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Solar Orbiter Trajectory example using SpiceyPy

This gist gives some example of how to use SpiceyPy to plot the trajectory of Solar Orbiter, using SPICE kernels provided via ESA COSMOS. The notebook was written by Laura Hayes, this gist is just a fork of the original https://gist.github.com/hayesla/5833aa84075fe0010073f2f6c2a86623. The additional files enable it to be run with Binder.

It provides the following additional files:

  • requirements.txt to install the required Python packages
  • apt.txt to install FFmpeg via APT for rendering
  • postBuild, a script to download the SPICE kernels from ESA COSMOS so that they are available inside the notebook

Try it out! Binder

#!/bin/bash
curl "https://issues.cosmos.esa.int/solarorbiterwiki/download/attachments/7274724/solo_ANC_soc-kernels-complete_V101_20191204_001.zip?version=1&modificationDate=1575474023000&api=v2&download=true" > solo_ANC_soc-kernels-complete_V101_20191204_001.zip
unzip solo_ANC_soc-kernels-complete_V101_20191204_001.zip
astropy~=4.0.1.post1
matplotlib~=3.2.1
numpy~=1.18.2
seaborn~=0.10.0
spiceypy~=3.0.2
sunpy~=1.1.2
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Solar Orbiter Trajectory example using SpiceyPy\n",
"This notebook gives some example of how to use SpiceyPy to plot the trajectory of Solar Orbiter, using SPICE kernals which can be downloaded from here: `https://issues.cosmos.esa.int/solarorbiterwiki/display/SOSP/Solar+Orbiter+SPICE+Kernels`\n",
"\n",
"I also want to refer the reader to HelioPy which also has functionality to calculate the orbits from Solar Orbiter! https://heliopy.org/\n",
"\n",
"The code here can be used to make the movie that I made which is posted here: https://twitter.com/laura_hayess/status/1229455279156273152\n",
"\n",
"Just note, there probably is a way to do this with the matplotlib animation functionality, but I saved a png plot at each timestep and then make an MP4 using ffmpeg (https://www.ffmpeg.org/) \n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from astropy import units as u \n",
"import datetime \n",
"import numpy as np \n",
"import matplotlib.animation as animation \n",
"import matplotlib.pyplot as plt \n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"import spiceypy\n",
"from sunpy.time import TimeRange\n",
"import subprocess\n",
"import pylab\n",
"import seaborn as sns\n",
"import os\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## We need to first get the SPICE kernals to be loaded for this analysis. \n",
"The kernals are available from the link above. Some are generic kernals, such as lsk (leap second kernal). The others listed include the planet orbit and trajectories and the predicted Solar Orbiter trajectory."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"spice_files = ['./kernels/lsk/naif0012.tls', \n",
" './kernels/spk/de421.bsp',\n",
" './kernels/pck/pck00010.tpc',\n",
" './kernels/spk/solo_ANC_soc-orbit_20200207-20300902_V01.bsp']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load the kernals using `SpiceyPy`"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"spiceypy.furnsh(spice_files)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Define the timerange over which to calculate orbits\n",
