diff --git a/examples/seismic/tutorials/08_snapshotting.ipynb b/examples/seismic/tutorials/08_snapshotting.ipynb index 1ea703de93..68ccaafa1d 100644 --- a/examples/seismic/tutorials/08_snapshotting.ipynb +++ b/examples/seismic/tutorials/08_snapshotting.ipynb @@ -6,9 +6,9 @@ "source": [ "# 08 - Snapshotting with Devito using the `ConditionalDimension`\n", "\n", - "This notebook intends to introduce new Devito users (especially with a C or FORTRAN background) to the best practice on saving snapshots to disk, as a binary float file. \n", + "This notebook intends to introduce new Devito users (especially with a C or FORTRAN background) to the best practice on saving snapshots to disk, as a binary float file.\n", "\n", - "We start by presenting a naive approach, and then introduce a more efficient method, which exploits Devito's `ConditionalDimension`." + "We start by presenting a naive (Python-level) approach and then introduce a more efficient method, which exploits Devito's `ConditionalDimension`." ] }, { @@ -27,7 +27,7 @@ "#NBVAL_IGNORE_OUTPUT\n", "%reset -f\n", "import numpy as np\n", - "import matplotlib.pyplot as plt \n", + "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, @@ -36,7 +36,7 @@ "metadata": {}, "source": [ "# Problem Setup \n", - "This tutorial is based on an example that has appeared in a [TLE tutorial](https://github.com/devitocodes/devito/blob/master/examples/seismic/tutorials/01_modelling.ipynb)(Louboutin et. al., 2017), in which one shot is modeled over a 2-layer velocity model." + "This tutorial is based on an example that has appeared in a [TLE tutorial](https://github.com/devitocodes/devito/blob/master/examples/seismic/tutorials/01_modelling.ipynb) (Louboutin et. al., 2017), in which one shot is modeled over a 2-layer velocity model." ] }, { @@ -50,38 +50,35 @@ "name": "stderr", "output_type": "stream", "text": [ - "Operator `initdamp` run in 0.01 s\n", - "Operator `padfunc` run in 0.01 s\n" + "Operator `initdamp` ran in 0.01 s\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ - "Operator `Kernel` run in 0.03 s\n" + "Operator `Kernel` ran in 0.02 s\n" ] }, { "data": { "text/plain": [ "PerformanceSummary([(PerfKey(name='section0', rank=None),\n", - " PerfEntry(time=0.02613699999999999, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[])),\n", + " PerfEntry(time=0.010614000000000016, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[])),\n", " (PerfKey(name='section1', rank=None),\n", - " PerfEntry(time=0.0007910000000000022, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[])),\n", + " PerfEntry(time=1.3000000000000003e-05, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[])),\n", " (PerfKey(name='section2', rank=None),\n", - " PerfEntry(time=0.0010599999999999995, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[]))])" + " PerfEntry(time=2.700000000000001e-05, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[]))])" ] }, "execution_count": 2, @@ -94,13 +91,14 @@ "\n", "#NBVAL_IGNORE_OUTPUT\n", "#%%flake8\n", - "from examples.seismic import Receiver\n", - "from examples.seismic import RickerSource\n", - "from examples.seismic import Model, plot_velocity, TimeAxis\n", "from devito import TimeFunction\n", "from devito import Eq, solve\n", "from devito import Operator\n", "\n", + "from examples.seismic import Receiver\n", + "from examples.seismic import RickerSource\n", + "from examples.seismic import Model, plot_velocity, TimeAxis\n", + "\n", "\n", "# Set velocity model\n", "nx = 201\n", @@ -114,9 +112,9 @@ "v[:, int(nx/2):] = 2.5\n", "\n", "model = Model(vp=v, origin=origin, shape=shape, spacing=spacing,\n", - " space_order=2, nbl=10, bcs=\"damp\")\n", + " space_order=8, nbl=10, bcs=\"damp\")\n", "\n", - "# Set time range, source, source coordinates and receiver coordinates\n", + "# Set time range, source, source and receiver coordinates\n", "t0 = 0. # Simulation starts a t=0\n", "tn = 1000. # Simulation lasts tn milliseconds\n", "dt = model.critical_dt # Time step from model grid spacing\n", @@ -128,43 +126,43 @@ " name='src',\n", " grid=model.grid,\n", " f0=f0,\n", - " time_range=time_range) \n", + " time_range=time_range)\n", "\n", "src.coordinates.data[0, :] = np.array(model.domain_size) * .5\n", "src.coordinates.data[0, -1] = 20. # Depth is 20m\n", "\n", + "nrecs = 11\n", "rec = Receiver(\n", " name='rec',\n", " grid=model.grid,\n", - " npoint=101,\n", - " time_range=time_range) # new\n", - "rec.coordinates.data[:, 0] = np.linspace(0, model.domain_size[0], num=101)\n", + " npoint=nrecs,\n", + " time_range=time_range)\n", + "rec.coordinates.data[:, 0] = np.linspace(0, model.domain_size[0], num=nrecs)\n", "rec.coordinates.data[:, 1] = 20. # Depth is 20m\n", "depth = rec.coordinates.data[:, 1] # Depth is 20m\n", "\n", "\n", "plot_velocity(model, source=src.coordinates.data,\n", - " receiver=rec.coordinates.data[::4, :])\n", + " receiver=rec.coordinates.data)\n", "\n", - "#Used for reshaping\n", - "vnx = nx+20 \n", - "vnz = nz+20\n", + "# Get the model's grid shape for reshaping\n", + "vnx, vnz = model.grid.shape\n", "\n", "# Set symbolics for the wavefield object `u`, setting save on all time steps \n", "# (which can occupy a lot of memory), to later collect snapshots (naive method):\n", "\n", "u = TimeFunction(name=\"u\", grid=model.grid, time_order=2,\n", - " space_order=2, save=time_range.num)\n", + " space_order=8, save=time_range.num)\n", "\n", - "# Set symbolics of the operator, source and receivers:\n", + "# Set symbolics of the operator, source, and receivers:\n", "pde = model.m * u.dt2 - u.laplace + model.damp * u.dt\n", "stencil = Eq(u.forward, solve(pde, u.forward))\n", "src_term = src.inject(field=u.forward, expr=src * dt**2 / model.m)\n", "rec_term = rec.interpolate(expr=u)\n", "op = Operator([stencil] + src_term + rec_term, subs=model.spacing_map)\n", "\n", - "# Run the operator for `(nt-2)` time steps:\n", - "op(time=nt-2, dt=model.critical_dt)\n" + "# Run the operator:\n", + "op.apply(dt=model.critical_dt)" ] }, { @@ -173,7 +171,7 @@ "source": [ "# Saving snaps to disk - naive approach\n", "\n", - "We want to get equally spaced snaps from the `nt-2` saved in `u.data`. The user can then define the total number of snaps `nsnaps`, which determines a `factor` to divide `nt`." + "We want to get equally spaced snaps from the `nt-2` steps saved in `u.data`. The user can then define the total number of snaps `nsnaps`, which determines a `factor` to divide `nt`." ] }, { @@ -182,10 +180,10 @@ "metadata": {}, "outputs": [], "source": [ - "nsnaps = 100\n", - "factor = round(u.shape[0] / nsnaps) # Get approx nsnaps, for any nt\n", + "nsnaps = 100 # Number of snaps to save\n", + "factor = int(np.floor(nt / nsnaps)) # Save every `factor` nsnaps, for any nt\n", "ucopy = u.data.copy(order='C')\n", - "filename = \"naivsnaps.bin\"\n", + "filename = \"naivesnaps.bin\"\n", "file_u = open(filename, 'wb')\n", "for it in range(0, nsnaps):\n", " file_u.write(ucopy[it*factor, :, :])\n", @@ -206,28 +204,26 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", - "plt.rcParams['figure.figsize'] = (20, 20) # Increases figure size\n", "\n", - "imcnt = 1 # Image counter for plotting\n", - "plot_num = 5 # Number of images to plot\n", + "plt.figure(figsize=(20, 20)) # Increases figure size\n", + "\n", + "plot_num = 5 # Number of images to plot\n", + "indices = range(0, nsnaps, nsnaps // plot_num) # Indices for snapshots\n", "\n", - "for i in range(0, nsnaps, int(nsnaps/plot_num)):\n", - " plt.subplot(1, plot_num+1, imcnt+1)\n", - " imcnt = imcnt + 1\n", - " plt.imshow(np.transpose(u.data[i * factor, :, :]), vmin=-1, vmax=1, cmap=\"seismic\")\n", + "for i, ind in enumerate(indices):\n", + " plt.subplot(1, plot_num, i + 1)\n", + " plt.imshow(np.transpose(u.data[ind * factor, :, :]), vmin=-1, vmax=1, cmap=\"seismic\")\n", "\n", "plt.show()\n" ] @@ -246,33 +242,30 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", - "fobj = open(\"naivsnaps.bin\", \"rb\") \n", + "fobj = open(\"naivesnaps.bin\", \"rb\") \n", "snaps = np.fromfile(fobj, dtype = np.float32) \n", "snaps = np.reshape(snaps, (nsnaps, vnx, vnz)) #reshape vec2mtx, devito format. nx first\n", "fobj.close()\n", "\n", - "plt.rcParams['figure.figsize'] = (20,20) # Increases figure size\n", + "plt.figure(figsize=(20, 20)) # Increases figure size\n", "\n", - "imcnt = 1 # Image counter for plotting\n", - "plot_num = 5 # Number of images to plot\n", + "plot_num = 5 # Number of images to plot\n", + "indices = range(0, nsnaps, nsnaps // plot_num) # Indices for snapshots\n", "\n", - "for i in range(0, nsnaps, int(nsnaps/plot_num)):\n", - " plt.subplot(1, plot_num+1, imcnt+1);\n", - " imcnt = imcnt + 1\n", - " plt.imshow(np.transpose(snaps[i,:,:]), vmin=-1, vmax=1, cmap=\"seismic\")\n", + "for i, ind in enumerate(indices):\n", + " plt.subplot(1, plot_num, i + 1)\n", + " plt.imshow(np.transpose(snaps[ind, :, :]), vmin=-1, vmax=1, cmap=\"seismic\")\n", "\n", "plt.show() " ] @@ -281,7 +274,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This C/FORTRAN way of saving snaps is clearly not optimal when using Devito; the wavefield object `u` is specified to save all snaps, and a memory copy is done at every `op` time step. Giving that we don't want all the snaps saved, this process is wasteful; only the selected snapshots should be copied during execution. \n", + "Note: This C/FORTRAN way of saving snaps is clearly not optimal when using Devito; the wavefield object `u` is specified to save all snaps, and a memory copy is done at every `op` time step. Giving that we don't want all the snaps saved, this process is wasteful; only the selected snapshots should be copied during execution. \n", "\n", "\n", "To address these issues, a better way to save snaps using Devito's capabilities is presented in the following section." @@ -306,24 +299,22 @@ "name": "stdout", "output_type": "stream", "text": [ - "factor is 2\n", - "t_sub\n" + "Total number of timesteps is 242, factor is 2,number of snaps requested is 100. Thus we save up to timestep 200.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Operator `Kernel` run in 0.02 s\n", - "Operator `Kernel` run in 0.03 s\n" + "Operator `Kernel` ran in 0.01 s\n", + "Operator `Kernel` ran in 0.02 s\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Saving snaps file\n", - "Dimensions: nz = 221, nx = 221\n" + "Saving snaps file\n" ] } ], @@ -331,20 +322,21 @@ "#NBVAL_IGNORE_OUTPUT\n", "from devito import ConditionalDimension\n", "\n", - "nsnaps = 103 # desired number of equally spaced snaps\n", - "factor = round(nt / nsnaps) # subsequent calculated factor\n", + "nsnaps = 100 # desired number of equally spaced snaps\n", + "factor = int(np.floor(nt / nsnaps)) # subsequent calculated factor\n", "\n", - "print(f\"factor is {factor}\")\n", + "print(f\"Total number of timesteps is {nt}, factor is {factor},\"\n", + " f\"number of snaps requested is {nsnaps}. Thus we save up to timestep\"\n", + " f\" {factor*nsnaps}.