))\n", + "mask1 = circ_mask(N, 8, (50, 50))\n", + "mask2 = circ_mask(N, 5, (80, 60))\n", + "mask3 = circ_mask(N, 10, (64, 64))\n", + "mask4 = circ_mask(N, 30, (64, 64))\n", "p0 = 5.0 * mask1 + 3.0 * mask2 + 4.0 * mask3 + 0.5 * mask4\n", "\n", "p0 = 1.0 * jnp.expand_dims(p0, -1)\n", diff --git a/docs/notebooks/ivp/different_discretizations.ipynb b/docs/notebooks/ivp/different_discretizations.ipynb index 70196c7..4c57210 100644 --- a/docs/notebooks/ivp/different_discretizations.ipynb +++ b/docs/notebooks/ivp/different_discretizations.ipynb @@ -20,7 +20,7 @@ "metadata": {}, "outputs": [], "source": [ - "from jwave.geometry import Domain, Medium, TimeAxis, _circ_mask\n", + "from jwave.geometry import Domain, Medium, TimeAxis, circ_mask\n", "from jwave.acoustics.time_varying import simulate_wave_propagation\n", "from jwave import FiniteDifferences, FourierSeries\n", "from jwave.signal_processing import smooth\n", @@ -50,7 +50,7 @@ "\n", "# Smoothed initial pressure distribution\n", "Nx = domain.N\n", - "p0 = 5.0 * _circ_mask(Nx, 5, (128, 40))\n", + "p0 = 5.0 * circ_mask(Nx, 5, (128, 40))\n", "p0 = smooth(p0)\n", "\n", "# Getting time axis\n", diff --git a/docs/notebooks/ivp/heterogeneous_medium.ipynb b/docs/notebooks/ivp/heterogeneous_medium.ipynb index 90fe585..d84264c 100644 --- a/docs/notebooks/ivp/heterogeneous_medium.ipynb +++ b/docs/notebooks/ivp/heterogeneous_medium.ipynb @@ -25,7 +25,7 @@ "from jwave import FourierSeries\n", "from jwave.acoustics import simulate_wave_propagation\n", "from jwave.geometry import *\n", - "from jwave.geometry import _circ_mask\n", + "from jwave.geometry import circ_mask\n", "from jwave.utils import show_field, show_positive_field\n", "\n", "domain = Domain((128, 128), (0.1e-3, 0.1e-3))" @@ -87,7 +87,7 @@ "# Defining the initial pressure\n", "\n", "N = domain.N\n", - "p0 = _circ_mask(N, 3, (64, 30))\n", + "p0 = circ_mask(N, 3, (64, 30))\n", "\n", "p0 = 1.0 * jnp.expand_dims(p0, -1)\n", "p0 = FourierSeries(p0, domain)" @@ -244,7 +244,7 @@ "density = FiniteDifferences(np.expand_dims(density, -1), domain, accuracy=8)\n", "\n", "N = domain.N\n", - "p0 = _circ_mask(N, 3, (64, 30))\n", + "p0 = circ_mask(N, 3, (64, 30))\n", "\n", "p0 = 1.0 * jnp.expand_dims(p0, -1)\n", "p0 = FiniteDifferences(p0, domain, accuracy=8)" diff --git a/docs/notebooks/ivp/homogeneous_medium.ipynb b/docs/notebooks/ivp/homogeneous_medium.ipynb index 1508965..079c9ef 100644 --- a/docs/notebooks/ivp/homogeneous_medium.ipynb +++ b/docs/notebooks/ivp/homogeneous_medium.ipynb @@ -147,9 +147,9 @@ "from jax import numpy as jnp\n", "\n", "from jwave import FourierSeries\n", - "from jwave.geometry import _circ_mask\n", + "from jwave.geometry import circ_mask\n", "\n", - "p0 = 1.0 * jnp.expand_dims(_circ_mask(N, 4, (80, 60)), -1)\n", + "p0 = 1.0 * jnp.expand_dims(circ_mask(N, 4, (80, 60)), -1)\n", "p0 = FourierSeries(p0, domain)" ] }, diff --git a/docs/notebooks/ivp/homogeneous_medium_sensors.ipynb b/docs/notebooks/ivp/homogeneous_medium_sensors.ipynb index 79b6a19..6aa3538 100644 --- a/docs/notebooks/ivp/homogeneous_medium_sensors.ipynb +++ b/docs/notebooks/ivp/homogeneous_medium_sensors.ipynb @@ -13,7 +13,15 @@ "execution_count": 1, "id": "52df5536-f518-4b65-aaa7-6f99327bce93", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n" + ] + } + ], "source": [ "import numpy as np\n", "from jax import jit\n", @@ -23,7 +31,7 @@ "from jwave import FourierSeries\n", "from jwave.acoustics import simulate_wave_propagation\n", "from jwave.geometry import *\n", - "from jwave.geometry import Sensors, _circ_mask, _points_on_circle\n", + "from jwave.geometry import Sensors, circ_mask, points_on_circle\n", "from jwave.utils import show_field\n", "\n", "domain = Domain((256, 256), (0.1e-3, 0.1e-3))\n", @@ -41,10 +49,10 @@ "# Defining the initial pressure\n", "\n", "N = domain.N\n", - "mask1 = _circ_mask(N, 16, (100, 100))\n", - "mask2 = _circ_mask(N, 10, (160, 120))\n", - "mask3 = _circ_mask(N, 20, (128, 128))\n", - "mask4 = _circ_mask(N, 60, (128, 128))\n", + "mask1 = circ_mask(N, 16, (100, 100))\n", + "mask2 = circ_mask(N, 10, (160, 120))\n", + "mask3 = circ_mask(N, 20, (128, 128))\n", + "mask4 = circ_mask(N, 60, (128, 128))\n", "p0 = 5.0 * mask1 + 3.0 * mask2 + 4.0 * mask3 + 0.5 * mask4\n", "\n", "p0 = 1.0 * jnp.expand_dims(p0, -1)\n", @@ -69,14 +77,12 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -87,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "id": "ba3acd8f-ef5e-4655-a4a7-2d5b8d61a7c4", "metadata": {}, "outputs": [ @@ -104,14 +110,14 @@ "{'positions': typing.Tuple[tuple]}" ] }, - "execution_count": 12, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "num_sensors = 48\n", - "x, y = _points_on_circle(num_sensors, 100, (128, 128))\n", + "x, y = points_on_circle(num_sensors, 100, (128, 128))\n", "sensors_positions = (x, y)\n", "sensors = Sensors(positions=sensors_positions)\n", "\n", @@ -121,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 5, "id": "72984f1a-a9cc-4e95-874d-4635e9655020", "metadata": {}, "outputs": [], @@ -134,7 +140,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 6, "id": "e5386fc6-cbe7-43c8-a5ec-e6a150c6fed9", "metadata": {}, "outputs": [], @@ -144,20 +150,18 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 7, "id": "66f5193e-1c6e-467a-889d-595784d3f3da", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -198,7 +202,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.11.4" } }, "nbformat": 4, diff --git a/docs/notebooks/ivp/off_grid_sensors.ipynb b/docs/notebooks/ivp/off_grid_sensors.ipynb index 674176c..9a0fef1 100644 --- a/docs/notebooks/ivp/off_grid_sensors.ipynb +++ b/docs/notebooks/ivp/off_grid_sensors.ipynb @@ -24,7 +24,7 @@ "\n", "from jwave import FourierSeries\n", "from jwave.acoustics import simulate_wave_propagation\n", - "from jwave.geometry import Sensors, _circ_mask, BLISensors, Domain, Medium, TimeAxis\n", + "from jwave.geometry import Sensors, circ_mask, BLISensors, Domain, Medium, TimeAxis\n", "from jwave.utils import show_field\n", "\n", "from functools import partial" @@ -43,7 +43,15 @@ "execution_count": 2, "id": "bc49ea90-7dff-4c03-8035-1a21d3606fb4", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n" + ] + } + ], "source": [ "Nx = 128\n", "dx = 0.2e-3\n", @@ -69,7 +77,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ "
" ] @@ -81,10 +89,10 @@ "source": [ "# Defining the initial pressure\n", "N = domain.N\n", - "mask1 = _circ_mask(N, 16 * Nx / 256, (100 * Nx / 256, 100 * Nx / 256))\n", - "mask2 = _circ_mask(N, 10 * Nx / 256, (160 * Nx / 256, 120 * Nx / 256))\n", - "mask3 = _circ_mask(N, 20 * Nx / 256, (128 * Nx / 256, 128 * Nx / 256))\n", - "mask4 = _circ_mask(N, 60 * Nx / 256, (128 * Nx / 256, 128 * Nx / 256))\n", + "mask1 = circ_mask(N, 16 * Nx / 256, (100 * Nx / 256, 100 * Nx / 256))\n", + "mask2 = circ_mask(N, 10 * Nx / 256, (160 * Nx / 256, 120 * Nx / 256))\n", + "mask3 = circ_mask(N, 20 * Nx / 256, (128 * Nx / 256, 128 * Nx / 256))\n", + "mask4 = circ_mask(N, 60 * Nx / 256, (128 * Nx / 256, 128 * Nx / 256))\n", "p0 = 5.0 * mask1 + 3.0 * mask2 + 4.0 * mask3 + 0.5 * mask4\n", "\n", "p0 = 1.0 * jnp.expand_dims(p0, -1)\n", @@ -311,7 +319,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.15" + "version": "3.11.4" } }, "nbformat": 4, diff --git a/docs/notebooks/others/save_video.ipynb b/docs/notebooks/others/save_video.ipynb index 94b2290..ed9da74 100644 --- a/docs/notebooks/others/save_video.ipynb +++ b/docs/notebooks/others/save_video.ipynb @@ -24,7 +24,7 @@ "from jwave import FourierSeries\n", "from jwave.geometry import Domain, Medium, TimeAxis\n", "from jwave.acoustics import simulate_wave_propagation\n", - "from jwave.geometry import _circ_mask\n", + "from jwave.geometry import circ_mask\n", "\n", "domain = Domain((128, 128), (0.1e-3, 0.1e-3))" ] @@ -54,7 +54,7 @@ "\n", "# Defining the initial pressure\n", "N = domain.N\n", - "p0 = _circ_mask(N, 3, (64, 30))\n", + "p0 = circ_mask(N, 3, (64, 30))\n", "p0 = 1.0 * jnp.expand_dims(p0, -1)\n", "p0 = FourierSeries(p0, domain)" ] diff --git a/docs/notebooks/time_varying/FWI.ipynb b/docs/notebooks/time_varying/FWI.ipynb index ed5b844..bc2bc91 100644 --- a/docs/notebooks/time_varying/FWI.ipynb +++ b/docs/notebooks/time_varying/FWI.ipynb @@ -1,18 +1,5 @@ { "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "cae2561c-8d20-4f59-894b-6146220eeb94", - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib as mpl\n", - "mpl.rcParams.update({\n", - " 'font.family': 'serif',\n", - "})" - ] - }, { "cell_type": "markdown", "id": "b67998a3-7543-4de6-a5b8-eb0d5ed6abb9", @@ -54,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "id": "a511b7be-dea3-43d2-9055-18a45929b1bc", "metadata": {}, "outputs": [], @@ -77,8 +64,8 @@ " Sensors,\n", " Sources,\n", " TimeAxis,\n", - " _circ_mask,\n", - " _points_on_circle,\n", + " circ_mask,\n", + " points_on_circle,\n", ")\n", "from jwave.signal_processing import apply_ramp, gaussian_window, smooth" ] @@ -93,10 +80,18 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "id": "a326bacf-2fd4-4e62-b50f-f740b94ac323", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n" + ] + } + ], "source": [ "# Settings\n", "N = (256, 256)\n", @@ -112,9 +107,9 @@ "\n", "# Define medium\n", "sound_speed = jnp.ones(N)\n", - "circle_1 = _circ_mask(N, 16, (100, 100))\n", - "circle_2 = _circ_mask(N, 20, (165, 128))\n", - "circle_3 = _circ_mask(N, 40, (130, 130))\n", + "circle_1 = circ_mask(N, 16, (100, 100))\n", + "circle_2 = circ_mask(N, 20, (165, 128))\n", + "circle_3 = circ_mask(N, 40, (130, 130))\n", "sound_speed = sound_speed + 0.05 * circle_1 + 0.02 * circle_2 + 0.03 * circle_3\n", "sound_speed = sound_speed * 1480\n", "sound_speed = FourierSeries(jnp.expand_dims(sound_speed, -1), domain)\n", @@ -129,7 +124,7 @@ "t = time_axis.to_array()\n", "s1 = source_mag * jnp.sin(2 * jnp.pi * source_freq * t)\n", "signal = gaussian_window(apply_ramp(s1, time_axis.dt, source_freq), t, 3e-6, 1.2e-6)\n", - "x, y = _points_on_circle(num_sources, 100, (128, 128))\n", + "x, y = points_on_circle(num_sources, 100, (128, 128))\n", "source_positions = (jnp.array(x), jnp.array(y))\n", "\n", "# Sensors\n", @@ -147,7 +142,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "id": "c0ead84a-5857-43f4-b75e-9e65abe5b98f", "metadata": {}, "outputs": [ @@ -157,13 +152,13 @@ "Text(0.5, 1.0, 'Source signals')" ] }, - "execution_count": 5, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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", 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" ] @@ -194,23 +189,23 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "id": "eb00cb2c-90de-411a-90c6-f166965ba1d3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 6, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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", 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" ] @@ -236,7 +231,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "id": "c46c94af-8da0-44b8-b77f-5f53deb73e2c", "metadata": {}, "outputs": [], @@ -265,13 +260,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "id": "e09f8ee3-df98-481a-a900-533fe5057ec8", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -436,7 +431,7 @@ "source": [ "from jaxdf.operators import compose\n", "\n", - "mask = _circ_mask(domain.N, 80, (128, 128))\n", + "mask = circ_mask(domain.N, 80, (128, 128))\n", "mask = FourierSeries(jnp.expand_dims(mask, -1), domain)\n", "\n", "def get_sound_speed(params):\n", @@ -741,7 +736,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.11.4" } }, "nbformat": 4, diff --git a/jwave/__about__.py b/jwave/__about__.py deleted file mode 100755 index f3db3ca..0000000 --- a/jwave/__about__.py +++ /dev/null @@ -1 +0,0 @@ -VERSION = "v0.0.4" diff --git a/jwave/geometry.py b/jwave/geometry.py index 2b66016..728fd67 100755 --- a/jwave/geometry.py +++ b/jwave/geometry.py @@ -16,7 +16,6 @@ import math from dataclasses import dataclass from typing import List, Tuple, Union -from numpy.typing import ArrayLike import numpy as np from jax import numpy as jnp @@ -111,27 +110,27 @@ def show_param(pname): return "Medium:\n - " + "\n - ".join(strings) -def _points_on_circle(n: int, - radius: float, - centre: Tuple[float, float], - cast_int: bool = True, - angle: float = 0.0, - max_angle: float = 2 * np.pi): +def points_on_circle( + n: int, + radius: float, + centre: Tuple[float, float], + cast_int: bool = True, + angle: float = 0.0, + max_angle: float = 2 * np.pi) -> Tuple[List[float], List[float]]: """ Generate points on a circle. Args: - n (int): Number of points. - radius (float): Radius of the circle. - centre (tuple): Centre coordinates of the circle (x, y). - cast_int (bool, optional): If True, points will be rounded and converted to integers. Default is True. - angle (float, optional): Starting angle in radians. Default is 0. - max_angle (float, optional): Maximum angle to reach in radians. Default is 2*pi (full circle). + n (int): Number of points. + radius (float): Radius of the circle. + centre (tuple): Centre coordinates of the circle (x, y). + cast_int (bool, optional): If True, points will be rounded and converted to integers. Default is True. + angle (float, optional): Starting angle in radians. Default is 0. + max_angle (float, optional): Maximum angle to reach in radians. Default is 2*pi (full circle). Returns: - x, y (tuple): Lists of x and y coordinates of the points. + x, y (tuple): Lists of x and y coordinates of the points. """ - angles = np.linspace(0, max_angle, n, endpoint=False) x = (radius * np.cos(angles + angle) + centre[0]).tolist() y = (radius * np.sin(angles + angle) + centre[1]).tolist() @@ -149,8 +148,8 @@ class MediumType(Medium): @type_of.dispatch def type_of(m: Medium): return MediumType[type(m.sound_speed), - type(m.density), - type(m.attenuation)] + type(m.density), + type(m.attenuation)] MediumAllScalars = MediumType[object, object, object] @@ -171,7 +170,7 @@ def type_of(m: Medium): """A type for Medium objects that have at least one OnGrid component""" -def _unit_fibonacci_sphere( +def unit_fibonacci_sphere( samples: int = 128) -> List[Tuple[float, float, float]]: """ Generate evenly distributed points on the surface @@ -180,26 +179,26 @@ def _unit_fibonacci_sphere( From https://stackoverflow.com/questions/9600801/evenly-distributing-n-points-on-a-sphere Args: - samples (int, optional): The number of points to generate. - Default is 128. + samples (int, optional): The number of points to generate. + Default is 128. Returns: - points (list): A list of tuples representing the (x, y, z) - coordinates of the points on the sphere. + points (list): A list of tuples representing the (x, y, z) + coordinates of the points on the sphere. """ points = [] - phi = math.pi * (3.0 - math.sqrt(5.0)) # golden angle in radians + phi = math.pi * (3.0 - math.sqrt(5.0)) # golden angle in radians for i in range(samples): - y = 1 - (i / float(samples - 1)) * 2 # y goes from 1 to -1 - radius = math.sqrt(1 - y * y) # radius at y - theta = phi * i # golden angle increment + y = 1 - (i / float(samples - 1)) * 2 # y goes from 1 to -1 + radius = math.sqrt(1 - y * y) # radius at y + theta = phi * i # golden angle increment x = math.cos(theta) * radius z = math.sin(theta) * radius points.append((x, y, z)) return points -def _fibonacci_sphere( +def fibonacci_sphere( n: int, radius: float, centre: Union[Tuple[float, float, float], np.ndarray], @@ -219,7 +218,7 @@ def _fibonacci_sphere( Returns: x, y, z (tuple): The x, y, and z coordinates of the points on the sphere. """ - points = _unit_fibonacci_sphere(n) + points = unit_fibonacci_sphere(n) points = np.array(points) points = points * radius + centre if cast_int: @@ -227,17 +226,56 @@ def _fibonacci_sphere( return points[:, 0], points[:, 1], points[:, 2] -def _circ_mask(N, radius, centre): +def circ_mask(N: Tuple[int, int], radius: float, + centre: Union[List[float], Tuple[float, float]]) -> np.ndarray: + """ + Generate a 2D binary