"We also need to convert the times to the number of TDB seconds past the J2000 epoch. \n",
"\n",
"We calculate the time from launch to 8 years in the future with a timestep of every 24 hours"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"timerange = TimeRange('2020-02-10', 8*u.year)\n",
"times = [timerange.start.datetime]\n",
"t = times[0]\n",
"while t < timerange.end:\n",
" t = t+ datetime.timedelta(hours=24)\n",
" times.append(t)\n",
"\n",
"time_spice = [spiceypy.str2et(t.strftime('%Y-%m-%d %H:%M')) for t in times]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Find the positions and velocity of Solar Orbiter, Earth, Venus and the Sun\n",
"We use the `spiceypy.spkezr` function that returns the state (position and velocity) of a target body relative to an observing body\n",
"\n",
"Here we calculate everything with respect to the Sun "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"positions_solo, lightTimes = spiceypy.spkezr('Solar Orbiter', time_spice, 'ECLIPJ2000', 'NONE', 'Sun')\n",
"positions_earth, lightTimes_earth = spiceypy.spkezr('Earth', time_spice, 'ECLIPJ2000', 'NONE', 'Sun')\n",
"positions_venus, lightTimes_venus = spiceypy.spkezr('Venus', time_spice, 'ECLIPJ2000', 'NONE', 'Sun')\n",
"positions_sun, lightTimes_earth = spiceypy.spkezr('Sun', time_spice, 'ECLIPJ2000', 'NONE', 'Sun')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# pull out the position and velocity of Solar Orbiter\n",
"pos_solo = np.array(positions_solo)[:, :3] * u.km\n",
"vel_solo = np.array(positions_solo)[:, 3:] * u.km / u.s\n",
"\n",
"# x, y, z positions of Solar Orbiter, and r (position vector)\n",
"x_solo = pos_solo[:, 0].to(u.au)\n",
"y_solo = pos_solo[:, 1].to(u.au)\n",
"z_solo = pos_solo[:, 2].to(u.au)\n",
"r_solo = np.sqrt(x_solo**2 + y_solo**2 + z_solo**2)\n",
"\n",
"# speed and elevation of Solar Orbiter\n",
"speed = np.sqrt(vel_solo[:,0]**2 + vel_solo[:,1]**2 + vel_solo[:,2]**2)\n",
"elevation = np.rad2deg(np.arcsin(z_solo / r_solo))\n",
"\n",
"# Earth x, y, z positions\n",
"per_earth = np.array(positions_earth)[:, :3] * u.km\n",
"x_earth = per_earth[:, 0].to(u.au)\n",
"y_earth = per_earth[:, 1].to(u.au)\n",
"z_earth = per_earth[:, 2].to(u.au)\n",
"\n",
"# Sun x, y, z position\n",
"per_sun = np.array(positions_sun)[:, :3] * u.km\n",
"x_sun = per_sun[:, 0].to(u.au)\n",
"y_sun = per_sun[:, 1].to(u.au)\n",
"z_sun = per_sun[:, 2].to(u.au)\n",
"\n",
"# Venus x, y, z position\n",
"per_venus = np.array(positions_venus)[:, :3] * u.km\n",
"x_venus = per_venus[:, 0].to(u.au)\n",
"y_venus = per_venus[:, 1].to(u.au)\n",
"z_venus = per_venus[:, 2].to(u.au)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Now lets inspect the data and plot the trajectory of Solar Orbiter\n",
"Lets first see what Solar Orbiter trajectory looks in each plane - the positions are in AU."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 3, sharex=True, sharey=True, figsize=(15, 5))\n",
"ax[0].plot(x_solo, z_solo)\n",
"ax[0].set_xlabel('x (AU)')\n",
"ax[0].set_ylabel('z (AU)')\n",
"\n",
"ax[1].plot(x_solo, y_solo)\n",
"ax[1].set_xlabel('x (AU)')\n",
"ax[1].set_ylabel('y (AU)')\n",
"\n",
"ax[2].plot(y_solo, z_solo)\n",
"ax[2].set_xlabel('y (AU)')\n",
"ax[2].set_ylabel('z (AU)')\n",
"\n",
"for a in ax:\n",
" a.grid()\n",
" a.set_ylim(-1, 1)\n",
" a.set_xlim(-1, 1)\n",
