2245 lines
1020 KiB
Plaintext
2245 lines
1020 KiB
Plaintext
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"pycharm": {
|
||
"name": "#%% md\n"
|
||
}
|
||
},
|
||
"source": [
|
||
"# A suggestion of curse changes for a robot sailboat\n",
|
||
"\n",
|
||
"## Motivation\n",
|
||
"\n",
|
||
"The goal of this project is to suggest good points to change the curse of a sailboat while going from point $A$ to point $B$.\n",
|
||
"\n",
|
||
"This project is done as part of the curse \"Maschienen Learning\" at the University of Applied Sciences South Westphalia. The code labeling the was writen by the team of the [Sailing Team Darmstadt e.V.](https://www.st-darmstadt.de/). A society of stundens whose goal it is to build the [\"roBOOTer\"](https://www.st-darmstadt.de/ueber-uns/boote/prototyp-ii/) a fully autonomous sailboat able to cross the atlantic ocean. A technical challenge that was mastered the first time only a few years ago by [a Norwegian team](http://sailbuoy.no/). I myself am part of the Sailing Team Darmstadt e.V. for nearly 10 years.\n",
|
||
"\n",
|
||
"One of the challenges to solve is a highly efficient way to find a path over the Ocean. The boot is only 2 meters long and powered by solar energy. That makes power a relatively spares commodity.\n",
|
||
"\n",
|
||
"## Situation as is\n",
|
||
"At the moment the pathfinding algorithm generates a set of more or less random routes to the goal. Each route than gets optimized by a gradient decent moving the curse change points over the ocean to find a path with the lowest cost that can be found by following the highest gradient. This is relatively inefficient since only local minima can be found for each of the randomly generated route. The route with the lowest cost for the so optimized route will be chosen as the final route.\n",
|
||
"The idea of this project is to ascertain if it is possible to generate a better initial route through a neural network to give the system a kind of good instinct for the initial routes to reduce optimization steps and the number fo routes that need to be calculated to find a good route. Even tough the initial calculation effort could be high the parallel calculation of 40 routes and lots of optimization steps make it possible that some calculation time and therefore energy can be saved this way.\n",
|
||
"The idea of this project is to ascertain if it is possible to generate a better initial route through a neural network to give the system a kind of good instinct for the initial routes to reduce optimization steps and the number fo routes that need to be calculated to find a good route. Even tough the initial calculation effort could be high the parallel calculation of 40 routes and lots of optimization steps make it possible that some calculation time and energy can be saved this way.\n",
|
||
"\n",
|
||
"## The Project\n",
|
||
"\n",
|
||
"The goal of this project is to calculate a good first route. That allows for some simplifications of this problem.\n",
|
||
"\n",
|
||
"Some solutions and assumptions can be made.\n",
|
||
"1. The route proposed by this network will not be the final route. This make a somewhat accurate solution good enough.\n",
|
||
"2. Since the neural network should not learn how to interpret a specific map but the concept of a map the map can be rotated.\n",
|
||
"This allows the wind to come always from north.\n",
|
||
"3. Since curse speed is only somewhat proportional to the wind speed a final course may change depending on wind speed not only direction.\n",
|
||
"These changes are however somewhat small compared to other influences and can hopefully be ignored since later processing of a proposed route should strait these details out.\n",
|
||
"4. When the wind comes always from the same direction (After map orientation by wind) map and route can be mirrored allowing to use all data twice for each route.\n",
|
||
"5. Scale does only matter when the curvature of the earth has a significant influence. Allowing for different scaling of the problem for additional training data.\n",
|
||
"\n",
|
||
"Since there is a solution for this project that only needs some optimisation we can used labeled data to train the network.\n",
|
||
"\n",
|
||
"### The generell structure\n",
|
||
"\n",
|
||
"Since"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
|
||
"metadata": {
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"%cd /pyrate/"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
|
||
"metadata": {
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"import os\n",
|
||
"from typing import Optional, Final, Literal\n",
|
||
"from math import pi\n",
|
||
"import glob\n",
|
||
"\n",
|
||
"from tqdm.notebook import trange, tqdm\n",
|
||
"import matplotlib\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import numpy as np\n",
|
||
"import pandas as pd\n",
|
||
"from PIL import ImageDraw, Image\n",
|
||
"from shapely.geometry import Polygon, Point, LineString\n",
|
||
"from shapely.ops import unary_union, split\n",
|
||
"import mapply"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"metadata": {
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
},
|
||
"scrolled": false
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"import experiments\n",
|
||
"from pyrate.plan.nearplanner.timing_frame import TimingFrame\n",
|
||
"from pyrate.plan.geometry.route import CartesianRoute"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"mapply.init(n_workers=-1, chunk_size=100, max_chunks_per_worker=8, progressbar=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"experiments.optimization_param.n_iter_grad = 50\n",
|
||
"experiments.optimization_param.verbose = False"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"metadata": {
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"SIZE_INNER: Final[int] = 75\n",
|
||
"SIZE_ROUTE: Final[int] = 100\n",
|
||
"MIN_DESTINATION_DISTANCE: Final[int] = 25\n",
|
||
"IMG_SIZE: Final[int] = SIZE_ROUTE * 2\n",
|
||
"IMG_SHOW_SIZE: Final[int] = 400"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"# https://stackoverflow.com/questions/16444719/python-numpy-complex-numbers-is-there-a-function-for-polar-to-rectangular-co\n",
|
||
"def polar_to_cartesian(\n",
|
||
" radii: np.ndarray,\n",
|
||
" angles: np.ndarray,\n",
|
||
"):\n",
|
||
" \"\"\"Transforms polar coordinates into cartesian coordinates.\n",
|
||
"\n",
|
||
" Args:\n",
|
||
" radii: A array of radii.\n",
|
||
" angles: A array of angles.\n",
|
||
"\n",
|
||
" Returns:\n",
|
||
" An array of cartesian coordinates.\n",
|
||
" \"\"\"\n",
|
||
" return radii * np.exp(2j * angles * np.pi)\n",
|
||
"\n",
|
||
"\n",
|
||
"def cartesian_to_polar(\n",
|
||
" x: np.ndarray,\n",
|
||
"):\n",
|
||
" \"\"\"Transforms cartesian coordinates into polar coordinates.\n",
|
||
"\n",
|
||
" Args:\n",
|
||
" x: A set of complex number to be separated into polar coordinates.\n",
|
||
"\n",
|
||
" Returns:\n",
|
||
" An distance array and an angle array.\n",
|
||
" \"\"\"\n",
|
||
" return abs(x), np.angle(x)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {
|
||
"pycharm": {
|
||
"is_executing": true,
|
||
"name": "#%%\n"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/svg+xml": [
|
||
"<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"-16.37816427364242 53.572469871489815 6.660645097041407 6.473724419318636\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,113.61866416229827)\"><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"0.13321290194082813\" opacity=\"0.6\" d=\"M -9.964209735750694,58.12346496725632 L -10.380908764033304,58.90225055101728 L -10.981914756343256,59.53091446131591 L -14.62510766338472,59.79950373165877 L -16.051330505870038,58.08054532765174 L -16.13147371449274,57.81979780226843 L -15.655931768323725,55.1495345171628 L -14.888014501362616,54.37062796397931 L -12.399620374135152,53.8191604306395 L -9.964209735750694,58.12346496725632 z\" /></g></svg>"
|
||
],
|
||
"text/plain": [
|
||
"<shapely.geometry.polygon.Polygon at 0x7f90d5f61de0>"
|
||
]
|
||
},
