fast_laps_rbr.ipynb
1 { 2 "cells": [ 3 { 4 "cell_type": "code", 5 "execution_count": 1, 6 "metadata": {}, 7 "outputs": [ 8 { 9 "name": "stderr", 10 "output_type": "stream", 11 "text": [ 12 "2023-12-30 15:31:29,622 DEBUG Influx: Connected to https://telemetry.b4mad.racing:443/\n" 13 ] 14 } 15 ], 16 "source": [ 17 "import django_initializer\n", 18 "from telemetry.fast_lap_analyzer import FastLapAnalyzer\n", 19 "from telemetry.racing_stats import RacingStats\n", 20 "from telemetry.models import FastLap, Lap\n", 21 "from telemetry.analyzer import Analyzer\n", 22 "from telemetry.influx import Influx\n", 23 "import plotly.io as pio\n", 24 "\n", 25 "pio.renderers.default = \"svg\" # comment this line to use interactive plots\n", 26 "\n", 27 "import pandas as pd\n", 28 "import numpy as np\n", 29 "\n", 30 "from telemetry.visualizer import *\n", 31 "\n", 32 "%load_ext autoreload\n", 33 "%autoreload 2\n", 34 "\n", 35 "analyzer = Analyzer()\n", 36 "influx = Influx()\n", 37 "fast_lap_analyzer = FastLapAnalyzer()\n", 38 "racing_stats = RacingStats()" 39 ] 40 }, 41 { 42 "cell_type": "code", 43 "execution_count": 2, 44 "metadata": {}, 45 "outputs": [ 46 { 47 "name": "stderr", 48 "output_type": "stream", 49 "text": [ 50 "2023-12-30 15:31:30,378 DEBUG Influx: Connected to https://telemetry.b4mad.racing:443/\n", 51 "2023-12-30 15:31:30,517 INFO Fetching telemetry for Richard Burns Rally - East-West - Mitsubishi Lancer Evo X R4\n", 52 "2023-12-30 15:31:30,518 INFO track.id 3262 car.id 4034\n", 53 "2023-12-30 15:31:30,518 INFO session 1703765558 lap.id 696976 number 0\n", 54 "2023-12-30 15:31:30,518 INFO length 9908 time 519.9802 valid True\n", 55 "2023-12-30 15:31:30,519 INFO start 2023-12-28 13:12:38.380911+00:00 end 2023-12-28 13:22:18.361111+00:00\n", 56 "2023-12-30 15:31:30,559 ERROR No data found for 1703765558 lap 0\n", 57 "2023-12-30 15:31:30,560 INFO No data found for lap in fast_laps bucket, trying in default bucket\n", 58 "2023-12-30 15:31:30,560 INFO Fetching telemetry for Richard Burns Rally - East-West - Mitsubishi Lancer Evo X R4\n", 59 "2023-12-30 15:31:30,560 INFO track.id 3262 car.id 4034\n", 60 "2023-12-30 15:31:30,560 INFO session 1703765558 lap.id 696976 number 0\n", 61 "2023-12-30 15:31:30,561 INFO length 9908 time 519.9802 valid True\n", 62 "2023-12-30 15:31:30,561 INFO start 2023-12-28 13:12:38.380911+00:00 end 2023-12-28 13:22:18.361111+00:00\n" 63 ] 64 } 65 ], 66 "source": [ 67 "kwargs = {\n", 68 " \"game__name\": \"Richard Burns Rally\",\n", 69 " \"track__name\": \"East-West\",\n", 70 " \"car__name\": \"Mitsubishi Lancer Evo X R4\",\n", 71 "}\n", 72 "lap_id = 696976\n", 73 "laps = []\n", 74 "if lap_id:\n", 75 " lap = Lap.objects.get(pk=lap_id)\n", 76 " laps.append(lap)\n", 77 "else:\n", 78 " laps = racing_stats.laps(**kwargs)\n", 79 " laps = laps[:10]\n", 80 "# laps = list(laps)\n", 81 "fast_lap_analyzer.laps = laps\n", 82 "data_frames, laps_with_telemetry = fast_lap_analyzer.fetch_lap_telemetry()" 83 ] 84 }, 85 { 86 "cell_type": "code", 87 "execution_count": 3, 88 "metadata": {}, 89 "outputs": [], 90 "source": [ 91 "# influx_data_frames = []\n", 92 "# for df in data_frames:\n", 93 "# influx_data_frames.append(df.copy())\n", 94 "\n", 95 "# data_frames = []\n", 96 "# for df in influx_data_frames:\n", 97 "# data_frames.append(df.copy())" 98 ] 99 }, 100 { 101 "cell_type": "code", 102 "execution_count": 4, 103 "metadata": {}, 104 "outputs": [ 105 { 106 "data": { 107 "text/plain": [ 108 "[{'start': 296, 'end': 482},\n", 109 " {'start': 483, 'end': 580},\n", 110 " {'start': 581, 'end': 645},\n", 111 " {'start': 646, 'end': 824},\n", 112 " {'start': 825, 'end': 924},\n", 113 " {'start': 925, 'end': 1092},\n", 114 " {'start': 1093, 'end': 1212},\n", 115 " {'start': 1213, 'end': 1481},\n", 116 " {'start': 1482, 'end': 1773},\n", 117 " {'start': 1774, 'end': 1920},\n", 118 " {'start': 1921, 'end': 2100},\n", 119 " {'start': 2101, 'end': 2251},\n", 120 " {'start': 2252, 'end': 2347},\n", 121 " {'start': 2348, 'end': 2590},\n", 122 " {'start': 2591, 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split_sectors: min_length_throttle_below_threshold: 20\n", 183 "2023-12-30 15:31:32,322 DEBUG split_sectors: min_distance_between_sectors: 35\n", 184 "2023-12-30 15:31:32,324 DEBUG sector 23 - 2753m too short: 2.0\n", 185 "2023-12-30 15:31:32,324 DEBUG sector 24 - 2784m too short: 16.0\n", 186 "2023-12-30 15:31:32,324 DEBUG sector 34 - 3805m too short: 7.0\n", 187 "2023-12-30 15:31:32,325 DEBUG sector 35 - 3827m too short: 6.0\n", 188 "2023-12-30 15:31:32,325 DEBUG sector 39 - 4114m too short: 15.0\n", 189 "2023-12-30 15:31:32,325 DEBUG sector 47 - 4732m too short: 14.0\n", 190 "2023-12-30 15:31:32,325 DEBUG sector 48 - 4753m too short: 17.0\n", 191 "2023-12-30 15:31:32,326 DEBUG sector 52 - 5062m too short: 15.0\n", 192 "2023-12-30 15:31:32,326 DEBUG sector 54 - 5208m too short: 3.0\n", 193 "2023-12-30 15:31:32,326 DEBUG sector 55 - 5220m too short: 5.0\n", 194 "2023-12-30 15:31:32,326 DEBUG sector 58 - 5505m too short: 17.0\n", 195 "2023-12-30 15:31:32,326 DEBUG sector 67 - 6575m too short: 3.0\n", 196 "2023-12-30 15:31:32,327 DEBUG sector 70 - 6841m too short: 14.0\n", 197 "2023-12-30 15:31:32,327 DEBUG sector 79 - 7479m too short: 12.0\n", 198 "2023-12-30 15:31:32,327 DEBUG sector 81 - 7626m too short: 12.0\n", 199 "2023-12-30 15:31:32,327 DEBUG sector 89 - 8476m too short: 19.0\n", 200 "2023-12-30 15:31:32,327 DEBUG sector 93 - 8728m too short: 7.0\n", 201 "2023-12-30 15:31:32,327 DEBUG sector 94 - 8750m too short: 19.0\n", 202 "2023-12-30 15:31:32,328 DEBUG sector 96 - 8881m too short: 3.0\n", 203 "2023-12-30 15:31:32,328 DEBUG sector 98 - 9125m too short: 5.0\n", 204 "2023-12-30 15:31:32,328 DEBUG sector 99 - 9132m too short: 9.0\n", 205 "2023-12-30 15:31:32,329 DEBUG sector 100 - 9167m too short: 12.0\n", 206 "2023-12-30 15:31:32,329 DEBUG sector 104 - 9609m too short: 6.0\n", 207 "2023-12-30 15:31:32,329 DEBUG remove sector 3 - 514m too close to previous sector: 15.0\n", 208 "2023-12-30 15:31:32,329 DEBUG remove sector 4 - 605m too close to previous sector: 12.0\n", 209 "2023-12-30 15:31:32,330 DEBUG remove sector 5 - 675m too close to previous sector: 29.0\n", 210 "2023-12-30 15:31:32,330 DEBUG remove sector 6 - 726m too close to previous sector: 19.0\n", 211 "2023-12-30 15:31:32,330 DEBUG remove sector 8 - 1058m too close to previous sector: 4.0\n", 212 "2023-12-30 15:31:32,330 DEBUG remove sector 11 - 1395m too close to previous sector: 7.0\n", 213 "2023-12-30 15:31:32,331 DEBUG remove sector 13 - 1731m too close to previous sector: 20.0\n", 214 "2023-12-30 15:31:32,331 DEBUG remove sector 16 - 2123m too close to previous sector: 32.0\n", 215 "2023-12-30 15:31:32,331 DEBUG remove sector 17 - 2198m too close to previous sector: 5.0\n", 216 "2023-12-30 15:31:32,331 DEBUG remove sector 18 - 2265m too close