From d0e5631a9f672a9566916d1a57d938d6cb58d7f1 Mon Sep 17 00:00:00 2001 From: Jackson Mowry Date: Thu, 16 Jan 2025 05:47:35 -0500 Subject: [PATCH] Change pi app to be generated through org babel tangle --- makefile | 2 +- results/con_p00_1472_14.72_15percent.svg | 262 ------- results/con_p00_1950_9.75_5percent.svg | 247 ------- results/con_p00_19964_99.82_50percent.svg | 267 -------- results/con_p00_2015_20.15_20percent.svg | 242 ------- results/con_p00_2364_23.64_25percent.svg | 252 ------- results/con_p00_29787_148.94_75percent.svg | 257 ------- results/con_p00_39800_199.00_100percent.svg | 247 ------- results/con_p00_4041_20.20_10percent.svg | 262 ------- results/con_p00_486_4.86_5percent.svg | 247 ------- results/con_p00_4921_49.21_50percent.svg | 262 ------- results/con_p00_5938_29.69_15percent.svg | 252 ------- results/con_p00_7489_74.89_75percent.svg | 257 ------- results/con_p00_8040_40.20_20percent.svg | 262 ------- results/con_p00_938_9.38_10percent.svg | 267 -------- 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results/dbscan_5_90.svg | 257 ------- results/dbscan_6_120.svg | 252 ------- results/dbscan_k230.org | 648 ++++++++++++++++++ results/k230_dbscan_1_7.svg | 257 +++++++ results/k230_dbscan_2_18.svg | 247 +++++++ results/k230_dbscan_3_36.svg | 242 +++++++ results/k230_dbscan_4_60.svg | 267 ++++++++ results/k230_dbscan_5_90.svg | 257 +++++++ results/k230_dbscan_6_120.svg | 252 +++++++ tutorial/first_app.html | 117 ++-- tutorial/first_app.org | 56 +- ...ial_pi_app.cpp => tutorial_and_pi_app.cpp} | 4 +- 121 files changed, 2280 insertions(+), 28044 deletions(-) delete mode 100644 results/con_p00_1472_14.72_15percent.svg delete mode 100644 results/con_p00_1950_9.75_5percent.svg delete mode 100644 results/con_p00_19964_99.82_50percent.svg delete mode 100644 results/con_p00_2015_20.15_20percent.svg delete mode 100644 results/con_p00_2364_23.64_25percent.svg delete mode 100644 results/con_p00_29787_148.94_75percent.svg delete mode 100644 results/con_p00_39800_199.00_100percent.svg delete mode 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results/dbscan_k230.org create mode 100644 results/k230_dbscan_1_7.svg create mode 100644 results/k230_dbscan_2_18.svg create mode 100644 results/k230_dbscan_3_36.svg create mode 100644 results/k230_dbscan_4_60.svg create mode 100644 results/k230_dbscan_5_90.svg create mode 100644 results/k230_dbscan_6_120.svg rename tutorial/src/{tutorial_pi_app.cpp => tutorial_and_pi_app.cpp} (94%) diff --git a/makefile b/makefile index fe3436e..6cd5ad9 100644 --- a/makefile +++ b/makefile @@ -72,7 +72,7 @@ bin/connectivity_app_vrisp_vector_synapses: src/connectivity_app.cpp $(VRISP_RVV bin/tutorial_app_vrisp: tutorial/src/tutorial_and_app.cpp $(VRISP_OBJ) $(FR_LIB) $(CXX) $(FR_CFLAGS) -o $@ $^ -bin/tutorial_app_pi_vrisp: tutorial/src/tutorial_pi_app.cpp $(VRISP_OBJ) $(FR_LIB) +bin/tutorial_app_pi_vrisp: tutorial/src/tutorial_and_pi_app.cpp $(VRISP_OBJ) $(FR_LIB) $(CXX) $(FR_CFLAGS) -o $@ $^ -lwiringPi # Libraries ################################################################### diff --git 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Pts.: 120 - - - - - - - diff --git a/results/dbscan_k230.org b/results/dbscan_k230.org new file mode 100644 index 0000000..df342ee --- /dev/null +++ b/results/dbscan_k230.org @@ -0,0 +1,648 @@ +#+PLOT: title:"DBScan Epsilon: 1, Min. Pts.: 7" +#+PLOT: file:"k230_dbscan_1_7.svg" +#+PLOT: set:"rmargin 8" set:"size ratio 0.5" set:"yrange [0:*]" with:"lines lw 2" +#+PLOT: set:"xlabel 'Activity Percent'" set:"ylabel 'Frames per Second'" +#+PLOT: ind:1 set:"key below horizontal" +#+PLOT: labels:("x" "risp" "vrisp" "vr_full" "vr_fired" "vr_synapses" ) +| _ | risp | vrisp | vr_full | vr_fired | vr_synapses | +| 0% | 29.56284126 | 29.90907638 | 37.89336477 | 37.90123733 | 29.91559488 | +| 1% | 23.13982788 | 28.70778291 | 35.84542004 | 35.70802265 | 28.43447967 | +| 2% | 17.93849010 | 27.80500784 | 34.22790273 | 34.65252973 | 27.47708452 | +| 3% | 18.24401738 | 27.06244665 | 32.41437773 | 33.37111277 | 26.78914004 | +| 4% | 16.13822454 | 26.25902548 | 31.88994693 | 32.44731737 | 25.99044032 | +| 5% | 14.53558251 | 25.63359840 | 30.75451412 | 31.23585338 | 25.46261335 | +| 6% | 13.75619611 | 25.00169905 | 29.66479441 | 30.49029402 | 24.74016873 | +| 7% | 12.56947542 | 24.45236890 | 28.77964693 | 29.21421876 | 24.21723609 | +| 8% | 11.42350592 | 23.89252827 | 27.97895298 | 28.87895112 | 23.61264757 | +| 9% | 10.86839088 | 23.38654299 | 27.27636403 | 28.11236711 | 23.03326420 | +| 10% | 10.36000681 | 22.91168692 | 26.55470671 | 27.44906666 | 22.69650452 | +| 11% | 9.68865787 | 21.88012530 | 25.76694108 | 26.71321484 | 22.08294694 | +| 12% | 9.19933615 | 21.94431512 | 25.20190938 | 25.94528049 | 21.75145982 | +| 13% | 8.84007251 | 21.49048612 | 24.62121850 | 25.56501293 | 21.22339006 | +| 14% | 8.49246724 | 20.94783371 | 23.75962661 | 24.92962690 | 20.89121292 | +| 15% | 8.17385611 | 20.78118952 | 23.50699052 | 24.41326341 | 20.52369790 | +| 16% | 7.73501865 | 20.31600105 | 22.94446093 | 23.85100224 | 19.93140491 | +| 17% | 7.50842737 | 19.96384037 | 22.49120600 | 23.30869118 | 19.76845290 | +| 18% | 7.18970510 | 19.69239324 | 21.98782309 | 23.11806539 | 19.44750918 | +| 19% | 7.08407804 | 19.36538071 | 21.53393066 | 22.63122150 | 19.18862131 | +| 20% | 6.76746191 | 18.99522977 | 21.08467033 | 22.32765654 | 18.69512583 | +| 21% | 6.58988539 | 18.81911842 | 20.65718935 | 21.87684546 | 18.46023334 | +| 22% | 6.48882699 | 18.56555883 | 20.28862748 | 21.39054555 | 18.18672307 | +| 23% | 6.21312025 | 18.18306709 | 19.80723021 | 21.15026423 | 17.81522751 | +| 24% | 6.06397180 | 17.92992384 | 19.59173009 | 20.86823284 | 17.56508160 | +| 25% | 5.97583387 | 17.82506722 | 19.15149930 | 20.59582816 | 17.42677976 | +| 26% | 5.86887219 | 17.60392808 | 18.84422901 | 20.06118666 | 17.14294643 | +| 27% | 5.69118696 | 17.30360154 | 18.37106115 | 19.83534895 | 16.92039959 | +| 28% | 5.57689222 | 16.97295196 | 18.18688971 | 19.66453035 | 16.47991161 | +| 29% | 5.32775417 | 16.78773731 | 17.70991863 | 19.24884038 | 16.34006507 | +| 30% | 5.18986696 | 16.52757388 | 17.44496862 | 18.84396993 | 16.01103652 | +| 31% | 5.00121771 | 16.27577382 | 16.90195124 | 18.50758287 | 15.73219930 | +| 32% | 4.92946826 | 15.97835184 | 16.60235611 | 18.11065979 | 15.38740003 | +| 33% | 4.81782854 | 15.74337872 | 16.26928044 | 17.82972024 | 15.10280994 | +| 34% | 4.73847564 | 15.31089020 | 15.88784640 | 17.49377112 | 14.69783058 | +| 35% | 4.65321470 | 15.12917971 | 15.35977714 | 17.05581181 | 14.36173268 | +| 36% | 4.58793723 | 14.79407556 | 14.96910710 | 16.65955653 | 14.12450216 | +| 37% | 4.48070050 | 14.37876161 | 14.54011476 | 16.17536589 | 13.76253549 | +| 38% | 4.37061247 | 14.07220104 | 14.02983534 | 15.67414592 | 13.26310436 | +| 39% | 4.23699496 | 13.78377413 | 13.69240915 | 15.28135179 | 13.01474396 | +| 40% | 4.12836272 | 13.39673467 | 13.19841942 | 14.89516618 | 12.59569407 | +| 41% | 4.03789091 | 12.94300184 | 12.73629182 | 14.36298641 | 12.17740918 | +| 42% | 3.94331022 | 12.69510254 | 12.29986579 | 13.91701214 | 11.80033052 | +| 43% | 3.89592591 | 12.31005078 | 11.87068341 | 13.55679078 | 11.37891697 | +| 44% | 3.74714187 | 11.89277211 | 11.37941431 | 13.03071445 | 11.01520897 | +| 45% | 3.70686843 | 11.56066742 | 10.95228138 | 12.58218673 | 10.59377522 | +| 46% | 3.58810224 | 11.14823886 | 10.54864809 | 12.23439582 | 10.24039322 | +| 47% | 3.49719089 | 10.70280823 | 9.96830890 | 11.77954914 | 9.79277969 | +| 48% | 3.40328123 | 10.42958415 | 9.60077830 | 11.27061865 | 9.48454450 | +| 49% | 3.30519402 | 9.99480232 | 9.19847864 | 10.86879864 | 8.98939641 | +| 50% | 3.18424438 | 9.65670693 | 8.77654336 | 10.50283818 | 8.70331700 | +| 51% | 3.07922483 | 9.22687660 | 8.38833440 | 10.01399773 | 8.26036727 | +| 52% | 2.98509740 | 8.78046295 | 7.97184746 | 9.60467992 | 7.94815191 | +| 53% | 2.91759484 | 8.43095283 | 7.62481570 | 9.16358340 | 7.57274908 | +| 54% | 2.84521541 | 8.11652811 | 7.22753827 | 8.75976434 | 7.20447428 | +| 55% | 2.77937166 | 7.79233643 | 6.82770060 | 8.24048370 | 6.85633002 | +| 56% | 2.68352498 | 7.46942847 | 6.52095332 | 7.95273367 | 6.51461207 | +| 57% | 2.62877060 | 7.17078680 | 6.15591974 | 7.59431550 | 6.16986122 | +| 58% | 2.55602770 | 6.80475806 | 5.83583460 | 7.23878271 | 5.87157266 | +| 59% | 2.48746706 | 6.52869566 | 5.50534298 | 6.82294928 | 5.56439333 | +| 60% | 2.41976924 | 6.26070015 | 5.20471784 | 6.52192896 | 5.27472075 | +| 61% | 2.36358197 | 6.00729085 | 4.95393483 | 6.24670978 | 4.99380426 | +| 62% | 2.29868073 | 5.78948407 | 4.72237986 | 5.95453291 | 4.75644735 | +| 63% | 2.24431233 | 5.58808835 | 4.50964109 | 5.75334110 | 4.55759664 | +| 64% | 2.19443816 | 5.38920371 | 4.31930069 | 5.51293490 | 4.40248977 | +| 65% | 2.13638437 | 5.23322944 | 4.16798441 | 5.33662513 | 4.21662726 | +| 66% | 2.09089021 | 5.08876964 | 4.01507640 | 5.20042556 | 4.09804808 | +| 67% | 2.04113115 | 4.97298637 | 3.88830054 | 5.08922831 | 3.97777168 | +| 68% | 1.98802474 | 4.84762689 | 3.78380738 | 4.95021251 | 3.85375194 | +| 69% | 1.94581205 | 4.74241628 | 3.69130311 | 4.83493938 | 3.77142816 | +| 70% | 1.91168766 | 4.64803911 | 3.59511233 | 4.72340452 | 3.67434204 | +| 71% | 1.86814926 | 4.55293300 | 3.51052583 | 4.61408392 | 3.57586046 | +| 72% | 1.82713341 | 4.46280697 | 3.42546620 | 4.50851358 | 3.50498800 | +| 73% | 1.77887775 | 4.37991748 | 3.34901254 | 4.42698217 | 3.42232516 | +| 74% | 1.74378680 | 4.29623030 | 3.27673729 | 4.33973260 | 3.35605607 | +| 75% | 1.71882013 | 4.21160272 | 3.20593772 | 4.24452501 | 3.28535754 | +| 76% | 1.69947663 | 4.13241577 | 3.13713075 | 4.16408147 | 3.22380361 | +| 77% | 1.67291821 | 4.04921694 | 3.07018302 | 4.07090308 | 3.15385183 | +| 78% | 1.64859265 | 3.98192554 | 3.00994536 | 3.99470457 | 3.09246785 | +| 79% | 1.62410071 | 3.90693457 | 2.94564998 | 3.90897843 | 3.03936180 | +| 80% | 1.60406589 | 3.84143529 | 2.89567501 | 3.84950648 | 2.97876695 | +| 81% | 1.58491079 | 3.78410064 | 2.84730444 | 3.77287790 | 2.93166673 | +| 82% | 1.53947725 | 3.71465113 | 2.79834469 | 3.71501187 | 2.87396887 | +| 83% | 1.54271365 | 3.66127366 | 2.74652655 | 3.65435765 | 2.83439345 | +| 84% | 1.52738556 | 3.60899173 | 2.70039756 | 3.58902152 | 2.78125369 | +| 85% | 1.51431525 | 3.56164315 | 2.65667416 | 3.54883293 | 2.74152768 | +| 86% | 1.49712830 | 3.51052240 | 2.61237721 | 3.48057085 | 2.69935699 | +| 87% | 1.49160366 | 3.47028821 | 2.57063513 | 3.43740987 | 2.66155876 | +| 88% | 1.47507591 | 3.42551300 | 2.54046125 | 3.39680811 | 2.63087766 | +| 89% | 1.46699161 | 3.38521107 | 2.51020989 | 3.36258504 | 2.59579800 | +| 90% | 1.45381675 | 3.34769988 | 2.48213981 | 3.32378243 | 2.56157126 | +| 91% | 1.44267827 | 3.31122714 | 2.45077467 | 3.27724745 | 2.53712791 | +| 92% | 1.43158799 | 3.27420007 | 2.42294716 | 3.24855746 | 2.50466966 | +| 93% | 1.41236628 | 3.25191451 | 2.39738977 | 3.21478401 | 2.48581452 | +| 94% | 1.40297607 | 3.22283125 | 2.38032225 | 3.18426305 | 2.45648333 | +| 95% | 1.39505122 | 3.19664178 | 2.35970909 | 3.16125070 | 2.43833340 | +| 96% | 1.38477824 | 3.16865177 | 2.33732453 | 3.12708534 | 2.42349937 | +| 97% | 1.37403450 | 3.14908830 | 2.31990740 | 3.11375253 | 2.40664053 | +| 98% | 1.36773703 | 3.12613905 | 2.30388485 | 3.08917575 | 2.38189563 | +| 99% | 1.34957618 | 3.10834521 | 2.28569625 | 3.07145641 | 2.37255707 | +| 100% | 1.36483834 | 3.08424266 | 2.27427437 | 3.05089565 | 2.35651711 | +#+PLOT: title:"DBScan Epsilon: 2, Min. Pts.: 18" +#+PLOT: file:"k230_dbscan_2_18.svg" +#+PLOT: set:"rmargin 8" set:"size ratio 0.5" set:"yrange [0:*]" with:"lines lw 2" +#+PLOT: set:"xlabel 'Activity Percent'" set:"ylabel 'Frames per Second'" +#+PLOT: ind:1 set:"key below horizontal" +#+PLOT: labels:("x" "risp" "vrisp" "vr_full" "vr_fired" "vr_synapses" ) +| _ | risp | vrisp | vr_full | vr_fired | vr_synapses | +| 0% | 9.82041840 | 21.89882970 | 28.21326639 | 28.21338436 | 21.79745545 | +| 1% | 8.42913592 | 20.44034254 | 25.73386306 | 25.90531398 | 20.47666020 | +| 2% | 7.68452990 | 19.24057308 | 23.87338192 | 24.18634446 | 19.26969019 | +| 3% | 7.06901621 | 18.44871960 | 22.41904676 | 22.74865238 | 18.27352540 | +| 4% | 6.51293173 | 17.63704488 | 21.01640143 | 21.43920937 | 17.55225831 | +| 5% | 6.11153483 | 16.77425903 | 19.95327096 | 20.51225332 | 16.84073018 | +| 6% | 5.68378550 | 16.25051014 | 19.08703731 | 19.60969445 | 16.15372508 | +| 7% | 5.34248918 | 15.71840354 | 18.25791375 | 18.77998674 | 15.60596397 | +| 8% | 5.06983405 | 15.05651636 | 17.49021617 | 18.06177490 | 15.09575575 | +| 9% | 4.83090024 | 14.72279434 | 16.89235161 | 17.43439341 | 14.50717516 | +| 10% | 4.62791773 | 14.27389340 | 16.28629724 | 16.83944249 | 14.24722719 | +| 11% | 4.43938639 | 13.84096737 | 15.69785603 | 16.29506966 | 13.78913549 | +| 12% | 4.25286563 | 13.52812839 | 15.22304726 | 15.82177324 | 13.46318228 | +| 13% | 4.03020956 | 13.15651689 | 14.75791531 | 15.28857439 | 13.06804498 | +| 14% | 3.89709026 | 12.83039395 | 14.23260107 | 14.86631793 | 12.73547121 | +| 15% | 3.75200941 | 12.53059958 | 13.86724916 | 14.48069494 | 12.48047095 | +| 16% | 3.62359560 | 12.21341397 | 13.52577675 | 14.06051833 | 12.17854834 | +| 17% | 3.50653864 | 12.00653154 | 13.05851702 | 13.72646962 | 11.93088409 | +| 18% | 3.38925700 | 11.70436188 | 12.82865471 | 13.44069228 | 11.68896143 | +| 19% | 3.29047161 | 11.51296965 | 12.45229445 | 13.11247524 | 11.30176300 | +| 20% | 3.18839944 | 11.33649414 | 12.24977009 | 12.89679314 | 11.20160765 | +| 21% | 3.08698898 | 11.06943130 | 11.97081780 | 12.54313853 | 10.97215843 | +| 22% | 3.00842774 | 10.92450130 | 11.74839532 | 12.39552694 | 10.79420526 | +| 23% | 2.92930430 | 10.68282693 | 11.52474070 | 12.14853721 | 10.61645174 | +| 24% | 2.83847008 | 10.58559265 | 11.23206052 | 11.91993250 | 10.41943878 | +| 25% | 2.75827200 | 10.39843851 | 11.08348358 | 11.70971564 | 10.28802351 | +| 26% | 2.67446316 | 10.23810263 | 10.82624932 | 11.49426805 | 10.06525604 | +| 27% | 2.59911096 | 10.10909135 | 10.67705163 | 11.32613380 | 9.91396005 | +| 28% | 2.54233324 | 9.94030624 | 10.50639626 | 11.17879205 | 9.77699439 | +| 29% | 2.48326548 | 9.82654439 | 10.33759642 | 10.96180367 | 9.68543989 | +| 30% | 2.43225755 | 9.66252278 | 10.12409591 | 10.83845659 | 9.52037078 | +| 31% | 2.38531648 | 9.56591405 | 9.96127609 | 10.63582373 | 9.39760417 | +| 32% | 2.32887054 | 9.44491997 | 9.79321164 | 10.50301794 | 9.23180099 | +| 33% | 2.28250780 | 9.28229054 | 9.66411648 | 10.30444719 | 9.16384529 | +| 34% | 2.23552585 | 9.18072439 | 9.51436297 | 10.15205103 | 9.01579026 | +| 35% | 2.19433734 | 9.03714086 | 9.32149559 | 9.97709332 | 8.89657146 | +| 36% | 2.15729315 | 8.93607343 | 9.20578802 | 9.86765034 | 8.75211275 | +| 37% | 2.11778692 | 8.76766934 | 9.00752849 | 9.65951705 | 8.65597409 | +| 38% | 2.06952308 | 8.63994415 | 8.81827389 | 9.50954087 | 8.46606345 | +| 39% | 2.03403647 | 8.49194934 | 8.68793740 | 9.31060650 | 8.36380676 | +| 40% | 2.00122497 | 8.32794073 | 8.53530796 | 9.15948402 | 8.16020377 | +| 41% | 1.96130176 | 8.18407328 | 8.29994527 | 8.95072655 | 8.06171957 | +| 42% | 1.93266302 | 8.03557366 | 8.13887379 | 8.77321277 | 7.85269074 | +| 43% | 1.89107871 | 7.81616224 | 7.92220465 | 8.53301673 | 7.66788494 | +| 44% | 1.86393754 | 7.64618530 | 7.70786133 | 8.34383240 | 7.50898533 | +| 45% | 1.82658214 | 7.48458944 | 7.46095188 | 8.07510301 | 7.27511488 | +| 46% | 1.79553618 | 7.26279724 | 7.23561486 | 7.87282231 | 7.04351379 | +| 47% | 1.75616008 | 7.02914711 | 6.96194404 | 7.59947225 | 6.77918575 | +| 48% | 1.71609954 | 6.77852746 | 6.65259388 | 7.31034450 | 6.48383673 | +| 49% | 1.67482098 | 6.47037466 | 6.32661532 | 7.03043784 | 6.20672048 | +| 50% | 1.63559309 | 6.24693929 | 6.01162850 | 6.69527583 | 5.93389600 | +| 51% | 1.58923229 | 5.95194715 | 5.67893988 | 6.39295930 | 5.62444190 | +| 52% | 1.54261568 | 5.72252142 | 5.40178400 | 6.05442960 | 5.32426615 | +| 53% | 1.51260718 | 5.45655480 | 5.07634446 | 5.75836432 | 5.03346087 | +| 54% | 1.46503655 | 5.16708923 | 4.79046302 | 5.49029527 | 4.74625719 | +| 55% | 1.42976349 | 4.92559084 | 4.50634065 | 5.21926621 | 4.47186311 | +| 56% | 1.38261440 | 4.69775112 | 4.23655146 | 4.93210348 | 4.23387851 | +| 57% | 1.33885770 | 4.50755339 | 4.01883159 | 4.71411988 | 4.00714525 | +| 58% | 1.29919019 | 4.29030580 | 3.80015808 | 4.49110036 | 3.82007477 | +| 59% | 1.25983349 | 4.11161669 | 3.60467609 | 4.28897377 | 3.62730388 | +| 60% | 1.21325969 | 3.92759865 | 3.43494612 | 4.08524057 | 3.44175341 | +| 61% | 1.17684780 | 3.79049204 | 3.27003336 | 3.91856258 | 3.30101953 | +| 62% | 1.13411053 | 3.63943881 | 3.14085393 | 3.76498769 | 3.16347392 | +| 63% | 1.09178068 | 3.52153149 | 3.01493088 | 3.63256967 | 3.05164854 | +| 64% | 1.06011500 | 3.39456833 | 2.88991996 | 3.49288369 | 2.93427699 | +| 65% | 1.02295139 | 3.28596977 | 2.79096959 | 3.39328169 | 2.82875799 | +| 66% | 0.98583678 | 3.20141898 | 2.68964875 | 3.28422509 | 2.73074127 | +| 67% | 0.95279515 | 3.10161330 | 2.59975591 | 3.17894493 | 2.65239352 | +| 68% | 0.91711773 | 3.01354148 | 2.52485049 | 3.08491905 | 2.57383575 | +| 69% | 0.88229361 | 2.93395606 | 2.44746099 | 2.99552767 | 2.49751971 | +| 70% | 0.85913095 | 2.85623331 | 2.37190115 | 2.91331150 | 2.41949216 | +| 71% | 0.83474251 | 2.77131002 | 2.30053528 | 2.83602006 | 2.35467126 | +| 72% | 0.81554997 | 2.70606744 | 2.24017452 | 2.75743213 | 2.28760189 | +| 73% | 0.79414017 | 2.63811283 | 2.17525575 | 2.67796764 | 2.23495447 | +| 74% | 0.77417816 | 2.56866002 | 2.11813689 | 2.61334880 | 2.17280133 | +| 75% | 0.75472736 | 2.49757416 | 2.05922226 | 2.54711082 | 2.11775723 | +| 76% | 0.74151451 | 2.43863703 | 2.00703251 | 2.48706766 | 2.06176623 | +| 77% | 0.72680412 | 2.38370287 | 1.95954385 | 2.42654145 | 2.02043879 | +| 78% | 0.71419944 | 2.33928696 | 1.91712397 | 2.37083152 | 1.97423255 | +| 79% | 0.69897193 | 2.28818423 | 1.88210341 | 2.32935075 | 1.94058091 | +| 80% | 0.69024424 | 2.25411421 | 1.84232148 | 2.28216416 | 1.90545368 | +| 81% | 0.67723156 | 2.21698942 | 1.81601042 | 2.24069609 | 1.86697117 | +| 82% | 0.66945810 | 2.18419667 | 1.78196016 | 2.20289694 | 1.84340768 | +| 83% | 0.66330098 | 2.14584605 | 1.76172002 | 2.17364271 | 1.81903804 | +| 84% | 0.65575454 | 2.11992624 | 1.73174939 | 2.14741052 | 1.79082359 | +| 85% | 0.64776002 | 2.09543936 | 1.71743131 | 2.11823136 | 1.76799518 | +| 86% | 0.64262355 | 2.06802166 | 1.69711772 | 2.09440149 | 1.74928393 | +| 87% | 0.63535766 | 2.04855796 | 1.67795120 | 2.07730506 | 1.73053710 | +| 88% | 0.62956128 | 2.03205595 | 1.65688342 | 2.05004047 | 1.71457703 | +| 89% | 0.62456898 | 2.01196118 | 1.64127685 | 2.03323113 | 1.69802645 | +| 90% | 0.61729620 | 1.99303998 | 1.63125941 | 2.01808257 | 1.68832917 | +| 91% | 0.61287798 | 1.97620149 | 1.61874261 | 1.99904768 | 1.66899085 | +| 92% | 0.60898817 | 1.96592331 | 1.60393202 | 1.98376174 | 1.66004087 | +| 93% | 0.60565112 | 1.94235291 | 1.58689162 | 1.96454401 | 1.64680318 | +| 94% | 0.59924236 | 1.93639005 | 1.57430362 | 1.94956734 | 1.62939695 | +| 95% | 0.59503897 | 1.91215624 | 1.56553609 | 1.93330503 | 1.61728290 | +| 96% | 0.58931710 | 1.90361784 | 1.55433558 | 1.91961313 | 1.60852386 | +| 97% | 0.58419322 | 1.88453628 | 1.53770517 | 1.90374529 | 1.59277000 | +| 98% | 0.58245945 | 1.87022561 | 1.52640822 | 1.89100552 | 1.58619341 | +| 99% | 0.57963705 | 1.85769066 | 1.51847098 | 1.87660776 | 1.57367742 | +| 100% | 0.57278901 | 1.84923953 | 1.50829368 | 1.86285080 | 1.56338340 | +#+PLOT: title:"DBScan Epsilon: 3, Min. Pts.: 36" +#+PLOT: file:"k230_dbscan_3_36.svg" +#+PLOT: set:"rmargin 8" set:"size ratio 0.5" set:"yrange [0:*]" with:"lines lw 2" +#+PLOT: set:"xlabel 'Activity Percent'" set:"ylabel 'Frames per Second'" +#+PLOT: ind:1 set:"key below horizontal" +#+PLOT: labels:("x" "risp" "vrisp" "vr_full" "vr_fired" "vr_synapses" ) +| _ | risp | vrisp | vr_full | vr_fired | vr_synapses | +| 0% | 6.40824706 | 17.27503364 | 22.44057732 | 22.43106934 | 17.29869262 | +| 1% | 5.43644656 | 15.81747062 | 16.14951628 | 19.87658991 | 13.43637341 | +| 2% | 4.83040554 | 14.63233180 | 13.71840941 | 18.31723621 | 11.78630384 | +| 3% | 4.39189725 | 13.80826466 | 12.36915610 | 16.99101145 | 10.81156404 | +| 4% | 4.04700109 | 13.01940435 | 11.39507161 | 15.88958836 | 10.11798850 | +| 5% | 3.77716088 | 12.45934620 | 10.69354955 | 14.99288259 | 9.55683336 | +| 6% | 3.54053585 | 11.82697503 | 10.07005965 | 14.17841295 | 9.10885937 | +| 7% | 3.31542236 | 11.37720905 | 9.56851253 | 13.49954978 | 8.67824594 | +| 8% | 3.12455945 | 10.88808330 | 9.13661338 | 12.82884672 | 8.33512230 | +| 9% | 2.98166419 | 10.54671143 | 8.74458412 | 12.32418750 | 8.02296542 | +| 10% | 2.82617084 | 10.14411213 | 8.41752102 | 11.80253519 | 7.73111813 | +| 11% | 2.70593476 | 9.80850810 | 8.04432483 | 11.37382493 | 7.45135529 | +| 12% | 2.57587873 | 9.45336910 | 7.72322326 | 10.92845524 | 7.20940896 | +| 13% | 2.46190234 | 9.14274724 | 7.44841476 | 10.57029604 | 6.94858715 | +| 14% | 2.35533677 | 8.92867626 | 7.18182577 | 10.18781847 | 6.73215693 | +| 15% | 2.26301765 | 8.61579886 | 6.92343003 | 9.81880916 | 6.51843222 | +| 16% | 2.16935150 | 8.41627153 | 6.68846049 | 9.56173571 | 6.34925025 | +| 17% | 2.09797071 | 8.22854585 | 6.47572271 | 9.23954950 | 6.15126732 | +| 18% | 2.01585228 | 8.00610931 | 6.29688850 | 9.04946680 | 5.97501198 | +| 19% | 1.95231741 | 7.81412931 | 6.10083474 | 8.76889718 | 5.82400680 | +| 20% | 1.89669009 | 7.65308966 | 5.94226523 | 8.52332859 | 5.66432030 | +| 21% | 1.83175618 | 7.46049441 | 5.78912110 | 8.35277597 | 5.53584102 | +| 22% | 1.77726092 | 7.32634447 | 5.63911200 | 8.15164523 | 5.39657739 | +| 23% | 1.72710330 | 7.14171976 | 5.51291171 | 7.99684109 | 5.28937194 | +| 24% | 1.68572024 | 6.97450028 | 5.37881897 | 7.79848439 | 5.18072092 | +| 25% | 1.63790005 | 6.84152802 | 5.25262367 | 7.62788489 | 5.08538225 | +| 26% | 1.59212562 | 6.76541365 | 5.16063036 | 7.48707461 | 4.98751404 | +| 27% | 1.55168101 | 6.58560229 | 5.04615495 | 7.28826890 | 4.91074842 | +| 28% | 1.50096022 | 6.48479367 | 4.96923181 | 7.11127180 | 4.82449213 | +| 29% | 1.45750562 | 6.33862439 | 4.87663918 | 7.00978582 | 4.72825485 | +| 30% | 1.42770793 | 6.23145896 | 4.78970040 | 6.85127730 | 4.67172611 | +| 31% | 1.39952057 | 6.09634267 | 4.71099741 | 6.70164829 | 4.59633513 | +| 32% | 1.36286833 | 6.00606278 | 4.63186932 | 6.59714417 | 4.52358575 | +| 33% | 1.33491785 | 5.88432633 | 4.56389538 | 6.48509148 | 4.46321050 | +| 34% | 1.31042451 | 5.78819391 | 4.49272927 | 6.35359821 | 4.38655656 | +| 35% | 1.28109471 | 5.73037625 | 4.41392999 | 6.16639806 | 4.33346237 | +| 36% | 1.25792769 | 5.56765271 | 4.35253587 | 6.08285936 | 4.25428579 | +| 37% | 1.22988589 | 5.49535999 | 4.27639176 | 5.97090749 | 4.20423763 | +| 38% | 1.20763124 | 5.38744252 | 4.22109310 | 5.82703697 | 4.13501897 | +| 39% | 1.19067979 | 5.31885973 | 4.14850671 | 5.77951027 | 4.09549393 | +| 40% | 1.16674152 | 5.20628647 | 4.08924514 | 5.63910258 | 4.02798075 | +| 41% | 1.14838357 | 5.13424999 | 4.02388507 | 5.51063448 | 3.95618511 | +| 42% | 1.12286766 | 5.00252090 | 3.95435538 | 5.39050485 | 3.90256735 | +| 43% | 1.10460967 | 4.92118503 | 3.88997127 | 5.30897070 | 3.85882641 | +| 44% | 1.08580701 | 4.81528711 | 3.83822655 | 5.18638644 | 3.79411859 | +| 45% | 1.06846597 | 4.73857451 | 3.78528284 | 5.12833185 | 3.74588135 | +| 46% | 1.05441603 | 4.67915243 | 3.72948015 | 5.04718775 | 3.69485658 | +| 47% | 1.03952852 | 4.57568295 | 3.67508698 | 4.88764606 | 3.64999575 | +| 48% | 1.01921406 | 4.48720787 | 3.60160517 | 4.82489811 | 3.58098991 | +| 49% | 1.00543986 | 4.41110816 | 3.55075408 | 4.70007679 | 3.53444056 | +| 50% | 0.99160881 | 4.32244858 | 3.49796275 | 4.63504147 | 3.47957036 | +| 51% | 0.97719674 | 4.25169760 | 3.43110605 | 4.54467109 | 3.41696741 | +| 52% | 0.96365550 | 4.16487128 | 3.37386474 | 4.43093793 | 3.36951473 | +| 53% | 0.94641391 | 4.07561898 | 3.30957261 | 4.34550792 | 3.30510590 | +| 54% | 0.92777753 | 3.98618236 | 3.24528908 | 4.20392460 | 3.23864930 | +| 55% | 0.91198603 | 3.89067868 | 3.15353047 | 4.11522728 | 3.16792439 | +| 56% | 0.88864970 | 3.77432479 | 3.08857272 | 3.98545216 | 3.09332634 | +| 57% | 0.86876297 | 3.67995266 | 3.00358140 | 3.87104733 | 3.01337352 | +| 58% | 0.85264473 | 3.56997395 | 2.91334552 | 3.74914468 | 2.92316535 | +| 59% | 0.83328551 | 3.44563474 | 2.81010538 | 3.62512005 | 2.83130969 | +| 60% | 0.81388267 | 3.33540981 | 2.70701103 | 3.49783437 | 2.71922928 | +| 61% | 0.79358396 | 3.20576369 | 2.60605795 | 3.36366185 | 2.62649775 | +| 62% | 0.76927581 | 3.09304229 | 2.49506147 | 3.22637795 | 2.52252991 | +| 63% | 0.74381883 | 2.96324594 | 2.39342402 | 3.09615363 | 2.41575067 | +| 64% | 0.71624507 | 2.84043568 | 2.29182545 | 2.96063728 | 2.32004616 | +| 65% | 0.68725994 | 2.72809634 | 2.19693732 | 2.83347236 | 2.23086109 | +| 66% | 0.66105256 | 2.61117973 | 2.11002495 | 2.70525033 | 2.14214021 | +| 67% | 0.63158786 | 2.50171356 | 2.02520588 | 2.58315758 | 2.06323425 | +| 68% | 0.60626677 | 2.40071454 | 1.95127423 | 2.47865393 | 1.99366000 | +| 69% | 0.57945373 | 2.30205509 | 1.88181380 | 2.36991899 | 1.92695198 | +| 70% | 0.55123734 | 2.20518487 | 1.82494895 | 2.27277854 | 1.86675619 | +| 71% | 0.52904616 | 2.12250959 | 1.76953314 | 2.18365203 | 1.81124342 | +| 72% | 0.50402456 | 2.03939991 | 1.72056157 | 2.09803243 | 1.76559190 | +| 73% | 0.48000842 | 1.96217770 | 1.67459757 | 2.01178044 | 1.71945002 | +| 74% | 0.46009988 | 1.89160580 | 1.64094855 | 1.93880298 | 1.68497018 | +| 75% | 0.44280853 | 1.82463524 | 1.60291125 | 1.87022901 | 1.64825377 | +| 76% | 0.42686733 | 1.75946025 | 1.57601915 | 1.80044100 | 1.61985005 | +| 77% | 0.41348884 | 1.70515634 | 1.54692340 | 1.73948881 | 1.59253147 | +| 78% | 0.40206611 | 1.65791543 | 1.52585638 | 1.69148054 | 1.56661172 | +| 79% | 0.39109699 | 1.61211199 | 1.50583315 | 1.64605869 | 1.55378478 | +| 80% | 0.38466931 | 1.57710073 | 1.48473385 | 1.60812345 | 1.53002026 | +| 81% | 0.37807442 | 1.54494594 | 1.47138581 | 1.57524212 | 1.51499418 | +| 82% | 0.37003412 | 1.52096173 | 1.45797308 | 1.54788729 | 1.50398521 | +| 83% | 0.36704007 | 1.49683279 | 1.44430823 | 1.52552374 | 1.49005707 | +| 84% | 0.36124180 | 1.47800909 | 1.43415865 | 1.50736373 | 1.47771547 | +| 85% | 0.35715450 | 1.46105160 | 1.42130893 | 1.48859868 | 1.46921631 | +| 86% | 0.35352164 | 1.44490169 | 1.41464408 | 1.47154732 | 1.46002882 | +| 87% | 0.35096472 | 1.43002223 | 1.40144593 | 1.45500610 | 1.44552304 | +| 88% | 0.34659822 | 1.41568991 | 1.39215755 | 1.44114872 | 1.43822407 | +| 89% | 0.34453931 | 1.40264805 | 1.38451317 | 1.42668865 | 1.43041449 | +| 90% | 0.34041707 | 1.38889687 | 1.37739004 | 1.41592664 | 1.42160566 | +| 91% | 0.33672256 | 1.37832017 | 1.36847975 | 1.40254763 | 1.40800067 | +| 92% | 0.33573563 | 1.36813163 | 1.35763777 | 1.39023568 | 1.40427044 | +| 93% | 0.33111086 | 1.35514331 | 1.35096049 | 1.37940520 | 1.39404434 | +| 94% | 0.33020232 | 1.34550745 | 1.34448568 | 1.36491328 | 1.38716844 | +| 95% | 0.32807932 | 1.33389963 | 1.33445556 | 1.35548218 | 1.38378365 | +| 96% | 0.32345606 | 1.32398997 | 1.32804383 | 1.34486267 | 1.37485679 | +| 97% | 0.32120991 | 1.31167718 | 1.32046317 | 1.33063605 | 1.36845560 | +| 98% | 0.31970046 | 1.30199552 | 1.31382054 | 1.32368328 | 1.35879565 | +| 99% | 0.31631366 | 1.29090371 | 1.30572088 | 1.31126264 | 1.35279026 | +| 100% | 0.31464949 | 1.28210011 | 1.29880759 | 1.30082665 | 1.34082838 | +#+PLOT: title:"DBScan Epsilon: 4, Min. Pts.: 60" +#+PLOT: file:"k230_dbscan_4_60.svg" +#+PLOT: set:"rmargin 8" set:"size ratio 0.5" set:"yrange [0:*]" with:"lines lw 2" +#+PLOT: set:"xlabel 'Activity Percent'" set:"ylabel 'Frames per Second'" +#+PLOT: ind:1 set:"key below horizontal" +#+PLOT: labels:("x" "risp" "vrisp" "vr_full" "vr_fired" "vr_synapses" ) +| _ | risp | vrisp | vr_full | vr_fired | vr_synapses | +| 0% | 6.40657052 | 14.26519954 | 18.55092661 | 18.62429506 | 14.28472721 | +| 1% | 4.99740875 | 12.73775191 | 14.11165042 | 16.13410771 | 11.51676380 | +| 2% | 4.25915050 | 11.71171838 | 11.40816276 | 14.56621493 | 9.74762708 | +| 3% | 3.75396058 | 10.91132565 | 9.94206611 | 13.33196594 | 8.67293746 | +| 4% | 3.37998248 | 10.21616921 | 8.91063674 | 12.38756282 | 7.92704327 | +| 5% | 3.07751084 | 9.64665380 | 8.10546982 | 11.53675666 | 7.32881119 | +| 6% | 2.83458776 | 9.12966281 | 7.46461007 | 10.80364472 | 6.81576498 | +| 7% | 2.60595494 | 8.67826739 | 6.93530386 | 10.20792755 | 6.37600973 | +| 8% | 2.43665544 | 8.21849886 | 6.48348205 | 9.67068316 | 6.00265211 | +| 9% | 2.25790959 | 7.93951126 | 6.09544739 | 9.17001981 | 5.68466901 | +| 10% | 2.12512328 | 7.61126723 | 5.75877798 | 8.73493435 | 5.38039106 | +| 11% | 2.00747915 | 7.31524854 | 5.45231199 | 8.38462238 | 5.11774675 | +| 12% | 1.89301882 | 7.00038905 | 5.17700993 | 8.00988384 | 4.91355089 | +| 13% | 1.80134063 | 6.75208084 | 4.95124020 | 7.65920032 | 4.70326919 | +| 14% | 1.71327897 | 6.53365438 | 4.75844168 | 7.36851098 | 4.53300504 | +| 15% | 1.63536790 | 6.32395455 | 4.57666463 | 7.11129860 | 4.38093545 | +| 16% | 1.56887690 | 6.13099609 | 4.42871250 | 6.88664709 | 4.24532594 | +| 17% | 1.49459329 | 5.95153336 | 4.28545559 | 6.65458835 | 4.12917029 | +| 18% | 1.42412529 | 5.79684817 | 4.15997418 | 6.44041060 | 4.01269474 | +| 19% | 1.36638292 | 5.61669759 | 4.04779638 | 6.27078664 | 3.91440915 | +| 20% | 1.32648842 | 5.49183065 | 3.96137152 | 6.05633414 | 3.83018628 | +| 21% | 1.27649601 | 5.35494935 | 3.87026133 | 5.89878936 | 3.75398512 | +| 22% | 1.23933303 | 5.19704140 | 3.78367858 | 5.74059452 | 3.67988711 | +| 23% | 1.19331387 | 5.09386407 | 3.71324425 | 5.60168242 | 3.61289563 | +| 24% | 1.15603991 | 4.97347279 | 3.64484644 | 5.46755527 | 3.55264252 | +| 25% | 1.12205161 | 4.86052087 | 3.58251675 | 5.27635713 | 3.49561728 | +| 26% | 1.08732867 | 4.74469658 | 3.52024436 | 5.19288212 | 3.43647095 | +| 27% | 1.05606471 | 4.62066331 | 3.46425933 | 5.02773953 | 3.38601552 | +| 28% | 1.02956332 | 4.55031657 | 3.41167375 | 4.92558985 | 3.33903872 | +| 29% | 1.00485307 | 4.44606267 | 3.35627592 | 4.82292781 | 3.29775750 | +| 30% | 0.97705851 | 4.33545447 | 3.31138978 | 4.71922120 | 3.25505952 | +| 31% | 0.95090210 | 4.26694104 | 3.27166432 | 4.62549199 | 3.21787806 | +| 32% | 0.92777881 | 4.19353506 | 3.23321391 | 4.52988364 | 3.17843820 | +| 33% | 0.90657055 | 4.11392350 | 3.18934116 | 4.46111956 | 3.14166658 | +| 34% | 0.88733745 | 4.04462419 | 3.14942206 | 4.36236182 | 3.10116493 | +| 35% | 0.85777640 | 3.97274087 | 3.10718526 | 4.27852508 | 3.06705987 | +| 36% | 0.83541559 | 3.91905782 | 3.07114044 | 4.19490831 | 3.03539896 | +| 37% | 0.82078127 | 3.85068752 | 3.03225300 | 4.11214026 | 2.99969653 | +| 38% | 0.79720663 | 3.78017483 | 2.99286985 | 4.05251410 | 2.95917697 | +| 39% | 0.78430285 | 3.71185548 | 2.94803586 | 3.98083684 | 2.92104886 | +| 40% | 0.76758215 | 3.64244196 | 2.89751064 | 3.89911995 | 2.87499809 | +| 41% | 0.75664636 | 3.59576065 | 2.85250707 | 3.83732276 | 2.82842276 | +| 42% | 0.74051234 | 3.54032522 | 2.79653233 | 3.77480762 | 2.77622946 | +| 43% | 0.72599374 | 3.47715329 | 2.74672316 | 3.71468138 | 2.72481027 | +| 44% | 0.71518054 | 3.43241146 | 2.68618824 | 3.65591117 | 2.67384295 | +| 45% | 0.70387984 | 3.37587431 | 2.62401725 | 3.59243572 | 2.61738073 | +| 46% | 0.69216201 | 3.32281458 | 2.56328480 | 3.53929055 | 2.55915365 | +| 47% | 0.68145422 | 3.27254576 | 2.50402097 | 3.48763311 | 2.50383980 | +| 48% | 0.66804975 | 3.22517321 | 2.44639533 | 3.43204549 | 2.44394162 | +| 49% | 0.65780739 | 3.18216018 | 2.38578364 | 3.37876378 | 2.38314706 | +| 50% | 0.65012921 | 3.13402305 | 2.32178840 | 3.32090287 | 2.32561030 | +| 51% | 0.63936137 | 3.08956194 | 2.26139362 | 3.27226444 | 2.26970627 | +| 52% | 0.62990353 | 3.04535786 | 2.19664775 | 3.22149177 | 2.20475816 | +| 53% | 0.62476193 | 3.00241755 | 2.13708972 | 3.17772504 | 2.15066650 | +| 54% | 0.61595950 | 2.96268245 | 2.07802328 | 3.13146052 | 2.09097648 | +| 55% | 0.60668900 | 2.91620269 | 2.02398549 | 3.08514063 | 2.04329389 | +| 56% | 0.59988004 | 2.87918965 | 1.97409714 | 3.03766974 | 1.98972770 | +| 57% | 0.59092937 | 2.83227049 | 1.92502869 | 2.98288546 | 1.94571728 | +| 58% | 0.57934168 | 2.78688870 | 1.87541767 | 2.93586898 | 1.89738358 | +| 59% | 0.57410788 | 2.73154243 | 1.82934754 | 2.87534529 | 1.85096411 | +| 60% | 0.56491612 | 2.67786708 | 1.78415371 | 2.81392265 | 1.81085291 | +| 61% | 0.55228628 | 2.61788194 | 1.74153736 | 2.75275885 | 1.76675228 | +| 62% | 0.54355255 | 2.54743883 | 1.70290872 | 2.66974042 | 1.72954047 | +| 63% | 0.53061594 | 2.46808470 | 1.66232062 | 2.58777255 | 1.69081287 | +| 64% | 0.51433694 | 2.38552213 | 1.62501338 | 2.49798459 | 1.65035001 | +| 65% | 0.49846641 | 2.29528605 | 1.58660919 | 2.39661455 | 1.61436451 | +| 66% | 0.47689202 | 2.19360264 | 1.55389012 | 2.28989987 | 1.58604439 | +| 67% | 0.45591525 | 2.09207274 | 1.52408393 | 2.17485580 | 1.55435992 | +| 68% | 0.43481844 | 1.98626274 | 1.49703775 | 2.06115604 | 1.52531198 | +| 69% | 0.41412650 | 1.88509687 | 1.46961950 | 1.95734541 | 1.49864499 | +| 70% | 0.38987763 | 1.79348683 | 1.44824467 | 1.85178958 | 1.47722891 | +| 71% | 0.37044205 | 1.70278545 | 1.42798606 | 1.76094610 | 1.45724701 | +| 72% | 0.35019091 | 1.61874802 | 1.40889554 | 1.66834287 | 1.43958697 | +| 73% | 0.33030704 | 1.54023344 | 1.39301017 | 1.58431446 | 1.42326302 | +| 74% | 0.31437871 | 1.46576497 | 1.37874449 | 1.50613239 | 1.41114080 | +| 75% | 0.29877605 | 1.39631959 | 1.36480046 | 1.43400314 | 1.39906775 | +| 76% | 0.28393049 | 1.33240771 | 1.35213532 | 1.36994232 | 1.38542053 | +| 77% | 0.27065374 | 1.28005090 | 1.34138850 | 1.31316738 | 1.37293880 | +| 78% | 0.25922419 | 1.23586187 | 1.33279130 | 1.26500813 | 1.36422921 | +| 79% | 0.25123571 | 1.19754508 | 1.32437000 | 1.22857758 | 1.35602387 | +| 80% | 0.24627704 | 1.16951022 | 1.31394608 | 1.19898323 | 1.34658447 | +| 81% | 0.24042606 | 1.14731464 | 1.30688848 | 1.17284354 | 1.33817512 | +| 82% | 0.23645060 | 1.12676344 | 1.29823455 | 1.15417226 | 1.33280556 | +| 83% | 0.23516572 | 1.11278953 | 1.29029324 | 1.13714157 | 1.32474653 | +| 84% | 0.23066684 | 1.09692181 | 1.28455337 | 1.12042604 | 1.31659424 | +| 85% | 0.22850025 | 1.08713676 | 1.27441996 | 1.10961130 | 1.30820834 | +| 86% | 0.22700980 | 1.07422033 | 1.26934519 | 1.09848919 | 1.30092548 | +| 87% | 0.22418281 | 1.06508261 | 1.26193849 | 1.08556434 | 1.29673327 | +| 88% | 0.22197546 | 1.05453610 | 1.25600967 | 1.07564097 | 1.28902186 | +| 89% | 0.22045846 | 1.04351832 | 1.24792212 | 1.06490357 | 1.28290127 | +| 90% | 0.21906765 | 1.03442249 | 1.24066563 | 1.05570655 | 1.27433892 | +| 91% | 0.21683109 | 1.02564408 | 1.23448223 | 1.04658562 | 1.27008022 | +| 92% | 0.21565663 | 1.01729249 | 1.22693956 | 1.03777426 | 1.26375587 | +| 93% | 0.21404052 | 1.00895221 | 1.22155988 | 1.02719618 | 1.25785807 | +| 94% | 0.21112481 | 1.00012779 | 1.21709641 | 1.01912168 | 1.25006683 | +| 95% | 0.20938580 | 0.98901442 | 1.20785956 | 1.00926253 | 1.24220417 | +| 96% | 0.20758946 | 0.98235947 | 1.20268099 | 0.99913880 | 1.23827938 | +| 97% | 0.20554987 | 0.97211133 | 1.19636324 | 0.99020547 | 1.23321930 | +| 98% | 0.20383171 | 0.96620901 | 1.19403278 | 0.98168958 | 1.22552530 | +| 99% | 0.20250081 | 0.95727136 | 1.18575415 | 0.97403174 | 1.22308681 | +| 100% | 0.20178798 | 0.94946107 | 1.18385632 | 0.96523177 | 1.21604323 | +#+PLOT: title:"DBScan Epsilon: 5, Min. Pts.: 90" +#+PLOT: file:"k230_dbscan_5_90.svg" +#+PLOT: set:"rmargin 8" set:"size ratio 0.5" set:"yrange [0:*]" with:"lines lw 2" +#+PLOT: set:"xlabel 'Activity Percent'" set:"ylabel 'Frames per Second'" +#+PLOT: ind:1 set:"key below horizontal" +#+PLOT: labels:("x" "risp" "vrisp" "vr_full" "vr_fired" "vr_synapses" ) +| _ | risp | vrisp | vr_full | vr_fired | vr_synapses | +| 0% | 5.40996917 | 12.15110245 | 15.84934711 | 15.92089744 | 12.15092970 | +| 1% | 4.04540721 | 10.67007855 | 12.36744278 | 13.59002028 | 9.99373542 | +| 2% | 3.41824984 | 9.70765923 | 10.76079540 | 12.08987402 | 8.93636801 | +| 3% | 2.99542861 | 8.98309829 | 9.64601414 | 10.96626747 | 8.18045551 | +| 4% | 2.66142423 | 8.35182567 | 8.78661186 | 10.02596539 | 7.61395317 | +| 5% | 2.39124212 | 7.82644878 | 8.11848564 | 9.27310531 | 7.11988253 | +| 6% | 2.16679759 | 7.34681903 | 7.51116263 | 8.66342063 | 6.64804051 | +| 7% | 1.98505423 | 6.95116087 | 6.99314846 | 8.11411548 | 6.24778812 | +| 8% | 1.83339271 | 6.57387264 | 6.26831044 | 7.63348939 | 5.92136155 | +| 9% | 1.71172702 | 6.25889256 | 6.19084207 | 7.22411139 | 5.64077160 | +| 10% | 1.60703281 | 5.97081612 | 5.87277660 | 6.85368460 | 5.36558194 | +| 11% | 1.50957168 | 5.70234049 | 5.59830171 | 6.51447975 | 5.15351226 | +| 12% | 1.41360714 | 5.46046804 | 5.37312471 | 6.20033503 | 4.96731717 | +| 13% | 1.32800183 | 5.24133514 | 5.17780050 | 5.93113622 | 4.78699750 | +| 14% | 1.26554676 | 5.04658833 | 5.00592062 | 5.67602976 | 4.64557410 | +| 15% | 1.19911069 | 4.86270363 | 4.85354587 | 5.44833138 | 4.52045635 | +| 16% | 1.14957247 | 4.68659929 | 4.72754170 | 5.24742188 | 4.41408224 | +| 17% | 1.09987372 | 4.57027839 | 4.60273238 | 5.04242087 | 4.31264271 | +| 18% | 1.05055724 | 4.40048215 | 4.49517608 | 4.86194560 | 4.21764242 | +| 19% | 1.00918735 | 4.23961733 | 4.40819177 | 4.69152706 | 4.13789248 | +| 20% | 0.96968430 | 4.10264390 | 4.31141849 | 4.52948423 | 4.07209515 | +| 21% | 0.93444755 | 3.99111189 | 4.23164740 | 4.38609024 | 4.00075920 | +| 22% | 0.89998526 | 3.89632458 | 4.16815801 | 4.25748883 | 3.93855481 | +| 23% | 0.86761935 | 3.79620627 | 4.09066440 | 4.12523593 | 3.87409379 | +| 24% | 0.83331796 | 3.70059815 | 4.03714490 | 4.00360829 | 3.82581717 | +| 25% | 0.80103225 | 3.61897385 | 3.95975801 | 3.91833806 | 3.76457476 | +| 26% | 0.77883471 | 3.52399265 | 3.91198503 | 3.83108660 | 3.71559033 | +| 27% | 0.75243345 | 3.47436573 | 3.85090209 | 3.74872950 | 3.68934078 | +| 28% | 0.73339249 | 3.39274418 | 3.80785856 | 3.67487379 | 3.61791127 | +| 29% | 0.71195425 | 3.35354553 | 3.74640512 | 3.61344926 | 3.57948711 | +| 30% | 0.69020803 | 3.30083406 | 3.70568063 | 3.53950964 | 3.53438971 | +| 31% | 0.67257179 | 3.23268237 | 3.65845901 | 3.48090389 | 3.49343880 | +| 32% | 0.65573246 | 3.20406889 | 3.60078613 | 3.43159428 | 3.45647473 | +| 33% | 0.63932307 | 3.14799119 | 3.55458310 | 3.36996220 | 3.41658155 | +| 34% | 0.62113065 | 3.10216555 | 3.51975701 | 3.32309742 | 3.37402841 | +| 35% | 0.61029238 | 3.04955820 | 3.47498697 | 3.26196378 | 3.33519553 | +| 36% | 0.59552853 | 3.00684676 | 3.42390362 | 3.19997747 | 3.31009565 | +| 37% | 0.58286431 | 2.94917948 | 3.37723176 | 3.15700491 | 3.26686039 | +| 38% | 0.57149753 | 2.90363659 | 3.31198583 | 3.09812186 | 3.22250141 | +| 39% | 0.55872924 | 2.85691990 | 3.26714940 | 3.05019630 | 3.15558102 | +| 40% | 0.54710939 | 2.81461058 | 3.20235325 | 2.99859949 | 3.10178134 | +| 41% | 0.53449807 | 2.78224813 | 3.14400339 | 2.95365205 | 3.05140616 | +| 42% | 0.52416982 | 2.72736213 | 3.06919539 | 2.89884823 | 2.98685132 | +| 43% | 0.51570902 | 2.69941274 | 3.00047318 | 2.86007566 | 2.92314873 | +| 44% | 0.50589625 | 2.64930268 | 2.92930586 | 2.80815082 | 2.85694605 | +| 45% | 0.49694602 | 2.60760872 | 2.85571479 | 2.76988677 | 2.79037010 | +| 46% | 0.48668758 | 2.57771476 | 2.76970645 | 2.72201605 | 2.72149543 | +| 47% | 0.47822933 | 2.52991655 | 2.69670296 | 2.68854701 | 2.64489418 | +| 48% | 0.46554937 | 2.50342086 | 2.61763715 | 2.64006560 | 2.57470986 | +| 49% | 0.45621518 | 2.46084051 | 2.53855029 | 2.60220726 | 2.49781206 | +| 50% | 0.44806536 | 2.43605036 | 2.45991182 | 2.55962759 | 2.42717986 | +| 51% | 0.44087027 | 2.40018005 | 2.37322494 | 2.52714623 | 2.35213573 | +| 52% | 0.43497598 | 2.35823693 | 2.30592284 | 2.48605441 | 2.28795021 | +| 53% | 0.42740006 | 2.32550661 | 2.22685006 | 2.45526664 | 2.21989391 | +| 54% | 0.42045353 | 2.29073541 | 2.16150678 | 2.41234016 | 2.14919574 | +| 55% | 0.41533528 | 2.27033307 | 2.09282493 | 2.38298340 | 2.08229481 | +| 56% | 0.40834530 | 2.24078035 | 2.02697260 | 2.35235146 | 2.01713629 | +| 57% | 0.40430454 | 2.21107256 | 1.96036176 | 2.31260274 | 1.96070875 | +| 58% | 0.39853794 | 2.17934342 | 1.90498960 | 2.28277658 | 1.90441391 | +| 59% | 0.39347926 | 2.14598974 | 1.84246814 | 2.24741798 | 1.84984773 | +| 60% | 0.38590791 | 2.11687147 | 1.78909808 | 2.21755086 | 1.80382554 | +| 61% | 0.38105968 | 2.08251723 | 1.74588945 | 2.18130209 | 1.75918356 | +| 62% | 0.37695323 | 2.04811124 | 1.70227119 | 2.14274222 | 1.71853540 | +| 63% | 0.37057964 | 2.00374386 | 1.66758998 | 2.10053304 | 1.67639887 | +| 64% | 0.36249201 | 1.96100905 | 1.62775444 | 2.04327416 | 1.64449534 | +| 65% | 0.35407661 | 1.90547417 | 1.59786180 | 1.98636269 | 1.61479378 | +| 66% | 0.34508929 | 1.84155732 | 1.57414396 | 1.91714296 | 1.58641854 | +| 67% | 0.33508151 | 1.76838285 | 1.54714307 | 1.83816765 | 1.56528734 | +| 68% | 0.32026071 | 1.67824516 | 1.52719871 | 1.74640455 | 1.54933348 | +| 69% | 0.30636228 | 1.59114753 | 1.51458781 | 1.64398307 | 1.53359972 | +| 70% | 0.28962566 | 1.49975818 | 1.49579606 | 1.55187586 | 1.51790328 | +| 71% | 0.27136026 | 1.40968190 | 1.48789548 | 1.45561755 | 1.50359392 | +| 72% | 0.25054586 | 1.32401413 | 1.47626242 | 1.36528802 | 1.49130986 | +| 73% | 0.23280307 | 1.24712262 | 1.46506507 | 1.28102745 | 1.48131567 | +| 74% | 0.21589638 | 1.16907150 | 1.45497167 | 1.20509985 | 1.47364292 | +| 75% | 0.20307709 | 1.10013852 | 1.44429686 | 1.13190587 | 1.46145113 | +| 76% | 0.19123025 | 1.03958314 | 1.42988012 | 1.06664775 | 1.45282289 | +| 77% | 0.18032899 | 0.99114518 | 1.42550940 | 1.01671698 | 1.44634176 | +| 78% | 0.17347196 | 0.95439374 | 1.41598483 | 0.97477353 | 1.43914232 | +| 79% | 0.16744817 | 0.92476630 | 1.40298657 | 0.94211927 | 1.42563872 | +| 80% | 0.16419639 | 0.90129742 | 1.39927935 | 0.91897644 | 1.42335754 | +| 81% | 0.16106142 | 0.88295657 | 1.39018889 | 0.90167553 | 1.41558175 | +| 82% | 0.15807087 | 0.86932878 | 1.37895266 | 0.89030294 | 1.40733060 | +| 83% | 0.15666869 | 0.86004616 | 1.37550189 | 0.87787459 | 1.40000185 | +| 84% | 0.15534386 | 0.84969846 | 1.36910964 | 0.86689837 | 1.39028780 | +| 85% | 0.15330507 | 0.83908421 | 1.36185801 | 0.85604243 | 1.38487584 | +| 86% | 0.15142017 | 0.83062475 | 1.35014436 | 0.85060854 | 1.37933850 | +| 87% | 0.15043765 | 0.82443854 | 1.34840729 | 0.83992473 | 1.37185356 | +| 88% | 0.14928181 | 0.81397445 | 1.33869993 | 0.83376019 | 1.36558702 | +| 89% | 0.14784610 | 0.80589599 | 1.33446075 | 0.82591597 | 1.36026527 | +| 90% | 0.14569705 | 0.79852483 | 1.32787238 | 0.81764632 | 1.35357940 | +| 91% | 0.14505120 | 0.79045474 | 1.31828161 | 0.80656577 | 1.34384433 | +| 92% | 0.14312773 | 0.78267637 | 1.31278611 | 0.79917085 | 1.34261833 | +| 93% | 0.14258620 | 0.77890748 | 1.30793929 | 0.79239975 | 1.33694360 | +| 94% | 0.14062149 | 0.76918265 | 1.30600712 | 0.78500317 | 1.32835007 | +| 95% | 0.14017532 | 0.76455061 | 1.29740928 | 0.77771605 | 1.32279781 | +| 96% | 0.13789438 | 0.75804312 | 1.29249489 | 0.77348481 | 1.32157400 | +| 97% | 0.13465893 | 0.75183263 | 1.28552216 | 0.76416127 | 1.31498644 | +| 98% | 0.13430437 | 0.74551973 | 1.28173190 | 0.75981767 | 1.30947479 | +| 99% | 0.13296845 | 0.73920096 | 1.27894648 | 0.75123533 | 1.30510640 | +| 100% | 0.13179923 | 0.73091607 | 1.27325360 | 0.74769234 | 1.30424134 | +#+PLOT: title:"DBScan Epsilon: 6, Min. Pts.: 120" +#+PLOT: file:"k230_dbscan_6_120.svg" +#+PLOT: set:"rmargin 8" set:"size ratio 0.5" set:"yrange [0:*]" with:"lines lw 2" +#+PLOT: set:"xlabel 'Activity Percent'" set:"ylabel 'Frames per Second'" +#+PLOT: ind:1 set:"key below horizontal" +#+PLOT: labels:("x" "risp" "vrisp" "vr_full" "vr_fired" "vr_synapses" ) +| _ | risp | vrisp | vr_full | vr_fired | vr_synapses | +| 0% | 4.38795239 | 10.55218654 | 13.83362978 | 13.89208687 | 10.56049970 | +| 1% | 3.25001006 | 9.20793856 | 5.68710773 | 11.69915189 | 5.15078238 | +| 2% | 2.72339547 | 8.30921968 | 4.69656274 | 10.33448994 | 4.35955329 | +| 3% | 2.35873689 | 7.62989667 | 4.21573318 | 9.28892331 | 3.94715768 | +| 4% | 2.06991267 | 7.02102984 | 3.89061835 | 8.45136446 | 3.67713156 | +| 5% | 1.83612171 | 6.54836821 | 3.66444827 | 7.77621326 | 3.47686923 | +| 6% | 1.66821570 | 6.13700314 | 3.47091675 | 7.18608679 | 3.31728305 | +| 7% | 1.52585324 | 5.75845103 | 3.32389110 | 6.68680998 | 3.19063442 | +| 8% | 1.39695604 | 5.45004768 | 3.20209090 | 6.25945424 | 3.07849007 | +| 9% | 1.28869607 | 5.17245106 | 3.10744949 | 5.91318058 | 2.98906130 | +| 10% | 1.20329088 | 4.91999765 | 3.01287795 | 5.58859265 | 2.90823019 | +| 11% | 1.12992442 | 4.68539402 | 2.94023585 | 5.29724614 | 2.83900845 | +| 12% | 1.06519359 | 4.47288448 | 2.87058433 | 5.02789570 | 2.77398929 | +| 13% | 1.00112381 | 4.28179672 | 2.80272020 | 4.79417242 | 2.71884053 | +| 14% | 0.94919572 | 4.11630463 | 2.75410809 | 4.57013118 | 2.67185664 | +| 15% | 0.90205916 | 3.93361429 | 2.69461774 | 4.37134208 | 2.62183963 | +| 16% | 0.86477824 | 3.80298868 | 2.65854805 | 4.18002216 | 2.58239480 | +| 17% | 0.81586421 | 3.65756491 | 2.61550780 | 4.00816943 | 2.54801835 | +| 18% | 0.78089351 | 3.51211563 | 2.58055849 | 3.85416926 | 2.51721772 | +| 19% | 0.74899480 | 3.40053260 | 2.54488551 | 3.71164091 | 2.48242352 | +| 20% | 0.71349927 | 3.29297777 | 2.51756869 | 3.58241769 | 2.45480569 | +| 21% | 0.68644136 | 3.18958779 | 2.48435302 | 3.47337921 | 2.42667232 | +| 22% | 0.66057858 | 3.10828778 | 2.46550881 | 3.37546004 | 2.40583137 | +| 23% | 0.64103986 | 3.03938369 | 2.44309562 | 3.28986235 | 2.38710693 | +| 24% | 0.61840181 | 2.97411473 | 2.42297030 | 3.20897269 | 2.36602896 | +| 25% | 0.59402934 | 2.91449915 | 2.40578569 | 3.14585509 | 2.35210256 | +| 26% | 0.57954911 | 2.86668373 | 2.38050244 | 3.08602786 | 2.33440755 | +| 27% | 0.56089416 | 2.82036406 | 2.37034253 | 3.02704171 | 2.32352551 | +| 28% | 0.54660301 | 2.77784222 | 2.35439417 | 2.97833956 | 2.30696534 | +| 29% | 0.52952529 | 2.73240778 | 2.33519746 | 2.92576787 | 2.29640188 | +| 30% | 0.51525855 | 2.68697989 | 2.32577211 | 2.88080254 | 2.28067761 | +| 31% | 0.49806437 | 2.64782960 | 2.30998269 | 2.83096224 | 2.26883092 | +| 32% | 0.48705378 | 2.60947070 | 2.29369812 | 2.78297917 | 2.25627749 | +| 33% | 0.47665022 | 2.56798886 | 2.28545454 | 2.74302671 | 2.24589766 | +| 34% | 0.46317041 | 2.52909741 | 2.26586976 | 2.69735053 | 2.23177638 | +| 35% | 0.45074752 | 2.48908249 | 2.25539837 | 2.65055969 | 2.21548409 | +| 36% | 0.43727534 | 2.44796885 | 2.24145057 | 2.60057823 | 2.20191021 | +| 37% | 0.42627750 | 2.40877402 | 2.22447825 | 2.56247212 | 2.18998441 | +| 38% | 0.41734857 | 2.37247495 | 2.21623942 | 2.52103378 | 2.17836155 | +| 39% | 0.40501284 | 2.33329847 | 2.19967277 | 2.47854089 | 2.16425281 | +| 40% | 0.39644008 | 2.29606455 | 2.17957181 | 2.43402110 | 2.15048526 | +| 41% | 0.39102799 | 2.25789154 | 2.16997697 | 2.39711911 | 2.13841523 | +| 42% | 0.38159642 | 2.22477539 | 2.15531256 | 2.35263746 | 2.12920468 | +| 43% | 0.37232800 | 2.18988277 | 2.13609939 | 2.31385954 | 2.11197952 | +| 44% | 0.36777997 | 2.15599910 | 2.12592464 | 2.27853391 | 2.09934619 | +| 45% | 0.36160660 | 2.12106562 | 2.10651015 | 2.24187411 | 2.08228708 | +| 46% | 0.35484324 | 2.08956242 | 2.09225035 | 2.20951488 | 2.07066389 | +| 47% | 0.34874396 | 2.06007342 | 2.07753110 | 2.17560250 | 2.05437108 | +| 48% | 0.34179465 | 2.02915071 | 2.06722169 | 2.13679704 | 2.04509757 | +| 49% | 0.33726965 | 1.99821620 | 2.04545957 | 2.10425602 | 2.02883234 | +| 50% | 0.32918571 | 1.97200200 | 2.03495500 | 2.07240679 | 2.01257145 | +| 51% | 0.32561011 | 1.94266523 | 2.01835988 | 2.04127359 | 2.00042249 | +| 52% | 0.31807981 | 1.91624706 | 1.99515765 | 2.01366288 | 1.98069356 | +| 53% | 0.31277682 | 1.88830497 | 1.97806527 | 1.98509138 | 1.96321034 | +| 54% | 0.30909482 | 1.85959029 | 1.95622172 | 1.95310091 | 1.94326388 | +| 55% | 0.30387714 | 1.83397459 | 1.94143692 | 1.92756476 | 1.92491257 | +| 56% | 0.30142547 | 1.80923848 | 1.91668777 | 1.89820490 | 1.90418146 | +| 57% | 0.29696982 | 1.78728112 | 1.88444651 | 1.87247680 | 1.87959074 | +| 58% | 0.29228129 | 1.76227146 | 1.85908499 | 1.84592450 | 1.84875463 | +| 59% | 0.28680748 | 1.73243765 | 1.81982331 | 1.81668079 | 1.81608746 | +| 60% | 0.28189453 | 1.70412916 | 1.79368835 | 1.78083437 | 1.78462167 | +| 61% | 0.27963947 | 1.67037112 | 1.76005599 | 1.74870794 | 1.75424583 | +| 62% | 0.27199529 | 1.63168935 | 1.73251501 | 1.70496682 | 1.73200574 | +| 63% | 0.26526885 | 1.58453514 | 1.70225845 | 1.65267297 | 1.70989190 | +| 64% | 0.25777346 | 1.52475156 | 1.69125835 | 1.58906453 | 1.68847038 | +| 65% | 0.24788157 | 1.45707752 | 1.67675336 | 1.51231204 | 1.67857904 | +| 66% | 0.23451935 | 1.37786417 | 1.66101553 | 1.42781710 | 1.66300026 | +| 67% | 0.21856765 | 1.29460762 | 1.65303524 | 1.33909422 | 1.65275069 | +| 68% | 0.20392170 | 1.21045641 | 1.63829088 | 1.24873090 | 1.64347730 | +| 69% | 0.18837766 | 1.13304838 | 1.62926473 | 1.16786133 | 1.63670536 | +| 70% | 0.17371937 | 1.06500292 | 1.62087893 | 1.09700415 | 1.62721751 | +| 71% | 0.16034087 | 1.01066275 | 1.61425325 | 1.03972706 | 1.62527208 | +| 72% | 0.14969680 | 0.96815397 | 1.60899977 | 0.99236267 | 1.61558762 | +| 73% | 0.14055723 | 0.94242902 | 1.61001382 | 0.96721865 | 1.61241170 | +| 74% | 0.13299158 | 0.93595811 | 1.60323349 | 0.95987161 | 1.61333239 | +| 75% | 0.12580250 | 0.94714656 | 1.60239940 | 0.97142732 | 1.60865686 | +| 76% | 0.12214481 | 0.97865361 | 1.60239347 | 1.00320605 | 1.60654090 | +| 77% | 0.11898033 | 1.02051192 | 1.59719450 | 1.04947672 | 1.60424633 | +| 78% | 0.11697325 | 1.07484405 | 1.60030918 | 1.10630593 | 1.60424585 | +| 79% | 0.10806767 | 1.13378640 | 1.59149590 | 1.16931922 | 1.60094543 | +| 80% | 0.11381021 | 1.19103802 | 1.59645053 | 1.22824400 | 1.60414733 | +| 81% | 0.11273637 | 1.23633540 | 1.58918725 | 1.27583938 | 1.59875605 | +| 82% | 0.11145146 | 1.26805833 | 1.58711892 | 1.31080054 | 1.59664894 | +| 83% | 0.11023792 | 1.28015287 | 1.58524095 | 1.32409833 | 1.59812995 | +| 84% | 0.10892601 | 1.28318846 | 1.58362975 | 1.32714763 | 1.59704432 | +| 85% | 0.10797468 | 1.27610762 | 1.58613008 | 1.32048905 | 1.59251231 | +| 86% | 0.10746955 | 1.26572112 | 1.58024173 | 1.31012488 | 1.59121533 | +| 87% | 0.10616140 | 1.25525402 | 1.58138072 | 1.29568183 | 1.58863214 | +| 88% | 0.10536638 | 1.24449498 | 1.57423902 | 1.28566723 | 1.58473664 | +| 89% | 0.10407503 | 1.23342311 | 1.56861130 | 1.27523582 | 1.58147246 | +| 90% | 0.10343211 | 1.22349161 | 1.56486121 | 1.26352815 | 1.58010230 | +| 91% | 0.10199069 | 1.21193320 | 1.56412944 | 1.24996633 | 1.57374011 | +| 92% | 0.10027401 | 1.20171591 | 1.55446304 | 1.23813923 | 1.56999837 | +| 93% | 0.10037941 | 1.18992679 | 1.55267205 | 1.22586935 | 1.56347315 | +| 94% | 0.09940112 | 1.17844219 | 1.54520297 | 1.21461601 | 1.55417603 | +| 95% | 0.09834751 | 1.15831532 | 1.53321592 | 1.20406608 | 1.54859470 | +| 96% | 0.09733316 | 1.15518236 | 1.52778016 | 1.19177758 | 1.54628448 | +| 97% | 0.09674071 | 1.14897055 | 1.52441397 | 1.18469738 | 1.53989575 | +| 98% | 0.09585526 | 1.14141082 | 1.52359974 | 1.17398594 | 1.53897991 | +| 99% | 0.09487920 | 1.13927124 | 1.51791851 | 1.17473910 | 1.53059037 | +| 100% | 0.09363532 | 1.14092482 | 1.51386707 | 1.17560661 | 1.52763273 | diff --git a/results/k230_dbscan_1_7.svg b/results/k230_dbscan_1_7.svg new file mode 100644 index 0000000..97a5419 --- /dev/null +++ b/results/k230_dbscan_1_7.svg @@ -0,0 +1,257 @@ + + + +Gnuplot +Produced by GNUPLOT 6.0 patchlevel 2 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 0 + + + + + 5 + + + + + 10 + + + + + 15 + + + + + 20 + + + + + 25 + + + + + 30 + + + + + 35 + + + + + 40 + + + + + 0 + + + + + 20 + + + + + 40 + + + + + 60 + + + + + 80 + + + + + 100 + + + + + + + + + risp + + + + + risp + + + + + + vrisp + + + vrisp + + + + + + vrfull + + + vrfull + + + + + + vrfired + + + vrfired + + + + + + vrsynapses + + + vrsynapses + + + + + + + + + + + + Frames per Second + + + + + Activity Percent + + + + + + + DBScan Epsilon: 1, Min. Pts.: 7 + + + + + + + diff --git a/results/k230_dbscan_2_18.svg b/results/k230_dbscan_2_18.svg new file mode 100644 index 0000000..8e437c8 --- /dev/null +++ b/results/k230_dbscan_2_18.svg @@ -0,0 +1,247 @@ + + + +Gnuplot +Produced by GNUPLOT 6.0 patchlevel 2 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 0 + + + + + 5 + + + + + 10 + + + + + 15 + + + + + 20 + + + + + 25 + + + + + 30 + + + + + 0 + + + + + 20 + + + + + 40 + + + + + 60 + + + + + 80 + + + + + 100 + + + + + + + + + risp + + + + + risp + + + + + + vrisp + + + vrisp + + + + + + vrfull + + + vrfull + + + + + + vrfired + + + vrfired + + + + + + vrsynapses + + + vrsynapses + + + + + + + + + + + + Frames per Second + + + + + Activity Percent + + + + + + + DBScan Epsilon: 2, Min. Pts.: 18 + + + + + + + diff --git a/results/k230_dbscan_3_36.svg b/results/k230_dbscan_3_36.svg new file mode 100644 index 0000000..9181f2c --- /dev/null +++ b/results/k230_dbscan_3_36.svg @@ -0,0 +1,242 @@ + + + +Gnuplot +Produced by GNUPLOT 6.0 patchlevel 2 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 0 + + + + + 5 + + + + + 10 + + + + + 15 + + + + + 20 + + + + + 25 + + + + + 0 + + + + + 20 + + + + + 40 + + + + + 60 + + + + + 80 + + + + + 100 + + + + + + + + + risp + + + + + risp + + + + + + vrisp + + + vrisp + + + + + + vrfull + + + vrfull + + + + + + vrfired + + + vrfired + + + + + + vrsynapses + + + vrsynapses + + + + + + + + + + + + Frames per Second + + + + + Activity Percent + + + + + + + DBScan Epsilon: 3, Min. Pts.: 36 + + + + + + + diff --git a/results/k230_dbscan_4_60.svg b/results/k230_dbscan_4_60.svg new file mode 100644 index 0000000..5c32c57 --- /dev/null +++ b/results/k230_dbscan_4_60.svg @@ -0,0 +1,267 @@ + + + +Gnuplot +Produced by GNUPLOT 6.0 patchlevel 2 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 0 + + + + + 2 + + + + + 4 + + + + + 6 + + + + + 8 + + + + + 10 + + + + + 12 + + + + + 14 + + + + + 16 + + + + + 18 + + + + + 20 + + + + + 0 + + + + + 20 + + + + + 40 + + + + + 60 + + + + + 80 + + + + + 100 + + + + + + + + + risp + + + + + risp + + + + + + vrisp + + + vrisp + + + + + + vrfull + + + vrfull + + + + + + vrfired + + + vrfired + + + + + + vrsynapses + + + vrsynapses + + + + + + + + + + + + Frames per Second + + + + + Activity Percent + + + + + + + DBScan Epsilon: 4, Min. Pts.: 60 + + + + + + + diff --git a/results/k230_dbscan_5_90.svg b/results/k230_dbscan_5_90.svg new file mode 100644 index 0000000..055e9ac --- /dev/null +++ b/results/k230_dbscan_5_90.svg @@ -0,0 +1,257 @@ + + + +Gnuplot +Produced by GNUPLOT 6.0 patchlevel 2 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 0 + + + + + 2 + + + + + 4 + + + + + 6 + + + + + 8 + + + + + 10 + + + + + 12 + + + + + 14 + + + + + 16 + + + + + 0 + + + + + 20 + + + + + 40 + + + + + 60 + + + + + 80 + + + + + 100 + + + + + + + + + risp + + + + + risp + + + + + + vrisp + + + vrisp + + + + + + vrfull + + + vrfull + + + + + + vrfired + + + vrfired + + + + + + vrsynapses + + + vrsynapses + + + + + + + + + + + + Frames per Second + + + + + Activity Percent + + + + + + + DBScan Epsilon: 5, Min. Pts.: 90 + + + + + + + diff --git a/results/k230_dbscan_6_120.svg b/results/k230_dbscan_6_120.svg new file mode 100644 index 0000000..556b778 --- /dev/null +++ b/results/k230_dbscan_6_120.svg @@ -0,0 +1,252 @@ + + + +Gnuplot +Produced by GNUPLOT 6.0 patchlevel 2 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 0 + + + + + 2 + + + + + 4 + + + + + 6 + + + + + 8 + + + + + 10 + + + + + 12 + + + + + 14 + + + + + 0 + + + + + 20 + + + + + 40 + + + + + 60 + + + + + 80 + + + + + 100 + + + + + + + + + risp + + + + + risp + + + + + + vrisp + + + vrisp + + + + + + vrfull + + + vrfull + + + + + + vrfired + + + vrfired + + + + + + vrsynapses + + + vrsynapses + + + + + + + + + + + + Frames per Second + + + + + Activity Percent + + + + + + + DBScan Epsilon: 6, Min. Pts.: 120 + + + + + + + diff --git a/tutorial/first_app.html b/tutorial/first_app.html index 9e2098a..5cb1969 100644 --- a/tutorial/first_app.html +++ b/tutorial/first_app.html @@ -3,7 +3,7 @@ "http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd"> - + First App @@ -20,9 +20,9 @@ HOME