"\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Lets now plot this on a 3D plane\n",
"We can plot it such that each color changes with the timestep sequentially"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'AU')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize = (8, 8))\n",
"ax = fig.add_subplot(111, projection='3d')\n",
"ax.scatter(x_solo.to_value(), y_solo.to_value(), z_solo.to_value(), cmap='Blues', c=time_spice)\n",
"ax.set_xlabel('AU')\n",
"ax.set_ylabel('AU')\n",
"ax.set_zlabel('AU')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### We can change the viewing angle of the plot using `ax.view_init`\n",
"\n",
"We can also include the orbit of Earth, and the position of the Sun"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize = (8, 8))\n",
"ax = fig.add_subplot(111, projection='3d')\n",
"ax.scatter(x_solo.to_value(), y_solo.to_value(), z_solo.to_value(), cmap='Blues', c=time_spice)\n",
"# now include Earth and the Sun\n",
"ax.scatter(x_earth.to_value(), y_earth.to_value(), z_earth.to_value(), cmap='Reds', c=time_spice)\n",
"ax.scatter(x_sun.to_value(), y_sun.to_value(), z_sun.to_value(), color='orange')\n",
"ax.set_xlabel('AU')\n",
"ax.set_ylabel('AU')\n",
"ax.set_zlabel('AU')\n",
"\n",
"# change viewing angles\n",
"ax.view_init(azim=-60, elev=10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## We can also plot the elevation and the speed of Solar Orbiter as a function of time\n",
"\n",
"This can be done by using the x, y and z coordinates of Solar Orbiter which is calculated above.\n",
"Also recall that astropy units as used here, so to recall what the units of these are we can print them:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"deg\n",
"km / s\n"
]
}
],
"source": [
"print(elevation.unit)\n",
"print(speed.unit)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(2, sharex=True, figsize = (8, 6))\n",
"ax[0].plot(times, elevation)\n",
"ax[0].set_ylabel('Elevation angle (deg)')\n",
"ax[1].plot(times, speed)\n",
"ax[1].set_ylabel('Speed (km/s)')\n",
"for a in ax:\n",
" a.set_xlim(times[0], times[-1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Now we can write a function that plots these all on one figure\n",
"This is achieved using pylab to define the different positions of the subplot axes.\n",
"Were also going to plot the position of Earth, Venus and the Sun. The function will plot each trajectory at for a certain time step `i`, i.e. `time_spice[i]`\n",
"\n",
"There is also a `save_plot`, which when `True` will save a plot to the defined directory `save_dir`. If no save_dir is given, but save_plot is `True`, then the a directory 'solo_plots' will be created and plots saved there."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"def plot_full(i, save_plot=False, save_dir='solo_plots'):\n",
" \"\"\"\n",
" Function to make a plot that contains several subplots including \n",
" a 3D plot of the orbit of Solar Orbiter, Earth, Venus, and a plot\n",
" of the orbits in x-y and x-z plane, and also include the speed and\n",
" elevation of Solar Orbiter as a function of time.\n",
" \n",
" Parameters\n",
" ----------\n",
" i : `int`\n",
" index of the time_spice to plot, i.e. it will plot\n",
" positions at time step time_spice[i]\n",
" \n",
" save_plot : `Boolean`, optional\n",
" if set True, then will save the plot to the `save_dir` directory\n",