to previous sector: 31.0\n", 217 "2023-12-30 15:31:32,331 DEBUG remove sector 20 - 2480m too close to previous sector: 4.0\n", 218 "2023-12-30 15:31:32,332 DEBUG remove sector 21 - 2547m too close to previous sector: 6.0\n", 219 "2023-12-30 15:31:32,332 DEBUG remove sector 24 - 2943m too close to previous sector: 6.0\n", 220 "2023-12-30 15:31:32,332 DEBUG remove sector 26 - 3215m too close to previous sector: 9.0\n", 221 "2023-12-30 15:31:32,332 DEBUG remove sector 27 - 3352m too close to previous sector: 13.0\n", 222 "2023-12-30 15:31:32,332 DEBUG remove sector 29 - 3483m too close to previous sector: 17.0\n", 223 "2023-12-30 15:31:32,333 DEBUG remove sector 31 - 3617m too close to previous sector: 22.0\n", 224 "2023-12-30 15:31:32,333 DEBUG remove sector 34 - 4075m too close to previous sector: 7.0\n", 225 "2023-12-30 15:31:32,333 DEBUG remove sector 35 - 4133m too close to previous sector: 22.0\n", 226 "2023-12-30 15:31:32,333 DEBUG remove sector 36 - 4174m too close to previous sector: 2.0\n", 227 "2023-12-30 15:31:32,334 DEBUG remove sector 38 - 4317m too close to previous sector: 9.0\n", 228 "2023-12-30 15:31:32,334 DEBUG remove sector 39 - 4367m too close to previous sector: 22.0\n", 229 "2023-12-30 15:31:32,334 DEBUG remove sector 40 - 4414m too close to previous sector: 24.0\n", 230 "2023-12-30 15:31:32,334 DEBUG remove sector 41 - 4587m too close to previous sector: 33.0\n", 231 "2023-12-30 15:31:32,335 DEBUG remove sector 43 - 4862m too close to previous sector: 4.0\n", 232 "2023-12-30 15:31:32,335 DEBUG remove sector 47 - 5392m too close to previous sector: 19.0\n", 233 "2023-12-30 15:31:32,335 DEBUG remove sector 50 - 5824m too close to previous sector: 15.0\n", 234 "2023-12-30 15:31:32,335 DEBUG remove sector 52 - 6090m too close to previous sector: 15.0\n", 235 "2023-12-30 15:31:32,336 DEBUG remove sector 54 - 6291m too close to previous sector: 9.0\n", 236 "2023-12-30 15:31:32,336 DEBUG remove sector 61 - 7107m too close to previous sector: 34.0\n", 237 "2023-12-30 15:31:32,336 DEBUG remove sector 63 - 7321m too close to previous sector: 14.0\n", 238 "2023-12-30 15:31:32,336 DEBUG remove sector 64 - 7366m too close to previous sector: 12.0\n", 239 "2023-12-30 15:31:32,336 DEBUG remove sector 65 - 7408m too close to previous sector: 4.0\n", 240 "2023-12-30 15:31:32,337 DEBUG remove sector 68 - 7830m too close to previous sector: 11.0\n", 241 "2023-12-30 15:31:32,337 DEBUG remove sector 71 - 8181m too close to previous sector: 23.0\n", 242 "2023-12-30 15:31:32,337 DEBUG remove sector 72 - 8404m too close to previous sector: 6.0\n", 243 "2023-12-30 15:31:32,337 DEBUG remove sector 73 - 8440m too close to previous sector: 3.0\n", 244 "2023-12-30 15:31:32,338 DEBUG remove sector 74 - 8506m too close to previous sector: 34.0\n", 245 "2023-12-30 15:31:32,338 DEBUG remove sector 75 - 8563m too close to previous sector: 15.0\n", 246 "2023-12-30 15:31:32,338 DEBUG remove sector 83 - 9823m too close to previous sector: 28.0\n" 247 ] 248 }, 249 { 250 "data": { 251 "text/plain": [ 252 "[{'start': 0, 'end': 94.0, 'length': 94},\n", 253 " {'start': 95.0, 'end': 290.0, 'length': 195},\n", 254 " {'start': 291, 'end': 867.0, 'length': 576},\n", 255 " {'start': 868.0, 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0, 0); stroke-opacity: 1; fill: rgb(0, 0, 0); fill-opacity: 0; stroke-dasharray: 3px, 3px; stroke-width: 2px;\"/></g></g></g><g class=\"infolayer\"><g class=\"legend\" pointer-events=\"all\" transform=\"translate(595.1,100)\"><rect class=\"bg\" shape-rendering=\"crispEdges\" style=\"stroke: rgb(68, 68, 68); stroke-opacity: 1; fill: rgb(255, 255, 255); fill-opacity: 1; stroke-width: 0px;\" width=\"93\" height=\"48\" x=\"0\" y=\"0\"/><g class=\"scrollbox\" transform=\"\" clip-path=\"url(#legend04049c)\"><g class=\"groups\"><g class=\"traces\" transform=\"translate(0,14.5)\" style=\"opacity: 1;\"><text class=\"legendtext\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1; white-space: pre;\">Throttle</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"><path class=\"js-line\" d=\"M5,0h30\" style=\"fill: none; stroke: 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fig_add_shape(fig, x0=sector[\"start\"], x1=sector[\"start\"], color=\"blue\")\n", 335 " fig_add_shape(fig, x0=sector[\"end\"], x1=sector[\"end\"], color=\"red\")\n", 336 "fig.show()" 337 ] 338 }, 339 { 340 "cell_type": "code", 341 "execution_count": 6, 342 "metadata": {}, 343 "outputs": [ 344 { 345 "name": "stderr", 346 "output_type": "stream", 347 "text": [ 348 "2023-12-30 15:31:33,815 DEBUG extract_segments for sector 0 start: 0 end: 94.0\n", 349 "2023-12-30 15:31:33,817 ERROR sector 0 is empty\n", 350 "2023-12-30 15:31:33,818 ERROR Could not find fastest sector for 0 - 94.0\n", 351 "2023-12-30 15:31:33,818 DEBUG extract_segments for sector 1 start: 95.0 end: 290.0\n", 352 "2023-12-30 15:31:33,820 DEBUG get sector for lap 0: min: 134.0 != start: 95.0\n", 353 "2023-12-30 15:31:33,820 ERROR Could not find fastest sector for 95.0 - 290.0\n", 354 "2023-12-30 15:31:33,821 DEBUG extract_segments for sector 2 start: 291 end: 867.0\n", 355 "2023-12-30 15:31:33,836 DEBUG extract_segments for sector 3 start: 868.0 end: 1103.0\n", 356 "2023-12-30 15:31:33,843 DEBUG extract_segments for sector 4 start: 1104 end: 1191.0\n", 357 "2023-12-30 15:31:33,851 DEBUG extract_segments for sector 5 start: 1192.0 end: 1519.0\n", 358 "2023-12-30 15:31:33,860 DEBUG extract_segments for sector 6 start: 1520 end: 1813.0\n", 359 "2023-12-30 15:31:33,867 DEBUG extract_segments for sector 7 start: 1814 end: 1920.0\n", 360 "2023-12-30 15:31:33,874 DEBUG extract_segments for sector 8 start: 1921 end: 2329.0\n", 361 "2023-12-30 15:31:33,881 DEBUG extract_segments for sector 9 start: 2330.0 end: 2573.0\n", 362 "2023-12-30 15:31:33,887 DEBUG extract_segments for sector 10 start: 2574.0 end: 2779.0\n", 363 "2023-12-30 15:31:33,894 DEBUG extract_segments for sector 11 start: 2780.0 end: 3009.0\n", 364 "2023-12-30 15:31:33,900 DEBUG extract_segments for sector 12 start: 3010 end: 3383.0\n", 365 "2023-12-30 15:31:33,907 DEBUG extract_segments for sector 13 start: 3384 end: 3546.0\n", 366 "2023-12-30 15:31:33,915 DEBUG extract_segments for sector 14 start: 3547 end: 3817.0\n", 367 "2023-12-30 15:31:33,922 DEBUG extract_segments for sector 15 start: 3818 end: 3908.0\n", 368 "2023-12-30 15:31:33,928 DEBUG extract_segments for sector 16 start: 3909 end: 4150.0\n", 369 "2023-12-30 15:31:33,935 DEBUG extract_segments for sector 17 start: 4151.0 end: 4681.0\n", 370 "2023-12-30 15:31:33,943 DEBUG extract_segments for sector 18 start: 4682.0 end: 4926.0\n", 371 "2023-12-30 15:31:33,951 DEBUG extract_segments for sector 19 start: 4927 end: 5089.0\n", 372 "2023-12-30 15:31:33,959 DEBUG extract_segments for sector 20 start: 5090 end: 5241.0\n", 373 "2023-12-30 15:31:33,966 