{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Recording along a trajectory\n", "\n", "In this tutorial, you will learn to take advantage of navipy and the rendering modules (blender) to render what has been seen by the animal along its trajectory. \n", "\n", "To render along a trajectory, you will need to have:\n", "* the environment (a blender file)\n", "* the trajectory formatted for navipy (see 02-recording-animal-trajectory)\n", "\n", "## Ploting the position and orientation of the animal\n", "\n", "The trajectory of the animal can be plotted in different manners. Here we will look at two representations:\n", "\n", "* Timeseries\n", "* Lollipop\n", "\n", "### Timeseries\n", "\n", "Plotting a trajectories along the time allows to visualize temporal dependencies between each component of the saccade. For example, flying insects engage in an active vision strategy containing saccades and intersaccades. By ploting the euler's angle along the time, one can observe a step like plot, i.e. a succesion of plateaus (interssacades) and quick change in the angle (saccade).\n", "\n", "The positional and orientational components of the trajectories have different units (unit of distance and unit of angle, respectively). Therefore two different y-axis are necessary. \n", "\n", "We first load a trajectory:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from navipy.trajectories import Trajectory\n", "import pkg_resources\n", "# Use the trafile from the resources\n", "# You can adapt this code, by changing trajfile \n", "# with your own trajectory file\n", "trajfile = pkg_resources.resource_filename(\n", " 'navipy',\n", " 'resources/sample_experiment/Lobecke_JEB_2018/Y101_OBFlight_0001.csv')\n", "trajectory = Trajectory().read_csv(trajfile)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5.923315763473511\n", "17.265806674957275\n", "3.623591423034668\n" ] }, { "data": { "image/png": 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VqsaMke+RR2R26lTj3exwWBVjx0put5L//ncZLlfNzwngEJETYBKZ3HfekSTt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\nPd0Hho6APCxlyrfYi8jff43eb8ht1Q36J1HmT8P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t+gSpxb8jy/QVupSAIooT7FiATTS6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\nN1Jn9P13EvDSP/jO+gC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7TlFyNpnP/Z7mjD0SWQlikMWTmzyrKNTPowjrsQOZpgRyEm6j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nw+snwRsvJDEqt3oJI6odLW4mdvha5/QyePx3BfxYo9RKBGoy1A1K1JqA2oaC+c0TOQhZ9g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"text/plain": [ "<matplotlib.figure.Figure at 0x7f1e72d57f28>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "%matplotlib inline \n", "fig = plt.figure(figsize=(15,15))\n", "ax = fig.add_subplot(111, projection='3d')\n", "ax.view_init(90, 0)\n", "ax.set_xlabel('x')\n", "ax.set_ylabel('y')\n", "ax.set_zlabel('z')\n", "trajectory.lollipops(ax, step_lollipop=10, lollipop_tail_length=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For blender\n", "\n", "bpy.context.scene.frame_start = 7000\n", "bpy.context.scene.frame_end = 7000 # Change the number of frames\n", "bpy.context.scene.frame_current = 2\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "## Checking the position of the animal within the environment\n", "\n", "Rendering a trajectory will take time, and thus we want to check - prior to rendering - the correctness of the animal within the environment. The best way to check, is to overlay the trajectory within the blender world, and by rotating the environment, one could look for: part of the trajectory crossing objects, a wrong height, etc... \n", "\n", "To overlay the trajectory within your blender environment you can use the following command:\n", "\n", "```bash\n", "blendoverlaytraj --blenderworld='pathtomyworld.blend' \n", " --trajectory='pathtomytrajectory.csv'\n", "```\n", "\n", "here ```pathtomyworld.blend``` and ```'pathtomytrajectory.csv'``` are the path to your blender environment and your trajectory respectively.