First App

-
-

Getting Started

-
+
+

Getting Started

+

Hopefully you’ve read the README, but I’ll repeat the highlights here. We can make the entire project, including dependencies by simply running make. Additionally, you can override the compiler and any flags you wish to pass through to it.

@@ -42,16 +42,16 @@

Getting Started

-
-

Building a Network

-
+
+

Building a Network

+

We have two options for building networks, either by hand or through network_tool.

-
-

By Hand

-
+
+

By Hand

+

This is my preferred option for building small networks as you can get hands on with every bit of the network json.

@@ -124,9 +124,9 @@

By Hand

If we were to try and load this network as it sit we won’t accomplish much. Instead, we need to add neurons and synapses to form our network, which is just like a typical graph data structure.

-
-

Neuron Object

-
+
+

Neuron Object

+

Each neuron has 3 fields, an id, a name, and its values (configuration properties). IDs must be integers, and names can be any string. Values come from the small section at the top of our network json Properties::node_properties, which described the configurable properties of each neuron. In this case we can set the threshold of a neuron from 1 to 7.

@@ -153,9 +153,9 @@

Neuron Object

-
-

Synapse Object

-
+
+

Synapse Object

+

Similarly, a synapse has 3 fields, from, to, and values. From and to reference the id fields of the neurons to be connected, and once again values are the configurable properties for a synapse. In this example we can configure delay and weight.

@@ -195,17 +195,17 @@

Synapse Object

-
-

Inputs/Outputs

-
+
+

Inputs/Outputs

+

The inputs and outputs array simply specify the id of each input/output neuron. Do note that the order matters here when it comes to interacting with the processor, which we will see in more detail once we get to the C++ side of things.

-
-

Creating a Graph

-
+
+

Creating a Graph

+

Lets build our first network! We’ll keep things simple by building an AND gate, which has 2 input neurons and 1 output neuron.

@@ -232,7 +232,7 @@

Creating a Graph

-
+

and_network.png

@@ -246,9 +246,9 @@

Creating a Graph

| [[.Edges[].from],[.Edges[].to], [.Edges[].values[1]]] | transpose | map (.[0] as $zero - | .[1] as $one - | .[2] as $weight - | [($Nodes[] | select(.id == $zero)).name, ($Nodes[] | select(.id == $one)).name, $weight]) + | .[1] as $one + | .[2] as $weight + | [($Nodes[] | select(.id == $zero)).name, ($Nodes[] | select(.id == $one)).name, $weight]) | map ( "\(. [0]),\(. [1]) | (color=\(. [2] | if . >= 0 then "black" else "red" end));")' networks/and_vrisp.json | sed -E -e 's/\[/digraph G \{/' -e 's/\]/}/' -e 's/,/" -> "/' -e 's/ \|/"/' -e 's/,//' -e 's/"$//' -e 's/\(/\[/' -e 's/\)/\]/' @@ -268,9 +268,9 @@

Creating a Graph

-
-

Using Network Tool

-
+
+

Using Network Tool

+

The easier way to create these networks is to use network_tool from the framework. The actual process is much less involved, but it does require some initial setup that I’ve taken care of for you here. In order to use network_tool you will need an empty network, which can be generated via the processor_tool. A few empty networks are provided in the vrisp/networks directory.

@@ -326,9 +326,9 @@

Using Network Tool

-
-

Testing the Network

-
+
+

Testing the Network

+

We have a network, but no real way to interact with it yet. Let’s take a quick moment to discuss the processor_tool.

@@ -366,7 +366,7 @@

Testing the Network -
+

tutorial_and.png

@@ -375,21 +375,21 @@

Testing the Network -
+
 Another aspect of network design we have neglected to talk about thus far is leak. The concept is simple in VRISP, when a neuron doesn't fire it either leaks away all of its charge each timestep, or it carrys its charge over to the next timestep. These modes are called "all" and "none" respectively. For the network shown here we are choosing to leak away all charge at every time step.

-
-

Building our App

-
+
+

Building our App

+

Now we can start building the standalone app that will run our network. To keep things simple, we will write everything in a single C++ source file so that you can see and understand the entire program. The entire file can be found here.

-
-

Includes

-
+
+

Includes

+
#include "framework.hpp"
 #include <fstream>
@@ -405,9 +405,9 @@ 
Includes
-
-

Load Network

-
+
+

Load Network

+

Due to the framework being a general purpose piece of software it has many different ways to accomplish what you intend to do. To keep things simple we are going copy the code for loading a network out of the processor_tool code.

@@ -454,9 +454,9 @@

Load Network

-
-

Main

-
+
+

Main

+

For the purposes of this tutorial we will keep the user interface simple. Our app will accept 3 command line arguments: the network json, a value for input neuron A, and a value for input neuron B. These 2 values will be spiked into the network and our processor will report back if they caused the output neuron (A&B) to spike.

@@ -504,9 +504,9 @@

Main

-
-

Using our App

-
+
+

Using our App

+

I’ve written a makefile rule that should allow you to just run make tutorial and it should produce a binary under bin/tutorial_app_vrisp. Let’s try running it a few times.

@@ -534,20 +534,19 @@

Using our App

-
-

Extra Credit

-
+
+

Extra Credit

+

Let’s go one step further and get this app running on a raspberry pi, with real world inputs to our processor. We can wire up 2 buttons to act as the A and B inputs to the logic gate.

-Most of the code will stay the same, so I will only show differences here. To begin include the WiringPi header. +Most of the code will stay the same, so I will only show differences here, although the full source file can be found under tutorial/src/tutorial_and_pi_app.cpp. To begin include the WiringPi header. 

#include <wiringPi.h>
-// ...
@@ -605,7 +604,7 @@

Extra Credit

-Feel free to change the pins used for either button, but for conveniece they are set to GPIO 17 and 23 (Physical pins 11 and 16). +Feel free to change the pins used for either button, but for convenience they are set to GPIO 17 and 23 (Physical pins 11 and 16).

@@ -630,9 +629,9 @@

Extra Credit

-
-

Next Steps

-
+
+

Next Steps

+

Now that we’ve covered the entire process end-to-end I hope you’ve begun to think of other application ideas. Naturally, neuromorphic computing is an attractive platform for control applications, which we’ll take a look at building in the next tutorial. The key here is that the platform is a solid base to build upon, that should be able to support a wide range of applications

@@ -642,7 +641,7 @@

Next Steps

Date: 1/15/25

Author: Jackson Mowry

-

Created: 2025-01-15 Wed 18:42

+

Created: 2025-01-16 Thu 05:29

diff --git a/tutorial/first_app.org b/tutorial/first_app.org index c85651c..82c3427 100644 --- a/tutorial/first_app.org +++ b/tutorial/first_app.org @@ -131,9 +131,9 @@ jq '.Nodes as $Nodes | [[.Edges[].from],[.Edges[].to], [.Edges[].values[1]]] | transpose | map (.[0] as $zero - | .[1] as $one - | .[2] as $weight - | [($Nodes[] | select(.id == $zero)).name, ($Nodes[] | select(.id == $one)).name, $weight]) + | .[1] as $one + | .[2] as $weight + | [($Nodes[] | select(.id == $zero)).name, ($Nodes[] | select(.id == $one)).name, $weight]) | map ( "\(. [0]),\(. [1]) | (color=\(. [2] | if . >= 0 then "black" else "red" end));")' networks/and_vrisp.json | sed -E -e 's/\[/digraph G \{/' -e 's/\]/}/' -e 's/,/" -> "/' -e 's/ \|/"/' -e 's/,//' -e 's/"$//' -e 's/\(/\[/' -e 's/\)/\]/' #+end_src @@ -346,16 +346,58 @@ We can see that our app correctly produces the truth table for an =AND= gate! No * /_Extra Credit_/ Let's go one step further and get this app running on a raspberry pi, with real world inputs to our processor. We can wire up 2 buttons to act as the =A= and =B= inputs to the logic gate. -Most of the code will stay the same, so I will only show differences here. To begin include the =WiringPi= header. +Most of the code will stay the same, so I will only show differences here, although the full source file can be found under =tutorial/src/tutorial_and_pi_app.cpp=. To begin include the =WiringPi= header. -#+begin_src C +#+begin_src C :tangle "src/tutorial_and_pi_app.cpp" :main no #include -// ... +#+end_src + +#+begin_src C :tangle "src/tutorial_and_pi_app.cpp" :main no :exports none +#include +#include "framework.hpp" + +using namespace std; +using namespace neuro; +using nlohmann::json; + +Network *load_network(Processor **pp, const json &network_json) { + Network *net; + json proc_params; + string proc_name; + Processor *p; + + net = new Network(); + net->from_json(network_json); + + p = *pp; + if (p == nullptr) { + proc_params = net->get_data("proc_params"); + proc_name = net->get_data("other")["proc_name"]; + p = Processor::make(proc_name, proc_params); + *pp = p; + } + + if (p->get_network_properties().as_json() != + net->get_properties().as_json()) { + fprintf( + stderr, + "%s: load_network: Network and processor properties do not match.\n", + __FILE__); + return nullptr; + } + + if (!p->load_network(net)) { + fprintf(stderr, "%s: load_network: Failed to load network.\n", __FILE__); + return nullptr; + } + + return net; +} #+end_src Then we need to initialize the GPIO state on the pi. -#+begin_src C +#+begin_src C :tangle "src/tutorial_and_pi_app.cpp" :main no int main(int argc, char *argv[]) { if (argc != 2) { fprintf(stderr, "usage: %s network_json\n", argv[0]); diff --git a/tutorial/src/tutorial_pi_app.cpp b/tutorial/src/tutorial_and_pi_app.cpp similarity index 94% rename from tutorial/src/tutorial_pi_app.cpp rename to tutorial/src/tutorial_and_pi_app.cpp index 41672bb..84bac70 100644 --- a/tutorial/src/tutorial_pi_app.cpp +++ b/tutorial/src/tutorial_and_pi_app.cpp @@ -74,8 +74,8 @@ int main(int argc, char *argv[]) { int AState = digitalRead(APin); int BState = digitalRead(BPin); - p->apply_spike(Spike(0, 0, AState)); - p->apply_spike(Spike(1, 0, BState)); + p->apply_spike(Spike(0, 0, AState == LOW)); + p->apply_spike(Spike(1, 0, BState == LOW)); p->run(2);