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"def random_polygon(\n",
|
||
" radius_mean: float = 2,\n",
|
||
" radius_sigma: float = 1.5,\n",
|
||
"):\n",
|
||
" \"\"\"Generates the simplest of polygons, a triangle with a size described by a random polygon.\n",
|
||
"\n",
|
||
" Args:\n",
|
||
" radius_mean: The average radius defining a circumcircle of a triangle.\n",
|
||
" radius_sigma: The variance of a radius defining a circumcircle of a triangle.\n",
|
||
"\n",
|
||
" Returns:\n",
|
||
" A single triangle.\n",
|
||
" \"\"\"\n",
|
||
" number_of_corners = np.random.randint(3, 10)\n",
|
||
" array = polar_to_cartesian(\n",
|
||
" np.random.lognormal(radius_mean, radius_sigma),\n",
|
||
" np.sort(np.random.rand(number_of_corners)),\n",
|
||
" )\n",
|
||
" offset = np.random.randint(low=-SIZE_ROUTE, high=SIZE_ROUTE, size=(2,))\n",
|
||
" return_values = np.zeros((number_of_corners, 2), dtype=float)\n",
|
||
" # return_values[1, :] = np.real(offset)\n",
|
||
" return_values[:] = offset\n",
|
||
" return_values[:, :] += np.array((np.real(array), np.imag(array))).T\n",
|
||
" return Polygon(return_values)\n",
|
||
" # return np.array( + offset[0], np.imag(array) + offset[1])\n",
|
||
"\n",
|
||
"\n",
|
||
"np.random.seed(42)\n",
|
||
"random_polygon()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"def generate_obstacles(\n",
|
||
" seed=None,\n",
|
||
" number_of_polygons: int = 40,\n",
|
||
" radius_mean: float = 2,\n",
|
||
" radius_sigma: float = 1,\n",
|
||
") -> dict[str, Polygon]:\n",
|
||
" \"\"\"Generates a set of obstacles from a union of triangles.\n",
|
||
"\n",
|
||
" The union of triangles meas that if polygons overlap o polygon containing the union of those polygons is returned.\n",
|
||
" Args:\n",
|
||
" seed: A seed to generate a set of obstacles from.\n",
|
||
" number_of_polygons: The number of polygons that should be drawn.\n",
|
||
" radius_mean: The average radius defining a circumcircle of an obstacle triangle.\n",
|
||
" radius_sigma: The variance of a radius defining a circumcircle of an obstacle triangle.\n",
|
||
"\n",
|
||
" Returns:\n",
|
||
" A list of unified obstacles.\n",
|
||
" \"\"\"\n",
|
||
" if seed is not None:\n",
|
||
" np.random.seed(seed)\n",
|
||
" polygons = []\n",
|
||
" for _ in range(number_of_polygons):\n",
|
||
" poly = random_polygon(radius_mean, radius_sigma)\n",
|
||
" if poly.contains(Point(0, 0)):\n",
|
||
" continue\n",
|
||
" if poly.exterior.distance(Point(0, 0)) < 1:\n",
|
||
" continue\n",
|
||
" polygons.append(poly)\n",
|
||
" polygon_list = list(unary_union(polygons).geoms)\n",
|
||
" return {str(i): p for i, p in enumerate(polygon_list)}"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {
|
||
"pycharm": {
|
||
"name": "#%%\n"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"POINT (-61 31)\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"def generate_destination(\n",
|
||
" obstacles: dict[str, Polygon],\n",
|
||
" seed: Optional[int] = None,\n",
|
||
") -> Point:\n",
|
||
" \"\"\"Generates for a map.\n",
|
||
"\n",
|
||
" Can be used to generate a valid destination for list of obstacles.\n",
|
||
" Args:\n",
|
||
" obstacles: A list of obstacles.\n",
|
||
" seed: The seed determining the point.\n",
|
||
"\n",
|
||
" Returns:\n",
|
||
" A goal that should be reached by the ship.\n",
|
||
" \"\"\"\n",
|
||
" # sets the seed\n",
|
||
" if seed is not None:\n",
|
||
" np.random.seed(seed)\n",
|
||
"\n",
|
||
" # generates the point\n",
|
||
" point: Optional[Point] = None\n",
|
||
" while (\n",
|
||
" point is None\n",
|
||
" or abs(point.x) < MIN_DESTINATION_DISTANCE\n",
|
||
" or abs(point.y) < MIN_DESTINATION_DISTANCE\n",
|
||
" or any(obstacle.contains(point) for obstacle in obstacles.values())\n",
|
||
" ):\n",
|
||
" point = Point(np.random.randint(-SIZE_INNER, SIZE_INNER, size=(2,), dtype=int))\n",
|
||
" return point\n",
|
||
"\n",
|
||
"\n",
|
||
"print(generate_destination(generate_obstacles(42), 42))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {
|
||
"pycharm": {
|
||
"is_executing": true,
|
||
"name": "#%%\n"
|
||
},
|
||
"scrolled": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "733a000f9b394a3c82c94bb47784d2ce",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
" 0%| | 0/12 [00:00<?, ?it/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/pyrate/pyrate/plan/nearplanner/cost_functions.py:131: RuntimeWarning: overflow encountered in double_scalars\n",
|
||
" grad = -cost * self.scale * self.safety_dist / dist**2 if dist > 0 else 0\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 1260x1800 with 12 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"def plot_situation(\n",
|
||
" obstacles: dict[str, Polygon],\n",
|
||
" destination: Point,\n",
|
||
" obstacle_color: str | None = None,\n",
|
||
" route: TimingFrame | np.ndarray | None = None,\n",
|
||
" legend: bool = True,\n",
|
||
" title: str | None = None,\n",
|
||
") -> None:\n",
|
||
" \"\"\"PLots the obstacles into a matplotlib plot.\n",
|
||
"\n",
|
||
" Args:\n",
|
||
" obstacles: A list of obstacles.\n",
|
||
" destination: The destination that should be reached by the boat.\n",
|
||
" obstacle_color: The color the obstacles should have. Can be None.\n",
|
||
" If none all obstacles will have different colors.\n",
|
||
" route: The route that should be plotted.\n",
|
||
" legend: If true plots a legend.\n",
|
||
" title: The title of the plot.\n",
|
||
" Returns:\n",
|
||
" None\n",
|
||
" \"\"\"\n",
|
||
" # x.figure(figsize=(8, 8))\n",
|
||
" # plt.axis([70.9481331655341 - 5, 70.9481331655341 + 5, 43.24219045432384-5, 43.24219045432384+5])\n",
|
||
" plt.axis([-SIZE_ROUTE, SIZE_ROUTE, -SIZE_ROUTE, SIZE_ROUTE])\n",
|
||
"\n",
|
||
" # Sets a title if one is demanded\n",
|
||
" if title:\n",
|
||
" plt.title(title)\n",
|
||
"\n",
|
||
" # Plots the obsticles.\n",
|
||
" if obstacles:\n",
|
||
" for polygon in obstacles.values():\n",
|
||
" if obstacle_color is not None:\n",
|
||
" plt.fill(*polygon.exterior.xy, color=obstacle_color, label=\"Obstacle\")\n",
|
||
" else:\n",
|
||
" plt.fill(*polygon.exterior.xy)\n",
|
||
"\n",
|
||
" # Plots the wind direction\n",
|
||
" # https://www.geeksforgeeks.org/matplotlib-pyplot-arrow-in-python/\n",
|
||
" plt.arrow(\n",
|
||
" 0,\n",
|
||
" +int(SIZE_ROUTE * 0.9),\n",
|
||
" 0,\n",
|
||
" -int(SIZE_ROUTE * 0.1),\n",
|
||
" head_width=10,\n",
|
||
" width=4,\n",
|
||
" label=\"Wind (3Bft)\",\n",
|
||
" )\n",
|
||
"\n",
|
||
" if route is not None:\n",
|
||
" if isinstance(route, TimingFrame):\n",
|
||
" plt.plot(route.points[:, 0], route.points[:, 1], color=\"BLUE\", marker=\".\")\n",
|
||
" elif isinstance(route, np.ndarray):\n",
|
||
" plt.plot(route[:, 0], route[:, 1], color=\"BLUE\", marker=\".\")\n",
|
||
" else:\n",
|
||
" raise TypeError()\n",
|
||
"\n",
|
||
" # Plots the estination\n",
|
||
" if destination:\n",
|
||
" plt.scatter(*destination.xy, marker=\"X\", color=\"green\", label=\"Destination\")\n",
|
||
" plt.scatter(0, 0, marker=\"o\", color=\"green\", label=\"Start\")\n",
|
||
"\n",
|
||
" if legend:\n",
|
||
" # https://stackoverflow.com/questions/13588920/stop-matplotlib-repeating-labels-in-legend\n",
|
||
" handles, labels = plt.gca().get_legend_handles_labels()\n",
|
||
" by_label = dict(zip(labels, handles))\n",
|
||
" plt.legend(by_label.values(), by_label.keys())\n",
|
||
" return None\n",
|
||
"\n",
|
||
"\n",
|
||
"plt.figure(figsize=(17.5, 25))\n",
|
||
"for seed in tqdm(range(12)):\n",
|
||
" plt.subplot(4, 3, seed + 1)\n",
|
||
" wind_dir = 180\n",
|
||
" obstacles = generate_obstacles(seed)\n",
|
||
" destination = generate_destination(obstacles, seed)\n",
|
||
" route = None\n",
|
||
" try:\n",
|
||
" route, _ = experiments.generate_route(\n",
|
||
" position=Point(0, 0),\n",
|
||
" goal=destination,\n",
|
||
" obstacles=obstacles,\n",
|
||
" wind=(18, wind_dir),\n",
|
||
" )\n",
|
||
" except Exception as e:\n",
|
||
" route = None\n",
|
||
" plot_situation(\n",
|
||
" obstacles=obstacles,\n",
|
||
" destination=destination,\n",
|
||
" obstacle_color=\"RED\",\n",
|
||
" route=route,\n",
|
||
" title=f\"Seed: {seed}, Cost: {route.cost:.3f}\",\n",
