From d960bb01ede9090b444ed5bccce7884afdcb4f6b Mon Sep 17 00:00:00 2001 From: Steven Gong Date: Thu, 9 Mar 2023 23:06:03 -0500 Subject: [PATCH] rename files and write v2 of map_converter --- inputs/tracks/e7_floor5.csv | 1897 ++++++++---- inputs/tracks/e7_floor5_biggest.csv | 2693 +++++++++++++++++ inputs/tracks/pingpong_clean.csv | 139 + main_globaltraj_f110.py | 2 +- map_converter.ipynb | 788 +++++ map_converterv2.ipynb | 1514 +++++++++ maps/e7_floor5_biggest.pgm | 5 + maps/e7_floor5_biggest.yaml | 7 + maps/{e7_floor5.pgm => e7_floor5_square.pgm} | 0 .../{e7_floor5.yaml => e7_floor5_square.yaml} | 2 +- maps/map_converter.ipynb | 1339 -------- maps/sanity_check.ipynb | 197 -- sanity_check.ipynb | 189 ++ visualize_raceline.ipynb | 2 +- 14 files changed, 6576 insertions(+), 2198 deletions(-) create mode 100644 inputs/tracks/e7_floor5_biggest.csv create mode 100644 inputs/tracks/pingpong_clean.csv create mode 100644 map_converter.ipynb create mode 100644 map_converterv2.ipynb create mode 100644 maps/e7_floor5_biggest.pgm create mode 100644 maps/e7_floor5_biggest.yaml rename maps/{e7_floor5.pgm => e7_floor5_square.pgm} (100%) rename maps/{e7_floor5.yaml => e7_floor5_square.yaml} (79%) delete mode 100644 maps/map_converter.ipynb delete mode 100644 maps/sanity_check.ipynb create mode 100644 sanity_check.ipynb diff --git a/inputs/tracks/e7_floor5.csv b/inputs/tracks/e7_floor5.csv index 1f26e9d..df21817 100644 --- a/inputs/tracks/e7_floor5.csv +++ b/inputs/tracks/e7_floor5.csv @@ -1,696 +1,1275 @@ # x_m,y_m,w_tr_right_m,w_tr_left_m --0.3000,-13.9500,0.7500,0.7500 --0.3000,-13.9000,0.7500,0.7500 --0.3000,-13.8000,0.7500,0.7500 --0.3000,-13.7000,0.7500,0.7500 --0.3000,-13.6000,0.7500,0.7500 --0.3000,-13.5000,0.7500,0.7500 --0.3000,-13.4000,0.7500,0.7500 --0.3000,-13.3500,0.7500,0.7500 --0.2500,-13.2500,0.7500,0.7500 --0.2500,-13.1500,0.7500,0.7500 --0.2500,-13.0500,0.7500,0.7500 --0.2500,-12.9500,0.7500,0.7500 --0.2000,-12.8500,0.7500,0.7500 --0.2000,-12.8000,0.7500,0.7500 --0.2000,-12.7000,0.7500,0.7500 --0.2000,-12.6000,0.7500,0.7500 --0.2000,-12.5000,0.7500,0.7500 --0.2000,-12.4000,0.7500,0.7500 --0.2000,-12.3000,0.7500,0.7500 --0.2000,-12.2500,0.7500,0.7500 --0.2000,-12.1500,0.7500,0.7500 --0.2000,-12.0500,0.7500,0.7500 --0.2000,-11.9500,0.7500,0.7500 --0.2000,-11.8500,0.7500,0.7500 --0.2000,-11.7500,0.7500,0.7500 --0.2000,-11.7000,0.7500,0.7500 --0.2000,-11.6000,0.7500,0.7500 --0.2000,-11.5000,0.7500,0.7500 --0.2000,-11.4000,0.7500,0.7500 --0.2000,-11.3000,0.7500,0.7500 --0.2000,-11.2000,0.7500,0.7500 --0.2000,-11.1000,0.7500,0.7500 --0.2000,-11.0500,0.7500,0.7500 --0.2000,-10.9500,0.7500,0.7500 --0.2000,-10.8500,0.7500,0.7500 --0.2000,-10.7500,0.7500,0.7500 --0.1500,-10.6500,0.7500,0.7500 --0.1500,-10.5500,0.7500,0.7500 --0.1500,-10.5000,0.7500,0.7500 --0.1500,-10.4000,0.7500,0.7500 --0.1500,-10.3000,0.7500,0.7500 --0.1500,-10.2000,0.7500,0.7500 --0.1500,-10.1000,0.7500,0.7500 --0.1500,-10.0000,0.7500,0.7500 --0.1500,-9.9500,0.7500,0.7500 --0.1500,-9.8500,0.7500,0.7500 --0.1500,-9.7500,0.7500,0.7500 --0.1500,-9.6500,0.7500,0.7500 --0.1500,-9.5500,0.7500,0.7500 --0.1500,-9.4500,0.7500,0.7500 --0.1500,-9.4000,0.7500,0.7500 --0.1500,-9.3000,0.7500,0.7500 --0.1500,-9.2000,0.7500,0.7500 --0.1500,-9.1000,0.7500,0.7500 --0.1000,-9.0000,0.7500,0.7500 --0.1000,-8.9000,0.7500,0.7500 --0.1000,-8.8500,0.7500,0.7500 --0.1000,-8.7500,0.7500,0.7500 --0.1000,-8.6500,0.7500,0.7500 --0.1000,-8.5500,0.7500,0.7500 --0.1000,-8.4500,0.7500,0.7500 --0.0500,-8.3500,0.7500,0.7500 --0.0500,-8.2500,0.7500,0.7500 --0.0500,-8.2000,0.7500,0.7500 --0.0500,-8.1000,0.7500,0.7500 --0.0500,-8.0000,0.7500,0.7500 --0.0500,-7.9000,0.7500,0.7500 --0.0500,-7.8000,0.7500,0.7500 --0.0500,-7.7000,0.7500,0.7500 --0.0500,-7.6500,0.7500,0.7500 --0.0500,-7.5500,0.7500,0.7500 --0.0500,-7.4500,0.7500,0.7500 --0.0500,-7.3500,0.7500,0.7500 --0.0500,-7.2500,0.7500,0.7500 --0.0500,-7.1500,0.7500,0.7500 --0.0500,-7.1000,0.7500,0.7500 --0.0500,-7.0000,0.7500,0.7500 --0.0500,-6.9000,0.7500,0.7500 --0.0500,-6.8000,0.7500,0.7500 --0.0500,-6.7000,0.7500,0.7500 -0.0000,-6.6000,0.7500,0.7500 -0.0000,-6.5500,0.7500,0.7500 -0.0000,-6.4500,0.7500,0.7500 -0.0000,-6.3500,0.7500,0.7500 -0.0000,-6.2500,0.7500,0.7500 -0.0000,-6.1500,0.7500,0.7500 -0.0000,-6.0500,0.7500,0.7500 -0.0000,-6.0000,0.7500,0.7500 -0.0000,-5.9000,0.7500,0.7500 -0.0000,-5.8000,0.7500,0.7500 -0.0000,-5.7000,0.7500,0.7500 -0.0000,-5.6000,0.7500,0.7500 -0.0000,-5.5000,0.7500,0.7500 -0.0000,-5.4000,0.7500,0.7500 -0.0000,-5.3500,0.7500,0.7500 -0.0000,-5.2500,0.7500,0.7500 -0.0000,-5.1500,0.7500,0.7500 -0.0000,-5.0500,0.7500,0.7500 -0.0500,-4.9500,0.7500,0.7500 -0.0500,-4.8500,0.7500,0.7500 -0.0500,-4.8000,0.7500,0.7500 -0.0500,-4.7000,0.7500,0.7500 -0.0500,-4.6000,0.7500,0.7500 -0.0500,-4.5000,0.7500,0.7500 -0.0500,-4.4000,0.7500,0.7500 -0.0500,-4.3000,0.7500,0.7500 -0.0500,-4.2500,0.7500,0.7500 -0.0500,-4.1500,0.7500,0.7500 -0.0500,-4.0500,0.7500,0.7500 -0.1000,-3.9500,0.7500,0.7500 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-0.2500,-0.8500,0.7500,0.7500 -0.3000,-0.7500,0.7500,0.7500 -0.3500,-0.6500,0.7500,0.7500 -0.4000,-0.5500,0.7500,0.7500 -0.4500,-0.5000,0.7500,0.7500 -0.5000,-0.4000,0.7500,0.7500 -0.5500,-0.4000,0.7500,0.7500 -0.6000,-0.3500,0.7500,0.7500 -0.6500,-0.2500,0.7500,0.7500 -0.7000,-0.2000,0.7500,0.7500 -0.7500,-0.1500,0.7500,0.7500 -0.8000,-0.1000,0.7500,0.7500 -0.8500,-0.0500,0.7500,0.7500 -0.9000,0.0000,0.7500,0.7500 -0.9500,0.0000,0.7500,0.7500 -1.0500,0.0000,0.7500,0.7500 -1.1500,0.0000,0.7500,0.7500 -1.2500,0.0000,0.7500,0.7500 -1.3500,0.0500,0.7500,0.7500 -1.4000,0.0500,0.7500,0.7500 -1.5000,0.0500,0.7500,0.7500 -1.6000,0.0500,0.7500,0.7500 -1.7000,0.0500,0.7500,0.7500 -1.8000,0.0500,0.7500,0.7500 -1.9000,0.0500,0.7500,0.7500 -1.9500,0.0500,0.7500,0.7500 -2.0500,0.0500,0.7500,0.7500 -2.1500,0.0500,0.7500,0.7500 -2.2500,0.0500,0.7500,0.7500 -2.3500,0.0500,0.7500,0.7500 -2.4500,0.0500,0.7500,0.7500 -2.5000,0.0500,0.7500,0.7500 -2.6000,0.0000,0.7500,0.7500 -2.7000,0.0000,0.7500,0.7500 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--git a/inputs/tracks/e7_floor5_biggest.csv b/inputs/tracks/e7_floor5_biggest.csv new file mode 100644 index 0000000..41db7c0 --- /dev/null +++ b/inputs/tracks/e7_floor5_biggest.csv @@ -0,0 +1,2693 @@ +# x_m,y_m,w_tr_right_m,w_tr_left_m +-22.1500,6.7500,0.9689,0.9689 +-22.1500,6.8000,0.9607,0.9607 +-22.1000,6.8500,1.0045,1.0045 +-22.1000,6.9000,0.9920,0.9920 +-22.1000,6.9500,0.9770,0.9770 +-22.0500,7.0000,1.0068,1.0068 +-22.0500,7.0500,0.9920,0.9920 +-22.0500,7.1000,0.9794,0.9794 +-22.0000,7.1500,1.0180,1.0180 +-22.0000,7.2000,1.0102,1.0102 +-22.0000,7.2500,1.0045,1.0045 +-21.9500,7.3000,1.0068,1.0068 +-21.9500,7.3500,1.0236,1.0236 +-21.9500,7.4000,1.0068,1.0068 +-21.9000,7.4500,1.0068,1.0068 +-21.9000,7.5000,1.0236,1.0236 +-21.9000,7.5500,1.0068,1.0068 +-21.9000,7.6000,0.9920,0.9920 +-21.8500,7.6500,1.0236,1.0236 +-21.8500,7.7000,1.0068,1.0068 +-21.8500,7.7500,0.9920,0.9920 +-21.8000,7.8000,1.0236,1.0236 +-21.8000,7.8500,1.0068,1.0068 +-21.7500,7.9000,1.0068,1.0068 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+-18.5000,3.9000,0.7860,0.7860 +-18.5500,3.9000,0.7732,0.7732 +-18.6000,3.9500,0.8124,0.8124 +-18.6500,3.9500,0.8055,0.8055 +-18.7000,4.0000,0.8513,0.8513 +-18.7500,4.0000,0.8500,0.8500 +-18.8000,4.0000,0.8500,0.8500 +-18.8500,4.0500,0.8849,0.8849 +-18.9000,4.0500,0.8657,0.8657 +-18.9500,4.0500,0.8487,0.8487 +-19.0000,4.1000,0.8823,0.8823 +-19.0500,4.1000,0.8657,0.8657 +-19.1000,4.1500,0.8962,0.8962 +-19.1500,4.1500,0.8823,0.8823 +-19.2000,4.1500,0.8708,0.8708 +-19.2500,4.2000,0.8962,0.8962 +-19.3000,4.2000,0.8849,0.8849 +-19.3500,4.2500,0.8849,0.8849 +-19.4000,4.2500,0.8962,0.8962 +-19.4500,4.2500,0.8823,0.8823 +-19.5000,4.3000,0.9062,0.9062 +-19.5500,4.3000,0.8962,0.8962 +-19.6000,4.3500,0.8823,0.8823 +-19.6500,4.3500,0.8962,0.8962 +-19.7000,4.4000,0.8500,0.8500 +-19.7500,4.4000,0.8513,0.8513 +-19.8000,4.4000,0.8552,0.8552 +-19.8500,4.4500,0.8124,0.8124 +-19.9000,4.4500,0.8220,0.8220 +-19.9500,4.4500,0.8341,0.8341 +-20.0000,4.5000,0.8014,0.8014 +-20.0500,4.5000,0.8192,0.8192 +-20.1000,4.5000,0.8341,0.8341 +-20.1500,4.5000,0.8341,0.8341 +-20.2000,4.5000,0.8192,0.8192 +-20.2500,4.5500,0.8394,0.8394 +-20.3000,4.5500,0.8341,0.8341 +-20.3500,4.5500,0.8179,0.8179 +-20.4000,4.6000,0.8341,0.8341 +-20.4500,4.6000,0.8192,0.8192 +-20.5000,4.6500,0.8192,0.8192 +-20.5500,4.6500,0.8341,0.8341 +-20.6000,4.6500,0.8192,0.8192 +-20.6500,4.6500,0.8014,0.8014 +-20.7000,4.7000,0.8341,0.8341 +-20.7500,4.7000,0.8192,0.8192 +-20.8000,4.7000,0.8014,0.8014 +-20.8500,4.7500,0.8341,0.8341 +-20.9000,4.7500,0.8192,0.8192 +-20.9500,4.7500,0.8014,0.8014 +-21.0000,4.8000,0.8220,0.8220 +-21.0500,4.8000,0.8192,0.8192 +-21.1000,4.8500,0.8014,0.8014 +-21.1500,4.8500,0.8192,0.8192 +-21.2000,4.8500,0.8179,0.8179 +-21.2500,4.9000,0.8179,0.8179 +-21.3000,4.9000,0.8179,0.8179 +-21.3500,4.9500,0.8014,0.8014 +-21.4000,4.9500,0.8179,0.8179 +-21.4500,5.0000,0.7860,0.7860 +-21.5000,5.0000,0.8014,0.8014 +-21.5500,5.0000,0.7944,0.7944 +-21.6000,5.0000,0.7732,0.7732 +-21.6500,5.0500,0.8014,0.8014 +-21.7000,5.0500,0.7860,0.7860 +-21.7500,5.1000,0.8220,0.8220 +-21.8000,5.1000,0.8124,0.8124 +-21.8500,5.1500,0.8434,0.8434 +-21.9000,5.2000,0.8552,0.8552 +-21.9500,5.2500,0.8605,0.8605 +-22.0000,5.2500,0.8434,0.8434 +-22.0500,5.3000,0.8618,0.8618 +-22.1000,5.3500,0.8849,0.8849 +-22.1000,5.4000,0.9062,0.9062 +-22.1500,5.4500,0.9308,0.9308 +-22.1500,5.5000,0.9124,0.9124 +-22.2000,5.5500,0.9440,0.9440 +-22.2000,5.6000,0.9308,0.9308 +-22.2500,5.6500,0.9689,0.9689 +-22.2500,5.7000,0.9607,0.9607 +-22.2500,5.7500,0.9548,0.9548 +-22.2500,5.8000,0.9512,0.9512 +-22.2500,5.8500,0.9500,0.9500 +-22.2500,5.9000,0.9500,0.9500 +-22.2500,5.9500,0.9500,0.9500 +-22.2500,6.0000,0.9500,0.9500 +-22.2500,6.0500,0.9512,0.9512 +-22.2500,6.1000,0.9548,0.9548 +-22.2500,6.1500,0.9607,0.9607 +-22.2500,6.2000,0.9607,0.9607 +-22.2000,6.2500,0.9308,0.9308 +-22.2000,6.3000,0.9440,0.9440 +-22.2000,6.3500,0.9595,0.9595 +-22.2000,6.4000,0.9770,0.9770 +-22.2000,6.4500,0.9689,0.9689 +-22.2000,6.5000,0.9607,0.9607 +-22.2000,6.5500,0.9548,0.9548 +-22.2000,6.6000,0.9512,0.9512 +-22.1500,6.6500,0.9920,0.9920 +-22.1500,6.7000,0.9794,0.9794 +-22.3000,5.6500,1.0180,1.0180 +-22.3500,5.6500,0.9920,0.9920 +-22.4000,5.6000,0.9595,0.9595 +-22.4500,5.5500,0.9198,0.9198 diff --git a/inputs/tracks/pingpong_clean.csv b/inputs/tracks/pingpong_clean.csv new file mode 100644 index 0000000..1e95d17 --- /dev/null +++ b/inputs/tracks/pingpong_clean.csv @@ -0,0 +1,139 @@ +# x_m,y_m,w_tr_right_m,w_tr_left_m +-2.8000,0.8400,1.0705,1.0705 +-2.7000,0.9400,1.0705,1.0705 +-2.5000,1.1400,1.0705,1.0705 +-2.4000,1.2400,1.0705,1.0705 +-2.3000,1.4400,1.0705,1.0705 +-2.2000,1.5400,1.0705,1.0705 +-2.0000,1.6400,1.0705,1.0705 +-1.9000,1.7400,1.0705,1.0705 +-1.7000,1.7400,1.0705,1.0705 +-1.6000,1.8400,1.0705,1.0705 +-1.4000,2.0400,1.0705,1.0705 +-1.3000,2.1400,1.0705,1.0705 +-1.1000,2.2400,1.0705,1.0705 +-0.9000,2.3400,1.0705,1.0705 +-0.8000,2.3400,1.0705,1.0705 +-0.6000,2.4400,1.0705,1.0705 +-0.5000,2.5400,1.0705,1.0705 +-0.3000,2.5400,1.0705,1.0705 +-0.2000,2.6400,1.0705,1.0705 +0.0000,2.6400,1.0705,1.0705 +0.1000,2.7400,1.0705,1.0705 +0.3000,2.6400,1.0705,1.0705 +0.4000,2.5400,1.0705,1.0705 +0.5000,2.4400,1.0705,1.0705 +0.6000,2.3400,1.0705,1.0705 +0.7000,2.3400,1.0705,1.0705 +0.8000,2.2400,1.0705,1.0705 +0.9000,2.2400,1.0705,1.0705 +1.0000,2.0400,1.0705,1.0705 +1.1000,1.9400,1.0705,1.0705 +1.2000,1.7400,1.0705,1.0705 +1.3000,1.6400,1.0705,1.0705 +1.4000,1.4400,1.0705,1.0705 +1.5000,1.4400,1.0705,1.0705 +1.5000,1.2400,1.0705,1.0705 +1.6000,1.0400,1.0705,1.0705 +1.7000,0.9400,1.0705,1.0705 +1.7000,0.7400,1.0705,1.0705 +1.8000,0.6400,1.0705,1.0705 +1.9000,0.4400,1.0705,1.0705 +1.9000,0.3400,1.0705,1.0705 +1.7000,0.1400,1.0705,1.0705 +1.7000,0.0400,1.0705,1.0705 +1.6000,-0.1600,1.0705,1.0705 +1.6000,-0.2600,1.0705,1.0705 +1.5000,-0.4600,1.0705,1.0705 +1.4000,-0.6600,1.0705,1.0705 +1.4000,-0.7600,1.0705,1.0705 +1.4000,-0.9600,1.0705,1.0705 +1.4000,-1.0600,1.0705,1.0705 +1.3000,-1.2600,1.0705,1.0705 +1.3000,-1.3600,1.0705,1.0705 +1.1000,-1.5600,1.0705,1.0705 +1.1000,-1.6600,1.0705,1.0705 +0.9000,-1.8600,1.0705,1.0705 +0.9000,-1.9600,1.0705,1.0705 +0.8000,-2.1600,1.0705,1.0705 +0.8000,-2.2600,1.0705,1.0705 +0.7000,-2.4600,1.0705,1.0705 +0.6000,-2.6600,1.0705,1.0705 +0.6000,-2.7600,1.0705,1.0705 +0.4000,-2.9600,1.0705,1.0705 +0.3000,-2.9600,1.0705,1.0705 +0.2000,-3.1600,1.0705,1.0705 +0.1000,-3.2600,1.0705,1.0705 +0.0000,-3.4600,1.0705,1.0705 +-0.1000,-3.5600,1.0705,1.0705 +-0.3000,-3.7600,1.0705,1.0705 +-0.3000,-3.7600,1.0705,1.0705 +-0.5000,-3.9600,1.0705,1.0705 +-0.6000,-4.1600,1.0705,1.0705 +-0.7000,-4.2600,1.0705,1.0705 +-0.9000,-4.3600,1.0705,1.0705 +-1.0000,-4.4600,1.0705,1.0705 +-1.2000,-4.6600,1.0705,1.0705 +-1.3000,-4.7600,1.0705,1.0705 +-1.5000,-4.8600,1.0705,1.0705 +-1.6000,-4.9600,1.0705,1.0705 +-1.7000,-5.0600,1.0705,1.0705 +-1.8000,-5.1600,1.0705,1.0705 +-2.0000,-5.2600,1.0705,1.0705 +-2.2000,-5.3600,1.0705,1.0705 +-2.2000,-5.3600,1.0705,1.0705 +-2.4000,-5.3600,1.0705,1.0705 +-2.5000,-5.4600,1.0705,1.0705 +-2.7000,-5.4600,1.0705,1.0705 +-2.8000,-5.4600,1.0705,1.0705 +-3.0000,-5.3600,1.0705,1.0705 +-3.1000,-5.4600,1.0705,1.0705 +-3.3000,-5.4600,1.0705,1.0705 +-3.4000,-5.4600,1.0705,1.0705 +-3.6000,-5.3600,1.0705,1.0705 +-3.8000,-5.2600,1.0705,1.0705 +-3.9000,-5.2600,1.0705,1.0705 +-4.1000,-5.1600,1.0705,1.0705 +-4.2000,-5.1600,1.0705,1.0705 +-4.3000,-5.0600,1.0705,1.0705 +-4.4000,-5.0600,1.0705,1.0705 +-4.5000,-4.9600,1.0705,1.0705 +-4.6000,-4.8600,1.0705,1.0705 +-4.7000,-4.6600,1.0705,1.0705 +-4.8000,-4.5600,1.0705,1.0705 +-4.9000,-4.4600,1.0705,1.0705 +-5.0000,-4.3600,1.0705,1.0705 +-5.1000,-4.1600,1.0705,1.0705 +-5.1000,-3.9600,1.0705,1.0705 +-5.2000,-3.8600,1.0705,1.0705 +-5.2000,-3.6600,1.0705,1.0705 +-5.3000,-3.5600,1.0705,1.0705 +-5.3000,-3.4600,1.0705,1.0705 +-5.4000,-3.3600,1.0705,1.0705 +-5.4000,-3.1600,1.0705,1.0705 +-5.5000,-3.0600,1.0705,1.0705 +-5.4000,-2.8600,1.0705,1.0705 +-5.4000,-2.7600,1.0705,1.0705 +-5.3000,-2.5600,1.0705,1.0705 +-5.2000,-2.3600,1.0705,1.0705 +-5.2000,-2.2600,1.0705,1.0705 +-5.1000,-2.0600,1.0705,1.0705 +-5.1000,-1.9600,1.0705,1.0705 +-4.9000,-1.7600,1.0705,1.0705 +-4.9000,-1.6600,1.0705,1.0705 +-4.8000,-1.5600,1.0705,1.0705 +-4.7000,-1.4600,1.0705,1.0705 +-4.5000,-1.2600,1.0705,1.0705 +-4.5000,-1.1600,1.0705,1.0705 +-4.3000,-0.9600,1.0705,1.0705 +-4.1000,-0.7600,1.0705,1.0705 +-4.0000,-0.6600,1.0705,1.0705 +-3.8000,-0.4600,1.0705,1.0705 +-3.8000,-0.3600,1.0705,1.0705 +-3.7000,-0.1600,1.0705,1.0705 +-3.6000,-0.0600,1.0705,1.0705 +-3.4000,0.1400,1.0705,1.0705 +-3.3000,0.2400,1.0705,1.0705 +-3.2000,0.4400,1.0705,1.0705 +-3.1000,0.5400,1.0705,1.0705 +-2.9000,0.7400,1.0705,1.0705 diff --git a/main_globaltraj_f110.py b/main_globaltraj_f110.py index cc31c91..57de660 100644 --- a/main_globaltraj_f110.py +++ b/main_globaltraj_f110.py @@ -24,7 +24,7 @@ This script has to be executed to generate an optimal trajectory based on a given reference track. Adapted for F1TENTH ROS code. """ -MAP_NAME = "e7_floor5" +MAP_NAME = "pingpong_clean" # MAP_NAME = "Spielberg_map" # ---------------------------------------------------------------------------------------------------------------------- diff --git a/map_converter.ipynb b/map_converter.ipynb new file mode 100644 index 0000000..9c71320 --- /dev/null +++ b/map_converter.ipynb @@ -0,0 +1,788 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Map Converter\n", + "This is a Jupyter Notebook to Convert a `.png` or `.pgm` + `.yaml` of a map into a `.csv` that can be fed into the TUMFTM functions.\n", + "\n", + "\n", + "Here is a high level overview of how this works:\n", + "1. We load the image and extract the left and right edges of the track\n", + "2. Associate inner lines with outer lines\n", + "3. Apply the right transformations\n", + "\n", + "What is bad about this:\n", + "- The map cleaning is very tedious and manual, we should use `map_converter_v2` which uses a distance matrix instead. Or manually generate those centerline waypoints in simulation?\n", + "- \n", + "\n", + "\n", + "We need to generate the following 4 columns:`x_m,y_m,w_tr_right_m,w_tr_left_m`\n", + "\n", + "Maps supported:\n", + "- Black and white\n", + "- White and black\n", + "\n", + "We can automatically detect what kind of map it is. \n", + "\n", + "Map Conditions:\n", + "- Map must be aligned somewhat in the center of the image (i.e. cannot just be in the top left, else algorithm will not find edges)\n", + "- Map should be closed and clean\n", + "\n", + "You still need to manually check the map to make sure it is correct.\n", + "- Just check the starting positions, sometimes that doesn't work" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import yaml\n", + "from scipy.ndimage import distance_transform_edt as edt\n", + "from PIL import Image\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# MAP_NAME = \"Spielberg_map\"\n", + "MAP_NAME = \"pingpong_clean\"\n", + "FIXED_TRACK_WIDTH = True\n", + "TRACK_WIDTH_MARGIN = True # add a margin to the track width so it's more careful driving into the wall\n", + "INTERPOLATION_INTERVAL = 2\n", + "# INTERPOLATION_INTERVAL = 30 " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "# Modified from https://github.com/CL2-UWaterloo/Head-to-Head-Autonomous-Racing/blob/main/gym/f110_gym/envs/laser_models.py\n", + "# load map image\n", + "\n", + "if os.path.exists(f\"maps/{MAP_NAME}.png\"):\n", + " map_img_path = f\"maps/{MAP_NAME}.png\"\n", + "elif os.path.exists(f\"maps/{MAP_NAME}.pgm\"):\n", + " map_img_path = f\"maps/{MAP_NAME}.pgm\"\n", + "else:\n", + " raise Exception(\"Map not found!\")\n", + "\n", + "map_yaml_path = f\"maps/{MAP_NAME}.yaml\"\n", + "map_img = np.array(Image.open(map_img_path).transpose(Image.FLIP_TOP_BOTTOM))\n", + "map_img = map_img.astype(np.float64)\n", + "\n", + "# grayscale -> binary\n", + "map_img[map_img <= 128.] = 0.\n", + "map_img[map_img > 128.] = 255.\n", + "\n", + "map_height = map_img.shape[0]\n", + "map_width = map_img.shape[1]\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 10))\n", + "plt.imshow(map_img, cmap='gray')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Non-edge value: 255\n", + "Starting position for left edge: 87 90\n" + ] + } + ], + "source": [ + "NON_EDGE = np.bincount(map_img.ravel().astype(np.int64)).argmax()\n", + "print(f\"Non-edge value: {NON_EDGE}\")\n", + "# Use DFS to extract the outer edge\n", + "left_start_y = map_height // 2 - 10\n", + "left_start_x = 0\n", + "while (map_img[left_start_y][left_start_x] == NON_EDGE): \n", + "\tleft_start_x += 1\n", + "\n", + "print(f\"Starting position for left edge: {left_start_x} {left_start_y}\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Solution is to do a smart DFS, in the direction of the current search. First consider options in the direction of the current search, then consider options in the opposite direction (exclude exactly oppposite direction). \n", + "- Was trying to only do 90 degrees max, but then there are edge cases where that doesn't work\n", + "\n", + "Termination condition? \n", + "- If you hit a pixel that has already been visited, then you have found the end of the track.\n", + "\n", + "Things that were tried:\n", + "- Naive BFS/DFS: If you set the termination condition to having visited all edge nodes, you have no guarantees on the order of the pixels. BFS doesn't give you the order of track progress. DFS does, but in the case of multiple pixels, you don't want to capture that information.\n", + "\t- Which is why we set the termination condition to visiting a visited node" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "sys.setrecursionlimit(20000)\n", + "\n", + "# [0, 0] is in the top left corner\n", + "NORTH = [0, -1]\n", + "NORTH_EAST = [1, -1]\n", + "EAST = [1, 0]\n", + "SOUTH_EAST = [1, 1]\n", + "SOUTH = [0, 1]\n", + "SOUTH_WEST = [-1, 1]\n", + "WEST = [-1, 0]\n", + "NORTH_WEST = [-1, -1]\n", + "\n", + "HEADINGS = [NORTH, NORTH_EAST, EAST, SOUTH_EAST, SOUTH, SOUTH_WEST, WEST, NORTH_WEST]\n", + "HEADINGS_KEY = [[NORTH, NORTH_WEST, NORTH_EAST, WEST, EAST, SOUTH_WEST, SOUTH_EAST], #NORTH\n", + "\t\t\t\t[NORTH_EAST, NORTH, EAST, NORTH_WEST, SOUTH_EAST, SOUTH, SOUTH_WEST], #NORTH_EAST\n", + "\t\t\t\t[EAST, NORTH_EAST, SOUTH_EAST, NORTH, SOUTH, WEST, NORTH_WEST], #EAST\n", + "\t\t\t\t[SOUTH_EAST, EAST, SOUTH, NORTH_EAST, SOUTH_WEST, NORTH, NORTH_WEST], #SOUTH_EAST\n", + "\t\t\t\t[SOUTH, SOUTH_EAST, SOUTH_WEST, EAST, WEST, NORTH_EAST, NORTH_WEST], #SOUTH\n", + "\t\t\t\t[SOUTH_WEST, SOUTH, WEST, SOUTH_EAST, NORTH_WEST, EAST, NORTH_EAST], #SOUTH_WEST\n", + "\t\t\t\t[WEST, SOUTH_WEST, NORTH_WEST, SOUTH, NORTH, SOUTH_EAST, NORTH_EAST], #WEST\n", + "\t\t\t\t[NORTH_WEST, WEST, NORTH, SOUTH_WEST, NORTH_EAST, SOUTH, SOUTH_EAST]] #NORTH_WEST\n", + "# HEADINGS_KEY = [[NORTH, NORTH_EAST, EAST, SOUTH_EAST, SOUTH, SOUTH_WEST, WEST, NORTH_WEST], #NORTH\n", + "# \t\t\t\t[NORTH_EAST, EAST, SOUTH_EAST, SOUTH, SOUTH_WEST, WEST, NORTH_WEST, NORTH], #NORTH_EAST\n", + "# \t\t\t\t[EAST, SOUTH_EAST, SOUTH, SOUTH_WEST, WEST, NORTH_WEST, NORTH, NORTH_EAST], #EAST\n", + "# \t\t\t\t[SOUTH_EAST, SOUTH, SOUTH_WEST, WEST, NORTH_WEST, NORTH, NORTH_EAST, EAST], #SOUTH_EAST\n", + "# \t\t\t\t[SOUTH, SOUTH_WEST, WEST, NORTH_WEST, NORTH, NORTH_EAST, EAST, SOUTH_EAST], #SOUTH\n", + "# \t\t\t\t[SOUTH_WEST, WEST, NORTH_WEST, NORTH, NORTH_EAST, EAST, SOUTH_EAST, SOUTH], #SOUTH_WEST\n", + "# \t\t\t\t[WEST, NORTH_WEST, NORTH, NORTH_EAST, EAST, SOUTH_EAST, SOUTH, SOUTH_WEST], #WEST\n", + "# \t\t\t\t[NORTH_WEST, NORTH, NORTH_EAST, EAST, SOUTH_EAST, SOUTH, SOUTH_WEST, WEST]] #NORTH_WEST\n", + "\n", + "def dfs(x, y, prev_x, prev_y, map_img, edge_img, edge_array, debug=False):\n", + "\tif debug:\n", + "\t\tprint(f\"Visiting {x} {y}, prev: {prev_x} {prev_y}\")\n", + "\tif edge_img[y][x] == 255: # If visited already\n", + "\t\treturn (x,y)\n", + "\n", + "\tedge_img[y][x] = 255 # Mark as visited\n", + "\tedge_array.append(np.array([x, y]))\n", + "\n", + "\theading = [x-prev_x, y-prev_y]\n", + "\tif heading not in HEADINGS: # Check if heading is in there\n", + "\t\traise Exception(f\"Invalid map, must be a gap of 1, heading: {heading}\")\n", + "\n", + "\theading_idx = HEADINGS.index(heading)\n", + "\tfound = False\n", + "\n", + "\t# Search in a clockwise fashion\n", + "\tfor new_heading in HEADINGS_KEY[heading_idx]:\n", + "\t\tnew_x = x + new_heading[0]\n", + "\t\tnew_y = y + new_heading[1]\n", + "\n", + "\t\tif (map_img[new_y][new_x] != NON_EDGE):\n", + "\t\t\treturn dfs(new_x, new_y, x, y, map_img, edge_img, edge_array, debug)\n", + "\t\t\t\n", + "\tif not found:\n", + "\t\traise Exception(\"could not find closest pixel\")\n", + "\t\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of left edges found: 138\n" + ] + } + ], + "source": [ + "left_edge_img = np.zeros(map_img.shape)\n", + "left_edge_array = []\n", + "# left_end_x, left_end_y = dfs(left_start_x, left_start_y, left_start_x, left_start_y-1, map_img, left_edge_img, left_edge_array)\n", + "left_end_x, left_end_y = dfs(left_start_x, left_start_y+1, left_start_x, left_start_y, map_img, left_edge_img, left_edge_array)\n", + "\n", + "left_edge_array = left_edge_array[::INTERPOLATION_INTERVAL] # Only keep every nth point\n", + "print(f\"Number of left edges found: {len(left_edge_array)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting position for right edge: 119 90\n" + ] + } + ], + "source": [ + "# Sweep across the right until we run into an edge\n", + "right_start_x = left_start_x\n", + "right_start_y = left_start_y\n", + "while (map_img[right_start_y][right_start_x] != NON_EDGE): \n", + "\tright_start_x += 1\n", + "\n", + "while (map_img[right_start_y][right_start_x] == NON_EDGE): # Get to the right edge\n", + "\tright_start_x += 1\n", + "\n", + "print(f\"Starting position for right edge: {right_start_x} {right_start_y}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of right edges found: 75\n" + ] + } + ], + "source": [ + "right_edge_img = np.zeros(map_img.shape)\n", + "right_edge_array = []\n", + "right_end_x, right_end_y = dfs(right_start_x, right_start_y, right_start_x, right_start_y-1, map_img, right_edge_img, right_edge_array) \n", + "right_end_x, right_end_y = dfs(right_start_x, right_start_y+1, right_start_x, right_start_y, map_img, right_edge_img, right_edge_array)\n", + "\n", + "right_edge_array = right_edge_array[::INTERPOLATION_INTERVAL] # Only keep every nth point\n", + "print(f\"Number of right edges found: {len(right_edge_array)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1,ax2,ax3, ax4) = plt.subplots(1, 4, figsize=(20,4))\n", + "ax1.axis('off')\n", + "ax2.axis('off')\n", + "ax3.axis('off')\n", + "ax4.axis('off')\n", + "left_img = np.zeros(map_img.shape)\n", + "for x,y in left_edge_array[:len(left_edge_array)//10]:\n", + "\tleft_img[y][x] = 255\n", + "\n", + "ax1.imshow(left_img, cmap='Greys', vmax=1)\n", + "ax1.set_title(\"First 10% points\")\n", + "left_img = np.zeros(map_img.shape)\n", + "for x,y in left_edge_array[:len(left_edge_array)//4]:\n", + "\tleft_img[y][x] = 255\n", + "\n", + "ax2.imshow(left_img, cmap='Greys', vmax=1)\n", + "ax2.set_title(\"First 25% points\")\n", + "left_img = np.zeros(map_img.shape)\n", + "for x,y in left_edge_array[:len(left_edge_array)//2]:\n", + "\tleft_img[y][x] = 255\n", + "\n", + "ax3.imshow(left_img, cmap='Greys', vmax=1)\n", + "ax3.set_title(\"First 50% points\")\n", + "left_img = np.zeros(map_img.shape)\n", + "for x,y in left_edge_array:\n", + "\tleft_img[y][x] = 1000\n", + "\n", + "ax4.imshow(left_img, cmap='Greys', vmax=1)\n", + "ax4.set_title(\"All points\")\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1,ax2,ax3, ax4) = plt.subplots(1, 4, figsize=(20,4))\n", + "ax1.axis('off')\n", + "ax2.axis('off')\n", + "ax3.axis('off')\n", + "ax4.axis('off')\n", + "right_img = np.zeros(map_img.shape)\n", + "for x,y in right_edge_array[:len(right_edge_array)//10]:\n", + "\tright_img[y][x] = 255\n", + "\n", + "ax1.imshow(right_img, cmap='Greys', vmax=1)\n", + "ax1.set_title(\"First 10% points\")\n", + "right_img = np.zeros(map_img.shape)\n", + "for x,y in right_edge_array[:len(right_edge_array)//4]:\n", + "\tright_img[y][x] = 255\n", + "\n", + "ax2.imshow(right_img, cmap='Greys', vmax=1)\n", + "ax2.set_title(\"First 25% points\")\n", + "right_img = np.zeros(map_img.shape)\n", + "for x,y in right_edge_array[:len(right_edge_array)//2]:\n", + "\tright_img[y][x] = 255\n", + "\n", + "ax3.imshow(right_img, cmap='Greys', vmax=1)\n", + "ax3.set_title(\"First 50% points\")\n", + "right_img = np.zeros(map_img.shape)\n", + "for x,y in right_edge_array:\n", + "\tright_img[y][x] = 1000\n", + "\n", + "ax4.imshow(right_img, cmap='Greys', vmax=1)\n", + "ax4.set_title(\"All points\")\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of midpoints: 138\n" + ] + } + ], + "source": [ + "# Association\n", + "data = []\n", + "midpoints = []\n", + "track_widths = []\n", + "left_right_ratio = len(right_edge_array) / len(left_edge_array)\n", + "for i in range(len(left_edge_array)):\n", + "\tleft_edge_point = left_edge_array[i]\n", + "\tright_edge_point = right_edge_array[int(i * left_right_ratio)]\n", + "\tmidpoint = (left_edge_point + right_edge_point) // 2\n", + "\ttrack_widths.append(np.array([np.linalg.norm(left_edge_point - midpoint), np.linalg.norm(right_edge_point - midpoint)]))\n", + "\tmidpoints.append(midpoint)\n", + "\n", + "print(f\"Number of midpoints: {len(midpoints)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1,ax2,ax3, ax4) = plt.subplots(1, 4, figsize=(20,4))\n", + "ax1.axis('off')\n", + "ax2.axis('off')\n", + "ax3.axis('off')\n", + "ax4.axis('off')\n", + "midpoint_img = np.zeros(map_img.shape)\n", + "for x,y in midpoints[:len(midpoints)//10]:\n", + "\tmidpoint_img[y][x] = 255\n", + "\n", + "ax1.imshow(midpoint_img, cmap='Greys', vmax=1)\n", + "ax1.set_title(\"First 10% points\")\n", + "midpoint_img = np.zeros(map_img.shape)\n", + "for x,y in midpoints[:len(midpoints)//4]:\n", + "\tmidpoint_img[y][x] = 255\n", + "\n", + "ax2.imshow(midpoint_img, cmap='Greys', vmax=1)\n", + "ax2.set_title(\"First 25% points\")\n", + "midpoint_img = np.zeros(map_img.shape)\n", + "for x,y in midpoints[:len(midpoints)//2]:\n", + "\tmidpoint_img[y][x] = 255\n", + "\n", + "ax3.imshow(midpoint_img, cmap='Greys', vmax=1)\n", + "ax3.set_title(\"First 50% points\")\n", + "midpoint_img = np.zeros(map_img.shape)\n", + "for x,y in midpoints:\n", + "\tmidpoint_img[y][x] = 1000\n", + "\n", + "ax4.imshow(midpoint_img, cmap='Greys', vmax=1)\n", + "ax4.set_title(\"All points\")\n", + "fig.tight_layout()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Conversion\n", + "Convert into Pandas, and go from pixels to meters, and then shift by the origin." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[array([16.03121954, 16. ]),\n", + " array([15.03329638, 15.03329638]),\n", + " array([15.03329638, 15.03329638]),\n", + " array([14.14213562, 14.14213562]),\n", + " array([14.14213562, 15.13274595]),\n", + " array([14.31782106, 14.31782106]),\n", + " array([14.56021978, 14.56021978]),\n", + " array([13.92838828, 13.92838828]),\n", + " array([13.92838828, 13.60147051]),\n", + " array([13.41640786, 13. ]),\n", + " array([13.41640786, 13.41640786]),\n", + 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" array([18.24828759, 19.23538406]),\n", + " array([18.11077028, 18.11077028]),\n", + " array([18.11077028, 18.11077028]),\n", + " array([17.02938637, 17.02938637]),\n", + " array([17.02938637, 17.02938637]),\n", + " array([16., 16.]),\n", + " array([16., 16.])]" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "track_widths" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fixed track width: 11.704699910719626 pixels\n", + "Track widths shape: (138, 2), waypoints shape: (138, 2)\n" + ] + } + ], + "source": [ + "if FIXED_TRACK_WIDTH:\n", + "\tmin_track_width = track_widths[0][0]\n", + "\tfor width in track_widths:\n", + "\t\tmin_track_width = min(min_track_width, width[0], width[1])\n", + "\ttrack_widths_np = np.array([[min_track_width, min_track_width]] * len(track_widths))\n", + "\tprint(f\"Fixed track width: {min_track_width} pixels\")\n", + "else:\n", + "\ttrack_widths_np = np.array(track_widths)\n", + "waypoints = np.array(midpoints)\n", + "print(f\"Track widths shape: {track_widths_np.shape}, waypoints shape: {waypoints.shape}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(138, 4)" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Merge track with waypoints\n", + "data = np.concatenate((waypoints, track_widths_np), axis=1)\n", + "data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# load map yaml\n", + "with open(map_yaml_path, 'r') as yaml_stream:\n", + " try:\n", + " map_metadata = yaml.safe_load(yaml_stream)\n", + " map_resolution = map_metadata['resolution']\n", + " origin = map_metadata['origin']\n", + " except yaml.YAMLError as ex:\n", + " print(ex)\n", + "\n", + "# calculate map parameters\n", + "orig_x = origin[0]\n", + "orig_y = origin[1]\n", + "# ??? Should be 0\n", + "orig_s = np.sin(origin[2])\n", + "orig_c = np.cos(origin[2])\n", + "\n", + "# get the distance transform\n", + "transformed_data = data\n", + "transformed_data *= map_resolution\n", + "transformed_data += np.array([orig_x, orig_y, 0, 0])\n", + "\n", + "if TRACK_WIDTH_MARGIN: # add extra safety margin\n", + " transformed_data -= np.array([0, 0, 0.1, 0.1])" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "with open(f\"inputs/tracks/{MAP_NAME}.csv\", 'wb') as fh:\n", + " np.savetxt(fh, transformed_data, fmt='%0.4f', delimiter=',', header='x_m,y_m,w_tr_right_m,w_tr_left_m')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next up, check out `sanity_check.ipynb` to make sure that the centerline generated lines up with the map." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.9.12" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "381290da32b60e2c17207d9de4c49c39b70dfb44a27fce5ca88a47d8a5e39cb3" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/map_converterv2.ipynb b/map_converterv2.ipynb new file mode 100644 index 0000000..69b8131 --- /dev/null +++ b/map_converterv2.ipynb @@ -0,0 +1,1514 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Map Converter\n", + "This is a Jupyter Notebook to Convert a `.png` or `.pgm` + `.yaml` of a map into a `.csv` that can be fed into the TUMFTM functions.\n", + "\n", + "\n", + "Here is a high level overview of how this works:\n", + "1. We load the image and extract the left and right edges of the track\n", + "2. Associate inner lines with outer lines\n", + "3. Apply the right transformations\n", + "\n", + "What is bad about this:\n", + "- The map cleaning is very tedious and manual, we should use `map_converter_v2` which uses a distance matrix instead. Or manually generate those centerline waypoints in simulation?\n", + "- \n", + "\n", + "\n", + "We need to generate the following 4 columns:`x_m,y_m,w_tr_right_m,w_tr_left_m`\n", + "\n", + "Maps supported:\n", + "- Black and white\n", + "- White and black\n", + "\n", + "We can automatically detect what kind of map it is. \n", + "\n", + "Map Conditions:\n", + "- Map must be aligned somewhat in the center of the image (i.e. cannot just be in the top left, else algorithm will not find edges)\n", + "- Map should be closed and clean\n", + "\n", + "You still need to manually check the map to make sure it is correct.\n", + "- Just check the starting positions, sometimes that doesn't work" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from skimage.morphology import skeletonize\n", + "import matplotlib.pyplot as plt\n", + "import yaml\n", + "import scipy\n", + "from scipy.ndimage import distance_transform_edt as edt\n", + "from PIL import Image\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "metadata": {}, + "outputs": [], + "source": [ + "# MAP_NAME = \"Spielberg_map\"\n", + "MAP_NAME = \"e7_floor5\"\n", + "FIXED_TRACK_WIDTH = True\n", + "TRACK_WIDTH_MARGIN = True # add a margin to the track width so it's more careful driving into the wall\n", + "INTERPOLATION_INTERVAL = 2\n", + "# INTERPOLATION_INTERVAL = 30 " + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0., 0., 0., ..., 0., 0., 0.],\n", + " [0., 0., 0., ..., 0., 0., 0.],\n", + " [0., 0., 0., ..., 0., 0., 0.],\n", + " ...,\n", + " [0., 0., 0., ..., 0., 0., 0.],\n", + " [0., 0., 0., ..., 0., 0., 0.],\n", + " [0., 0., 0., ..., 0., 0., 0.]])" + ] + }, + "execution_count": 156, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Modified from https://github.com/CL2-UWaterloo/Head-to-Head-Autonomous-Racing/blob/main/gym/f110_gym/envs/laser_models.py\n", + "# load map image\n", + "\n", + "if os.path.exists(f\"maps/{MAP_NAME}.png\"):\n", + " map_img_path = f\"maps/{MAP_NAME}.png\"\n", + "elif os.path.exists(f\"maps/{MAP_NAME}.pgm\"):\n", + " map_img_path = f\"maps/{MAP_NAME}.pgm\"\n", + "else:\n", + " raise Exception(\"Map not found!\")\n", + "\n", + "map_yaml_path = f\"maps/{MAP_NAME}.yaml\"\n", + "raw_map_img = np.array(Image.open(map_img_path).transpose(Image.FLIP_TOP_BOTTOM))\n", + "raw_map_img = raw_map_img.astype(np.float64)\n", + "\n", + "# grayscale -> binary. Converts grey to black\n", + "map_img = raw_map_img.copy()\n", + "map_img[map_img <= 210.] = 0\n", + "map_img[map_img > 210.] = 1\n", + "\n", + "map_height = map_img.shape[0]\n", + "# map_width = map_img.shape[1]\n", + "map_img" + ] + }, + { + "cell_type": "code", + "execution_count": 157, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 157, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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YARaEM259fRa/NTnk7i/t0f2fny/FCRTYvoMWLU2bGN+PjBA7wOD++tElWXT2N7PloYeGHgXokI+LAAa3ORPZ+vDDQ48BdErsAABdEzsAQNfEDgDQNbEDAHRN7AAAXRM7AEDXxA4A0DWxAwB0TewAQOfWPv5Ylj40vh+oInYAoHNv/NTbMvmX1w89xmDEDgDQNbEDAHRN7AAAXRM7ALAAHX7HI3nvA88ZeowuiB0AWIDa9Z/LpbecNvQYXRA7AEDXxA4A0DWxAwzu2YsfzKbXrRx6DKBTs46dqpqoqpuq6sOj20dW1TVVdcfoctmMYy+qqnVVdVtVnTEfgwP9OHnpgfnKj7ShxwA6tTvP7Lw9ya0zbl+Y5NrW2ook145up6pOSnJOkpOTnJnkkqqamJtxAQB2z6xip6qWJ/knSd4/Y/msJKtH11cnOXvG+uWttU2ttTuTrEuyak6mBQDYTbN9Zud3kvxSkq0z1o5prW1IktHl0aP145LcPeO49aO1J6mq86tqTVWt2ZxNuzs3AMCs7DJ2qur1STa21m6Y5WPWdta2ORnfWru0tbaytbZySSZn+dAAALtn8SyOOS3JG6rqdUkOSHJYVX0oyb1VdWxrbUNVHZtk4+j49UmOn3H/5UnumcuhAQBma5fP7LTWLmqtLW+tPTvTLzz+m9baW5JcneTc0WHnJrlqdP3qJOdU1WRVnZBkRZLr5nxyAIBZ2Jv32Xl3ktdW1R1JXju6ndba2iRXJLklyUeSXNBam9rbQYGF6+ANm/ORR52OBham3Yqd1trHW2uvH13/emvt9NbaitHlAzOOu7i19tzW2omttb+a66GBhWXpR9fkHZ/7kaHHANgu76AMAHRN7AAAXRM7AEDXxA4AdK629w54Y0TsAEDnPv7KS/LoG08deozBiB1gThz0Z4dn49QjQ48BbMexiw/J1OT4Pr0jdoA5ceSf3JT7pvyVAiw8/mYCgAXq8A8fkg1bHh56jP2e2AGABWrZZTfk3qklQ4+x3xM7wILwwy+5MRMnPX/oMYAOiR1gQfjtY2/MI889YugxgA6JHWBOtC1b8s+uP3/oMQC2IXaAOdG2bMmyPz146DEAtiF2AICuiR0AoGtiBwDomtgBALomdgCArokdAKBrYgcA6JrYAQC6JnYAgK6JHQCga2IHAOia2AEAuiZ2AICuiR0AoGtiBwDomtgBFoyti2voEYAOiR1gwXjru65KFk0MPQbQGbEDLBgvmLxn6BGADokdAKBrYgcA6JrYAYCFqm3NHz74iqGn2O+JHQBYoNqWLfnku1YNPcZ+T+wAAF0TOwBA18QOANA1sQMAdE3sAABdEzsAQNfEDgDQNbEDAHRN7AAAXRM7wJw59MuP5r9+4/ihxwB4ErEDzJ1PfTa/+9l/PPQUAE8idgCArokdYMF40dJNufuiU4ceA+iM2AEWjMMXHZhNL3xs6DGAzogdAKBrYgcA6JrYAQC6JnYAgK6JHQCga2IHAOia2AEAuiZ2AGAMPHBSJVVDjzEIsQMAC9hhn70/b1v/yr1+nD/9l+/NosnJOZho/zOr2KmqL1fV56rq5qpaM1o7sqquqao7RpfLZhx/UVWtq6rbquqM+RoeAHo3dfsXc+0dLxh6jP3a7jyz849ba6e01laObl+Y5NrW2ook145up6pOSnJOkpOTnJnkkqqamMOZAQBmbW9OY52VZPXo+uokZ89Yv7y1tqm1dmeSdUlW7cX3AQDYY7ONnZbkr6vqhqo6f7R2TGttQ5KMLo8erR+X5O4Z910/WgMA2OcWz/K401pr91TV0Umuqaov7OTY7b3Uu21z0HQ0nZ8kB+SgWY4BALB7ZvXMTmvtntHlxiR/nunTUvdW1bFJMrrcODp8fZLjZ9x9eZJ7tvOYl7bWVrbWVi7JeL46HACYf7uMnao6uKoO/c71JD+Y5PNJrk5y7uiwc5NcNbp+dZJzqmqyqk5IsiLJdXM9OADAbMzmNNYxSf68pt+IaHGSP2qtfaSqrk9yRVWdl+SuJG9Kktba2qq6IsktSbYkuaC1NjUv0wPd+Wcn35TPnXxiptbeNvQoQCd2GTuttS8lecl21r+e5PQd3OfiJBfv9XTA2HnPMTfn1S88NQevHXoSoBfeQRkA6JrYAebUc//D5tz6+KNDjwHwXWIHmFPtli/mobZk6DEAvkvsAABdEzsAQNfEDgDQNbEDAHRN7AAAXRM7AEDXxA4wp9qWzXnLZT839BgA3yV2gLnVWo5Zs3XoKQC+S+wAAF0TOwBA18QOANA1sQMAdE3sAABdEzsAQNfEDrDgtEU19AiwoBx75dLcufnhocfYb4kdYMF527+/MrVk6dBjwIJx0FVrcs/UQUOPsd8SO8CC8+LJrw49AtARsQMAdE3sAABdEzsAQNfEDgDQNbEDAHRN7AAAXRM7AEDXxA4A0DWxAwB0TewAAF0TOwBA18QOANA1sQMAdE3sAABdEzsAQNfEDgDQNbEDzLnDrluf1932uqHHAEgidoB5sGX9V/OFu58x9BgAScQOANA5sQMAdE3sAAvOsxZPZf0vrhx6DKATYgdYcJZNHJQtL39o6DGATogdAKBrYgcA6JrYAQC6JnYAgK6JHQCga2IHAOia2AEAuiZ2AICuiR0AoGtiBwAWuq1T+dn/+4Khp9hviR1gQXrziTdk0SknDT0GLBiHrp8aeoT9ltgBFqRfO+qWPHjyYUOPAXRA7AAAXRM7AEDXxA4wL478xGTWb3l46DEAxA4wP572wety2+bDhx4DQOwAAH2bVexU1RFVdWVVfaGqbq2qV1bVkVV1TVXdMbpcNuP4i6pqXVXdVlVnzN/4AAA7N9tndn43yUdaay9I8pIktya5MMm1rbUVSa4d3U5VnZTknCQnJzkzySVVNTHXgwMAzMYuY6eqDkvymiQfSJLW2uOttW8kOSvJ6tFhq5OcPbp+VpLLW2ubWmt3JlmXZNXcjg0AMDuzeWbnOUnuS/J7VXVTVb2/qg5OckxrbUOSjC6PHh1/XJK7Z9x//WjtSarq/KpaU1VrNmfTXv0QAAA7MpvYWZzkZUne11p7aZJHMjpltQO1nbW2zUJrl7bWVrbWVi7J5KyGBQDYXbOJnfVJ1rfWPj26fWWm4+feqjo2SUaXG2ccf/yM+y9Pcs/cjAsAsHt2GTutta8lubuqThwtnZ7kliRXJzl3tHZukqtG169Ock5VTVbVCUlWJLluTqcGAJilxbM87meT/GFVLU3ypSQ/kelQuqKqzktyV5I3JUlrbW1VXZHpINqS5ILWmo9qBQAGMavYaa3dnGTldr50+g6OvzjJxXs+FtCDR7ZOJnl06DGAMecdlIH5sXUq73nnvxx6CgCxA8yfJQ87gw0MT+wAAF0TOwBA18QOANA1sQMAdE3sAABdEzvAvDno9vvzU3efNvQYQJLvmWj52nkvG3qMQYgdYN5MrbszH/vsSUOPASRZNnFQtvzAN4YeYxBiBwDomtgBALomdgCArokdAKBrYgcA6JrYAQC6JnYAgK6JHWBevfB3vpVPfHvoKYBxJnaAeTW19rY8MHXI0GMAY0zsAAvWql+4ITU5OfQYwH5O7AAL1s8c9fHUxMTQYwD7ObEDAHRN7AAAXRM7AEDXxA4A0DWxAwB0TewAAF0TOwBA18QOANA1sQMAdE3sAABdEzsAQNfEDgDQNbEDAPuB5l/sPWbrAGCBW/TiF+Rfvecvhh5jv7V46AEAoBd3vvuV2XzE1Jw/7k+96u/y1sM2zvnjjguxA8D+qypbT3tJMlHz/q2mJify+vf+Tb5nyYM7POYNB1+XgxYtnfdZ2D1iB4AdevSNp+arpw89xY61xS03v/53c/iiA4ceZUToLERiB2BMTDztyGx5/vE7/Prz/tNtOeWQu5609vID/nNePrnQ/wFfKKHDQiV2gAXrqEWVjT/+kjz9//3k0KPs1N3vfFU2PW3r0GPs0hErHsgNL1+9m/da6KEDuyZ2gHn3N998Yc4++Prdvt+yiYNy2a/8Vn508h15xv/85pzPddfrDs9Pvvkje/045x3x2wvoNArwVGIHmHdrf+nFyYd2P3aS5PlLDs7NF16SXDjHQ80poQMLmffZAQC6JnYAgK6JHQCga2IHAOia2AGAMTDVtuaRhw4YeoxBiB0AGAO3b/52Tvzp24YeYxBiBwDGwFe2LEvbsmXoMQYhdgBgDPz6r/9E2qZNQ48xCLEDzLvJz92V0z77w0OPAWNpqm3N6be8IU/7u/VDjzIYsQPMu6n77ss9X3r60GPAWPrBW8/O0jfcny13ix2AebXiQ5vyiW8PPQWMl0e3Pp7N//kZ2froo0OPMiixA+wT9fefyZcf9+wO7Cv3Tz2Sf3jJz+fA/37D0KMMTuwA+8xDW31gJuwLm9rmvOq//dssf9ffJ1unhh5ncGIH2Geu/MUzhx4Burdx6pG89JK35zm/ev3QoywYi4ceABgfB918V178W/8m/9dP/37ecPB4v4YAvmOqbc1j7fE9vv9LP/QLOXBjfff2kodbjr/079PmYrhOVGvDb8dhdWQ7tU4fegxgX1n1D3L4e+/Je46/KicsOWToaWCn3vP1Fbnhm8+ct8e/8ZPPz4m/85VdH7h1a7Jo0TZrW+69z6mqkY+1K29ora186rpndoB977rP5ZuvTt70U+/IY0+v/Lu3XpYfOeT+LKmJoSdjnm1u8/uP8suvf0umPr1sTh/zmf/9gWz9/Bfm9DFnem4+mfF8X+N9Z5fP7FTViUn+eMbSc5L8apI/GK0/O8mXk/xoa+3B0X0uSnJekqkkP9da++jOvodndmC8LT72Gcnk0tz2riPzj56zLknyqsPX5bzDvzbwZOzMe76+Irc/csysj9+ayoaffXYm7vvmvM209esPZutDD83b47Ow7eiZnd06jVVVE0m+muTUJBckeaC19u6qujDJstbaL1fVSUkuS7Iqyfck+ViS57e245wXO8A2XvHi3PWD06e4ti5t+dS5v53DFm3/E5snqo/ftZhqW3f7Ps/78NtywFeXzMM0u3bC5fdm6vYvDvK9YXvm6jTW6Um+2Fr7SlWdleT7Ruurk3w8yS8nOSvJ5a21TUnurKp1mQ6fT+7h7MA4+tRn88xPja5X5cdWvyWp2uawb7zsqLzyHdft29nmwV/c+pKc+O+/tdv3O/Ernx3s8468SoT9xe7GzjmZftYmSY5prW1Iktbahqo6erR+XJJPzbjP+tEawJ5pLVN3fGm7Xzr09i/m85fv43nmwfNyk3iAeTLr536rammSNyT5k10dup21bc6VVdX5VbWmqtZsznh+CisAMP9250T3DyW5sbV27+j2vVV1bJKMLjeO1tcnOX7G/ZYnueepD9Zau7S1trK1tnJJJnd/cgCAWdid2HlznjiFlSRXJzl3dP3cJFfNWD+nqiar6oQkK5Ls/yfUAYD90qxes1NVByV5bZK3zVh+d5Irquq8JHcleVOStNbWVtUVSW5JsiXJBTv7TSwAgPk0q9hprT2a5GlPWft6pn87a3vHX5zk4r2eDgBgL/Xx5hQAADsgdgCArokdAKBrYgcA6JrYAQC6JnYAgK6JHQCga2IHAOia2AEAuiZ2AICuiR0AoGtiBwDomtgBALomdgCArokdAKBrYgcA6JrYAQC6JnYAgK6JHQCga2IHAOia2AEAuiZ2AICuiR0AoGtiBwDomtgBALomdgCArokdAKBrYgcA6JrYAQC6JnYAgK6JHQCga2IHAOia2AEAuiZ2AICuiR0AoGtiBwDomtgBALomdgCArokdAKBrYgcA6JrYAQC6JnYAgK6JHQCga2IHAOia2AEAuiZ2AICuiR0AoGtiBwDomtgBALomdgCArokdAKBrYgcA6JrYAQC6JnYAgK6JHQCga2IHAOia2AEAuiZ2AICuiR0AoGuzip2q+oWqWltVn6+qy6rqgKo6sqquqao7RpfLZhx/UVWtq6rbquqM+RsfAGDndhk7VXVckp9LsrK19qIkE0nOSXJhkmtbayuSXDu6nao6afT1k5OcmeSSqpqYn/EBAHZutqexFic5sKoWJzkoyT1JzkqyevT11UnOHl0/K8nlrbVNrbU7k6xLsmrOJgYA2A27jJ3W2leT/FaSu5JsSPLN1tpfJzmmtbZhdMyGJEeP7nJckrtnPMT60dqTVNX5VbWmqtZszqa9+ykAAHZgNqexlmX62ZoTknxPkoOr6i07u8t21to2C61d2lpb2VpbuSSTs50XAGC3zOY01g8kubO1dl9rbXOSP0vyqiT3VtWxSTK63Dg6fn2S42fcf3mmT3sBAOxzs4mdu5K8oqoOqqpKcnqSW5NcneTc0THnJrlqdP3qJOdU1WRVnZBkRZLr5nZsAIDZqda2OcO07UFVv5HknyfZkuSmJD+Z5JAkVyR5ZqaD6E2ttQdGx78zyb8aHf/zrbW/2sXj35fkkST37/FP0penx17MZD+eYC+eYC+ezH48wV482Tjtx7Naa0c9dXFWsbMvVNWa1trKoedYCOzFk9mPJ9iLJ9iLJ7MfT7AXT2Y/vIMyANA5sQMAdG0hxc6lQw+wgNiLJ7MfT7AXT7AXT2Y/nmAvnmzs92PBvGYHAGA+LKRndgAA5tzgsVNVZ44+HX1dVV049Dz7QlV9sKo2VtXnZ6yN5afIV9XxVfW3VXVrVa2tqreP1sduP6rqgKq6rqo+M9qL3xitj91efEdVTVTVTVX14dHtcd6LL1fV56rq5qpaM1ob5/04oqqurKovjP7+eOU47kdVnTj638R3/nyrqn5+HPdip1prg/3J9CeofzHJc5IsTfKZJCcNOdM++rlfk+RlST4/Y+03k1w4un5hkveMrp802pfJTH9kxxeTTAz9M8zhXhyb5GWj64cmuX30M4/dfmT6o1YOGV1fkuTTSV4xjnsxY09+MckfJfnw6PY478WXkzz9KWvjvB+rk/zk6PrSJEeM836Mfs6JJF9L8qxx34un/hn6mZ1VSda11r7UWns8yeWZ/hyurrXWPpHkgacsj+WnyLfWNrTWbhxdfyjT7859XMZwP9q0h0c3l4z+tIzhXiRJVS1P8k+SvH/G8ljuxU6M5X5U1WGZ/o/GDyRJa+3x1to3Mqb7McPpSb7YWvtK7MWTDB07s/qE9DGxV58i34OqenaSl2b6GY2x3I/RaZubM/1Zc9e01sZ2L5L8TpJfSrJ1xtq47kUyHb5/XVU3VNX5o7Vx3Y/nJLkvye+NTnO+v6oOzvjux3eck+Sy0fVx34snGTp2ZvUJ6WNuLPaoqg5J8qeZ/niRb+3s0O2sdbMfrbWp1topmf4A3VVV9aKdHN7tXlTV65NsbK3dMNu7bGeti72Y4bTW2suS/FCSC6rqNTs5tvf9WJzplwK8r7X20kx/3NDOXvPZ+36kqpYmeUOSP9nVodtZ62ovtmfo2PEJ6U8Y20+Rr6olmQ6dP2yt/dloeWz3I0lGT8l/PMmZGc+9OC3JG6rqy5k+vf39VfWhjOdeJElaa/eMLjcm+fNMn3oY1/1Yn2T96JnPJLky0/EzrvuRTEfwja21e0e3x3kvtjF07FyfZEVVnTCq0nMy/anp42gsP0W+qirT591vba29d8aXxm4/quqoqjpidP3AJD+Q5AsZw71orV3UWlveWnt2pv9e+JvW2lsyhnuRJFV1cFUd+p3rSX4wyeczpvvRWvtakrur6sTR0ulJbsmY7sfIm/PEKaxkvPdiW0O/QjrJ6zL9GzhfTPLOoefZRz/zZUk2JNmc6co+L8nTklyb5I7R5ZEzjn/naH9uS/JDQ88/x3vx6kw/hfrZJDeP/rxuHPcjyYuT3DTai88n+dXR+tjtxVP25fvyxG9jjeVeZPo1Kp8Z/Vn7nb8rx3U/Rj/fKUnWjP7/8hdJlo3rfiQ5KMnXkxw+Y20s92JHf7yDMgDQtaFPYwEAzCuxAwB0TewAAF0TOwBA18QOANA1sQMAdE3sAABdEzsAQNf+f3hnLJ/jz1UEAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Calculate Euclidean Distance Transform (tells us distance to nearest wall)\n", + "dist_transform = scipy.ndimage.distance_transform_edt(map_img)\n", + "\n", + "# Threshold the distance transform to create a binary image\n", + "centers = dist_transform > 0.17*dist_transform.max()\n", + "plt.figure(figsize=(10, 10))\n", + "plt.imshow(centers)" + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 159, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 10))\n", + "centerline = skeletonize(centers)\n", + "plt.imshow(centerline)" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 160, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# The centerline has the track width encoded\n", + "plt.figure(figsize=(10, 10))\n", + "centerline_dist = np.where(centerline, dist_transform, 0)\n", + "plt.imshow(centerline_dist)" + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Non-edge value: 0.0\n", + "Starting position for left edge: 369 393\n" + ] + } + ], + "source": [ + "NON_EDGE = 0.0\n", + "print(f\"Non-edge value: {NON_EDGE}\")\n", + "# Use DFS to extract the outer edge\n", + "left_start_y = map_height // 2 - 10\n", + "left_start_x = 0\n", + "while (centerline_dist[left_start_y][left_start_x] == NON_EDGE): \n", + "\tleft_start_x += 1\n", + "\n", + "print(f\"Starting position for left edge: {left_start_x} {left_start_y}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "metadata": {}, + "outputs": [], + "source": [ + "# Run DFS\n", + "import sys\n", + "sys.setrecursionlimit(20000)\n", + "\n", + "visited = {}\n", + "centerline_points = []\n", + "track_widths = []\n", + "DIRECTIONS = [(0, 1), (1, 0), (0, -1), (-1, 0), (1, 1), (1, -1), (-1, 1), (-1, -1)]\n", + "\n", + "starting_point = (left_start_x, left_start_y)\n", + "\n", + "def dfs(point):\n", + "\tif (point in visited): return\n", + "\tvisited[point] = True\n", + "\tcenterline_points.append(np.array(point))\n", + "\ttrack_widths.append(np.array([centerline_dist[point[1]][point[0]], centerline_dist[point[1]][point[0]]]))\n", + "\n", + "\tfor direction in DIRECTIONS:\n", + "\t\tif (centerline_dist[point[1] + direction[1]][point[0] + direction[0]] != NON_EDGE and (point[0] + direction[0], point[1] + direction[1]) not in visited):\n", + "\t\t\tdfs((point[0] + direction[0], point[1] + direction[1]))\n", + "\n", + "dfs(starting_point)" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1,ax2,ax3, ax4) = plt.subplots(1, 4, figsize=(20,5))\n", + "ax1.axis('off')\n", + "ax2.axis('off')\n", + "ax3.axis('off')\n", + "ax4.axis('off')\n", + "\n", + "centerline_img = np.zeros(map_img.shape)\n", + "for x,y in centerline_points[:len(centerline_points)//10]:\n", + "\tcenterline_img[y][x] = 255\n", + "ax1.imshow(centerline_img, cmap='Greys', vmax=1)\n", + "ax1.set_title(\"First 10% points\")\n", + "\n", + "centerline_img = np.zeros(map_img.shape)\n", + "for x,y in centerline_points[:len(centerline_points)//4]:\n", + "\tcenterline_img[y][x] = 255\n", + "ax2.imshow(centerline_img, cmap='Greys', vmax=1)\n", + "ax2.set_title(\"First 25% points\")\n", + "\n", + "centerline_img = np.zeros(map_img.shape)\n", + "for x,y in centerline_points[:int(len(centerline_points)/1.4)]:\n", + "\tcenterline_img[y][x] = 255\n", + "ax3.imshow(centerline_img, cmap='Greys', vmax=1)\n", + "ax3.set_title(\"First 50% points\")\n", + "\n", + "centerline_img = np.zeros(map_img.shape)\n", + "for x,y in centerline_points:\n", + "\tcenterline_img[y][x] = 1000\n", + "ax4.imshow(centerline_img, cmap='Greys', vmax=1)\n", + "ax4.set_title(\"All points\")\n", + "fig.tight_layout()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Conversion\n", + "Convert into Pandas, and go from pixels to meters, and then shift by the origin." + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[array([15., 15.]),\n", + " array([15., 15.]),\n", + " array([15.13274595, 15.13274595]),\n", + " array([15.29705854, 15.29705854]),\n", + " array([15.5241747, 15.5241747]),\n", + " array([15.8113883, 15.8113883]),\n", + " array([16., 16.]),\n", + " array([16., 16.]),\n", + " array([16., 16.]),\n", + " array([16., 16.]),\n", + " array([15.8113883, 15.8113883]),\n", + 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20.]),\n", + " array([20., 20.]),\n", + " array([20., 20.]),\n", + " array([20., 20.]),\n", + " array([20., 20.]),\n", + " array([20., 20.]),\n", + " array([20., 20.]),\n", + " array([20., 20.]),\n", + " array([19., 19.]),\n", + " array([19., 19.]),\n", + " array([19., 19.]),\n", + " array([19., 19.]),\n", + " array([19., 19.]),\n", + " array([19., 19.]),\n", + " array([19., 19.]),\n", + " array([19., 19.]),\n", + " array([19., 19.]),\n", + " array([19., 19.]),\n", + " array([19., 19.]),\n", + " array([19., 19.]),\n", + " array([19., 19.]),\n", + " array([19., 19.]),\n", + " array([19., 19.]),\n", + " array([19., 19.]),\n", + " array([19., 19.]),\n", + " array([19., 19.]),\n", + " array([19., 19.]),\n", + " array([19., 19.]),\n", + " array([19., 19.]),\n", + " ...]" + ] + }, + "execution_count": 164, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "track_widths" + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Track widths shape: (1274, 2), waypoints shape: (1274, 2)\n" + ] + } + ], + "source": [ + "track_widths_np = np.array(track_widths)\n", + "waypoints = np.array(centerline_points)\n", + "print(f\"Track widths shape: {track_widths_np.shape}, waypoints shape: {waypoints.shape}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1274, 4)" + ] + }, + "execution_count": 166, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Merge track with waypoints\n", + "data = np.concatenate((waypoints, track_widths_np), axis=1)\n", + "data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": {}, + "outputs": [], + "source": [ + "# load map yaml\n", + "with open(map_yaml_path, 'r') as yaml_stream:\n", + " try:\n", + " map_metadata = yaml.safe_load(yaml_stream)\n", + " map_resolution = map_metadata['resolution']\n", + " origin = map_metadata['origin']\n", + " except yaml.YAMLError as ex:\n", + " print(ex)\n", + "\n", + "# calculate map parameters\n", + "orig_x = origin[0]\n", + "orig_y = origin[1]\n", + "# ??? Should be 0\n", + "orig_s = np.sin(origin[2])\n", + "orig_c = np.cos(origin[2])\n", + "\n", + "# get the distance transform\n", + "transformed_data = data\n", + "transformed_data *= map_resolution\n", + "transformed_data += np.array([orig_x, orig_y, 0, 0])\n", + "\n", + "if TRACK_WIDTH_MARGIN: # add extra safety margin\n", + " transformed_data -= np.array([0, 0, 0.1, 0.1])" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "metadata": {}, + "outputs": [], + "source": [ + "with open(f\"inputs/tracks/{MAP_NAME}.csv\", 'wb') as fh:\n", + " np.savetxt(fh, transformed_data, fmt='%0.4f', delimiter=',', header='x_m,y_m,w_tr_right_m,w_tr_left_m')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next up, check out `sanity_check.ipynb` to make sure that the centerline generated lines up with the map." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.9.12" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "381290da32b60e2c17207d9de4c49c39b70dfb44a27fce5ca88a47d8a5e39cb3" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/maps/e7_floor5_biggest.pgm b/maps/e7_floor5_biggest.pgm new file mode 100644 index 0000000..1019a7c --- /dev/null +++ b/maps/e7_floor5_biggest.pgm @@ -0,0 +1,5 @@ +P5 +1748 +1382 +255 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\ No newline at end of file diff --git a/maps/e7_floor5_biggest.yaml b/maps/e7_floor5_biggest.yaml new file mode 100644 index 0000000..ebc29a0 --- /dev/null +++ b/maps/e7_floor5_biggest.yaml @@ -0,0 +1,7 @@ +image: e7_floor3_biggest.pgm +mode: trinary +resolution: 0.05 +origin: [-50.1, -27.3, 0] +negate: 0 +occupied_thresh: 0.65 +free_thresh: 0.25 \ No newline at end of file diff --git a/maps/e7_floor5.pgm b/maps/e7_floor5_square.pgm similarity index 100% rename from maps/e7_floor5.pgm rename to maps/e7_floor5_square.pgm diff --git a/maps/e7_floor5.yaml b/maps/e7_floor5_square.yaml similarity index 79% rename from maps/e7_floor5.yaml rename to maps/e7_floor5_square.yaml index f5b768d..f1fe0c6 100644 --- a/maps/e7_floor5.yaml +++ b/maps/e7_floor5_square.yaml @@ -1,4 +1,4 @@ -image: e7_floor5.pgm +image: e7_floor5_square.pgm mode: trinary resolution: 0.05 origin: [-18.8, -34.1, 0] diff --git a/maps/map_converter.ipynb b/maps/map_converter.ipynb deleted file mode 100644 index 09e8066..0000000 --- a/maps/map_converter.ipynb +++ /dev/null @@ -1,1339 +0,0 @@ -{ - "cells": [ - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Map Converter\n", - "This is a Jupyter Notebook to Convert a `.png` or `.pgm` + `.yaml` of a map into a `.csv` that can be fed into the TUMFTM functions.\n", - "\n", - "Here is a high level overview of how this works:\n", - "1. We load the image and extract the left and right edges of the track\n", - "2. Associate inner lines with outer lines\n", - "3. Apply the right transformations\n", - "\n", - "We need to generate the following 4 columns:`x_m,y_m,w_tr_right_m,w_tr_left_m`\n", - "\n", - "Maps supported:\n", - "- Black and white\n", - "- White and black\n", - "\n", - "We can automatically detect what kind of map it is. \n", - "\n", - "Map Conditions:\n", - "- Map must be aligned somewhat in the center of the image (i.e. cannot just be in the top left, else algorithm will not find edges)\n", - "- Map should be closed and clean\n", - "\n", - "You still need to manually check the map to make sure it is correct.\n", - "- Just check the starting positions, sometimes that doesn't work" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import yaml\n", - "from scipy.ndimage import distance_transform_edt as edt\n", - "from PIL import Image\n", - "import os" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [], - "source": [ - "# MAP_NAME = \"Spielberg_map\"\n", - "MAP_NAME = \"e7_floor5\"\n", - "FIXED_TRACK_WIDTH = True\n", - "TRACK_WIDTH_MARGIN = False # add a margin to the track width so it's more careful driving into the wall, maybe better to change in `racecar.ini` \n", - "INTERPOLATION_INTERVAL = 2\n", - "# INTERPOLATION_INTERVAL = 30 " - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [], - "source": [ - "# Modified from https://github.com/CL2-UWaterloo/Head-to-Head-Autonomous-Racing/blob/main/gym/f110_gym/envs/laser_models.py\n", - "# load map image\n", - "\n", - "if os.path.exists(f\"{MAP_NAME}.png\"):\n", - " map_img_path = f\"{MAP_NAME}.png\"\n", - "elif os.path.exists(f\"{MAP_NAME}.pgm\"):\n", - " map_img_path = f\"{MAP_NAME}.pgm\"\n", - "else:\n", - " raise Exception(\"Map not found!\")\n", - "\n", - "map_yaml_path = f\"{MAP_NAME}.yaml\"\n", - "map_img = np.array(Image.open(map_img_path).transpose(Image.FLIP_TOP_BOTTOM))\n", - "map_img = map_img.astype(np.float64)\n", - "\n", - "# grayscale -> binary\n", - "map_img[map_img <= 128.] = 0.\n", - "map_img[map_img > 128.] = 255.\n", - "\n", - "map_height = map_img.shape[0]\n", - "map_width = map_img.shape[1]\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(10, 10))\n", - "plt.imshow(map_img, cmap='gray')" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Non-edge value: 255\n", - "Starting position for left edge: 354 403\n" - ] - } - ], - "source": [ - "NON_EDGE = np.bincount(map_img.ravel().astype(np.int64)).argmax()\n", - "print(f\"Non-edge value: {NON_EDGE}\")\n", - "# Use DFS to extract the outer edge\n", - "left_start_y = map_height // 2\n", - "left_start_x = 0\n", - "while (map_img[left_start_y][left_start_x] == NON_EDGE): \n", - "\tleft_start_x += 1\n", - "\n", - "print(f\"Starting position for left edge: {left_start_x} {left_start_y}\")" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Solution is to do a smart DFS, in the direction of the current search. First consider options in the direction of the current search, then consider options in the opposite direction (exclude exactly oppposite direction). \n", - "- Was trying to only do 90 degrees max, but then there are edge cases where that doesn't work\n", - "\n", - "Termination condition? \n", - "- If you hit a pixel that has already been visited, then you have found the end of the track.