Newer
Older
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plot the Env and some trees"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"import json\n",
"import numpy as np\n",
"import glob\n",
"import datetime as dt\n",
"import time\n",
"import os,sys\n",
"import IPython\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import xarray as xr\n",
"from numpy.random import randint\n",
"from numpy import array\n",
"import heapq\n",
"from collections import namedtuple\n",
"import random"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# in case you need to tweak your PYTHONPATH...\n",
"sys.path.append(\"../flatland\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import flatland.core.env\n",
"from flatland.utils import rail_env_generator\n",
"from flatland.core.env import RailEnv\n",
"from flatland.utils import mplrender\n",
"import flatland.utils.rendertools as rt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Generate Rail"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(numpy.ndarray, 10)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"random.seed(100)\n",
"oRail = rail_env_generator.generate_random_rail(10,10)\n",
"type(oRail), len(oRail)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{0: None, 1: None}"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"oEnv = RailEnv(oRail, number_of_agents=2)\n",
"oEnv.reset()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Use new python file rendertools"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"oRT = rt.RenderTool(oEnv)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,10))\n",
"oRT.renderEnv()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1, 2) 3\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"oFig = plt.figure(figsize=(10,10))\n",
"oRT.renderEnv()\n",
"lVisits = oRT.plotTreeOnRail(oEnv.agents_position[0], oEnv.agents_direction[0], nDepth=17)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot Tree / graph"
]
},
{
"cell_type": "code",
"execution_count": 10,
"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": [
"plt.figure(figsize=(8,8))\n",
"xyTarg = oRT.env.agents_target[0]\n",
"\n",
"visitDest = oRT.plotTree(lVisits, xyTarg)\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot the path from agent to destination on the rails"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"oFig = plt.figure(figsize=(10,10))\n",
"oRT.renderEnv()\n",
"oRT.plotPath(visitDest)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Try applying arrows and an offset"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,10))\n",
"oRT.renderEnv()\n",
"\n",
"rt = oRT.__class__\n",
"# Walk backwards from destination to origin\n",
"if visitDest is not None:\n",
" visit = visitDest\n",
" xyPrev = None\n",
" while visit.prev is not None:\n",
" iDir2 = (visit.iDir + 1) % 4 # rotate 1/4 turn\n",
" \n",
" #rcOffset = rt.gTransRC[iDir2] * 0.10\n",
" #xyOffset = np.matmul(rcOffset, rt.grc2xy)\n",
" \n",
" xy = np.matmul(visit.rc, rt.grc2xy) + rt.xyHalf\n",
" #xy2 = xy + xyOffset\n",
" \n",
" \n",
" \n",
"\n",
" if xyPrev is not None:\n",
" dx, dy = (xyPrev - xy) / 20\n",
" dxy=array([dx,dy])\n",
" \n",
" #xyPrev2 = xyPrev + xyOffset\n",
" #plt.plot([xy[0]+dy, xyPrev[0]+dy], [ xy[1]+dx, xyPrev[1]+dx], color=\"r\", alpha=0.5, lw=3)\n",
" \n",
" #xyLine = array([xy[0]+dy, xyPrev[0]+dy], [ xy[1]+dx, xyPrev[1]+dx])\n",
" xyLine = array([xy, xyPrev]) + array([dy,dx])\n",
" \n",
" plt.plot(*xyLine.T, color=\"r\",)\n",
" \n",
" xyMid = np.sum(xyLine * [[ 1/4], [3/4 ]], axis=0)\n",
" \n",
" xyArrow = array([\n",
" xyMid + [-dx-dy, +dx-dy],\n",
" xyMid,\n",
" xyMid + [-dx+dy, -dx-dy]\n",
" ])\n",
" plt.plot(*xyArrow.T, color=\"r\")\n",
" \n",
" #plt.plot([xy[0]+dy, xyPrev[0]+dy], [ xy[1]+dx, xyPrev[1]+dx], color=\"r\", alpha=0.5, lw=3)\n",
" visit = visit.prev\n",
" xyPrev = xy"
]
}
],
"metadata": {
"hide_input": true,
"kernelspec": {
"display_name": "ve367",
"language": "python",
"name": "ve367"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.7"
},
"latex_envs": {
"LaTeX_envs_menu_present": true,
"autoclose": false,
"autocomplete": true,
"bibliofile": "biblio.bib",
"cite_by": "apalike",
"current_citInitial": 1,
"eqLabelWithNumbers": true,
"eqNumInitial": 1,
"hotkeys": {
"equation": "Ctrl-E",
"itemize": "Ctrl-I"
},
"labels_anchors": false,
"latex_user_defs": false,
"report_style_numbering": false,
"user_envs_cfg": false
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": false,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {
"height": "269.162px",
"left": "1447.99px",
"top": "102.25px",
"width": "264.972px"
},
"toc_section_display": true,
"toc_window_display": true
},
"varInspector": {
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"delete_cmd_postfix": "",
"delete_cmd_prefix": "del ",
"library": "var_list.py",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"delete_cmd_postfix": ") ",
"delete_cmd_prefix": "rm(",
"library": "var_list.r",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"position": {
"height": "899.077px",
"left": "1199.28px",
"right": "20px",
"top": "106.997px",
"width": "549.318px"
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
],
"window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}