|
||
" legend=seed == 0,\n",
|
||
" )\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {
|
||
"pycharm": {
|
||
"is_executing": true,
|
||
"name": "#%%\n"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"def generate_image_from_map(\n",
|
||
" obstacles: dict[str, Polygon],\n",
|
||
" destination: Point,\n",
|
||
" route_type: Literal[\"line\", \"dot\"],\n",
|
||
" route: np.ndarray | TimingFrame | None = None,\n",
|
||
") -> Image:\n",
|
||
" \"\"\"Generate an image from the map.\n",
|
||
"\n",
|
||
" Can be used to feed an ANN.\n",
|
||
" - Obstacles are marked as reed.\n",
|
||
" - The destination is marked as green.\n",
|
||
" - The points where the route will likely change are blue.\n",
|
||
"\n",
|
||
" Args:\n",
|
||
" obstacles: A dict of obstacles as shapely Polygons. Keyed as a string.\n",
|
||
" destination: A destination that should be navigated to.\n",
|
||
" \"\"\"\n",
|
||
" img = Image.new(\n",
|
||
" \"RGB\",\n",
|
||
" (IMG_SIZE, IMG_SIZE),\n",
|
||
" \"#ffffff\",\n",
|
||
" )\n",
|
||
" draw = ImageDraw.Draw(img)\n",
|
||
" for polygon in obstacles.values():\n",
|
||
" draw.polygon(\n",
|
||
" list(np.dstack(polygon.exterior.xy).reshape((-1)) + SIZE_ROUTE),\n",
|
||
" fill=\"#FF0000\",\n",
|
||
" outline=\"#FF0000\",\n",
|
||
" )\n",
|
||
" if isinstance(route, TimingFrame):\n",
|
||
" route = route.points\n",
|
||
" route = route + 100\n",
|
||
" if route_type == \"line\":\n",
|
||
" draw.line([tuple(point) for point in route], fill=(0, 0, 0xFF))\n",
|
||
" elif route_type == \"dot\":\n",
|
||
" for point in route.round().astype(int):\n",
|
||
" img.putpixel(point, (0, 0, 0xFF))\n",
|
||
" pass\n",
|
||
" else:\n",
|
||
" raise ValueError(\"Route type unknown.\")\n",
|
||
" img.putpixel((int(destination.x) + 100, int(destination.y) + 100), (0, 0xFF, 0))\n",
|
||
" return img\n",
|
||
"\n",
|
||
"\n",
|
||
"def generate_example_image(route_type: Literal[\"line\", \"dot\"]):\n",
|
||
" seed = 42\n",
|
||
" wind_dir = 180\n",
|
||
" obstacles = generate_obstacles(seed)\n",
|
||
" destination = generate_destination(obstacles, seed)\n",
|
||
" route = None\n",
|
||
" try:\n",
|
||
" route, _ = experiments.generate_route(\n",
|
||
" position=Point(0, 0),\n",
|
||
" goal=destination,\n",
|
||
" obstacles=obstacles,\n",
|
||
" wind=(18, wind_dir),\n",
|
||
" )\n",
|
||
" except Exception as e:\n",
|
||
" route = None\n",
|
||
" return generate_image_from_map(\n",
|
||
" obstacles=obstacles,\n",
|
||
" destination=destination,\n",
|
||
" route=route,\n",
|
||
" route_type=route_type,\n",
|
||
" )"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<PIL.Image.Image image mode=RGB size=400x400>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"generate_example_image(route_type=\"dot\").resize(\n",
|
||
" (IMG_SHOW_SIZE, IMG_SHOW_SIZE), Image.Resampling.BICUBIC\n",
|
||
").show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {
|
||
"pycharm": {
|
||
"is_executing": true,
|
||
"name": "#%%\n"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<PIL.Image.Image image mode=RGB size=400x400>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"generate_example_image(route_type=\"line\").resize(\n",
|
||
" (IMG_SHOW_SIZE, IMG_SHOW_SIZE), Image.Resampling.BICUBIC\n",
|
||
").show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"seed = 42\n",
|
||
"wind_dir = 180\n",
|
||
"obstacles = generate_obstacles(seed)\n",
|
||
"destination = generate_destination(obstacles, seed)\n",
|
||
"route = None\n",
|
||
"route, _ = experiments.generate_route(\n",
|
||
" position=Point(0, 0),\n",
|
||
" goal=destination,\n",
|
||
" obstacles=obstacles,\n",
|
||
" wind=(18, wind_dir),\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "34edef2ff55249f6ac7d8dcff4fdd482",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
" 0%| | 0/1 [00:00<?, ?it/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"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": [
|
||
"for seed in tqdm([42]):\n",
|
||
" plt.figure(figsize=(8, 8))\n",
|
||
" wind_dir = 180\n",
|
||
" obstacles = generate_obstacles(seed)\n",
|
||
" destination = generate_destination(obstacles, seed)\n",
|
||
" route = None\n",
|
||
" try:\n",
|
||
" route, _ = experiments.generate_route(\n",
|
||
" position=Point(0, 0),\n",
|
||
" goal=destination,\n",
|
||
" obstacles=obstacles,\n",
|
||
" wind=(18, wind_dir),\n",
|
||
" )\n",
|
||
" except Exception as e:\n",
|
||
" route = None\n",
|
||
" plot_situation(\n",
|
||
" obstacles=obstacles,\n",
|
||
" destination=destination,\n",
|
||
" obstacle_color=\"RED\",\n",
|
||
" route=route,\n",
|
||
" title=f\"Seed: {seed}, Cost: {route.cost:.3f}\",\n",
|
||
" legend=seed == 0,\n",
|
||
" )\n",
|
||
" plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {
|
||
"pycharm": {
|
||
"is_executing": true,
|
||
"name": "#%%\n"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"def generate_all_to_series(\n",
|
||
" seed: Optional[int] = None, image: bool = False\n",
|
||
") -> pd.Series:\n",
|
||
" \"\"\"Generates everything and aggregates all data into a `pd:Series`.\n",
|
||
"\n",
|
||
" Args:\n",
|
||
" seed:The seed that should be used to generate map and destination.\n",
|
||
" image: If an image should be generated or if that should be postponed to save memory.\n",
|
||
" Returns:\n",
|
||
" Contains a `pd.Series`containing the following.\n",
|
||
" - The seed tha generated the map.\n",
|
||
" - The destination in x\n",
|
||
" - The destination in y\n",
|
||
" - A list of Obstacle polygons.\n",
|
||
" - The route generated for this map by the roBOOTer navigation system.\n",
|
||
" - Optionally the image containing all the information.\n",
|
||
" Can be generated at a later date without the fear for a loss of accuracy.\n",
|
||
" \"\"\"\n",
|
||
" obstacles = generate_obstacles(seed)\n",
|
||
" destination = generate_destination(obstacles, seed)\n",
|
||
"\n",
|
||
" try:\n",
|
||
" route, _ = experiments.generate_route(\n",
|
||
" position=Point(0, 0),\n",
|
||
" goal=destination,\n",
|
||
" obstacles=obstacles,\n",
|
||
" wind=(18, wind_dir),\n",
|
||
" )\n",
|
||
" except Exception as e:\n",
|
||
" print(\"Error\")\n",
|
||
" print(e)\n",
|
||
" route = None\n",
|
||
" return pd.Series(\n",
|
||
" data={\n",
|
||
" \"seed\": str(seed),\n",
|
||
" \"obstacles\": obstacles,\n",
|
||
" \"destination_x\": destination.x,\n",
|
||
" \"destination_y\": destination.y,\n",
|
||
" \"image\": generate_image_from_map(obstacles, destination, route)\n",
|
||
" if image\n",
|
||
" else pd.NA,\n",
|
||
" \"route\": route.points if route else pd.NA,\n",
|
||
" \"cost\": route.cost if route else pd.NA,\n",
|
||
" },\n",
|
||
" name=str(seed),\n",
|
||
" )"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"metadata": {
|
||
"pycharm": {
|
||
"is_executing": true,
|
||
"name": "#%%\n"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "2cb839fa6dd14b45b7451c75fbc83edb",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
" 0%| | 0/2 [00:00<?, ?it/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>obstacles</th>\n",
|
||
" <th>destination_x</th>\n",
|
||
" <th>destination_y</th>\n",
|
||
" <th>image</th>\n",
|
||
" <th>route</th>\n",
|
||
" <th>cost</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>seed</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>{'0': POLYGON ((-17.62168766659423 -98.3692662...</td>\n",
|
||
" <td>-66.0</td>\n",
|
||
" <td>-54.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-6.514627334268863, -5.502693040...</td>\n",
|
||
" <td>100.151629</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>{'0': POLYGON ((-97.82715137072381 -82.2211677...</td>\n",
|
||
" <td>-38.0</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-38.0, 65.0]]</td>\n",
|
||
" <td>75292.761936</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" obstacles destination_x \\\n",
|
||
"seed \n",
|
||
"0 {'0': POLYGON ((-17.62168766659423 -98.3692662... -66.0 \n",
|
||
"1 {'0': POLYGON ((-97.82715137072381 -82.2211677... -38.0 \n",
|
||
"\n",
|
||
" destination_y image route \\\n",
|
||
"seed \n",
|
||
"0 -54.0 <NA> [[0.0, 0.0], [-6.514627334268863, -5.502693040... \n",
|
||
"1 65.0 <NA> [[0.0, 0.0], [-38.0, 65.0]] \n",
|
||
"\n",
|
||
" cost \n",
|
||
"seed \n",
|
||
"0 100.151629 \n",
|
||
"1 75292.761936 "
|
||
]
|
||
},
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df = pd.DataFrame(\n",
|
||
" [generate_all_to_series(i, image=False) for i in tqdm(range(2))]\n",
|
||
").set_index(\"seed\")\n",
|
||
"df.to_pickle(\"test.pickle\")\n",
|
||
"df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"pycharm": {
|
||
"name": "#%% md\n"
|
||
}
|
||
},
|
||
"source": [
|
||
"https://programtalk.com/python-examples/PIL.ImageDraw.Draw.polygon/)\n",
|
||
"https://stackoverflow.com/questions/3654289/scipy-create-2d-polygon-mask"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"pycharm": {
|
||
"is_executing": true,
|
||
"name": "#%%\n"
|
||
},
|
||
"scrolled": false
|
||
},
|
||
"source": [
|
||
"```python\n",
|
||
"save_frequency = int(os.getenv(\"save_frequency\", \"50\"))\n",
|
||
"start_seed = int(os.getenv(\"seed_start\", \"0\"))\n",
|
||
"continues = bool(os.getenv(\"continues\", \"false\"))\n",
|
||
"\n",
|
||
"files = glob.glob(\"data/*.pickle\")\n",
|
||
"seed_groups = {int(file[9:-7]) for file in files}\n",
|
||
"for next_seeds in range(start_seed, 10_000_000_000, save_frequency):\n",
|
||
" if next_seeds in seed_groups:\n",
|
||
" continue\n",
|
||
" print(f\"Start generating routes for seed: {next_seeds}\")\n",
|
||
" tmp_pickle_str: str = f\"data/tmp_{next_seeds:010}.pickle\"\n",
|
||
" pd.DataFrame().to_pickle(tmp_pickle_str)\n",
|
||
" df = pd.DataFrame(\n",
|
||
" [\n",
|
||
" generate_all_to_series(i, image=False)\n",
|
||
" for i in tqdm(range(next_seeds, next_seeds + save_frequency, 1))\n",
|
||
" ]\n",
|
||
" ).set_index(\"seed\")\n",
|
||
" pickle_to_file = f\"data/raw_{next_seeds:010}.pickle\"\n",
|
||
" df.to_pickle(pickle_to_file)\n",
|
||
" os.remove(tmp_pickle_str)\n",
|
||
" if not continues:\n",
|
||
" break\n",
|
||
"```"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"metadata": {
|
||
"pycharm": {
|
||
"is_executing": true,
|
||
"name": "#%%\n"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "093d037b2e3549798a9d5a516f4839a0",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
" 0%| | 0/2668 [00:00<?, ?it/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" 133400 maps collected\n",
|
||
" 120446 routes collected\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>obstacles</th>\n",
|
||
" <th>destination_x</th>\n",
|
||
" <th>destination_y</th>\n",
|
||
" <th>image</th>\n",
|
||
" <th>route</th>\n",
|
||
" <th>cost</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>seed</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>{'0': POLYGON ((-17.62168766659423 -98.3692662...</td>\n",
|
||
" <td>-66.0</td>\n",
|
||
" <td>-54.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-6.514627334268863, -5.502693040...</td>\n",
|
||
" <td>100.151629</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>{'0': POLYGON ((-97.82715137072381 -82.2211677...</td>\n",
|
||
" <td>-38.0</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-38.0, 65.0]]</td>\n",
|
||
" <td>75292.761936</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>{'0': POLYGON ((-46.23706006792075 -76.7569948...</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [43.20648551245758, 31.2114102262...</td>\n",
|
||
" <td>18967.522925</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>{'0': POLYGON ((-7.4210414351932155 -83.111096...</td>\n",
|
||
" <td>31.0</td>\n",
|
||
" <td>56.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [5.303962239032221, 10.6856391688...</td>\n",
|
||
" <td>63200.630758</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>{'0': POLYGON ((-77.97638439917915 -70.2390972...</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [4.691900284503645, -5.4114328014...</td>\n",
|
||
" <td>28914.654143</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>133445</th>\n",
|
||
" <td>{'0': POLYGON ((-4.444500832239974 -101.105815...</td>\n",
|
||
" <td>-63.0</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-63.0, 28.0]]</td>\n",
|
||
" <td>83.316185</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>133446</th>\n",
|
||
" <td>{'0': POLYGON ((-50.18524806320142 -94.6903944...</td>\n",
|
||
" <td>-44.0</td>\n",
|
||
" <td>-65.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-44.0, -65.0]]</td>\n",
|
||
" <td>50.032302</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>133447</th>\n",
|
||
" <td>{'0': POLYGON ((-15.11578684131388 -83.2968281...</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>-27.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [5.224296002931534, -3.9995913883...</td>\n",
|
||
" <td>263.430207</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>133448</th>\n",
|
||
" <td>{'0': POLYGON ((-40.190401796991324 -82.393980...</td>\n",
|
||
" <td>40.0</td>\n",
|
||
" <td>46.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [40.0, 46.0]]</td>\n",
|
||
" <td>785.893562</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>133449</th>\n",
|
||
" <td>{'0': POLYGON ((-36.69132405456605 -97.9877273...</td>\n",
|
||
" <td>-30.0</td>\n",
|
||
" <td>-66.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-2.7740483244056953, -6.60226117...</td>\n",
|
||
" <td>120.022162</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>120446 rows × 6 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" obstacles destination_x \\\n",
|
||
"seed \n",
|
||
"0 {'0': POLYGON ((-17.62168766659423 -98.3692662... -66.0 \n",
|
||
"1 {'0': POLYGON ((-97.82715137072381 -82.2211677... -38.0 \n",
|
||
"2 {'0': POLYGON ((-46.23706006792075 -76.7569948... 73.0 \n",
|
||
"3 {'0': POLYGON ((-7.4210414351932155 -83.111096... 31.0 \n",
|
||
"4 {'0': POLYGON ((-77.97638439917915 -70.2390972... 47.0 \n",
|
||
"... ... ... \n",
|
||
"133445 {'0': POLYGON ((-4.444500832239974 -101.105815... -63.0 \n",
|
||
"133446 {'0': POLYGON ((-50.18524806320142 -94.6903944... -44.0 \n",
|
||
"133447 {'0': POLYGON ((-15.11578684131388 -83.2968281... 60.0 \n",
|
||
"133448 {'0': POLYGON ((-40.190401796991324 -82.393980... 40.0 \n",
|
||
"133449 {'0': POLYGON ((-36.69132405456605 -97.9877273... -30.0 \n",
|
||
"\n",
|
||
" destination_y image \\\n",
|
||
"seed \n",
|
||
"0 -54.0 <NA> \n",
|
||
"1 65.0 <NA> \n",
|
||
"2 49.0 <NA> \n",
|
||
"3 56.0 <NA> \n",
|
||
"4 54.0 <NA> \n",
|
||
"... ... ... \n",
|
||
"133445 28.0 <NA> \n",
|
||
"133446 -65.0 <NA> \n",
|
||
"133447 -27.0 <NA> \n",
|
||
"133448 46.0 <NA> \n",
|
||
"133449 -66.0 <NA> \n",
|
||
"\n",
|
||
" route cost \n",
|
||
"seed \n",
|
||
"0 [[0.0, 0.0], [-6.514627334268863, -5.502693040... 100.151629 \n",
|
||
"1 [[0.0, 0.0], [-38.0, 65.0]] 75292.761936 \n",
|
||
"2 [[0.0, 0.0], [43.20648551245758, 31.2114102262... 18967.522925 \n",
|
||
"3 [[0.0, 0.0], [5.303962239032221, 10.6856391688... 63200.630758 \n",
|
||
"4 [[0.0, 0.0], [4.691900284503645, -5.4114328014... 28914.654143 \n",
|
||
"... ... ... \n",
|
||
"133445 [[0.0, 0.0], [-63.0, 28.0]] 83.316185 \n",
|
||
"133446 [[0.0, 0.0], [-44.0, -65.0]] 50.032302 \n",
|
||
"133447 [[0.0, 0.0], [5.224296002931534, -3.9995913883... 263.430207 \n",
|
||
"133448 [[0.0, 0.0], [40.0, 46.0]] 785.893562 \n",
|
||
"133449 [[0.0, 0.0], [-2.7740483244056953, -6.60226117... 120.022162 \n",
|
||
"\n",
|
||
"[120446 rows x 6 columns]"
|
||
]
|
||
},
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"DATA_COLECTION_PATH = \"data/collected.pickle\"\n",
|
||
"if os.path.exists(DATA_COLECTION_PATH):\n",
|
||
" collected_data = pd.read_pickle(DATA_COLECTION_PATH)\n",
|
||
"else:\n",
|
||
" collected_data = pd.concat(\n",
|
||
" [pd.read_pickle(filename) for filename in tqdm(glob.glob(\"data/raw_*.pickle\"))]\n",
|
||
" )\n",
|
||
" number_of_maps = len(collected_data.index)\n",
|
||
" print(f\"{number_of_maps: 10} maps collected\")\n",
|
||
" collected_data.dropna(subset=[\"route\"], inplace=True)\n",
|
||
" number_of_routes = len(collected_data.index)\n",
|
||
" print(f\"{number_of_routes: 10} routes collected\")\n",
|
||
" collected_data.to_pickle(DATA_COLECTION_PATH)\n",
|
||
"collected_data"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# find and drop all routes that exit the map!"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {
|
||
"scrolled": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "6ff27b91fe08449a860abcede0394675",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
" 0%| | 0/72 [00:00<?, ?it/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"120446 - 542 = 119904 sets of data remaining.\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>obstacles</th>\n",
|
||
" <th>destination_x</th>\n",
|
||
" <th>destination_y</th>\n",
|
||
" <th>image</th>\n",
|
||
" <th>route</th>\n",
|
||
" <th>cost</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>seed</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>28</th>\n",
|
||
" <td>{'0': POLYGON ((-79.19430592183373 -49.2547523...</td>\n",
|
||
" <td>-74.0</td>\n",
|
||
" <td>-70.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [0.7011646546083345, -10.16210451...</td>\n",
|
||
" <td>46695.546503</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>288</th>\n",
|
||
" <td>{'0': POLYGON ((-44.931306151516914 -95.541097...</td>\n",
|
||
" <td>68.0</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [52.841238026497464, 57.151140944...</td>\n",
|
||
" <td>908.105976</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>390</th>\n",
|
||
" <td>{'0': POLYGON ((-56.94613026317691 -86.1604982...</td>\n",
|
||
" <td>-60.0</td>\n",
|
||
" <td>-48.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [3.1740647727139097, -9.016239845...</td>\n",
|
||
" <td>62476.439296</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>427</th>\n",
|
||
" <td>{'0': POLYGON ((-4.107753795465081 -85.5721111...</td>\n",
|
||
" <td>-65.0</td>\n",
|
||
" <td>-60.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-35.26727571107932, -32.33274441...</td>\n",
|
||
" <td>51429.594921</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>443</th>\n",
|
||
" <td>{'0': POLYGON ((-28.5553767564301 -13.94116836...</td>\n",
|
||
" <td>-57.0</td>\n",
|
||
" <td>-32.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-26.80256330110968, -4.965386176...</td>\n",
|
||
" <td>96004.14884</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>132727</th>\n",
|
||
" <td>{'0': POLYGON ((-7.984031435102791 -87.5340307...</td>\n",
|
||
" <td>-73.0</td>\n",
|
||
" <td>72.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-4.500562847367333, -9.540504836...</td>\n",
|
||
" <td>79728.435665</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>132753</th>\n",
|
||
" <td>{'0': POLYGON ((2.9624246636150606 -99.4650021...</td>\n",
|
||
" <td>68.0</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [22.53803703650179, 3.66799839781...</td>\n",
|
||
" <td>711.110756</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>132844</th>\n",
|
||
" <td>{'0': POLYGON ((-92.86419757197173 -96.0586227...</td>\n",
|
||
" <td>-71.0</td>\n",
|
||
" <td>68.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-3.6298965550474294, 8.796817242...</td>\n",
|
||
" <td>59687.179116</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>132949</th>\n",
|
||
" <td>{'0': POLYGON ((3.306510959750937 -84.76053956...</td>\n",
|
||
" <td>-53.0</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-100.9203527809008, 95.352606668...</td>\n",
|
||
" <td>705.265287</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>133160</th>\n",
|
||
" <td>{'0': POLYGON ((-26.146276709249783 -92.813408...</td>\n",
|
||
" <td>-72.0</td>\n",
|
||
" <td>-55.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [6.406637183421581, 6.40663718342...</td>\n",
|
||
" <td>578.437288</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>542 rows × 6 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" obstacles destination_x \\\n",
|
||
"seed \n",
|
||
"28 {'0': POLYGON ((-79.19430592183373 -49.2547523... -74.0 \n",
|
||
"288 {'0': POLYGON ((-44.931306151516914 -95.541097... 68.0 \n",
|
||
"390 {'0': POLYGON ((-56.94613026317691 -86.1604982... -60.0 \n",
|
||
"427 {'0': POLYGON ((-4.107753795465081 -85.5721111... -65.0 \n",
|
||
"443 {'0': POLYGON ((-28.5553767564301 -13.94116836... -57.0 \n",
|
||
"... ... ... \n",
|
||
"132727 {'0': POLYGON ((-7.984031435102791 -87.5340307... -73.0 \n",
|
||
"132753 {'0': POLYGON ((2.9624246636150606 -99.4650021... 68.0 \n",
|
||
"132844 {'0': POLYGON ((-92.86419757197173 -96.0586227... -71.0 \n",
|
||
"132949 {'0': POLYGON ((3.306510959750937 -84.76053956... -53.0 \n",
|
||
"133160 {'0': POLYGON ((-26.146276709249783 -92.813408... -72.0 \n",
|
||
"\n",
|
||
" destination_y image \\\n",
|
||
"seed \n",
|
||
"28 -70.0 <NA> \n",
|
||
"288 65.0 <NA> \n",
|
||
"390 -48.0 <NA> \n",
|
||
"427 -60.0 <NA> \n",
|
||
"443 -32.0 <NA> \n",
|
||
"... ... ... \n",
|
||
"132727 72.0 <NA> \n",
|
||
"132753 32.0 <NA> \n",
|
||
"132844 68.0 <NA> \n",
|
||
"132949 73.0 <NA> \n",
|
||
"133160 -55.0 <NA> \n",
|
||
"\n",
|
||
" route cost \n",
|
||
"seed \n",
|
||
"28 [[0.0, 0.0], [0.7011646546083345, -10.16210451... 46695.546503 \n",
|
||
"288 [[0.0, 0.0], [52.841238026497464, 57.151140944... 908.105976 \n",
|
||
"390 [[0.0, 0.0], [3.1740647727139097, -9.016239845... 62476.439296 \n",
|
||
"427 [[0.0, 0.0], [-35.26727571107932, -32.33274441... 51429.594921 \n",
|
||
"443 [[0.0, 0.0], [-26.80256330110968, -4.965386176... 96004.14884 \n",
|
||
"... ... ... \n",
|
||
"132727 [[0.0, 0.0], [-4.500562847367333, -9.540504836... 79728.435665 \n",
|
||
"132753 [[0.0, 0.0], [22.53803703650179, 3.66799839781... 711.110756 \n",
|
||
"132844 [[0.0, 0.0], [-3.6298965550474294, 8.796817242... 59687.179116 \n",
|
||
"132949 [[0.0, 0.0], [-100.9203527809008, 95.352606668... 705.265287 \n",
|
||
"133160 [[0.0, 0.0], [6.406637183421581, 6.40663718342... 578.437288 \n",
|
||
"\n",
|
||
"[542 rows x 6 columns]"
|
||
]
|
||
},
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"def check_route_in_bounds(route):\n",
|
||
"\n",
|
||
" # easier to debut in multiple lines\n",
|
||
" if route is None:\n",
|
||
" return False\n",
|
||
" if route is pd.NA:\n",
|
||
" return False\n",
|
||
" if not isinstance(route, np.ndarray):\n",
|
||
" return False\n",
|
||
" if np.array(\n",
|
||
" abs(route) > 100,\n",
|
||
" ).any():\n",
|
||
" return False\n",
|
||
" return True\n",
|
||
"\n",
|
||
"\n",
|
||
"data_before = len(collected_data.index)\n",
|
||
"\n",
|
||
"df_filter = collected_data[\"route\"].mapply(check_route_in_bounds)\n",
|
||
"filtered = collected_data[~df_filter]\n",
|
||
"collected_data = collected_data[df_filter]\n",
|
||
"\n",
|
||
"data_after = len(collected_data.index)\n",
|
||
"\n",
|
||
"print(\n",
|
||
" f\"{data_before} - {data_before-data_after} = {data_after} sets of data remaining.\"\n",
|
||
")\n",
|
||
"del data_before, data_after\n",
|
||
"filtered"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# find and drop all routes with errors!\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "537d1cb795a249248b710128ac55af1d",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
" 0%| | 0/72 [00:00<?, ?it/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"119904 - 3330 = 116574 sets of data remaining.\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"def check_route_self_crossing(route):\n",
|
||
" if isinstance(route, float):\n",
|
||
" print(float)\n",
|
||
" return not LineString(route).is_simple\n",
|
||
"\n",
|
||
"\n",
|
||
"data_before = len(collected_data.index)\n",
|
||
"collected_data = collected_data[\n",
|
||
" ~collected_data[\"route\"].mapply(check_route_self_crossing)\n",
|
||
"]\n",
|
||
"data_after = len(collected_data.index)\n",
|
||
"print(\n",
|
||
" f\"{data_before} - {data_before-data_after} = {data_after} sets of data remaining.\"\n",
|
||
")\n",
|
||
"del data_before, data_after"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# distribution over costs and points in rutes routes!"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"5828 entries over the 0.95 quantile at 40261.209\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"QUNATILE_LIMIT: Final[float] = 0.95\n",