mask representing a circle within a 2D grid. + + The mask is an ndarray of size N with 1s inside the circle (defined by a given + centre and radius) and 0s outside. + + Args: + N (Tuple[int, int]): The shape of the output mask (size of the grid). + It should be in the format (x_size, y_size). + radius (float): The radius of the circle. + centre (Union[List[float], Tuple[float, float]]): The coordinates of + the centre of the circle in the format (x, y). + + Returns: + mask (np.ndarray): The 2D mask as a numpy ndarray of integers. + The shape of the mask is N. Values inside the circle are 1, and values + outside the circle are 0. + """ x, y = np.mgrid[0:N[0], 0:N[1]] - dist_from_centre = np.sqrt((x - centre[0]) ** 2 + (y - centre[1]) ** 2) + dist_from_centre = np.sqrt((x - centre[0])**2 + (y - centre[1])**2) mask = (dist_from_centre < radius).astype(int) return mask -def _sphere_mask(N, radius, centre): +def sphere_mask( + N: Tuple[int, int, int], radius: float, + centre: Union[List[float], Tuple[float, float, float]]) -> np.ndarray: + """ + Generate a 3D binary mask representing a sphere within a 3D grid. + + The mask is an ndarray of size N with 1s inside the sphere (defined by a given + centre and radius) and 0s outside. + + Args: + N (Tuple[int, int, int]): The shape of the output mask (size of the grid). + It should be in the format (x_size, y_size, z_size). + radius (float): The radius of the sphere. + centre (Union[List[float], Tuple[float, float, float]]): The coordinates of the + centre of the sphere in the format (x, y, z). + + Returns: + mask (np.ndarray): The 3D mask as a numpy ndarray of integers. The shape of + the mask is N. Values inside the sphere are 1, and values outside the + sphere are 0. + """ x, y, z = np.mgrid[0:N[0], 0:N[1], 0:N[2]] - dist_from_centre = np.sqrt((x - centre[0]) ** 2 + (y - centre[1]) ** 2 + - (z - centre[2]) ** 2) + dist_from_centre = np.sqrt((x - centre[0])**2 + (y - centre[1])**2 + + (z - centre[2])**2) mask = (dist_from_centre < radius).astype(int) return mask @@ -249,6 +287,8 @@ class Sources: Attributes: positions (Tuple[List[int]): source positions signals (List[jnp.ndarray]): source signals + dt (float): time step + domain (Domain): domain !!! example @@ -328,7 +368,7 @@ def __init__(self, mask, signal, dt, domain): def tree_flatten(self): children = (self.mask, self.signal, self.dt) - aux = (self.domain,) + aux = (self.domain, ) return (children, aux) @classmethod @@ -431,7 +471,7 @@ def __init__(self, positions): def tree_flatten(self): children = None - aux = (self.positions,) + aux = (self.positions, ) return (children, aux) @classmethod @@ -462,17 +502,20 @@ def __call__(self, p: Field, u: Field, rho: Field): return p.on_grid[self.positions[0]] elif len(self.positions) == 2: return p.on_grid[self.positions[0], - self.positions[1]] # type: ignore + self.positions[1]] # type: ignore elif len(self.positions) == 3: return p.on_grid[self.positions[0], self.positions[1], - self.positions[2]] # type: ignore + self.positions[2]] # type: ignore else: raise ValueError( "Sensors positions must be 1, 2 or 3 dimensional. Not {}". format(len(self.positions))) -def _bli_function(x0: jnp.ndarray, x: jnp.ndarray, n: int, include_imag: bool = False) -> jnp.ndarray: +def bli_function(x0: jnp.ndarray, + x: jnp.ndarray, + n: int, + include_imag: bool = False) -> jnp.ndarray: """ The function used to compute the band limited interpolation function. @@ -483,9 +526,11 @@ def _bli_function(x0: jnp.ndarray, x: jnp.ndarray, n: int, include_imag: bool = include_imag (bool): Include the imaginary component? Returns: - jnp.ndarray: The values of the function at the grid positions. + jnp.ndarray: The values of the function at the grid positions. """ - dx = jnp.where((x - x0[:, None]) == 0, 1, x - x0[:, None]) # https://github.com/google/jax/issues/1052 + dx = jnp.where( + (x - x0[:, None]) == 0, 1, + x - x0[:, None]) # https://github.com/google/jax/issues/1052 dx_nonzero = (x - x0[:, None]) != 0 if n % 2 == 0: @@ -499,7 +544,8 @@ def _bli_function(x0: jnp.ndarray, x: jnp.ndarray, n: int, include_imag: bool = jnp.sin(jnp.pi * dx / n) / n # Deal with case of precisely on grid. - y = y * jnp.all(dx_nonzero, axis=1)[:, None] + (1 - dx_nonzero) * (~jnp.all(dx_nonzero, axis=1)[:, None]) + y = y * jnp.all(dx_nonzero, axis=1)[:, None] + (1 - dx_nonzero) * ( + ~jnp.all(dx_nonzero, axis=1)[:, None]) return y @@ -525,19 +571,19 @@ def __init__(self, positions: Tuple[jnp.ndarray], n: Tuple[int]): # Calculate the band-limited interpolant weights if not provided. x = jnp.arange(n[0])[None] - self.bx = jnp.expand_dims(_bli_function(positions[0], x, n[0]), + self.bx = jnp.expand_dims(bli_function(positions[0], x, n[0]), axis=range(2, 2 + len(n))) if len(n) > 1: y = jnp.arange(n[1])[None] - self.by = jnp.expand_dims(_bli_function(positions[1], y, n[1]), + self.by = jnp.expand_dims(bli_function(positions[1], y, n[1]), axis=range(2, 2 + len(n) - 1)) else: self.by = None if len(n) > 2: z = jnp.arange(n[2])[None] - self.bz = jnp.expand_dims(_bli_function(positions[2], z, n[2]), + self.bz = jnp.expand_dims(bli_function(positions[2], z, n[2]), axis=range(2, 2 + len(n) - 2)) else: self.bz = None @@ -594,7 +640,7 @@ def __init__(self, dt, t_end): self.t_end = t_end def tree_flatten(self): - children = (None,) + children = (None, ) aux = (self.dt, self.t_end) return (children, aux) @@ -628,7 +674,7 @@ def from_medium(medium: Medium, cfl: float = 0.3, t_end=None): np.max) if t_end is None: t_end = np.sqrt( - sum((x[-1] - x[0]) ** 2 + sum((x[-1] - x[0])**2 for x in medium.domain.spatial_axis)) / functional( - medium.sound_speed)(np.min) + medium.sound_speed)(np.min) return TimeAxis(dt=float(dt), t_end=float(t_end)) diff --git a/jwave/phantoms.py b/jwave/phantoms.py index 78691f8..a4d926d 100755 --- a/jwave/phantoms.py +++ b/jwave/phantoms.py @@ -15,7 +15,7 @@ from jax import numpy as jnp -from jwave.geometry import _circ_mask +from jwave.geometry import circ_mask def three_circles(N: tuple) -> jnp.ndarray: @@ -31,10 +31,10 @@ def three_circles(N: tuple) -> jnp.ndarray: assert len(N) == 2, "N must be of length 2" radius = sum(N) / float(len(N)) - mask1 = _circ_mask(N, radius * 0.05, - (int(N[0] / 2 + N[0] / 8), int(N[1] / 2))) - mask2 = _circ_mask(N, radius * 0.1, - (int(N[0] / 2 - N[0] / 8), int(N[1] / 2 + N[1] / 6))) - mask3 = _circ_mask(N, radius * 0.15, (int(N[0] / 2), int(N[1] / 2))) + mask1 = circ_mask(N, radius * 0.05, + (int(N[0] / 2 + N[0] / 8), int(N[1] / 2))) + mask2 = circ_mask(N, radius * 0.1, + (int(N[0] / 2 - N[0] / 8), int(N[1] / 2 + N[1] / 6))) + mask3 = circ_mask(N, radius * 0.15, (int(N[0] / 2), int(N[1] / 2))) p0 = 5.0 * mask1 + 3.0 * mask2 + 4.0 * mask3 return jnp.expand_dims(p0, -1) diff --git a/tests/test_geometry.py b/tests/geometry/test_geometry.py similarity index 81% rename from tests/test_geometry.py rename to tests/geometry/test_geometry.py index 082a379..0e12fef 100644 --- a/tests/test_geometry.py +++ b/tests/geometry/test_geometry.py @@ -1,8 +1,8 @@ import numpy as np from jax import numpy as jnp -from jwave.geometry import (Domain, Medium, _fibonacci_sphere, - _points_on_circle, _unit_fibonacci_sphere) +from jwave.geometry import (Domain, Medium, fibonacci_sphere, points_on_circle, + unit_fibonacci_sphere) def test_repr(): @@ -24,23 +24,23 @@ def test_repr(): assert str(medium) == expected_output -def test_points_on_circle(): +def testpoints_on_circle(): n = 5 radius = 10.0 centre = (0.0, 0.0) x_expected = [10, 3, -8, -8, 3] y_expected = [0, 9, 5, -5, -9] - x_actual, y_actual = _points_on_circle(n, radius, centre, cast_int=True) + x_actual, y_actual = points_on_circle(n, radius, centre, cast_int=True) assert x_actual == x_expected assert y_actual == y_expected -def test_unit_fibonacci_sphere(): +def testunit_fibonacci_sphere(): samples = 128 - points = _unit_fibonacci_sphere(samples=samples) + points = unit_fibonacci_sphere(samples=samples) # Assert that the correct number of