DEBUG extract_segments for sector 21 start: 5242 end: 5426.0\n", 374 "2023-12-30 15:31:33,973 DEBUG extract_segments for sector 22 start: 5427.0 end: 5709.0\n", 375 "2023-12-30 15:31:33,981 DEBUG extract_segments for sector 23 start: 5710 end: 5982.0\n", 376 "2023-12-30 15:31:33,988 DEBUG extract_segments for sector 24 start: 5983 end: 6152.0\n", 377 "2023-12-30 15:31:33,995 DEBUG extract_segments for sector 25 start: 6153 end: 6435.0\n", 378 "2023-12-30 15:31:34,002 DEBUG extract_segments for sector 26 start: 6436 end: 6599.0\n", 379 "2023-12-30 15:31:34,009 DEBUG extract_segments for sector 27 start: 6600 end: 6741.0\n", 380 "2023-12-30 15:31:34,016 DEBUG extract_segments for sector 28 start: 6742 end: 6855.0\n", 381 "2023-12-30 15:31:34,023 DEBUG extract_segments for sector 29 start: 6856 end: 6950.0\n", 382 "2023-12-30 15:31:34,031 DEBUG extract_segments for sector 30 start: 6951 end: 7030.0\n", 383 "2023-12-30 15:31:34,035 DEBUG extract_segments for sector 31 start: 7031 end: 7233.0\n", 384 "2023-12-30 15:31:34,043 DEBUG extract_segments for sector 32 start: 7234 end: 7436.0\n", 385 "2023-12-30 15:31:34,050 DEBUG extract_segments for sector 33 start: 7437.0 end: 7667.0\n", 386 "2023-12-30 15:31:34,057 DEBUG extract_segments for sector 34 start: 7668 end: 7906.0\n", 387 "2023-12-30 15:31:34,064 DEBUG extract_segments for sector 35 start: 7907.0 end: 8078.0\n", 388 "2023-12-30 15:31:34,070 DEBUG extract_segments for sector 36 start: 8079 end: 8527.0\n", 389 "2023-12-30 15:31:34,078 DEBUG extract_segments for sector 37 start: 8528.0 end: 8756.0\n", 390 "2023-12-30 15:31:34,085 DEBUG extract_segments for sector 38 start: 8757 end: 8917.0\n", 391 "2023-12-30 15:31:34,092 DEBUG extract_segments for sector 39 start: 8918 end: 9151.0\n", 392 "2023-12-30 15:31:34,100 DEBUG extract_segments for sector 40 start: 9152 end: 9236.0\n", 393 "2023-12-30 15:31:34,105 DEBUG extract_segments for sector 41 start: 9237 end: 9430.0\n", 394 "2023-12-30 15:31:34,113 DEBUG extract_segments for sector 42 start: 9431 end: 9585.0\n", 395 "2023-12-30 15:31:34,120 DEBUG extract_segments for sector 43 start: 9586.0 end: 9920.0\n" 396 ] 397 }, 398 { 399 "data": { 400 "text/plain": [ 401 "'time: 28.3706599 291 -> 867 / track: 9920.0'" 402 ] 403 }, 404 "metadata": {}, 405 "output_type": "display_data" 406 }, 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2293 " segment = segments[i]\n", 2294 " # display(segment.start, segment.end, segment.turn)\n", 2295 " # display(segment.telemetry)\n", 2296 " # df = telemetry_for_fig(segment)\n", 2297 " df = segment.telemetry\n", 2298 " fig = lap_fig(df, columns=[\"Throttle\", \"Brake\"])\n", 2299 " brake_features = segment.brake_features()\n", 2300 " if brake_features:\n", 2301 " # brake_features = features_for_fig(segment, track_length, brake_features)\n", 2302 " fig_add_features(fig, brake_features)\n", 2303 " throttle_features = segment.throttle_features()\n", 2304 " if throttle_features:\n", 2305 " # throttle_features = features_for_fig(segment, track_length, throttle_features)\n", 2306 " fig_add_features(fig, throttle_features, color=\"green\")\n", 2307 " display(f\"time: {segment.time} {segment.start} -> {segment.end} / track: {segment.track_length}\")\n", 2308 " display(f\"brake: {segment.brake_features()}\")\n", 2309 " display(f\"throttle: {segment.throttle_features()}\")\n", 2310 " 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