|
||
"if \"DATA_UPPER_LIMIT_QUANTIL\" not in locals():\n",
|
||
" DATA_UPPER_LIMIT_QUANTIL: Final[float] = collected_data[\"cost\"].quantile(\n",
|
||
" QUNATILE_LIMIT\n",
|
||
" )\n",
|
||
" OVER_QUANTILE: Final[int] = int(len(collected_data.index) * (1 - QUNATILE_LIMIT))\n",
|
||
"print(\n",
|
||
" f\"{OVER_QUANTILE} entries over the {QUNATILE_LIMIT} quantile at {DATA_UPPER_LIMIT_QUANTIL:.3f}\"\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"collected_data[\"cost\"].plot.hist(bins=10, log=False) # find a drop limit\n",
|
||
"plt.axvline(x=DATA_UPPER_LIMIT_QUANTIL, color=\"RED\", label=\"95% Quantil\")\n",
|
||
"plt.legend()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"metadata": {
|
||
"scrolled": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "4c10672a73e2486781171b31c6e2df49",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
" 0%| | 0/10 [00:00<?, ?it/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 1080x1800 with 10 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(15, 25))\n",
|
||
"for count, (seed, row) in tqdm(\n",
|
||
" enumerate(\n",
|
||
" collected_data[collected_data[\"cost\"] > DATA_UPPER_LIMIT_QUANTIL]\n",
|
||
" .sort_values(\"cost\")\n",
|
||
" .iloc[0 :: int(OVER_QUANTILE / 15)]\n",
|
||
" .iloc[:10]\n",
|
||
" .iterrows()\n",
|
||
" ),\n",
|
||
" total=10,\n",
|
||
"):\n",
|
||
" plt.subplot(5, 3, count + 1)\n",
|
||
" plot_situation(\n",
|
||
" destination=Point(row.destination_x, row.destination_y),\n",
|
||
" obstacles=row.obstacles,\n",
|
||
" obstacle_color=\"RED\",\n",
|
||
" route=row.route,\n",
|
||
" title=f\"Cost: {row.cost}\",\n",
|
||
" )\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>obstacles</th>\n",
|
||
" <th>destination_x</th>\n",
|
||
" <th>destination_y</th>\n",
|
||
" <th>image</th>\n",
|
||
" <th>route</th>\n",
|
||
" <th>cost</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>seed</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>{'0': POLYGON ((-17.62168766659423 -98.3692662...</td>\n",
|
||
" <td>-66.0</td>\n",
|
||
" <td>-54.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-6.514627334268863, -5.502693040...</td>\n",
|
||
" <td>100.151629</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>{'0': POLYGON ((-46.23706006792075 -76.7569948...</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [43.20648551245758, 31.2114102262...</td>\n",
|
||
" <td>18967.522925</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>{'0': POLYGON ((-77.97638439917915 -70.2390972...</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [4.691900284503645, -5.4114328014...</td>\n",
|
||
" <td>28914.654143</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>{'0': POLYGON ((-71.45682729091783 -138.627922...</td>\n",
|
||
" <td>-67.0</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-42.539218405821984, 15.14880405...</td>\n",
|
||
" <td>186.095369</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>{'0': POLYGON ((-76.20025009472265 -92.9434076...</td>\n",
|
||
" <td>-67.0</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-7.80975254664349, 3.41866699781...</td>\n",
|
||
" <td>23898.229531</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>133445</th>\n",
|
||
" <td>{'0': POLYGON ((-4.444500832239974 -101.105815...</td>\n",
|
||
" <td>-63.0</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-63.0, 28.0]]</td>\n",
|
||
" <td>83.316185</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>133446</th>\n",
|
||
" <td>{'0': POLYGON ((-50.18524806320142 -94.6903944...</td>\n",
|
||
" <td>-44.0</td>\n",
|
||
" <td>-65.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-44.0, -65.0]]</td>\n",
|
||
" <td>50.032302</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>133447</th>\n",
|
||
" <td>{'0': POLYGON ((-15.11578684131388 -83.2968281...</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>-27.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [5.224296002931534, -3.9995913883...</td>\n",
|
||
" <td>263.430207</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>133448</th>\n",
|
||
" <td>{'0': POLYGON ((-40.190401796991324 -82.393980...</td>\n",
|
||
" <td>40.0</td>\n",
|
||
" <td>46.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [40.0, 46.0]]</td>\n",
|
||
" <td>785.893562</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>133449</th>\n",
|
||
" <td>{'0': POLYGON ((-36.69132405456605 -97.9877273...</td>\n",
|
||
" <td>-30.0</td>\n",
|
||
" <td>-66.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-2.7740483244056953, -6.60226117...</td>\n",
|
||
" <td>120.022162</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>110745 rows × 6 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" obstacles destination_x \\\n",
|
||
"seed \n",
|
||
"0 {'0': POLYGON ((-17.62168766659423 -98.3692662... -66.0 \n",
|
||
"2 {'0': POLYGON ((-46.23706006792075 -76.7569948... 73.0 \n",
|
||
"4 {'0': POLYGON ((-77.97638439917915 -70.2390972... 47.0 \n",
|
||
"5 {'0': POLYGON ((-71.45682729091783 -138.627922... -67.0 \n",
|
||
"6 {'0': POLYGON ((-76.20025009472265 -92.9434076... -67.0 \n",
|
||
"... ... ... \n",
|
||
"133445 {'0': POLYGON ((-4.444500832239974 -101.105815... -63.0 \n",
|
||
"133446 {'0': POLYGON ((-50.18524806320142 -94.6903944... -44.0 \n",
|
||
"133447 {'0': POLYGON ((-15.11578684131388 -83.2968281... 60.0 \n",
|
||
"133448 {'0': POLYGON ((-40.190401796991324 -82.393980... 40.0 \n",
|
||
"133449 {'0': POLYGON ((-36.69132405456605 -97.9877273... -30.0 \n",
|
||
"\n",
|
||
" destination_y image \\\n",
|
||
"seed \n",
|
||
"0 -54.0 <NA> \n",
|
||
"2 49.0 <NA> \n",
|
||
"4 54.0 <NA> \n",
|
||
"5 37.0 <NA> \n",
|
||
"6 55.0 <NA> \n",
|
||
"... ... ... \n",
|
||
"133445 28.0 <NA> \n",
|
||
"133446 -65.0 <NA> \n",
|
||
"133447 -27.0 <NA> \n",
|
||
"133448 46.0 <NA> \n",
|
||
"133449 -66.0 <NA> \n",
|
||
"\n",
|
||
" route cost \n",
|
||
"seed \n",
|
||
"0 [[0.0, 0.0], [-6.514627334268863, -5.502693040... 100.151629 \n",
|
||
"2 [[0.0, 0.0], [43.20648551245758, 31.2114102262... 18967.522925 \n",
|
||
"4 [[0.0, 0.0], [4.691900284503645, -5.4114328014... 28914.654143 \n",
|
||
"5 [[0.0, 0.0], [-42.539218405821984, 15.14880405... 186.095369 \n",
|
||
"6 [[0.0, 0.0], [-7.80975254664349, 3.41866699781... 23898.229531 \n",
|
||
"... ... ... \n",
|
||
"133445 [[0.0, 0.0], [-63.0, 28.0]] 83.316185 \n",
|
||
"133446 [[0.0, 0.0], [-44.0, -65.0]] 50.032302 \n",
|
||
"133447 [[0.0, 0.0], [5.224296002931534, -3.9995913883... 263.430207 \n",
|
||
"133448 [[0.0, 0.0], [40.0, 46.0]] 785.893562 \n",
|
||
"133449 [[0.0, 0.0], [-2.7740483244056953, -6.60226117... 120.022162 \n",
|
||
"\n",
|
||
"[110745 rows x 6 columns]"
|
||
]
|
||
},
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"collected_data = collected_data.loc[collected_data[\"cost\"] < DATA_UPPER_LIMIT_QUANTIL]\n",
|
||
"collected_data"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"collected_data[\"cost\"].plot.hist(log=True)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"metadata": {
|
||
"scrolled": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 1260x1800 with 12 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"collected_data[collected_data[\"cost\"] < DATA_UPPER_LIMIT_QUANTIL]\n",
|
||
"\n",
|
||
"plt.figure(figsize=(17.5, 25))\n",
|
||
"for count, (seed, row) in enumerate(\n",
|
||
" collected_data[collected_data[\"cost\"] < DATA_UPPER_LIMIT_QUANTIL]\n",
|
||
" .sort_values(\"cost\")\n",
|
||
" .iloc[1:600:51]\n",
|
||
" .iterrows()\n",
|
||
"):\n",
|
||
" plt.subplot(4, 3, count + 1)\n",
|
||
" plot_situation(\n",
|
||
" destination=Point(row.destination_x, row.destination_y),\n",
|
||
" obstacles=row.obstacles,\n",
|
||
" obstacle_color=\"RED\",\n",
|
||
" route=row.route,\n",
|
||
" title=f\"Cost: {row.cost}\",\n",
|
||
" legend=count == 0,\n",
|
||
" )\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# fisualize costs"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>obstacles</th>\n",
|
||
" <th>destination_x</th>\n",
|
||
" <th>destination_y</th>\n",
|
||
" <th>image</th>\n",
|
||
" <th>route</th>\n",
|
||
" <th>cost</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>seed</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>{'0': POLYGON ((-17.62168766659423 -98.3692662...</td>\n",
|
||
" <td>-66.0</td>\n",
|
||
" <td>-54.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-6.514627334268863, -5.502693040...</td>\n",
|
||
" <td>100.151629</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>{'0': POLYGON ((-46.23706006792075 -76.7569948...</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [43.20648551245758, 31.2114102262...</td>\n",
|
||
" <td>18967.522925</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>{'0': POLYGON ((-77.97638439917915 -70.2390972...</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [4.691900284503645, -5.4114328014...</td>\n",
|
||
" <td>28914.654143</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>{'0': POLYGON ((-71.45682729091783 -138.627922...</td>\n",
|
||
" <td>-67.0</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-42.539218405821984, 15.14880405...</td>\n",
|
||
" <td>186.095369</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>{'0': POLYGON ((-76.20025009472265 -92.9434076...</td>\n",
|
||
" <td>-67.0</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-7.80975254664349, 3.41866699781...</td>\n",
|
||
" <td>23898.229531</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>133445</th>\n",
|
||
" <td>{'0': POLYGON ((-4.444500832239974 -101.105815...</td>\n",
|
||
" <td>-63.0</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-63.0, 28.0]]</td>\n",
|
||
" <td>83.316185</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>133446</th>\n",
|
||
" <td>{'0': POLYGON ((-50.18524806320142 -94.6903944...</td>\n",
|
||
" <td>-44.0</td>\n",
|
||
" <td>-65.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-44.0, -65.0]]</td>\n",
|
||
" <td>50.032302</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>133447</th>\n",
|
||
" <td>{'0': POLYGON ((-15.11578684131388 -83.2968281...</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>-27.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [5.224296002931534, -3.9995913883...</td>\n",
|
||
" <td>263.430207</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>133448</th>\n",
|
||
" <td>{'0': POLYGON ((-40.190401796991324 -82.393980...</td>\n",
|
||
" <td>40.0</td>\n",
|
||
" <td>46.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [40.0, 46.0]]</td>\n",
|
||
" <td>785.893562</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>133449</th>\n",
|
||
" <td>{'0': POLYGON ((-36.69132405456605 -97.9877273...</td>\n",
|
||
" <td>-30.0</td>\n",
|
||
" <td>-66.0</td>\n",
|
||
" <td><NA></td>\n",
|
||
" <td>[[0.0, 0.0], [-2.7740483244056953, -6.60226117...</td>\n",
|
||
" <td>120.022162</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>110745 rows × 6 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" obstacles destination_x \\\n",
|
||
"seed \n",
|
||
"0 {'0': POLYGON ((-17.62168766659423 -98.3692662... -66.0 \n",
|
||
"2 {'0': POLYGON ((-46.23706006792075 -76.7569948... 73.0 \n",
|
||
"4 {'0': POLYGON ((-77.97638439917915 -70.2390972... 47.0 \n",
|
||
"5 {'0': POLYGON ((-71.45682729091783 -138.627922... -67.0 \n",
|
||
"6 {'0': POLYGON ((-76.20025009472265 -92.9434076... -67.0 \n",
|
||
"... ... ... \n",
|
||
"133445 {'0': POLYGON ((-4.444500832239974 -101.105815... -63.0 \n",
|
||
"133446 {'0': POLYGON ((-50.18524806320142 -94.6903944... -44.0 \n",
|
||
"133447 {'0': POLYGON ((-15.11578684131388 -83.2968281... 60.0 \n",
|
||
"133448 {'0': POLYGON ((-40.190401796991324 -82.393980... 40.0 \n",
|
||
"133449 {'0': POLYGON ((-36.69132405456605 -97.9877273... -30.0 \n",
|
||
"\n",
|
||
" destination_y image \\\n",
|
||
"seed \n",
|
||
"0 -54.0 <NA> \n",
|
||
"2 49.0 <NA> \n",
|
||
"4 54.0 <NA> \n",
|
||
"5 37.0 <NA> \n",
|
||
"6 55.0 <NA> \n",
|
||
"... ... ... \n",
|
||
"133445 28.0 <NA> \n",
|
||
"133446 -65.0 <NA> \n",
|
||
"133447 -27.0 <NA> \n",
|
||
"133448 46.0 <NA> \n",
|
||
"133449 -66.0 <NA> \n",
|
||
"\n",
|
||
" route cost \n",
|
||
"seed \n",
|
||
"0 [[0.0, 0.0], [-6.514627334268863, -5.502693040... 100.151629 \n",
|
||
"2 [[0.0, 0.0], [43.20648551245758, 31.2114102262... 18967.522925 \n",
|
||
"4 [[0.0, 0.0], [4.691900284503645, -5.4114328014... 28914.654143 \n",
|
||
"5 [[0.0, 0.0], [-42.539218405821984, 15.14880405... 186.095369 \n",
|
||
"6 [[0.0, 0.0], [-7.80975254664349, 3.41866699781... 23898.229531 \n",
|
||
"... ... ... \n",
|
||
"133445 [[0.0, 0.0], [-63.0, 28.0]] 83.316185 \n",
|
||
"133446 [[0.0, 0.0], [-44.0, -65.0]] 50.032302 \n",
|
||
"133447 [[0.0, 0.0], [5.224296002931534, -3.9995913883... 263.430207 \n",
|
||
"133448 [[0.0, 0.0], [40.0, 46.0]] 785.893562 \n",
|
||
"133449 [[0.0, 0.0], [-2.7740483244056953, -6.60226117... 120.022162 \n",
|
||
"\n",
|
||
"[110745 rows x 6 columns]"
|
||
]
|
||
},
|
||
"execution_count": 28,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"collected_data"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def generate_image_maps(row):\n",
|
||
" return (\n",
|
||
" generate_image_from_map(\n",
|
||
" obstacles=row.obstacles,\n",
|
||
" destination=Point(row.destination_x, row.destination_y),\n",
|
||
" route=row.route,\n",
|
||
" route_type=\"dot\",\n",
|
||
" ),\n",
|
||
" generate_image_from_map(\n",
|
||
" obstacles=row.obstacles,\n",
|
||
" destination=Point(row.destination_x, row.destination_y),\n",
|
||
" route=row.route,\n",
|
||
" route_type=\"line\",\n",
|
||
" ),\n",
|
||
" )"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "c48fbc156301459ea6bd45ba18c0dbb2",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
" 0%| | 0/72 [00:00<?, ?it/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"ename": "IndexError",
|
||
"evalue": "image index out of range",
|
||
"output_type": "error",
|
||
"traceback": [
|
||
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
||
"\u001b[0;31mRemoteTraceback\u001b[0m Traceback (most recent call last)",
|
||
"\u001b[0;31mRemoteTraceback\u001b[0m: \n\"\"\"\nTraceback (most recent call last):\n File \"/usr/local/lib/python3.10/dist-packages/multiprocess/pool.py\", line 125, in worker\n result = (True, func(*args, **kwds))\n File \"/usr/local/lib/python3.10/dist-packages/pathos/helpers/mp_helper.py\", line -1, in <lambda>\n File \"/usr/local/lib/python3.10/dist-packages/mapply/mapply.py\", line 231, in run_apply\n File \"/usr/local/lib/python3.10/dist-packages/pandas/core/frame.py\", line 8845, in apply\n return op.apply().__finalize__(self, method=\"apply\")\n File \"/usr/local/lib/python3.10/dist-packages/pandas/core/apply.py\", line 733, in apply\n return self.apply_standard()\n File \"/usr/local/lib/python3.10/dist-packages/pandas/core/apply.py\", line 857, in apply_standard\n results, res_index = self.apply_series_generator()\n File \"/usr/local/lib/python3.10/dist-packages/pandas/core/apply.py\", line 873, in apply_series_generator\n results[i] = self.f(v)\n File \"/tmp/ipykernel_21416/2110571306.py\", line 5, in generate_image_maps\n generate_image_from_map(\n File \"/tmp/ipykernel_21416/3792534904.py\", line 37, in generate_image_from_map\n img.putpixel(point, (0, 0, 0xFF))\n File \"/usr/local/lib/python3.10/dist-packages/PIL/Image.py\", line 1868, in putpixel\n return self.im.putpixel(xy, value)\nIndexError: image index out of range\n\"\"\"",
|
||
"\nThe above exception was the direct cause of the following exception:\n",
|
||
"\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)",
|
||
"Input \u001b[0;32mIn [30]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m collected_data[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mimage_points\u001b[39m\u001b[38;5;124m\"\u001b[39m], collected_data[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mimage_lines\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mcollected_data\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmapply\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgenerate_image_maps\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2\u001b[0m collected_data\n",
|
||