points have been generated assert len(points) == samples @@ -52,12 +52,12 @@ def test_unit_fibonacci_sphere(): assert np.isclose(distance_from_origin, 1.0, atol=1e-5) -def test_fibonacci_sphere(): +def testfibonacci_sphere(): n = 128 radius = 10.0 centre = np.array([1.0, 2.0, 3.0]) - x, y, z = _fibonacci_sphere(n, radius, centre, cast_int=False) + x, y, z = fibonacci_sphere(n, radius, centre, cast_int=False) # Assert that the correct number of points have been generated assert len(x) == len(y) == len(z) == n diff --git a/tests/geometry/test_sources.py b/tests/geometry/test_sources.py new file mode 100644 index 0000000..adb64c3 --- /dev/null +++ b/tests/geometry/test_sources.py @@ -0,0 +1,79 @@ +import jax +import jax.numpy as jnp +import numpy as np +import pytest + +from jwave.geometry import Domain, Sources + +# Replace 'your_module' with the module where these classes are defined + + +@pytest.fixture +def domain(): + return Domain(N=(10, 10), dx=(1.0, 1.0)) + + +@pytest.fixture +def sources(domain): + x_pos = [1, 2, 3, 4] + y_pos = [3, 3, 3, 3] + signal = jnp.sin(jnp.linspace(0, 10, 100)) + signals = jnp.stack([signal] * 4) + sources = Sources(positions=(x_pos, y_pos), + signals=signals, + dt=0.1, + domain=domain) + return sources + + +def test_sources_properties(sources): + assert len(sources.positions[0]) == 4 + assert sources.dt == 0.1 + assert np.array_equal(sources.signals[0], jnp.sin(jnp.linspace(0, 10, + 100))) + + +def test_sources_tree_flatten(sources): + children, aux = sources.tree_flatten() + assert len(children) == 2 + assert len(aux) == 2 + + +def test_sources_tree_unflatten(domain): + x_pos = [1, 2, 3, 4] + y_pos = [3, 3, 3, 3] + signal = jnp.sin(jnp.linspace(0, 10, 100)) + signals = jnp.stack([signal] * 4) + sources = Sources.tree_unflatten((domain, (x_pos, y_pos)), (signals, 0.1)) + assert len(sources.positions[0]) == 4 + assert sources.dt == 0.1 + assert np.array_equal(sources.signals[1], jnp.sin(jnp.linspace(0, 10, + 100))) + + +def test_sources_to_binary_mask(sources): + mask = sources.to_binary_mask((10, 10)) + assert mask.shape == (10, 10) + assert jnp.sum(mask) == 4 # Since we have 4 source positions + + +def test_sources_on_grid(sources): + grid = sources.on_grid(jnp.asarray(0)) + assert grid.shape == (10, 10, 1) + + +def test_sources_no_sources(domain): + sources = Sources.no_sources(domain) + assert len(sources.positions[0]) == 0 + assert len(sources.positions[1]) == 0 + + +def test_jit(sources): + + @jax.jit + def add_dt(sources): + sources.dt += 1 + return sources.dt + + dt = add_dt(sources) + assert dt == 1.1 diff --git a/tests/test_custom_behaviour.py b/tests/test_custom_behaviour.py index e2a82ac..708cca6 100644 --- a/tests/test_custom_behaviour.py +++ b/tests/test_custom_behaviour.py @@ -19,7 +19,7 @@ from jwave import FourierSeries from jwave.acoustics import simulate_wave_propagation -from jwave.geometry import Domain, Medium, TimeAxis, _circ_mask +from jwave.geometry import Domain, Medium, TimeAxis, circ_mask TEST_SETTINGS = { "N": (128, 128), @@ -31,7 +31,7 @@ def test_changing_params_wave_prop(): domain = Domain(TEST_SETTINGS["N"], TEST_SETTINGS["dx"]) medium = Medium(domain, 1500.0, pml_size=16) Nx = domain.N - p0 = 5.0 * _circ_mask(Nx, 5, (40, 40)) + p0 = 5.0 * circ_mask(Nx, 5, (40, 40)) p0 = jnp.expand_dims(p0, -1) p0 = FourierSeries(p0, domain) @@ -60,7 +60,7 @@ def test_differentiating_params(): domain = Domain(TEST_SETTINGS["N"], TEST_SETTINGS["dx"]) medium = Medium(domain, 1500.0, pml_size=16) Nx = domain.N - p0 = 5.0 * _circ_mask(Nx, 5, (40, 40)) + p0 = 5.0 * circ_mask(Nx, 5, (40, 40)) p0 = jnp.expand_dims(p0, -1) p0 = FourierSeries(p0, domain) @@ -89,7 +89,7 @@ def test_extract_params_in_jit(): domain = Domain(TEST_SETTINGS["N"], TEST_SETTINGS["dx"]) medium = Medium(domain, 1500.0, pml_size=16) Nx = domain.N - p0 = 5.0 * _circ_mask(Nx, 5, (40, 40)) + p0 = 5.0 * circ_mask(Nx, 5, (40, 40)) p0 = jnp.expand_dims(p0, -1) p0 = FourierSeries(p0, domain) diff --git a/tests/test_kwave_3d_ivp.py b/tests/test_kwave_3d_ivp.py index 6d89cc5..5fbb2f6 100644 --- a/tests/test_kwave_3d_ivp.py +++ b/tests/test_kwave_3d_ivp.py @@ -26,7 +26,7 @@ from jwave import FourierSeries from jwave.acoustics import simulate_wave_propagation -from jwave.geometry import Domain, Medium, TimeAxis, _sphere_mask +from jwave.geometry import Domain, Medium, TimeAxis, sphere_mask from jwave.utils import plot_comparison from .utils import log_accuracy @@ -39,7 +39,7 @@ # Setting source def _get_p0(domain): Nx = domain.N - p0 = 4.0 * _sphere_mask(Nx, 5, (40, 36, 33)) + p0 = 4.0 * sphere_mask(Nx, 5, (40, 36, 33)) p0 = jnp.expand_dims(p0, -1) p0 = FourierSeries(p0, domain) return p0 diff --git a/tests/test_kwave_ivp.py b/tests/test_kwave_ivp.py index 7db7984..62b8b59 100644 --- a/tests/test_kwave_ivp.py +++ b/tests/test_kwave_ivp.py @@ -26,7 +26,7 @@ from jwave import FourierSeries from jwave.acoustics import simulate_wave_propagation -from jwave.geometry import Domain, Medium, TimeAxis, _circ_mask +from jwave.geometry import Domain, Medium, TimeAxis, circ_mask from jwave.utils import plot_comparison from .utils import log_accuracy @@ -39,7 +39,7 @@ # Setting source def _get_p0(domain): Nx = domain.N - p0 = 5.0 * _circ_mask(Nx, 5, (40, 40)) + p0 = 5.0 * circ_mask(Nx, 5, (40, 40)) p0 = jnp.expand_dims(p0, -1) p0 = FourierSeries(p0, domain) return p0 diff --git a/tests/test_kwave_ivp_fd.py b/tests/test_kwave_ivp_fd.py index a1ab6a6..1bbaaa1 100644 --- a/tests/test_kwave_ivp_fd.py +++ b/tests/test_kwave_ivp_fd.py @@ -26,7 +26,7 @@ from jwave import FiniteDifferences from jwave.acoustics import simulate_wave_propagation -from jwave.geometry import Domain, Medium, TimeAxis, _circ_mask +from jwave.geometry import Domain, Medium, TimeAxis, circ_mask from jwave.utils import plot_comparison from .utils import log_accuracy @@ -39,7 +39,7 @@ # Setting source def _get_p0(domain): Nx = domain.N - p0 = 5.0 * _circ_mask(Nx, 5, (40, 40)) + p0 = 5.0 * circ_mask(Nx, 5, (40, 40)) p0 = jnp.expand_dims(p0, -1) p0 = FiniteDifferences(p0, domain, accuracy=8) return p0 diff --git a/tests/test_off_grid_sensors.py b/tests/test_off_grid_sensors.py index 7d55792..a99d067 100644 --- a/tests/test_off_grid_sensors.py +++ b/tests/test_off_grid_sensors.py @@ -1,12 +1,13 @@ -from jwave.geometry import _bli_function, BLISensors, Domain, FourierSeries import numpy as np import pytest +from jwave.geometry import BLISensors, Domain, FourierSeries, bli_function + @pytest.mark.parametrize("n_grid", [100, 101]) -def test_bli_function(n_grid): +def testbli_function(n_grid): # Make a load of sensors on the grid. Check the bli function. - y = _bli_function(np.arange(n_grid), np.arange(n_grid), n_grid) + y = bli_function(np.arange(n_grid), np.arange(n_grid), n_grid) # Assert that the bli function is 1 at one place for each detector. assert (np.all(np.sum(y != 0, axis=1) == 1)) # Assert that the bli function is 0 everywhere else @@ -15,7 +16,8 @@ def test_bli_function(n_grid): assert (np.all(y[np.arange(n_grid), np.arange(n_grid)] == 1)) # Check off-grid points: - y = _bli_function(np.arange(0, n_grid - 1) + 0.25, np.arange(n_grid), n_grid) + y = bli_function( + np.arange(0, n_grid - 1) + 0.25, np.arange(n_grid), n_grid) # Check that the sensor is non-zero at more than one place. assert (np.all(np.sum(y != 0, axis=1) > 1)) assert (np.all(np.isclose(np.sum(y, axis=1), 1))) @@ -39,11 +41,11 @@ def test_sensor(nx, ny, nz): p = np.random.random((nx, ny, nz)) - s1d = BLISensors((x,), (nx,)) + s1d = BLISensors((x, ), (nx, )) s2d = BLISensors((x, y), (nx, ny)) s3d = BLISensors((x, y, z), (nx, ny, nz)) - domain1d = Domain((nx,), (1,)) + domain1d = Domain((nx, ), (1, )) p1d = FourierSeries(p[:, 0, 0], domain1d) domain2d = Domain((nx, ny), (1, 1)) @@ -76,7 +78,7 @@ def test_sensor(nx, ny, nz): if __name__ == "__main__": - test_bli_function(100) - test_bli_function(101) + testbli_function(100) + testbli_function(101) test_sensor() test_sensor(100, 101, 102)