" \n",
" save_dir : `str`, optional\n",
" path to save the plot if save_plot==True. \n",
" Defaults to creating a solo_plots directory in the\n",
" current working directory\n",
" \n",
" \"\"\"\n",
" # setting up some style parameters that look good for this plot\n",
" sns.set_context('paper', font_scale=0.8, rc={'axes.linewidth':0.5}) \n",
"\n",
" # define colors and colormaps for Solar Orbiter, Earth and Venus\n",
" solo_col = 'r' \n",
" cmap_solo = 'Reds' \n",
" \n",
" earth_col = '#377eb8'\n",
" cmap_earth = sns.light_palette(earth_col, as_cmap=True) \n",
"\n",
" venus_col = 'k'\n",
" cmap_venus = 'Greys'\n",
"\n",
" # i is for each timestep - but we also want to plot the\n",
" # previous 20 timesteps, j, to illustrate the trajectory path\n",
" if i < 20:\n",
" j = 0\n",
" else:\n",
" j = i-20\n",
"\n",
" # set up plotting informatio in each dictionary\n",
" kwargs_solo = {'s': 10, 'c': time_spice[j:i], 'cmap':cmap_solo}\n",
" kwargs_Earth = {'s': 10, 'c': time_spice[j:i], 'cmap':cmap_earth}\n",
" kwargs_Venus = {'s': 5, 'c': time_spice[j:i], 'cmap':cmap_venus}\n",
"\n",
" \n",
" # get box sizes for plotting positions on figure\n",
" xx = 10\n",
" yy = 5\n",
" box = 0.18\n",
"\n",
" fig = plt.figure(figsize=(xx,yy))\n",
"\n",
" # 3D plot of trajectories\n",
" ax = pylab.axes([0.0, 0.02, 0.6, 0.90], projection='3d')\n",
" ax.scatter(x_solo.to_value()[j:i], y_solo.to_value()[j:i], z_solo.to_value()[j:i], **kwargs_solo)\n",
" ax.scatter(x_earth.to_value()[j:i], y_earth.to_value()[j:i], z_earth.to_value()[j:i], **kwargs_Earth)\n",
" ax.scatter(x_venus.to_value()[j:i], y_venus.to_value()[j:i], z_venus.to_value()[j:i], **kwargs_Venus)\n",
" ax.scatter(x_sun.to_value()[i], y_sun.to_value()[i], z_sun.to_value()[i], color='y', s=30)\n",
"\n",
" ax.scatter(x_solo.to_value()[i], y_solo.to_value()[i], z_solo.to_value()[i], color=solo_col, label='Solar Orbiter', s=10)\n",
" ax.scatter(x_earth.to_value()[i], y_earth.to_value()[i], z_earth.to_value()[i], color=earth_col, label='Earth', s=10)\n",
" ax.scatter(x_venus.to_value()[i], y_venus.to_value()[i], z_venus.to_value()[i], color=venus_col, label='Venus', s=5)\n",
"\n",
" ax.plot(x_solo.to_value()[0:i], y_solo.to_value()[0:i], z_solo.to_value()[0:i], color=solo_col, lw=0.2)\n",
" ax.plot(x_earth.to_value()[0:i], y_earth.to_value()[0:i], z_earth.to_value()[0:i], color=earth_col, lw=0.2)\n",
" ax.plot(x_venus.to_value()[0:i], y_venus.to_value()[0:i], z_venus.to_value()[0:i], color=venus_col, lw=0.1)\n",
"\n",
" ax.view_init(azim=-60, elev=20) \n",
"\n",
" ax.set_xlim(-1, 1)\n",
" ax.set_ylim(-1, 1)\n",
" ax.set_zlim(-0.5, 0.5)\n",
" ax.set_title('Solar Orbiter Trajectory {:s}'.format(times[i].strftime('%Y-%m-%d %H:%M')), y=1.05, fontsize=12)\n",
" ax.set_xlabel('x (AU)')\n",
" ax.set_ylabel('y (AU)')\n",
" ax.set_zlabel('z (AU)')\n",
" leg = ax.legend(loc='upper right', bbox_to_anchor=(0.53, 0.85),\n",
" bbox_transform=plt.gcf().transFigure, fontsize=8)\n",
" for handle, text in zip(leg.legendHandles, leg.get_texts()):\n",
" text.set_color(handle.get_facecolor()[0])\n",
"\n",
" # x-y plane projection plot\n",
" bx = pylab.axes([0.61, 0.08, box, box*(xx/yy)])\n",
" bx.scatter(x_solo.to_value()[j:i], y_solo.to_value()[j:i], **kwargs_solo)\n",
" bx.scatter(x_sun.to_value()[i], y_sun.to_value()[i], color='y', s=30)\n",
" bx.scatter(x_earth.to_value()[j:i], y_earth.to_value()[j:i], **kwargs_Earth)\n",
" bx.scatter(x_venus.to_value()[j:i], y_venus.to_value()[j:i], **kwargs_Venus)\n",
" bx.tick_params(direction='in', labelleft=False, left=False, bottom=False, labelbottom=False, width=0.5, length=3)\n",
"\n",
" bx.plot(x_solo.to_value()[0:i], y_solo.to_value()[0:i], color=solo_col, lw=0.2)\n",
" bx.plot(x_earth.to_value()[0:i], y_earth.to_value()[0:i], color=earth_col, lw=0.2)\n",
" bx.plot(x_venus.to_value()[0:i], y_venus.to_value()[0:i], color=venus_col, lw=0.1)\n",
" bx.set_xlabel('x-y plane (AU)')\n",
"\n",
" bx.set_xlim(-1.05, 1.05)\n",
" bx.set_ylim(-1.05, 1.05)\n",
" bx.set_xticks([-1, -0.5, 0, 0.5, 1])\n",
" bx.set_yticks([-1, -0.5, 0, 0.5, 1])\n",
"\n",
" # x-z plane projection plot\n",
" cx = pylab.axes([0.61+box+0.01, 0.08, box, box*(xx/yy)])\n",
" cx.scatter(x_solo.to_value()[j:i], z_solo.to_value()[j:i], **kwargs_solo)\n",
" cx.scatter(x_sun.to_value()[i], z_sun.to_value()[i], color='y', s=30)\n",
" cx.scatter(x_earth.to_value()[j:i], z_earth.to_value()[j:i], **kwargs_Earth)\n",
" cx.scatter(x_venus.to_value()[j:i], z_venus.to_value()[j:i], **kwargs_Venus)\n",
" cx.plot(x_solo.to_value()[0:i], z_solo.to_value()[0:i], color=solo_col, lw=0.2)\n",
" cx.plot(x_earth.to_value()[0:i], z_earth.to_value()[0:i], color=earth_col, lw=0.2)\n",
" cx.plot(x_venus.to_value()[0:i], z_venus.to_value()[0:i], color=venus_col, lw=0.1)\n",
" cx.tick_params(labelleft=False, labelbottom=False,left=False, right=False, bottom=False, labelright=False, direction='in', width=0.5, length=3)\n",
" cx.set_xlabel('x-z plane (AU)')\n",
"\n",
" cx.set_xlim(-1.05, 1.05)\n",
" cx.set_ylim(-0.14, 0.25)\n",
" cx.set_xticks([-1, -0.5, 0, 0.5, 1])\n",
" cx.set_yticks([-0.1, 0, 0.1, 0.2]) \n",
"\n",
" # plot of speed of Solar Orbiter as function of time\n",
" dx = pylab.axes([0.67, 0.75, 0.3, 0.2 ])\n",
" dx.plot(times, speed, color=solo_col, lw=0.5)\n",
" dx.scatter(times[j:i], speed[j:i], **kwargs_solo)\n",
" dx.set_xlim(times[0], times[-1])\n",
" dx.axvline(times[i], color='k', lw=0.5)\n",
" dx.tick_params(labelbottom=False, direction='in', width=0.5, length=3)\n",
" dx.set_ylabel('Speed (km/s)')\n",
" \n",
" # plot of the elevation of Solar Orbiter as function of time\n",
" ex = pylab.axes([0.67, 0.54, 0.3, 0.2 ], sharex=dx)\n",
" ex.plot(times, elevation, color=solo_col,lw=0.5)\n",
" ex.scatter(times[j:i], elevation[j:i], **kwargs_solo)\n",
" ex.set_xlim(times[0], times[-1])\n",
" ex.axvline(times[i], color='k', lw=0.5)\n",
" ex.tick_params(direction='in', width=0.5, length=3)\n",
" ex.set_xlabel('Time (UT)')\n",
" ex.set_ylabel('Inclination (deg)')\n",
"\n",
" # save each timestep plot \n",
" if save_plot:\n",
" # if save_dir is not provided then create a solo_plots path\n",
" if save_dir == 'solo_plots':\n",
" save_dir = os.path.join(os.getcwd(), save_dir)\n",
" if not os.path.exists(save_dir):\n",
" os.mkdir(save_dir)\n",
" \n",
" # this will save the files is ./all_plots_0001.png for i = 1\n",
" plt.savefig(os.path.join(save_dir, 'all_plots_{:04d}.png'.format(i)), dpi=250)\n",
" plt.close()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### So we can now plot this at each time step `time_spice[i]`"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x360 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_full(110)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### We can save it to a certain directory\n",