\n", - "\n", - "Things that were tried:\n", - "- Naive BFS/DFS: If you set the termination condition to having visited all edge nodes, you have no guarantees on the order of the pixels. BFS doesn't give you the order of track progress. DFS does, but in the case of multiple pixels, you don't want to capture that information.\n", - "\t- Which is why we set the termination condition to visiting a visited node" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "sys.setrecursionlimit(20000)\n", - "\n", - "# [0, 0] is in the top left corner\n", - "NORTH = [0, -1]\n", - "NORTH_EAST = [1, -1]\n", - "EAST = [1, 0]\n", - "SOUTH_EAST = [1, 1]\n", - "SOUTH = [0, 1]\n", - "SOUTH_WEST = [-1, 1]\n", - "WEST = [-1, 0]\n", - "NORTH_WEST = [-1, -1]\n", - "\n", - "HEADINGS = [NORTH, NORTH_EAST, EAST, SOUTH_EAST, SOUTH, SOUTH_WEST, WEST, NORTH_WEST]\n", - "HEADINGS_KEY = [[NORTH, NORTH_WEST, NORTH_EAST, WEST, EAST, SOUTH_WEST, SOUTH_EAST], #NORTH\n", - "\t\t\t\t[NORTH_EAST, NORTH, EAST, NORTH_WEST, SOUTH_EAST, SOUTH, SOUTH_WEST], #NORTH_EAST\n", - "\t\t\t\t[EAST, NORTH_EAST, SOUTH_EAST, NORTH, SOUTH, WEST, NORTH_WEST], #EAST\n", - "\t\t\t\t[SOUTH_EAST, EAST, SOUTH, NORTH_EAST, SOUTH_WEST, NORTH, NORTH_WEST], #SOUTH_EAST\n", - "\t\t\t\t[SOUTH, SOUTH_EAST, SOUTH_WEST, EAST, WEST, NORTH_EAST, NORTH_WEST], #SOUTH\n", - "\t\t\t\t[SOUTH_WEST, SOUTH, WEST, SOUTH_EAST, NORTH_WEST, EAST, NORTH_EAST], #SOUTH_WEST\n", - "\t\t\t\t[WEST, SOUTH_WEST, NORTH_WEST, SOUTH, NORTH, SOUTH_EAST, NORTH_EAST], #WEST\n", - "\t\t\t\t[NORTH_WEST, WEST, NORTH, SOUTH_WEST, NORTH_EAST, SOUTH, SOUTH_EAST]] #NORTH_WEST\n", - "# HEADINGS_KEY = [[NORTH, NORTH_EAST, EAST, SOUTH_EAST, SOUTH, SOUTH_WEST, WEST, NORTH_WEST], #NORTH\n", - "# \t\t\t\t[NORTH_EAST, EAST, SOUTH_EAST, SOUTH, SOUTH_WEST, WEST, NORTH_WEST, NORTH], #NORTH_EAST\n", - "# \t\t\t\t[EAST, SOUTH_EAST, SOUTH, SOUTH_WEST, WEST, NORTH_WEST, NORTH, NORTH_EAST], #EAST\n", - "# \t\t\t\t[SOUTH_EAST, SOUTH, SOUTH_WEST, WEST, NORTH_WEST, NORTH, NORTH_EAST, EAST], #SOUTH_EAST\n", - "# \t\t\t\t[SOUTH, SOUTH_WEST, WEST, NORTH_WEST, NORTH, NORTH_EAST, EAST, SOUTH_EAST], #SOUTH\n", - "# \t\t\t\t[SOUTH_WEST, WEST, NORTH_WEST, NORTH, NORTH_EAST, EAST, SOUTH_EAST, SOUTH], #SOUTH_WEST\n", - "# \t\t\t\t[WEST, NORTH_WEST, NORTH, NORTH_EAST, EAST, SOUTH_EAST, SOUTH, SOUTH_WEST], #WEST\n", - "# \t\t\t\t[NORTH_WEST, NORTH, NORTH_EAST, EAST, SOUTH_EAST, SOUTH, SOUTH_WEST, WEST]] #NORTH_WEST\n", - "\n", - "def dfs(x, y, prev_x, prev_y, map_img, edge_img, edge_array, debug=False):\n", - "\tif debug:\n", - "\t\tprint(f\"Visiting {x} {y}, prev: {prev_x} {prev_y}\")\n", - "\tif edge_img[y][x] == 255: # If visited already\n", - "\t\treturn (x,y)\n", - "\n", - "\tedge_img[y][x] = 255 # Mark as visited\n", - "\tedge_array.append(np.array([x, y]))\n", - "\n", - "\theading = [x-prev_x, y-prev_y]\n", - "\tif heading not in HEADINGS: # Check if heading is in there\n", - "\t\traise Exception(f\"Invalid map, must be a gap of 1, heading: {heading}\")\n", - "\n", - "\theading_idx = HEADINGS.index(heading)\n", - "\tfound = False\n", - "\n", - "\t# Search in a clockwise fashion\n", - "\tfor new_heading in HEADINGS_KEY[heading_idx]:\n", - "\t\tnew_x = x + new_heading[0]\n", - "\t\tnew_y = y + new_heading[1]\n", - "\n", - "\t\tif (map_img[new_y][new_x] != NON_EDGE):\n", - "\t\t\treturn dfs(new_x, new_y, x, y, map_img, edge_img, edge_array, debug)\n", - "\t\t\t\n", - "\tif not found:\n", - "\t\traise Exception(\"could not find closest pixel\")\n", - "\t\n" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of left edges found: 695\n" - ] - } - ], - "source": [ - "left_edge_img = np.zeros(map_img.shape)\n", - "left_edge_array = []\n", - "# left_end_x, left_end_y = dfs(left_start_x, left_start_y, left_start_x, left_start_y-1, map_img, left_edge_img, left_edge_array)\n", - "left_end_x, left_end_y = dfs(left_start_x, left_start_y+1, left_start_x, left_start_y, map_img, left_edge_img, left_edge_array)\n", - "\n", - "left_edge_array = left_edge_array[::INTERPOLATION_INTERVAL] # Only keep every nth point\n", - "print(f\"Number of left edges found: {len(left_edge_array)}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Starting position for right edge: 386 403\n" - ] - } - ], - "source": [ - "# Sweep across the right until we run into an edge\n", - "right_start_x = left_start_x\n", - "right_start_y = left_start_y\n", - "while (map_img[right_start_y][right_start_x] != NON_EDGE): \n", - "\tright_start_x += 1\n", - "\n", - "while (map_img[right_start_y][right_start_x] == NON_EDGE): # Get to the right edge\n", - "\tright_start_x += 1\n", - "\n", - "print(f\"Starting position for right edge: {right_start_x} {right_start_y}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of right edges found: 583\n" - ] - } - ], - "source": [ - "right_edge_img = np.zeros(map_img.shape)\n", - "right_edge_array = []\n", - "right_end_x, right_end_y = dfs(right_start_x, right_start_y, right_start_x, right_start_y-1, map_img, right_edge_img, right_edge_array) \n", - "right_end_x, right_end_y = dfs(right_start_x, right_start_y+1, right_start_x, right_start_y, map_img, right_edge_img, right_edge_array)\n", - "\n", - "right_edge_array = right_edge_array[::INTERPOLATION_INTERVAL] # Only keep every nth point\n", - "print(f\"Number of right edges found: {len(right_edge_array)}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, (ax1,ax2,ax3, ax4) = plt.subplots(1, 4, figsize=(20,4))\n", - "ax1.axis('off')\n", - "ax2.axis('off')\n", - "ax3.axis('off')\n", - "ax4.axis('off')\n", - "left_img = np.zeros(map_img.shape)\n", - "for x,y in left_edge_array[:len(left_edge_array)//10]:\n", - "\tleft_img[y][x] = 255\n", - "\n", - "ax1.imshow(left_img, cmap='Greys', vmax=1)\n", - "ax1.set_title(\"First 10% points\")\n", - "left_img = np.zeros(map_img.shape)\n", - "for x,y in left_edge_array[:len(left_edge_array)//4]:\n", - "\tleft_img[y][x] = 255\n", - "\n", - "ax2.imshow(left_img, cmap='Greys', vmax=1)\n", - "ax2.set_title(\"First 25% points\")\n", - "left_img = np.zeros(map_img.shape)\n", - "for x,y in left_edge_array[:len(left_edge_array)//2]:\n", - "\tleft_img[y][x] = 255\n", - "\n", - "ax3.imshow(left_img, cmap='Greys', vmax=1)\n", - "ax3.set_title(\"First 50% points\")\n", - "left_img = np.zeros(map_img.shape)\n", - "for x,y in left_edge_array:\n", - "\tleft_img[y][x] = 1000\n", - "\n", - "ax4.imshow(left_img, cmap='Greys', vmax=1)\n", - "ax4.set_title(\"All points\")\n", - "fig.tight_layout()" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, (ax1,ax2,ax3, ax4) = plt.subplots(1, 4, figsize=(20,4))\n", - "ax1.axis('off')\n", - "ax2.axis('off')\n", - "ax3.axis('off')\n", - "ax4.axis('off')\n", - "right_img = np.zeros(map_img.shape)\n", - "for x,y in right_edge_array[:len(right_edge_array)//10]:\n", - "\tright_img[y][x] = 255\n", - "\n", - "ax1.imshow(right_img, cmap='Greys', vmax=1)\n", - "ax1.set_title(\"First 10% points\")\n", - "right_img = np.zeros(map_img.shape)\n", - "for x,y in right_edge_array[:len(right_edge_array)//4]:\n", - "\tright_img[y][x] = 255\n", - "\n", - "ax2.imshow(right_img, cmap='Greys', vmax=1)\n", - "ax2.set_title(\"First 25% points\")\n", - "right_img = np.zeros(map_img.shape)\n", - "for x,y in right_edge_array[:len(right_edge_array)//2]:\n", - "\tright_img[y][x] = 255\n", - "\n", - "ax3.imshow(right_img, cmap='Greys', vmax=1)\n", - "ax3.set_title(\"First 50% points\")\n", - "right_img = np.zeros(map_img.shape)\n", - "for x,y in right_edge_array:\n", - "\tright_img[y][x] = 1000\n", - "\n", - "ax4.imshow(right_img, cmap='Greys', vmax=1)\n", - "ax4.set_title(\"All points\")\n", - "fig.tight_layout()" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of midpoints: 695\n" - ] - } - ], - "source": [ - "# Association\n", - "data = []\n", - "midpoints = []\n", - "track_widths = []\n", - "left_right_ratio = len(right_edge_array) / len(left_edge_array)\n", - "for i in range(len(left_edge_array)):\n", - "\tleft_edge_point = left_edge_array[i]\n", - "\tright_edge_point = right_edge_array[int(i * left_right_ratio)]\n", - "\tmidpoint = (left_edge_point + right_edge_point) // 2\n", - "\ttrack_widths.append(np.array([np.linalg.norm(left_edge_point - midpoint), np.linalg.norm(right_edge_point - midpoint)]))\n", - "\tmidpoints.append(midpoint)\n", - "\n", - "print(f\"Number of midpoints: {len(midpoints)}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, (ax1,ax2,ax3, ax4) = plt.subplots(1, 4, figsize=(20,4))\n", - "ax1.axis('off')\n", - "ax2.axis('off')\n", - "ax3.axis('off')\n", - "ax4.axis('off')\n", - "midpoint_img = np.zeros(map_img.shape)\n", - "for x,y in midpoints[:len(midpoints)//10]:\n", - "\tmidpoint_img[y][x] = 255\n", - "\n", - "ax1.imshow(midpoint_img, cmap='Greys', vmax=1)\n", - "ax1.set_title(\"First 10% points\")\n", - "midpoint_img = np.zeros(map_img.shape)\n", - "for x,y in midpoints[:len(midpoints)//4]:\n", - "\tmidpoint_img[y][x] = 255\n", - "\n", - "ax2.imshow(midpoint_img, cmap='Greys', vmax=1)\n", - "ax2.set_title(\"First 25% points\")\n", - "midpoint_img = np.zeros(map_img.shape)\n", - "for x,y in midpoints[:len(midpoints)//2]:\n", - "\tmidpoint_img[y][x] = 255\n", - "\n", - "ax3.imshow(midpoint_img, cmap='Greys', vmax=1)\n", - "ax3.set_title(\"First 50% points\")\n", - "midpoint_img = np.zeros(map_img.shape)\n", - "for x,y in midpoints:\n", - "\tmidpoint_img[y][x] = 1000\n", - "\n", - "ax4.imshow(midpoint_img, cmap='Greys', vmax=1)\n", - "ax4.set_title(\"All points\")\n", - "fig.tight_layout()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Conversion\n", - "Convert into Pandas, and go from pixels to meters, and then shift by the origin." - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[array([16.03121954, 16. ]),\n", - " array([16.1245155 , 16.03121954]),\n", - " array([15.13274595, 16.03121954]),\n", - " array([15.13274595, 16.03121954]),\n", - " array([15.13274595, 16.03121954]),\n", - " array([15.13274595, 16.03121954]),\n", - " array([15.13274595, 16.03121954]),\n", - " array([15.29705854, 16.1245155 ]),\n", - " array([15.29705854, 15.13274595]),\n", - " array([15.29705854, 15.13274595]),\n", - " array([15.29705854, 15.13274595]),\n", - " array([15.29705854, 15.13274595]),\n", - 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] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "track_widths" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fixed track width: 15.0 pixels\n", - "Track widths shape: (695, 2), waypoints shape: (695, 2)\n" - ] - } - ], - "source": [ - "if FIXED_TRACK_WIDTH:\n", - "\tmin_track_width = track_widths[0][0]\n", - "\tfor width in track_widths:\n", - "\t\tmin_track_width = min(min_track_width, width[0], width[1])\n", - "\ttrack_widths_np = np.array([[min_track_width, min_track_width]] * len(track_widths))\n", - "\tprint(f\"Fixed track width: {min_track_width} pixels\")\n", - "else:\n", - "\ttrack_widths_np = np.array(track_widths)\n", - "waypoints = np.array(midpoints)\n", - "print(f\"Track widths shape: {track_widths_np.shape}, waypoints shape: {waypoints.shape}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(695, 4)" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Merge track with waypoints\n", - "data = np.concatenate((waypoints, track_widths_np), axis=1)\n", - "data.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "# load map yaml\n", - "with open(map_yaml_path, 'r') as yaml_stream:\n", - " try:\n", - " map_metadata = yaml.safe_load(yaml_stream)\n", - " map_resolution = map_metadata['resolution']\n", - " origin = map_metadata['origin']\n", - " except yaml.YAMLError as ex:\n", - " print(ex)\n", - "\n", - "# calculate map parameters\n", - "orig_x = origin[0]\n", - "orig_y = origin[1]\n", - "# ??? Should be 0\n", - "orig_s = np.sin(origin[2])\n", - "orig_c = np.cos(origin[2])\n", - "\n", - "# get the distance transform\n", - "transformed_data = data\n", - "transformed_data *= map_resolution\n", - "transformed_data += np.array([orig_x, orig_y, 0, 0])\n", - "\n", - "if TRACK_WIDTH_MARGIN: # add extra safety margin\n", - " transformed_data -= np.array([0, 0, 0.1, 0.1])" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [], - "source": [ - "with open(f\"{MAP_NAME}.csv\", 'wb') as fh:\n", - " np.savetxt(fh, transformed_data, fmt='%0.4f', delimiter=',', header='x_m,y_m,w_tr_right_m,w_tr_left_m')" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Next up, check out `sanity_check.ipynb` to make sure that the centerline generated lines up with the map." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "base", - "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": "3.9.12" - }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "381290da32b60e2c17207d9de4c49c39b70dfb44a27fce5ca88a47d8a5e39cb3" - } - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/maps/sanity_check.ipynb b/maps/sanity_check.ipynb deleted file mode 100644 index 6c80acf..0000000 --- a/maps/sanity_check.ipynb +++ /dev/null @@ -1,197 +0,0 @@ -{ - "cells": [ - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Sanity Check\n", - "Sanity check the `map_converter.ipynb`. Sometimes, the centerline generated is not great, such as what you see for `Spielberg_map`. In these cases, you can increase the interpolation interval in `map_converter.ipynb`, and then clean manually.\n", - "\n", - "Then, you can use this book to sanity check again the points." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import yaml\n", - "from scipy.ndimage import distance_transform_edt as edt\n", - "from PIL import Image\n", - "import os\n", - "import pandas as pd" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "MAP_NAME = \"e7_floor5\"\n", - "# MAP_NAME = \"Spielberg_map\"" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "if os.path.exists(f\"{MAP_NAME}.png\"):\n", - " map_img_path = f\"{MAP_NAME}.png\"\n", - "elif os.path.exists(f\"{MAP_NAME}.pgm\"):\n", - " map_img_path = f\"{MAP_NAME}.pgm\"\n", - "else:\n", - " raise Exception(\"Map not found!\")\n", - "\n", - "map_yaml_path = f\"{MAP_NAME}.yaml\"\n", - "map_img = np.array(Image.open(map_img_path).transpose(Image.FLIP_TOP_BOTTOM))\n", - "map_img = map_img.astype(np.float64)\n", - "\n", - "# load map yaml\n", - "with open(map_yaml_path, 'r') as yaml_stream:\n", - " try:\n", - " map_metadata = yaml.safe_load(yaml_stream)\n", - " map_resolution = map_metadata['resolution']\n", - " origin = map_metadata['origin']\n", - " except yaml.YAMLError as ex:\n", - " print(ex)\n", - "\n", - "# calculate map parameters\n", - "orig_x = origin[0]\n", - "orig_y = origin[1]\n", - "# ??? Should be 0\n", - "orig_s = np.sin(origin[2])\n", - "orig_c = np.cos(origin[2])\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "raw_data = pd.read_csv(f\"{MAP_NAME}.csv\")\n", - "x = raw_data[\"# x_m\"].values\n", - "y = raw_data[\"y_m\"].values\n", - "wr = raw_data[\"w_tr_right_m\"].values\n", - "wl = raw_data[\"w_tr_left_m\"].values\n", - "\n", - "x -= orig_x\n", - "y -= orig_y\n", - "\n", - "x /= map_resolution\n", - "y /= map_resolution" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# TODO: Add track width margin\n", - "plt.figure(figsize=(10, 10))\n", - "# plt.imshow(map_img, cmap=\"gray\", origin=\"lower\")\n", - "plt.imshow(map_img, cmap=\"gray\")\n", - "plt.plot(x,y)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "base", - "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": "3.9.12" - }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "381290da32b60e2c17207d9de4c49c39b70dfb44a27fce5ca88a47d8a5e39cb3" - } - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/sanity_check.ipynb b/sanity_check.ipynb new file mode 100644 index 0000000..b7a8237 --- /dev/null +++ b/sanity_check.ipynb @@ -0,0 +1,189 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Sanity Check\n", + "Sanity check the `map_converter.ipynb`. Sometimes, the centerline generated is not great, such as what you see for `Spielberg_map`. In these cases, you can increase the interpolation interval in `map_converter.ipynb`, and then clean manually.\n", + "\n", + "Then, you can use this book to sanity check again the points." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import yaml\n", + "from PIL import Image\n", + "import os\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "MAP_NAME = \"e7_floor5_biggest\"\n", + "# MAP_NAME = \"Spielberg_map\"" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "if os.path.exists(f\"maps/{MAP_NAME}.png\"):\n", + " map_img_path = f\"maps/{MAP_NAME}.png\"\n", + "elif os.path.exists(f\"maps/{MAP_NAME}.pgm\"):\n", + " map_img_path = f\"maps/{MAP_NAME}.pgm\"\n", + "else:\n", + " raise Exception(\"Map not found!\")\n", + "\n", + "map_yaml_path = f\"maps/{MAP_NAME}.yaml\"\n", + "map_img = np.array(Image.open(map_img_path).transpose(Image.FLIP_TOP_BOTTOM))\n", + "map_img = map_img.astype(np.float64)\n", + "\n", + "# load map yaml\n", + "with open(map_yaml_path, 'r') as yaml_stream:\n", + " try:\n", + " map_metadata = yaml.safe_load(yaml_stream)\n", + " map_resolution = map_metadata['resolution']\n", + " origin = map_metadata['origin']\n", + " except yaml.YAMLError as ex:\n", + " print(ex)\n", + "\n", + "# calculate map parameters\n", + "orig_x = origin[0]\n", + "orig_y = origin[1]\n", + "# ??? Should be 0\n", + "orig_s = np.sin(origin[2])\n", + "orig_c = np.cos(origin[2])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "raw_data = pd.read_csv(f\"inputs/tracks/{MAP_NAME}.csv\")\n", + "x = raw_data[\"# x_m\"].values\n", + "y = raw_data[\"y_m\"].values\n", + "wr = raw_data[\"w_tr_right_m\"].values\n", + "wl = raw_data[\"w_tr_left_m\"].values\n", + "\n", + "x -= orig_x\n", + "y -= orig_y\n", + "\n", + "x /= map_resolution\n", + "y /= map_resolution" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# TODO: Add track width margin\n", + "plt.figure(figsize=(10, 10))\n", + "# plt.imshow(map_img, cmap=\"gray\", origin=\"lower\")\n", + "plt.imshow(map_img, cmap=\"gray\")\n", + "plt.plot(x,y)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.9.12" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "381290da32b60e2c17207d9de4c49c39b70dfb44a27fce5ca88a47d8a5e39cb3" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/visualize_raceline.ipynb b/visualize_raceline.ipynb index bb38a53..4cc902d 100644 --- a/visualize_raceline.ipynb +++ b/visualize_raceline.ipynb @@ -360,7 +360,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.9.16" }, "orig_nbformat": 4, "vscode": {