\")\n", "\n", "#Part 1 #############\n", "time_subsampled = ConditionalDimension(\n", " 't_sub', parent=model.grid.time_dim, factor=factor)\n", - "usave = TimeFunction(name='usave', grid=model.grid, time_order=2, space_order=2,\n", + "usave = TimeFunction(name='usave', grid=model.grid, time_order=2, space_order=8,\n", " save=nsnaps, time_dim=time_subsampled)\n", - "print(time_subsampled)\n", "#####################\n", "\n", - "u = TimeFunction(name=\"u\", grid=model.grid, time_order=2, space_order=2)\n", + "u = TimeFunction(name=\"u\", grid=model.grid, time_order=2, space_order=8)\n", "pde = model.m * u.dt2 - u.laplace + model.damp * u.dt\n", "stencil = Eq(u.forward, solve(pde, u.forward))\n", "src_term = src.inject(\n", @@ -358,15 +350,17 @@ "op2 = Operator([stencil] + src_term + [Eq(usave, u)] + rec_term,\n", " subs=model.spacing_map) # operator with snapshots\n", "\n", - "op1(time=nt - 2, dt=model.critical_dt) # run only for comparison\n", + "# NOTE: usave can hold up to `nsnaps` time steps. However, if we run\n", + "# for more than `nsnaps` steps, we will attempt to write out of bounds.\n", + "# So, we run up to factor*nsnaps - 1 steps to avoid writing out of bounds\n", + "op1(time=factor*nsnaps - 1, dt=model.critical_dt) # run only for comparison\n", "u.data.fill(0.)\n", - "op2(time=nt - 2, dt=model.critical_dt)\n", + "op2(time=factor*nsnaps - 1, dt=model.critical_dt)\n", "#####################\n", "\n", "#Part 3 #############\n", "print(\"Saving snaps file\")\n", - "print(\"Dimensions: nz = {:d}, nx = {:d}\".format(nz + 2 * nb, nx + 2 * nb))\n", - "filename = \"snaps2.bin\"\n", + "filename = \"devito_snaps.bin\"\n", "usave.data.tofile(filename)\n", "#####################" ] @@ -385,33 +379,30 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", - "fobj = open(\"snaps2.bin\", \"rb\")\n", + "fobj = open(\"devito_snaps.bin\", \"rb\")\n", "snaps = np.fromfile(fobj, dtype=np.float32)\n", "snaps = np.reshape(snaps, (nsnaps, vnx, vnz))\n", "fobj.close()\n", "\n", - "plt.rcParams['figure.figsize'] = (20, 20) # Increases figure size\n", + "plt.figure(figsize=(20, 20)) # Increases figure size\n", "\n", - "imcnt = 1 # Image counter for plotting\n", - "plot_num = 5 # Number of images to plot\n", - "for i in range(0, plot_num):\n", - " plt.subplot(1, plot_num, i+1);\n", - " imcnt = imcnt + 1\n", - " ind = i * int(nsnaps/plot_num)\n", - " plt.imshow(np.transpose(snaps[ind,:,:]), vmin=-1, vmax=1, cmap=\"seismic\")\n", + "plot_num = 5 # Number of images to plot\n", + "indices = np.linspace(0, nsnaps-1, plot_num, dtype=int) # Indices for snapshots\n", + "\n", + "for i, ind in enumerate(indices):\n", + " plt.subplot(1, plot_num, i + 1)\n", + " plt.imshow(np.transpose(snaps[ind, :, :]), vmin=-1, vmax=1, cmap=\"seismic\")\n", "\n", "plt.show() " ] @@ -426,28 +417,33 @@ "\n", "Further insight on how `ConditionalDimension` works and its most common uses can be found in [the Devito documentation](https://www.devitoproject.org/devito/dimension.html#devito.types.dimension.ConditionalDimension). The following excerpt exemplifies subsampling of simple functions:\n", "\n", - " Among the other things, ConditionalDimensions are indicated to implement\n", - " Function subsampling. In the following example, an Operator evaluates the\n", - " Function ``g`` and saves its content into ``f`` every ``factor=4`` iterations.\n", - " \n", - " >>> from devito import Dimension, ConditionalDimension, Function, Eq, Operator\n", - " >>> size, factor = 16, 4\n", - " >>> i = Dimension(name='i')\n", - " >>> ci = ConditionalDimension(name='ci', parent=i, factor=factor)\n", - " >>> g = Function(name='g', shape=(size,), dimensions=(i,))\n", - " >>> f = Function(name='f', shape=(int(size/factor),), dimensions=(ci,))\n", - " >>> op = Operator([Eq(g, 1), Eq(f, g)])\n", + "Among the other things, ConditionalDimensions are indicated to implement\n", + "Function subsampling. In the following example, an Operator evaluates the\n", + "Function ``g`` and saves its content into ``f`` every ``factor=4`` iterations.