"This won't actually plot anything to screen as we use `plt.close`, but it will be saved as a png at `./plots/all_plots_0101.png`"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"plot_full(101, save_plot=True, save_dir='./plots/')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Now to make a movie what I do is look through each time step and save the plot\n",
"Each saved and then stitched together using `ffmpeg`"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"def make_movie(save_dir, start_i=0, end_i=len(times), save_file='save_movie_solo_orbits.mp4'):\n",
" \"\"\"\n",
" Function to call `plot_full` iteratively over each time step of time_spice.\n",
" Once these are all saved, then subprocess is used to call ffmpeg for stitch together\n",
" the pngs in save_dir to an mp4.\n",
" \n",
" Parameters\n",
" ----------\n",
" save_dir : `str`\n",
" directory to where the plots are saved from plot_full() function\n",
" save_file : `str`, optional\n",
" name of mp4 to be saved\n",
" \n",
" \"\"\"\n",
" \n",
" for i in range(start_i, end_i):\n",
" print(i, 'out of ', len(x_solo), end='')\n",
" if not os.path.isfile(os.path.join(save_dir, 'all_plots_{:04d}.png'.format(i))):\n",
" print('')\n",
" plot_full(i, save_plot=True, save_dir=save_dir)\n",
" else:\n",
" print(', cached')\n",
"\n",
" # subprocess is used here to call bash \n",
" print('Render images into movie...')\n",
" proc = subprocess.run(['ffmpeg','-r', '30' ,'-f', 'image2', '-s', '1920x1080', '-i', \n",
" save_dir+'/all_plots_%04d.png', '-vcodec', \n",
" 'libx264', '-crf', '25', '-pix_fmt', 'yuv420p', '-y', save_file],\n",
" stdout=subprocess.PIPE, stderr=subprocess.STDOUT)\n",
" if not proc.returncode:\n",
" print('Done.')\n",
" else:\n",
" print('Rendering failed.\\n\\nRendering program output: ')\n",
" print(proc.stdout.decode('utf-8'))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 out of 2923, cached\n",
"1 out of 2923, cached\n",
"2 out of 2923, cached\n",
"3 out of 2923, cached\n",
"4 out of 2923, cached\n",
"5 out of 2923, cached\n",
"6 out of 2923, cached\n",
"7 out of 2923, cached\n",
"8 out of 2923, cached\n",
"9 out of 2923, cached\n",
"10 out of 2923, cached\n",
"11 out of 2923, cached\n",
"12 out of 2923, cached\n",
"13 out of 2923, cached\n",
"14 out of 2923, cached\n",
"15 out of 2923, cached\n",
"16 out of 2923, cached\n",
"17 out of 2923, cached\n",
"18 out of 2923, cached\n",
"19 out of 2923, cached\n",
"Render images into movie...\n",
"Done.\n"
]
}
],
"source": [
"make_movie('./plots/', start_i=0, end_i=20)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<video src=\"save_movie_solo_orbits.mp4\" controls width=\"640\" >\n",
" Your browser does not support the <code>video</code> element.\n",
" </video>"
],
"text/plain": [
"<IPython.core.display.Video object>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Video\n",
"\n",
"Video('save_movie_solo_orbits.mp4', width=640)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Solar Orbiter",
"language": "python",
"name": "solar_orbiter"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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