"File \u001b[0;32m/usr/local/lib/python3.10/dist-packages/mapply/mapply.py:110\u001b[0m, in \u001b[0;36mmapply\u001b[0;34m(df_or_series, func, axis, n_workers, chunk_size, max_chunks_per_worker, progressbar, args, **kwargs)\u001b[0m\n\u001b[1;32m 107\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m isseries:\n\u001b[1;32m 108\u001b[0m kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124maxis\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m axis\n\u001b[0;32m--> 110\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mlist\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m 111\u001b[0m \u001b[43m \u001b[49m\u001b[43mmultiprocessing_imap\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 112\u001b[0m \u001b[43m \u001b[49m\u001b[43mpartial\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrun_apply\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 113\u001b[0m \u001b[43m \u001b[49m\u001b[43mdfs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 114\u001b[0m \u001b[43m \u001b[49m\u001b[43mn_workers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mn_workers\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 115\u001b[0m \u001b[43m \u001b[49m\u001b[43mprogressbar\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprogressbar\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 116\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 117\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 119\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[1;32m 120\u001b[0m isseries\n\u001b[1;32m 121\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(results) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m 122\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(results[\u001b[38;5;241m0\u001b[39m]) \u001b[38;5;241m*\u001b[39m \u001b[38;5;28mlen\u001b[39m(results) \u001b[38;5;129;01min\u001b[39;00m df_or_series\u001b[38;5;241m.\u001b[39mshape\n\u001b[1;32m 123\u001b[0m ):\n\u001b[1;32m 124\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m concat(results, copy\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n",
|
||
"File \u001b[0;32m/usr/local/lib/python3.10/dist-packages/mapply/parallel.py:105\u001b[0m, in \u001b[0;36mmultiprocessing_imap\u001b[0;34m(func, iterable, n_workers, progressbar, args, **kwargs)\u001b[0m\n\u001b[1;32m 102\u001b[0m stage \u001b[38;5;241m=\u001b[39m tqdm(stage, total\u001b[38;5;241m=\u001b[39mn_chunks)\n\u001b[1;32m 104\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 105\u001b[0m \u001b[38;5;28;01myield from\u001b[39;00m stage\n\u001b[1;32m 106\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (\u001b[38;5;167;01mException\u001b[39;00m, \u001b[38;5;167;01mKeyboardInterrupt\u001b[39;00m):\n\u001b[1;32m 107\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m pool:\n",
|
||
"File \u001b[0;32m/usr/local/lib/python3.10/dist-packages/tqdm/notebook.py:258\u001b[0m, in \u001b[0;36mtqdm_notebook.__iter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 256\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 257\u001b[0m it \u001b[38;5;241m=\u001b[39m \u001b[38;5;28msuper\u001b[39m(tqdm_notebook, \u001b[38;5;28mself\u001b[39m)\u001b[38;5;241m.\u001b[39m\u001b[38;5;21m__iter__\u001b[39m()\n\u001b[0;32m--> 258\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m obj \u001b[38;5;129;01min\u001b[39;00m it:\n\u001b[1;32m 259\u001b[0m \u001b[38;5;66;03m# return super(tqdm...) will not catch exception\u001b[39;00m\n\u001b[1;32m 260\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m obj\n\u001b[1;32m 261\u001b[0m \u001b[38;5;66;03m# NB: except ... [ as ...] breaks IPython async KeyboardInterrupt\u001b[39;00m\n",
|
||
"File \u001b[0;32m/usr/local/lib/python3.10/dist-packages/tqdm/std.py:1195\u001b[0m, in \u001b[0;36mtqdm.__iter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1192\u001b[0m time \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_time\n\u001b[1;32m 1194\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 1195\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m obj \u001b[38;5;129;01min\u001b[39;00m iterable:\n\u001b[1;32m 1196\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m obj\n\u001b[1;32m 1197\u001b[0m \u001b[38;5;66;03m# Update and possibly print the progressbar.\u001b[39;00m\n\u001b[1;32m 1198\u001b[0m \u001b[38;5;66;03m# Note: does not call self.update(1) for speed optimisation.\u001b[39;00m\n",
|
||
"File \u001b[0;32m/usr/local/lib/python3.10/dist-packages/multiprocess/pool.py:870\u001b[0m, in \u001b[0;36mIMapIterator.next\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 868\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m success:\n\u001b[1;32m 869\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m value\n\u001b[0;32m--> 870\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m value\n",
|
||
"\u001b[0;31mIndexError\u001b[0m: image index out of range"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"collected_data[\"image_points\"], collected_data[\"image_lines\"] = collected_data.mapply(\n",
|
||
" generate_image_maps, axis=1\n",
|
||
")\n",
|
||
"collected_data"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"pycharm": {
|
||
"is_executing": true,
|
||
"name": "#%%\n"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"DATA_WITH_IMG_PATH: Final[str] = \"data/collectedWithImage.pickle\"\n",
|
||
"\n",
|
||
"\n",
|
||
"def generate_image_maps(row):\n",
|
||
" return generate_image_from_map(\n",
|
||
" obstacles=row.obstacles,\n",
|
||
" destination=Point(row.destination_x, row.destination_y),\n",
|
||
" route=row.route,\n",
|
||
" )\n",
|
||
"\n",
|
||
"\n",
|
||
"if os.path.exists(DATA_WITH_IMG_PATH):\n",
|
||
" collected_data = pd.read_pickle(DATA_WITH_IMG_PATH)\n",
|
||
"else:\n",
|
||
" (\n",
|
||
" collected_data[\"image_points\"],\n",
|
||
" collected_data[\"image_lines\"],\n",
|
||
" ) = collected_data.mapply(generate_image_maps, axis=1)\n",
|
||
" del collected_data[\"image\"]\n",
|
||
" collected_data.to_pickle(DATA_WITH_IMG_PATH)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# pd.Series([1,2,3,4,5,6]).apply()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"pycharm": {
|
||
"name": "#%% md\n"
|
||
}
|
||
},
|
||
"source": [
|
||
"Ich würde auch zu 1. tendieren, stimme Ihnen aber zu, dass das Thema sehr umfangreich ist. Könnte man sich nicht einen Teilbereich herauspicken? Ich verstehe nicht viel vom Segeln, daher lassen Sie mich kurz zusammenfassen, was Sie vorhaben: - Sie generieren Trainingsdaten mit dem existierenden aber langsamen GD Algorithmus. Ich nehme an, es handelt sich um lokale Routen in einem relativ kleinen Kartenausschnitt. Lässt es die Laufzeit zu, dass Sie eine große Menge an Routen berechnen. - Sie haben dann eine Karte und als Ausgabe eine Liste der Wendepunkte - Warum wollen Sie daraus eine Heatmap berechnen? Diesen Schritt habe ich noch nicht verstanden - Wenn Sie aus einer Karte eine Heatmap trainieren wollen und dafür genügend Beispiele haben, könnnten GANs hilfreich sein: https://arxiv.org/abs/1611.07004 Ich würde Ihnen raten, das Problem möglichst so zu reduzieren, dass es im Rahmen des Moduls noch handhabbar bleibt. Alles Weitere kann man sich auch für spätere Arbeiten aufbewahren. Das 2. Thema ist auch ok. Aber vielleicht nicht ganz so spannend. Ich überlasse Ihnen die Entscheidung. Freundliche Grüße Heiner Giefers"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import matplotlib\n",
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"xs = np.linspace(-1, 1)\n",
|
||
"plt.subplot(2, 2, 1)\n",
|
||
"plt.plot(xs, np.sin(xs))\n",
|
||
"plt.subplot(2, 2, 2)\n",
|
||
"plt.plot(xs, np.cos(xs))\n",
|
||
"plt.subplot(2, 2, 3)\n",
|
||
"plt.plot(xs, np.tan(xs))\n",
|
||
"plt.subplot(2, 2, 4)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"f, ax = plt.subplots(figsize=(5, 5))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# better next time\n",
|
||
"Min distance zwischen ziel und hindernis einfügen"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"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": "3.10.4"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 1
|
||
}
|