\n", + "\n", + "```python\n", + "from devito import Dimension, ConditionalDimension, Function, Eq, Operator\n", + "size, factor = 16, 4\n", + "i = Dimension(name='i')\n", + "ci = ConditionalDimension(name='ci', parent=i, factor=factor)\n", + "g = Function(name='g', shape=(size,), dimensions=(i,))\n", + "f = Function(name='f', shape=(int(size/factor),), dimensions=(ci,))\n", + "op = Operator([Eq(g, 1), Eq(f, g)])\n", + "```\n", " \n", - " The Operator generates the following for-loop (pseudocode)\n", - " .. code-block:: C\n", - " for (int i = i_m; i <= i_M; i += 1) {\n", - " g[i] = 1;\n", - " if (i%4 == 0) {\n", - " f[i / 4] = g[i];\n", - " }\n", - " }\n", + "The Operator generates the following for-loop (pseudocode)\n", + "```c\n", + "for (int i = i_m; i <= i_M; i += 1) {\n", + " g[i] = 1;\n", + " if ((i)%(cif) == 0)\n", + " {\n", + " //cif holds the value of 4 (int(16/4)) in this example\n", + " f[i / cif] = g[i]; \n", + " }\n", + "}\n", + "```\n", "\n", - "From this excerpt we can see that the C code generated by `Operator` with the extra argument `Eq(f,g)` mainly corresponds to adding an `if` block on the optimized C-code, which saves the desired snapshots on `f`, from `g`, at the correct times. Following the same line of thought, in the following section the symbolic and C-generated code are compared, with and without snapshots.\n", + "From this excerpt, we can see that the C code generated by `Operator` with the extra argument `Eq(f,g)` mainly corresponds to adding an `if` block on the optimized C-code, which saves the desired snapshots on `f`, from `g`, at the correct subsampled times. Following the same line of thought, in the following section the symbolic and C-generated code are compared, with and without snapshots.\n", "\n", "# About Part 2\n", " \n", @@ -654,6869 +650,3220 @@ { "data": { "text/html": [ - "" @@ -7525,9 +3872,8 @@ "" ] }, - "execution_count": 9, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ @@ -7537,30 +3883,39 @@ "import matplotlib.pyplot as plt\n", "import matplotlib.animation as animation\n", "\n", - "filename = \"naivsnaps.bin\"\n", + "filename = \"naivesnaps.bin\"\n", "nsnaps = 100\n", "fobj = open(filename, \"rb\")\n", "snapsObj = np.fromfile(fobj, dtype=np.float32)\n", "snapsObj = np.reshape(snapsObj, (nsnaps, vnx, vnz))\n", "fobj.close()\n", "\n", - "fig, ax = plt.subplots()\n", + "fig, ax = plt.subplots(figsize=(10, 10)) # Increases figure size\n", + "\n", "matrice = ax.imshow(snapsObj[0, :, :].T, vmin=-1, vmax=1, cmap=\"seismic\")\n", - "plt.colorbar(matrice)\n", + "fig.colorbar(matrice)\n", "\n", "plt.xlabel('x')\n", "plt.ylabel('z')\n", - "plt.title('Modelling one shot over a 2-layer velocity model with Devito.') \n", + "plt.title('Modelling one shot over a 2-layer velocity model with Devito.', fontsize=12) \n", + "\n", + "# Add a text annotation for the frame counter\n", + "frame_text = ax.text(0.02, 0.95, '', transform=ax.transAxes,\n", + " color='white', fontsize=16,\n", + " bbox=dict(facecolor='black', alpha=0.5))\n", "\n", "def update(i):\n", " matrice.set_array(snapsObj[i, :, :].T)\n", - " return matrice,\n", + " frame_text.set_text(f'Snap: {i+1}/{nsnaps}')\n", + " return matrice, frame_text\n", "\n", "# Animation\n", "ani = animation.FuncAnimation(fig, update, frames=nsnaps, interval=50, blit=True)\n", "\n", "plt.close(ani._fig)\n", - "HTML(ani.to_html5_video())\n" + "\n", + "video = ani.to_html5_video()\n", + "display(HTML(video))" ] }, { @@ -7569,13 +3924,13 @@ "source": [ "# References\n", "\n", - "Louboutin, M., Witte, P., Lange, M., Kukreja, N., Luporini, F., Gorman, G., & Herrmann, F. J. (2017). Full-waveform inversion, Part 1: Forward modeling. The Leading Edge, 36(12), 1033-1036." + "Louboutin, M., Witte, P., Lange, M., Kukreja, N., Luporini, F., Gorman, G., & Herrmann, F. J. (2017). Full-waveform inversion, Part 1: Forward modeling. The Leading Edge, 36(12), 1033-1036. [[Available Online]](https://library.seg.org/doi/full/10.1190/tle36121033.1)" ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -7589,7 +3944,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.7" + "version": "3.10.12" }, "varInspector": { "cols": {