\n", "\n", "> The overlayed trajectory will not be rendered, because it is a simple line and its rendering is disable. If you want\n", "> to render the trajectory, you can bevel the trajectory with a circle for example. It will create a extrude the circle\n", "> along the trajectory and thus creating a 3D shaped. (Don't forget to enable rendering)\n", "\n", "\n", "## Rendering the trajectory in a database\n", "\n", "Once we know that the trajectory is correctly placed within the environment, it is time to render along the trajectory. We, however, recommand to render only the first view frame of your trajectory first in order to check for the orientation. Indeed we only checked the position of the animal, but not its orientation. Navipy supports all 24 Euler convention, and also quaternion. You need to figure out which one you used. Sadly we did not find until now an easy way to do it... Having said that, if you \"only\" tracked the yaw of the animal, you can safely use the 'rzyx' convention, here alpha_0 of your trajectory correspond to the yaw of the animal and all other angles are set to 0. \n", "\n", "```bash\n", "blendalongtraj --output-file='pathtodatabase.db' \n", " --blenderworld='pathtomyworld.blend' \n", " --trajectory='pathtomytrajectory.csv'\n", "```\n", "\n", "here ```pathtomyworld.blend```, ```'pathtomytrajectory.csv'```, ```pathtodatabase.db``` are the path to your blender environment, to your trajectory, and to the file to store the iamges respectively.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Database to list of images\n", "\n", "The database store all position-orientation and images along the trajectory in a single file. On the one hand, it is convenient, because you always know at which position and in which orientation an image has been rendered. On the other hand, we can not easily visualise the images. \n", "\n", "To convert the database into an image sequence or list, you can run the following script in a ipython notebook (Don't forget to change the variable ```database``` to the path of your trajectory" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Could not index by frame_i\n" ] } ], "source": [ "# Load the necessary modules\n", "from navipy.database import DataBase\n", "from matplotlib.image import imsave\n", "import numpy as np\n", "import os\n", "import matplotlib.pyplot as plt\n", "\n", "# Load the database, and specify the\n", "# the output directory to save the list\n", "# of images\n", "import pkg_resources\n", "# Use the trafile from the resources\n", "# You can adapt this code, by changing trajfile \n", "# with your own trajectory file\n", "database = pkg_resources.resource_filename(\n", " 'navipy',\n", " 'resources/database.db')\n", "database_dir, _ = os.path.splitext(database)\n", "if not os.path.exists(database_dir):\n", " os.makedirs(database_dir)\n", "database_template = os.path.join(database_dir, 'frame_{}.png')\n", "mydb = DataBase(database)\n", "\n", "for rowid, cposorient in mydb.posorients.iterrows():\n", " my_scene = mydb.scene(rowid=int(rowid))\n", " # Note on new database version\n", " # my_scene = mydb.scene(posorient=cposorient)\n", " \n", " to_plot_im = my_scene[:, :, :3, 0]\n", " to_plot_im -= to_plot_im.min()\n", " to_plot_im /= to_plot_im.max()\n", " to_plot_im = to_plot_im * 255\n", " \n", " to_plot_im = to_plot_im.astype(np.uint8)\n", " \n", " to_plot_dist = my_scene[:, :, 3, 0]\n", " \n", " imsave(database_template.format(rowid), to_plot_im[::-1,...] )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting an image from the database" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/bolirev/.virtualenv/toolbox-navigation/lib/python3.6/site-packages/matplotlib-2.1.0-py3.6-linux-x86_64.egg/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n", " \"matplotlib is currently using a non-GUI backend, \"\n" ] }, { "data": { "image/png": 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JsvQcOSu6ynVfA3b5G3nj4CWIE0cg7jtbhIWPx/3F/W2uCzpxrce9TKH8VwD8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\nNuCMMcYYY4wxZibYgDPGGGOMMcaYmfB/1kAwChCPh98AAAAASUVORK5CYII=\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f1e5fd930f0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "my_scene = mydb.scene(rowid=2)\n", "f, axarr = plt.subplots(1, 2, figsize=(15, 4))\n", "\n", "to_plot_im = my_scene[:, :, :3, 0].astype(float)\n", "to_plot_im -= to_plot_im.min()\n", "to_plot_im /= to_plot_im.max()\n", "to_plot_im = to_plot_im * 255\n", "to_plot_im = to_plot_im.astype(np.uint8)\n", "to_plot_dist = my_scene[:, :, 3, 0]\n", "\n", "ax = axarr[0]\n", "ax.imshow(to_plot_im)\n", "ax.invert_yaxis()\n", "\n", "ax = axarr[1]\n", "ax.imshow(to_plot_dist)\n", "ax.invert_yaxis()\n", "\n", "f.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }