diff --git a/1-runs/run-2024-04-01---17-10-tcg40/outputs/benchmarks-allocator-log-noreuse.csv b/1-runs/run-2024-04-01---17-10-tcg40/outputs/benchmarks-allocator-log-noreuse.csv index 25dfb6f3df12..e32478270c19 100644 --- a/1-runs/run-2024-04-01---17-10-tcg40/outputs/benchmarks-allocator-log-noreuse.csv +++ b/1-runs/run-2024-04-01---17-10-tcg40/outputs/benchmarks-allocator-log-noreuse.csv @@ -1,31 +1,220 @@ -binarytrees.lean,rss, 37224448 -binarytrees.lean,num_alloc, 2922 -binarytrees.lean,num_small_alloc, 1611361 -binarytrees.lean,num_dealloc, 101 -binarytrees.lean,num_small_dealloc, 1600945 -binarytrees.lean,num_segments, 7 -binarytrees.lean,num_pages, 3783 +rbmap_checkpoint.lean,rss, 2428108800 +rbmap_checkpoint.lean,num_alloc, 2874 +rbmap_checkpoint.lean,num_small_alloc, 60683888 +rbmap_checkpoint.lean,num_dealloc, 56 +rbmap_checkpoint.lean,num_small_dealloc, 60673473 +rbmap_checkpoint.lean,num_segments, 289 +rbmap_checkpoint.lean,num_pages, 295480 +rbmap_checkpoint.lean,num_exports, 0 +rbmap_checkpoint.lean,num_recycled_pages, 294927 +rbmap_checkpoint.lean,rss, 2428239872 +rbmap_checkpoint.lean,num_alloc, 2874 +rbmap_checkpoint.lean,num_small_alloc, 60683888 +rbmap_checkpoint.lean,num_dealloc, 56 +rbmap_checkpoint.lean,num_small_dealloc, 60673473 +rbmap_checkpoint.lean,num_segments, 289 +rbmap_checkpoint.lean,num_pages, 295480 +rbmap_checkpoint.lean,num_exports, 0 +rbmap_checkpoint.lean,num_recycled_pages, 294927 +rbmap_checkpoint.lean,rss, 2428239872 +rbmap_checkpoint.lean,num_alloc, 2874 +rbmap_checkpoint.lean,num_small_alloc, 60683887 +rbmap_checkpoint.lean,num_dealloc, 56 +rbmap_checkpoint.lean,num_small_dealloc, 60673472 +rbmap_checkpoint.lean,num_segments, 289 +rbmap_checkpoint.lean,num_pages, 295480 +rbmap_checkpoint.lean,num_exports, 0 +rbmap_checkpoint.lean,num_recycled_pages, 294927 +rbmap_checkpoint.lean,rss, 2428370944 +rbmap_checkpoint.lean,num_alloc, 2874 +rbmap_checkpoint.lean,num_small_alloc, 60683887 +rbmap_checkpoint.lean,num_dealloc, 56 +rbmap_checkpoint.lean,num_small_dealloc, 60673472 +rbmap_checkpoint.lean,num_segments, 289 +rbmap_checkpoint.lean,num_pages, 295480 +rbmap_checkpoint.lean,num_exports, 0 +rbmap_checkpoint.lean,num_recycled_pages, 294927 +rbmap_checkpoint.lean,rss, 2428239872 +rbmap_checkpoint.lean,num_alloc, 2874 +rbmap_checkpoint.lean,num_small_alloc, 60683887 +rbmap_checkpoint.lean,num_dealloc, 56 +rbmap_checkpoint.lean,num_small_dealloc, 60673472 +rbmap_checkpoint.lean,num_segments, 289 +rbmap_checkpoint.lean,num_pages, 295480 +rbmap_checkpoint.lean,num_exports, 0 +rbmap_checkpoint.lean,num_recycled_pages, 294927 +binarytrees.lean,rss, 183894016 +binarytrees.lean,num_alloc, 2941 +binarytrees.lean,num_small_alloc, 305496446 +binarytrees.lean,num_dealloc, 120 +binarytrees.lean,num_small_dealloc, 305486030 +binarytrees.lean,num_segments, 26 +binarytrees.lean,num_pages, 21654 binarytrees.lean,num_exports, 0 -binarytrees.lean,num_recycled_pages, 2448 -const_fold.lean,rss, 18219008 -const_fold.lean,num_alloc, 2876 -const_fold.lean,num_small_alloc, 109322 -const_fold.lean,num_dealloc, 55 -const_fold.lean,num_small_dealloc, 98906 -const_fold.lean,num_segments, 1 -const_fold.lean,num_pages, 797 +binarytrees.lean,num_recycled_pages, 610206 +binarytrees.lean,rss, 184025088 +binarytrees.lean,num_alloc, 2941 +binarytrees.lean,num_small_alloc, 305496446 +binarytrees.lean,num_dealloc, 120 +binarytrees.lean,num_small_dealloc, 305486030 +binarytrees.lean,num_segments, 26 +binarytrees.lean,num_pages, 21654 +binarytrees.lean,num_exports, 0 +binarytrees.lean,num_recycled_pages, 610206 +binarytrees.lean,rss, 183894016 +binarytrees.lean,num_alloc, 2941 +binarytrees.lean,num_small_alloc, 305496446 +binarytrees.lean,num_dealloc, 120 +binarytrees.lean,num_small_dealloc, 305486030 +binarytrees.lean,num_segments, 26 +binarytrees.lean,num_pages, 21654 +binarytrees.lean,num_exports, 0 +binarytrees.lean,num_recycled_pages, 610206 +binarytrees.lean,rss, 183762944 +binarytrees.lean,num_alloc, 2941 +binarytrees.lean,num_small_alloc, 305496447 +binarytrees.lean,num_dealloc, 120 +binarytrees.lean,num_small_dealloc, 305486031 +binarytrees.lean,num_segments, 26 +binarytrees.lean,num_pages, 21654 +binarytrees.lean,num_exports, 0 +binarytrees.lean,num_recycled_pages, 610206 +binarytrees.lean,rss, 183762944 +binarytrees.lean,num_alloc, 2941 +binarytrees.lean,num_small_alloc, 305496447 +binarytrees.lean,num_dealloc, 120 +binarytrees.lean,num_small_dealloc, 305486031 +binarytrees.lean,num_segments, 26 +binarytrees.lean,num_pages, 21654 +binarytrees.lean,num_exports, 0 +binarytrees.lean,num_recycled_pages, 610206 +const_fold.lean,rss, 183762944 +const_fold.lean,num_alloc, 2941 +const_fold.lean,num_small_alloc, 305496447 +const_fold.lean,num_dealloc, 120 +const_fold.lean,num_small_dealloc, 305486031 +const_fold.lean,num_segments, 26 +const_fold.lean,num_pages, 21654 +const_fold.lean,num_exports, 0 +const_fold.lean,num_recycled_pages, 610206 +const_fold.lean,rss, 183762944 +const_fold.lean,num_alloc, 2941 +const_fold.lean,num_small_alloc, 305496447 +const_fold.lean,num_dealloc, 120 +const_fold.lean,num_small_dealloc, 305486031 +const_fold.lean,num_segments, 26 +const_fold.lean,num_pages, 21654 +const_fold.lean,num_exports, 0 +const_fold.lean,num_recycled_pages, 610206 +const_fold.lean,rss, 183762944 +const_fold.lean,num_alloc, 2941 +const_fold.lean,num_small_alloc, 305496447 +const_fold.lean,num_dealloc, 120 +const_fold.lean,num_small_dealloc, 305486031 +const_fold.lean,num_segments, 26 +const_fold.lean,num_pages, 21654 +const_fold.lean,num_exports, 0 +const_fold.lean,num_recycled_pages, 610206 +const_fold.lean,rss, 183762944 +const_fold.lean,num_alloc, 2941 +const_fold.lean,num_small_alloc, 305496447 +const_fold.lean,num_dealloc, 120 +const_fold.lean,num_small_dealloc, 305486031 +const_fold.lean,num_segments, 26 +const_fold.lean,num_pages, 21654 +const_fold.lean,num_exports, 0 +const_fold.lean,num_recycled_pages, 610206 +const_fold.lean,rss, 183762944 +const_fold.lean,num_alloc, 2941 +const_fold.lean,num_small_alloc, 305496447 +const_fold.lean,num_dealloc, 120 +const_fold.lean,num_small_dealloc, 305486031 +const_fold.lean,num_segments, 26 +const_fold.lean,num_pages, 21654 const_fold.lean,num_exports, 0 -const_fold.lean,num_recycled_pages, 269 -deriv.lean,rss, 67502080 -deriv.lean,num_alloc, 2911 -deriv.lean,num_small_alloc, 3326017 -deriv.lean,num_dealloc, 87 -deriv.lean,num_small_dealloc, 3315585 -deriv.lean,num_segments, 8 -deriv.lean,num_pages, 7449 +const_fold.lean,num_recycled_pages, 610206 +deriv.lean,rss, 452329472 +deriv.lean,num_alloc, 2915 +deriv.lean,num_small_alloc, 25927461 +deriv.lean,num_dealloc, 91 +deriv.lean,num_small_dealloc, 25917029 +deriv.lean,num_segments, 54 +deriv.lean,num_pages, 54403 deriv.lean,num_exports, 0 -deriv.lean,num_recycled_pages, 6898 -liasolver.lean,rss, 50987008 +deriv.lean,num_recycled_pages, 53855 +deriv.lean,rss, 452460544 +deriv.lean,num_alloc, 2915 +deriv.lean,num_small_alloc, 25927460 +deriv.lean,num_dealloc, 91 +deriv.lean,num_small_dealloc, 25917028 +deriv.lean,num_segments, 54 +deriv.lean,num_pages, 54403 +deriv.lean,num_exports, 0 +deriv.lean,num_recycled_pages, 53855 +deriv.lean,rss, 452591616 +deriv.lean,num_alloc, 2915 +deriv.lean,num_small_alloc, 25927460 +deriv.lean,num_dealloc, 91 +deriv.lean,num_small_dealloc, 25917028 +deriv.lean,num_segments, 54 +deriv.lean,num_pages, 54403 +deriv.lean,num_exports, 0 +deriv.lean,num_recycled_pages, 53855 +deriv.lean,rss, 452591616 +deriv.lean,num_alloc, 2915 +deriv.lean,num_small_alloc, 25927461 +deriv.lean,num_dealloc, 91 +deriv.lean,num_small_dealloc, 25917029 +deriv.lean,num_segments, 54 +deriv.lean,num_pages, 54403 +deriv.lean,num_exports, 0 +deriv.lean,num_recycled_pages, 53855 +deriv.lean,rss, 452460544 +deriv.lean,num_alloc, 2915 +deriv.lean,num_small_alloc, 25927460 +deriv.lean,num_dealloc, 91 +deriv.lean,num_small_dealloc, 25917028 +deriv.lean,num_segments, 54 +deriv.lean,num_pages, 54403 +deriv.lean,num_exports, 0 +deriv.lean,num_recycled_pages, 53855 +liasolver.lean,rss, 50724864 +liasolver.lean,num_alloc, 65065 +liasolver.lean,num_small_alloc, 8261166 +liasolver.lean,num_dealloc, 36043 +liasolver.lean,num_small_dealloc, 8117401 +liasolver.lean,num_segments, 2 +liasolver.lean,num_pages, 1426 +liasolver.lean,num_exports, 0 +liasolver.lean,num_recycled_pages, 7583 +liasolver.lean,rss, 52035584 +liasolver.lean,num_alloc, 65065 +liasolver.lean,num_small_alloc, 8261167 +liasolver.lean,num_dealloc, 36043 +liasolver.lean,num_small_dealloc, 8117402 +liasolver.lean,num_segments, 2 +liasolver.lean,num_pages, 1426 +liasolver.lean,num_exports, 0 +liasolver.lean,num_recycled_pages, 7583 +liasolver.lean,rss, 52166656 +liasolver.lean,num_alloc, 65065 +liasolver.lean,num_small_alloc, 8261166 +liasolver.lean,num_dealloc, 36043 +liasolver.lean,num_small_dealloc, 8117401 +liasolver.lean,num_segments, 2 +liasolver.lean,num_pages, 1426 +liasolver.lean,num_exports, 0 +liasolver.lean,num_recycled_pages, 7583 +liasolver.lean,rss, 52166656 +liasolver.lean,num_alloc, 65065 +liasolver.lean,num_small_alloc, 8261166 +liasolver.lean,num_dealloc, 36043 +liasolver.lean,num_small_dealloc, 8117401 +liasolver.lean,num_segments, 2 +liasolver.lean,num_pages, 1426 +liasolver.lean,num_exports, 0 +liasolver.lean,num_recycled_pages, 7583 +liasolver.lean,rss, 52428800 liasolver.lean,num_alloc, 65065 liasolver.lean,num_small_alloc, 8261166 liasolver.lean,num_dealloc, 36043 @@ -34,30 +223,183 @@ liasolver.lean,num_segments, 2 liasolver.lean,num_pages, 1426 liasolver.lean,num_exports, 0 liasolver.lean,num_recycled_pages, 7583 -rbmap_fbip.lean,rss, 10616832 -rbmap_fbip.lean,num_alloc, 2867 -rbmap_fbip.lean,num_small_alloc, 11003 -rbmap_fbip.lean,num_dealloc, 52 -rbmap_fbip.lean,num_small_dealloc, 592 -rbmap_fbip.lean,num_segments, 1 -rbmap_fbip.lean,num_pages, 552 +qsort.lean,rss, 10878976 +qsort.lean,num_alloc, 1082080 +qsort.lean,num_small_alloc, 32953032 +qsort.lean,num_dealloc, 1079251 +qsort.lean,num_small_dealloc, 32942591 +qsort.lean,num_segments, 1 +qsort.lean,num_pages, 552 +qsort.lean,num_exports, 0 +qsort.lean,num_recycled_pages, 0 +qsort.lean,rss, 10878976 +qsort.lean,num_alloc, 1082080 +qsort.lean,num_small_alloc, 32953032 +qsort.lean,num_dealloc, 1079251 +qsort.lean,num_small_dealloc, 32942591 +qsort.lean,num_segments, 1 +qsort.lean,num_pages, 552 +qsort.lean,num_exports, 0 +qsort.lean,num_recycled_pages, 0 +qsort.lean,rss, 11010048 +qsort.lean,num_alloc, 1082080 +qsort.lean,num_small_alloc, 32953032 +qsort.lean,num_dealloc, 1079251 +qsort.lean,num_small_dealloc, 32942591 +qsort.lean,num_segments, 1 +qsort.lean,num_pages, 552 +qsort.lean,num_exports, 0 +qsort.lean,num_recycled_pages, 0 +qsort.lean,rss, 10747904 +qsort.lean,num_alloc, 1082080 +qsort.lean,num_small_alloc, 32953031 +qsort.lean,num_dealloc, 1079251 +qsort.lean,num_small_dealloc, 32942590 +qsort.lean,num_segments, 1 +qsort.lean,num_pages, 552 +qsort.lean,num_exports, 0 +qsort.lean,num_recycled_pages, 0 +qsort.lean,rss, 10878976 +qsort.lean,num_alloc, 1082080 +qsort.lean,num_small_alloc, 32953031 +qsort.lean,num_dealloc, 1079251 +qsort.lean,num_small_dealloc, 32942590 +qsort.lean,num_segments, 1 +qsort.lean,num_pages, 552 +qsort.lean,num_exports, 0 +qsort.lean,num_recycled_pages, 0 +rbmap_fbip.lean,rss, 116785152 +rbmap_fbip.lean,num_alloc, 2868 +rbmap_fbip.lean,num_small_alloc, 115356732 +rbmap_fbip.lean,num_dealloc, 53 +rbmap_fbip.lean,num_small_dealloc, 115346321 +rbmap_fbip.lean,num_segments, 14 +rbmap_fbip.lean,num_pages, 13477 +rbmap_fbip.lean,num_exports, 0 +rbmap_fbip.lean,num_recycled_pages, 63593 +rbmap_fbip.lean,rss, 116916224 +rbmap_fbip.lean,num_alloc, 2868 +rbmap_fbip.lean,num_small_alloc, 115356733 +rbmap_fbip.lean,num_dealloc, 53 +rbmap_fbip.lean,num_small_dealloc, 115346322 +rbmap_fbip.lean,num_segments, 14 +rbmap_fbip.lean,num_pages, 13477 rbmap_fbip.lean,num_exports, 0 -rbmap_fbip.lean,num_recycled_pages, 0 -rbmap.lean,rss, 14942208 +rbmap_fbip.lean,num_recycled_pages, 63593 +rbmap_fbip.lean,rss, 116916224 +rbmap_fbip.lean,num_alloc, 2868 +rbmap_fbip.lean,num_small_alloc, 115356733 +rbmap_fbip.lean,num_dealloc, 53 +rbmap_fbip.lean,num_small_dealloc, 115346322 +rbmap_fbip.lean,num_segments, 14 +rbmap_fbip.lean,num_pages, 13477 +rbmap_fbip.lean,num_exports, 0 +rbmap_fbip.lean,num_recycled_pages, 63593 +rbmap_fbip.lean,rss, 117047296 +rbmap_fbip.lean,num_alloc, 2868 +rbmap_fbip.lean,num_small_alloc, 115356732 +rbmap_fbip.lean,num_dealloc, 53 +rbmap_fbip.lean,num_small_dealloc, 115346321 +rbmap_fbip.lean,num_segments, 14 +rbmap_fbip.lean,num_pages, 13477 +rbmap_fbip.lean,num_exports, 0 +rbmap_fbip.lean,num_recycled_pages, 63593 +rbmap_fbip.lean,rss, 116916224 +rbmap_fbip.lean,num_alloc, 2868 +rbmap_fbip.lean,num_small_alloc, 115356733 +rbmap_fbip.lean,num_dealloc, 53 +rbmap_fbip.lean,num_small_dealloc, 115346322 +rbmap_fbip.lean,num_segments, 14 +rbmap_fbip.lean,num_pages, 13477 +rbmap_fbip.lean,num_exports, 0 +rbmap_fbip.lean,num_recycled_pages, 63593 +rbmap.lean,rss, 91881472 rbmap.lean,num_alloc, 2868 -rbmap.lean,num_small_alloc, 111009 +rbmap.lean,num_small_alloc, 2011011 rbmap.lean,num_dealloc, 53 -rbmap.lean,num_small_dealloc, 100598 -rbmap.lean,num_segments, 2 -rbmap.lean,num_pages, 1045 +rbmap.lean,num_small_dealloc, 2000600 +rbmap.lean,num_segments, 11 +rbmap.lean,num_pages, 10405 rbmap.lean,num_exports, 0 -rbmap.lean,num_recycled_pages, 492 -unionfind.lean,rss, 13492224 -unionfind.lean,num_alloc, 2891 -unionfind.lean,num_small_alloc, 2956047 -unionfind.lean,num_dealloc, 69 -unionfind.lean,num_small_dealloc, 2945626 -unionfind.lean,num_segments, 1 -unionfind.lean,num_pages, 769 +rbmap.lean,num_recycled_pages, 9852 +rbmap.lean,rss, 91881472 +rbmap.lean,num_alloc, 2868 +rbmap.lean,num_small_alloc, 2011011 +rbmap.lean,num_dealloc, 53 +rbmap.lean,num_small_dealloc, 2000600 +rbmap.lean,num_segments, 11 +rbmap.lean,num_pages, 10405 +rbmap.lean,num_exports, 0 +rbmap.lean,num_recycled_pages, 9852 +rbmap.lean,rss, 91881472 +rbmap.lean,num_alloc, 2868 +rbmap.lean,num_small_alloc, 2011010 +rbmap.lean,num_dealloc, 53 +rbmap.lean,num_small_dealloc, 2000599 +rbmap.lean,num_segments, 11 +rbmap.lean,num_pages, 10405 +rbmap.lean,num_exports, 0 +rbmap.lean,num_recycled_pages, 9852 +rbmap.lean,rss, 91881472 +rbmap.lean,num_alloc, 2868 +rbmap.lean,num_small_alloc, 2011011 +rbmap.lean,num_dealloc, 53 +rbmap.lean,num_small_dealloc, 2000600 +rbmap.lean,num_segments, 11 +rbmap.lean,num_pages, 10405 +rbmap.lean,num_exports, 0 +rbmap.lean,num_recycled_pages, 9852 +rbmap.lean,rss, 91881472 +rbmap.lean,num_alloc, 2868 +rbmap.lean,num_small_alloc, 2011010 +rbmap.lean,num_dealloc, 53 +rbmap.lean,num_small_dealloc, 2000599 +rbmap.lean,num_segments, 11 +rbmap.lean,num_pages, 10405 +rbmap.lean,num_exports, 0 +rbmap.lean,num_recycled_pages, 9852 +unionfind.lean,rss, 107331584 +unionfind.lean,num_alloc, 2896 +unionfind.lean,num_small_alloc, 152416049 +unionfind.lean,num_dealloc, 74 +unionfind.lean,num_small_dealloc, 152405628 +unionfind.lean,num_segments, 10 +unionfind.lean,num_pages, 9428 +unionfind.lean,num_exports, 0 +unionfind.lean,num_recycled_pages, 18257 +unionfind.lean,rss, 107593728 +unionfind.lean,num_alloc, 2896 +unionfind.lean,num_small_alloc, 152416049 +unionfind.lean,num_dealloc, 74 +unionfind.lean,num_small_dealloc, 152405628 +unionfind.lean,num_segments, 10 +unionfind.lean,num_pages, 9428 +unionfind.lean,num_exports, 0 +unionfind.lean,num_recycled_pages, 18257 +unionfind.lean,rss, 107724800 +unionfind.lean,num_alloc, 2896 +unionfind.lean,num_small_alloc, 152416050 +unionfind.lean,num_dealloc, 74 +unionfind.lean,num_small_dealloc, 152405629 +unionfind.lean,num_segments, 10 +unionfind.lean,num_pages, 9428 +unionfind.lean,num_exports, 0 +unionfind.lean,num_recycled_pages, 18257 +unionfind.lean,rss, 107462656 +unionfind.lean,num_alloc, 2896 +unionfind.lean,num_small_alloc, 152416049 +unionfind.lean,num_dealloc, 74 +unionfind.lean,num_small_dealloc, 152405628 +unionfind.lean,num_segments, 10 +unionfind.lean,num_pages, 9428 +unionfind.lean,num_exports, 0 +unionfind.lean,num_recycled_pages, 18257 +unionfind.lean,rss, 107724800 +unionfind.lean,num_alloc, 2896 +unionfind.lean,num_small_alloc, 152416049 +unionfind.lean,num_dealloc, 74 +unionfind.lean,num_small_dealloc, 152405628 +unionfind.lean,num_segments, 10 +unionfind.lean,num_pages, 9428 unionfind.lean,num_exports, 0 -unionfind.lean,num_recycled_pages, 679 +unionfind.lean,num_recycled_pages, 18257 diff --git a/1-runs/run-2024-04-01---17-10-tcg40/outputs/benchmarks-allocator-log-reuse.csv b/1-runs/run-2024-04-01---17-10-tcg40/outputs/benchmarks-allocator-log-reuse.csv index 421ed6d2cd54..1867059792f4 100644 --- a/1-runs/run-2024-04-01---17-10-tcg40/outputs/benchmarks-allocator-log-reuse.csv +++ b/1-runs/run-2024-04-01---17-10-tcg40/outputs/benchmarks-allocator-log-reuse.csv @@ -1,31 +1,220 @@ -binarytrees.lean,rss, 37355520 -binarytrees.lean,num_alloc, 2922 -binarytrees.lean,num_small_alloc, 1611361 -binarytrees.lean,num_dealloc, 101 -binarytrees.lean,num_small_dealloc, 1600945 -binarytrees.lean,num_segments, 7 -binarytrees.lean,num_pages, 3783 +rbmap_checkpoint.lean,rss, 2427715584 +rbmap_checkpoint.lean,num_alloc, 2874 +rbmap_checkpoint.lean,num_small_alloc, 60683887 +rbmap_checkpoint.lean,num_dealloc, 56 +rbmap_checkpoint.lean,num_small_dealloc, 60673472 +rbmap_checkpoint.lean,num_segments, 289 +rbmap_checkpoint.lean,num_pages, 295480 +rbmap_checkpoint.lean,num_exports, 0 +rbmap_checkpoint.lean,num_recycled_pages, 294927 +rbmap_checkpoint.lean,rss, 2428108800 +rbmap_checkpoint.lean,num_alloc, 2874 +rbmap_checkpoint.lean,num_small_alloc, 60683888 +rbmap_checkpoint.lean,num_dealloc, 56 +rbmap_checkpoint.lean,num_small_dealloc, 60673473 +rbmap_checkpoint.lean,num_segments, 289 +rbmap_checkpoint.lean,num_pages, 295480 +rbmap_checkpoint.lean,num_exports, 0 +rbmap_checkpoint.lean,num_recycled_pages, 294927 +rbmap_checkpoint.lean,rss, 2428239872 +rbmap_checkpoint.lean,num_alloc, 2874 +rbmap_checkpoint.lean,num_small_alloc, 60683888 +rbmap_checkpoint.lean,num_dealloc, 56 +rbmap_checkpoint.lean,num_small_dealloc, 60673473 +rbmap_checkpoint.lean,num_segments, 289 +rbmap_checkpoint.lean,num_pages, 295480 +rbmap_checkpoint.lean,num_exports, 0 +rbmap_checkpoint.lean,num_recycled_pages, 294927 +rbmap_checkpoint.lean,rss, 2428239872 +rbmap_checkpoint.lean,num_alloc, 2874 +rbmap_checkpoint.lean,num_small_alloc, 60683887 +rbmap_checkpoint.lean,num_dealloc, 56 +rbmap_checkpoint.lean,num_small_dealloc, 60673472 +rbmap_checkpoint.lean,num_segments, 289 +rbmap_checkpoint.lean,num_pages, 295480 +rbmap_checkpoint.lean,num_exports, 0 +rbmap_checkpoint.lean,num_recycled_pages, 294927 +rbmap_checkpoint.lean,rss, 2428239872 +rbmap_checkpoint.lean,num_alloc, 2874 +rbmap_checkpoint.lean,num_small_alloc, 60683887 +rbmap_checkpoint.lean,num_dealloc, 56 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-deriv.lean,num_dealloc, 87 -deriv.lean,num_small_dealloc, 3315584 -deriv.lean,num_segments, 8 -deriv.lean,num_pages, 7449 +const_fold.lean,num_recycled_pages, 610206 +deriv.lean,rss, 452329472 +deriv.lean,num_alloc, 2915 +deriv.lean,num_small_alloc, 25927461 +deriv.lean,num_dealloc, 91 +deriv.lean,num_small_dealloc, 25917029 +deriv.lean,num_segments, 54 +deriv.lean,num_pages, 54403 deriv.lean,num_exports, 0 -deriv.lean,num_recycled_pages, 6898 -liasolver.lean,rss, 49152000 +deriv.lean,num_recycled_pages, 53855 +deriv.lean,rss, 452329472 +deriv.lean,num_alloc, 2915 +deriv.lean,num_small_alloc, 25927461 +deriv.lean,num_dealloc, 91 +deriv.lean,num_small_dealloc, 25917029 +deriv.lean,num_segments, 54 +deriv.lean,num_pages, 54403 +deriv.lean,num_exports, 0 +deriv.lean,num_recycled_pages, 53855 +deriv.lean,rss, 452329472 +deriv.lean,num_alloc, 2915 +deriv.lean,num_small_alloc, 25927461 +deriv.lean,num_dealloc, 91 +deriv.lean,num_small_dealloc, 25917029 +deriv.lean,num_segments, 54 +deriv.lean,num_pages, 54403 +deriv.lean,num_exports, 0 +deriv.lean,num_recycled_pages, 53855 +deriv.lean,rss, 452329472 +deriv.lean,num_alloc, 2915 +deriv.lean,num_small_alloc, 25927461 +deriv.lean,num_dealloc, 91 +deriv.lean,num_small_dealloc, 25917029 +deriv.lean,num_segments, 54 +deriv.lean,num_pages, 54403 +deriv.lean,num_exports, 0 +deriv.lean,num_recycled_pages, 53855 +deriv.lean,rss, 452460544 +deriv.lean,num_alloc, 2915 +deriv.lean,num_small_alloc, 25927460 +deriv.lean,num_dealloc, 91 +deriv.lean,num_small_dealloc, 25917028 +deriv.lean,num_segments, 54 +deriv.lean,num_pages, 54403 +deriv.lean,num_exports, 0 +deriv.lean,num_recycled_pages, 53855 +liasolver.lean,rss, 48627712 +liasolver.lean,num_alloc, 65075 +liasolver.lean,num_small_alloc, 8261186 +liasolver.lean,num_dealloc, 36046 +liasolver.lean,num_small_dealloc, 8117410 +liasolver.lean,num_segments, 2 +liasolver.lean,num_pages, 1425 +liasolver.lean,num_exports, 0 +liasolver.lean,num_recycled_pages, 7583 +liasolver.lean,rss, 50462720 +liasolver.lean,num_alloc, 65075 +liasolver.lean,num_small_alloc, 8261185 +liasolver.lean,num_dealloc, 36046 +liasolver.lean,num_small_dealloc, 8117409 +liasolver.lean,num_segments, 2 +liasolver.lean,num_pages, 1425 +liasolver.lean,num_exports, 0 +liasolver.lean,num_recycled_pages, 7583 +liasolver.lean,rss, 50593792 +liasolver.lean,num_alloc, 65075 +liasolver.lean,num_small_alloc, 8261185 +liasolver.lean,num_dealloc, 36046 +liasolver.lean,num_small_dealloc, 8117409 +liasolver.lean,num_segments, 2 +liasolver.lean,num_pages, 1425 +liasolver.lean,num_exports, 0 +liasolver.lean,num_recycled_pages, 7583 +liasolver.lean,rss, 50462720 +liasolver.lean,num_alloc, 65075 +liasolver.lean,num_small_alloc, 8261185 +liasolver.lean,num_dealloc, 36046 +liasolver.lean,num_small_dealloc, 8117409 +liasolver.lean,num_segments, 2 +liasolver.lean,num_pages, 1425 +liasolver.lean,num_exports, 0 +liasolver.lean,num_recycled_pages, 7583 +liasolver.lean,rss, 50331648 liasolver.lean,num_alloc, 65075 liasolver.lean,num_small_alloc, 8261186 liasolver.lean,num_dealloc, 36046 @@ -34,30 +223,183 @@ liasolver.lean,num_segments, 2 liasolver.lean,num_pages, 1425 liasolver.lean,num_exports, 0 liasolver.lean,num_recycled_pages, 7583 -rbmap_fbip.lean,rss, 10616832 -rbmap_fbip.lean,num_alloc, 2867 -rbmap_fbip.lean,num_small_alloc, 11003 -rbmap_fbip.lean,num_dealloc, 52 -rbmap_fbip.lean,num_small_dealloc, 592 -rbmap_fbip.lean,num_segments, 1 -rbmap_fbip.lean,num_pages, 552 +qsort.lean,rss, 10747904 +qsort.lean,num_alloc, 1082080 +qsort.lean,num_small_alloc, 32953032 +qsort.lean,num_dealloc, 1079251 +qsort.lean,num_small_dealloc, 32942591 +qsort.lean,num_segments, 1 +qsort.lean,num_pages, 552 +qsort.lean,num_exports, 0 +qsort.lean,num_recycled_pages, 0 +qsort.lean,rss, 10878976 +qsort.lean,num_alloc, 1082080 +qsort.lean,num_small_alloc, 32953031 +qsort.lean,num_dealloc, 1079251 +qsort.lean,num_small_dealloc, 32942590 +qsort.lean,num_segments, 1 +qsort.lean,num_pages, 552 +qsort.lean,num_exports, 0 +qsort.lean,num_recycled_pages, 0 +qsort.lean,rss, 10878976 +qsort.lean,num_alloc, 1082080 +qsort.lean,num_small_alloc, 32953031 +qsort.lean,num_dealloc, 1079251 +qsort.lean,num_small_dealloc, 32942590 +qsort.lean,num_segments, 1 +qsort.lean,num_pages, 552 +qsort.lean,num_exports, 0 +qsort.lean,num_recycled_pages, 0 +qsort.lean,rss, 10878976 +qsort.lean,num_alloc, 1082080 +qsort.lean,num_small_alloc, 32953032 +qsort.lean,num_dealloc, 1079251 +qsort.lean,num_small_dealloc, 32942591 +qsort.lean,num_segments, 1 +qsort.lean,num_pages, 552 +qsort.lean,num_exports, 0 +qsort.lean,num_recycled_pages, 0 +qsort.lean,rss, 10747904 +qsort.lean,num_alloc, 1082080 +qsort.lean,num_small_alloc, 32953032 +qsort.lean,num_dealloc, 1079251 +qsort.lean,num_small_dealloc, 32942591 +qsort.lean,num_segments, 1 +qsort.lean,num_pages, 552 +qsort.lean,num_exports, 0 +qsort.lean,num_recycled_pages, 0 +rbmap_fbip.lean,rss, 116785152 +rbmap_fbip.lean,num_alloc, 2868 +rbmap_fbip.lean,num_small_alloc, 115356732 +rbmap_fbip.lean,num_dealloc, 53 +rbmap_fbip.lean,num_small_dealloc, 115346321 +rbmap_fbip.lean,num_segments, 14 +rbmap_fbip.lean,num_pages, 13477 +rbmap_fbip.lean,num_exports, 0 +rbmap_fbip.lean,num_recycled_pages, 63593 +rbmap_fbip.lean,rss, 116916224 +rbmap_fbip.lean,num_alloc, 2868 +rbmap_fbip.lean,num_small_alloc, 115356733 +rbmap_fbip.lean,num_dealloc, 53 +rbmap_fbip.lean,num_small_dealloc, 115346322 +rbmap_fbip.lean,num_segments, 14 +rbmap_fbip.lean,num_pages, 13477 +rbmap_fbip.lean,num_exports, 0 +rbmap_fbip.lean,num_recycled_pages, 63593 +rbmap_fbip.lean,rss, 116916224 +rbmap_fbip.lean,num_alloc, 2868 +rbmap_fbip.lean,num_small_alloc, 115356733 +rbmap_fbip.lean,num_dealloc, 53 +rbmap_fbip.lean,num_small_dealloc, 115346322 +rbmap_fbip.lean,num_segments, 14 +rbmap_fbip.lean,num_pages, 13477 +rbmap_fbip.lean,num_exports, 0 +rbmap_fbip.lean,num_recycled_pages, 63593 +rbmap_fbip.lean,rss, 116916224 +rbmap_fbip.lean,num_alloc, 2868 +rbmap_fbip.lean,num_small_alloc, 115356733 +rbmap_fbip.lean,num_dealloc, 53 +rbmap_fbip.lean,num_small_dealloc, 115346322 +rbmap_fbip.lean,num_segments, 14 +rbmap_fbip.lean,num_pages, 13477 rbmap_fbip.lean,num_exports, 0 -rbmap_fbip.lean,num_recycled_pages, 0 -rbmap.lean,rss, 14680064 +rbmap_fbip.lean,num_recycled_pages, 63593 +rbmap_fbip.lean,rss, 116916224 +rbmap_fbip.lean,num_alloc, 2868 +rbmap_fbip.lean,num_small_alloc, 115356733 +rbmap_fbip.lean,num_dealloc, 53 +rbmap_fbip.lean,num_small_dealloc, 115346322 +rbmap_fbip.lean,num_segments, 14 +rbmap_fbip.lean,num_pages, 13477 +rbmap_fbip.lean,num_exports, 0 +rbmap_fbip.lean,num_recycled_pages, 63593 +rbmap.lean,rss, 91619328 rbmap.lean,num_alloc, 2868 -rbmap.lean,num_small_alloc, 111010 +rbmap.lean,num_small_alloc, 2011011 rbmap.lean,num_dealloc, 53 -rbmap.lean,num_small_dealloc, 100599 -rbmap.lean,num_segments, 2 -rbmap.lean,num_pages, 1045 +rbmap.lean,num_small_dealloc, 2000600 +rbmap.lean,num_segments, 11 +rbmap.lean,num_pages, 10405 rbmap.lean,num_exports, 0 -rbmap.lean,num_recycled_pages, 492 -unionfind.lean,rss, 13365248 -unionfind.lean,num_alloc, 2891 -unionfind.lean,num_small_alloc, 2956048 -unionfind.lean,num_dealloc, 69 -unionfind.lean,num_small_dealloc, 2945627 -unionfind.lean,num_segments, 1 -unionfind.lean,num_pages, 769 +rbmap.lean,num_recycled_pages, 9852 +rbmap.lean,rss, 91750400 +rbmap.lean,num_alloc, 2868 +rbmap.lean,num_small_alloc, 2011011 +rbmap.lean,num_dealloc, 53 +rbmap.lean,num_small_dealloc, 2000600 +rbmap.lean,num_segments, 11 +rbmap.lean,num_pages, 10405 +rbmap.lean,num_exports, 0 +rbmap.lean,num_recycled_pages, 9852 +rbmap.lean,rss, 91750400 +rbmap.lean,num_alloc, 2868 +rbmap.lean,num_small_alloc, 2011011 +rbmap.lean,num_dealloc, 53 +rbmap.lean,num_small_dealloc, 2000600 +rbmap.lean,num_segments, 11 +rbmap.lean,num_pages, 10405 +rbmap.lean,num_exports, 0 +rbmap.lean,num_recycled_pages, 9852 +rbmap.lean,rss, 91750400 +rbmap.lean,num_alloc, 2868 +rbmap.lean,num_small_alloc, 2011011 +rbmap.lean,num_dealloc, 53 +rbmap.lean,num_small_dealloc, 2000600 +rbmap.lean,num_segments, 11 +rbmap.lean,num_pages, 10405 +rbmap.lean,num_exports, 0 +rbmap.lean,num_recycled_pages, 9852 +rbmap.lean,rss, 91881472 +rbmap.lean,num_alloc, 2868 +rbmap.lean,num_small_alloc, 2011010 +rbmap.lean,num_dealloc, 53 +rbmap.lean,num_small_dealloc, 2000599 +rbmap.lean,num_segments, 11 +rbmap.lean,num_pages, 10405 +rbmap.lean,num_exports, 0 +rbmap.lean,num_recycled_pages, 9852 +unionfind.lean,rss, 107331584 +unionfind.lean,num_alloc, 2896 +unionfind.lean,num_small_alloc, 152416050 +unionfind.lean,num_dealloc, 74 +unionfind.lean,num_small_dealloc, 152405629 +unionfind.lean,num_segments, 10 +unionfind.lean,num_pages, 9428 +unionfind.lean,num_exports, 0 +unionfind.lean,num_recycled_pages, 18257 +unionfind.lean,rss, 107458560 +unionfind.lean,num_alloc, 2896 +unionfind.lean,num_small_alloc, 152416049 +unionfind.lean,num_dealloc, 74 +unionfind.lean,num_small_dealloc, 152405628 +unionfind.lean,num_segments, 10 +unionfind.lean,num_pages, 9428 +unionfind.lean,num_exports, 0 +unionfind.lean,num_recycled_pages, 18257 +unionfind.lean,rss, 107593728 +unionfind.lean,num_alloc, 2896 +unionfind.lean,num_small_alloc, 152416050 +unionfind.lean,num_dealloc, 74 +unionfind.lean,num_small_dealloc, 152405629 +unionfind.lean,num_segments, 10 +unionfind.lean,num_pages, 9428 +unionfind.lean,num_exports, 0 +unionfind.lean,num_recycled_pages, 18257 +unionfind.lean,rss, 107458560 +unionfind.lean,num_alloc, 2896 +unionfind.lean,num_small_alloc, 152416050 +unionfind.lean,num_dealloc, 74 +unionfind.lean,num_small_dealloc, 152405629 +unionfind.lean,num_segments, 10 +unionfind.lean,num_pages, 9428 +unionfind.lean,num_exports, 0 +unionfind.lean,num_recycled_pages, 18257 +unionfind.lean,rss, 107462656 +unionfind.lean,num_alloc, 2896 +unionfind.lean,num_small_alloc, 152416049 +unionfind.lean,num_dealloc, 74 +unionfind.lean,num_small_dealloc, 152405628 +unionfind.lean,num_segments, 10 +unionfind.lean,num_pages, 9428 unionfind.lean,num_exports, 0 -unionfind.lean,num_recycled_pages, 679 +unionfind.lean,num_recycled_pages, 18257 diff --git a/1-runs/run-2024-04-01---17-10-tcg40/plot-ctest-speedcenter-runtime-profile.ipynb b/1-runs/run-2024-04-01---17-10-tcg40/plot-ctest-speedcenter-runtime-profile.ipynb index 20c804237d1f..8e9fcb8c4fba 100644 --- a/1-runs/run-2024-04-01---17-10-tcg40/plot-ctest-speedcenter-runtime-profile.ipynb +++ b/1-runs/run-2024-04-01---17-10-tcg40/plot-ctest-speedcenter-runtime-profile.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 36, + "execution_count": 9, "id": "305ca8eb-b873-4f3e-aa55-9d0adeab7fe9", "metadata": {}, "outputs": [ @@ -22,6 +22,7 @@ "import matplotlib.pyplot as plt\n", "from IPython.display import display, HTML\n", "from datetime import timedelta\n", + "from scipy.stats import gmean\n", "import seaborn as sns\n", "import matplotlib\n", "\n", @@ -73,7 +74,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 11, "id": "56f9cc1a-76c5-488f-9fa2-a6eade40369d", "metadata": {}, "outputs": [ @@ -113,33 +114,33 @@ " \n", " \n", " 0\n", - " binarytrees.lean\n", + " rbmap_checkpoint.lean\n", " rss\n", - " 37224448\n", + " 2428108800\n", " \n", " \n", " 1\n", - " binarytrees.lean\n", + " rbmap_checkpoint.lean\n", " num_alloc\n", - " 2922\n", + " 2874\n", " \n", " \n", " 2\n", - " binarytrees.lean\n", + " rbmap_checkpoint.lean\n", " num_small_alloc\n", - " 1611361\n", + " 60683888\n", " \n", " \n", " 3\n", - " binarytrees.lean\n", + " rbmap_checkpoint.lean\n", " num_dealloc\n", - " 101\n", + " 56\n", " \n", " \n", " 4\n", - " binarytrees.lean\n", + " rbmap_checkpoint.lean\n", " num_small_dealloc\n", - " 1600945\n", + " 60673473\n", " \n", " \n", " ...\n", @@ -148,55 +149,55 @@ " ...\n", " \n", " \n", - " 58\n", + " 400\n", " unionfind.lean\n", " num_small_dealloc\n", - " 2945626\n", + " 152405628\n", " \n", " \n", - " 59\n", + " 401\n", " unionfind.lean\n", " num_segments\n", - " 1\n", + " 10\n", " \n", " \n", - " 60\n", + " 402\n", " unionfind.lean\n", " num_pages\n", - " 769\n", + " 9428\n", " \n", " \n", - " 61\n", + " 403\n", " unionfind.lean\n", " num_exports\n", " 0\n", " \n", " \n", - " 62\n", + " 404\n", " unionfind.lean\n", " num_recycled_pages\n", - " 679\n", + " 18257\n", " \n", " \n", "\n", - "

63 rows × 3 columns

\n", + "

405 rows × 3 columns

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405 rows × 3 columns

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" ], "text/plain": [ - " File Metric Value\n", - "0 binarytrees.lean rss 37355520\n", - "1 binarytrees.lean num_alloc 2922\n", - "2 binarytrees.lean num_small_alloc 1611361\n", - "3 binarytrees.lean num_dealloc 101\n", - "4 binarytrees.lean num_small_dealloc 1600945\n", - ".. ... ... ...\n", - "58 unionfind.lean num_small_dealloc 2945627\n", - "59 unionfind.lean num_segments 1\n", - "60 unionfind.lean num_pages 769\n", - "61 unionfind.lean num_exports 0\n", - "62 unionfind.lean num_recycled_pages 679\n", + " File Metric Value\n", + "0 binarytrees.lean num_alloc 2.941000e+03\n", + "1 binarytrees.lean num_dealloc 1.200000e+02\n", + "2 binarytrees.lean num_exports 0.000000e+00\n", + "3 binarytrees.lean num_pages 2.165400e+04\n", + "4 binarytrees.lean num_recycled_pages 6.102060e+05\n", + ".. ... ... ...\n", + "76 unionfind.lean num_recycled_pages 1.825700e+04\n", + "77 unionfind.lean num_segments 1.000000e+01\n", + "78 unionfind.lean num_small_alloc 1.524160e+08\n", + "79 unionfind.lean num_small_dealloc 1.524056e+08\n", + "80 unionfind.lean rss 1.075674e+08\n", "\n", - "[63 rows x 3 columns]" + "[81 rows x 3 columns]" ] }, "metadata": {}, @@ -334,12 +571,15 @@ "reuse = pd.read_csv('outputs/benchmarks-allocator-log-reuse.csv', \n", " names=[\"File\", \"Metric\", \"Value\"])\n", "print(\"noreuse\"); display(noreuse);\n", - "print(\"reuse\"); display(reuse);" + "print(\"reuse\"); display(reuse);\n", + "\n", + "reuse = reuse.groupby(['File', 'Metric'])['Value'].apply(gmean).reset_index()\n", + "noreuse = noreuse.groupby(['File', 'Metric'])['Value'].apply(gmean).reset_index()" ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 12, "id": "a8f14d78-1cf1-4d14-a128-76fa55975629", "metadata": {}, "outputs": [ @@ -347,70 +587,88 @@ "name": "stdout", "output_type": "stream", "text": [ - " File Metric Value_reuse Value_no_reuse\n", - "0 binarytrees.lean rss 37355520 37224448\n", - "1 binarytrees.lean num_alloc 2922 2922\n", - "2 binarytrees.lean num_small_alloc 1611361 1611361\n", - "3 binarytrees.lean num_dealloc 101 101\n", - "4 binarytrees.lean num_small_dealloc 1600945 1600945\n", - "5 binarytrees.lean num_segments 7 7\n", - "6 binarytrees.lean num_pages 3783 3783\n", - "7 binarytrees.lean num_exports 0 0\n", - "8 binarytrees.lean num_recycled_pages 2448 2448\n", - "9 const_fold.lean rss 18087936 18219008\n", - "10 const_fold.lean num_alloc 2876 2876\n", - "11 const_fold.lean num_small_alloc 109323 109322\n", - "12 const_fold.lean num_dealloc 55 55\n", - "13 const_fold.lean num_small_dealloc 98907 98906\n", - "14 const_fold.lean num_segments 1 1\n", - "15 const_fold.lean num_pages 797 797\n", - "16 const_fold.lean num_exports 0 0\n", - "17 const_fold.lean num_recycled_pages 269 269\n", - "18 deriv.lean rss 67371008 67502080\n", - "19 deriv.lean num_alloc 2911 2911\n", - "20 deriv.lean num_small_alloc 3326016 3326017\n", - "21 deriv.lean num_dealloc 87 87\n", - "22 deriv.lean num_small_dealloc 3315584 3315585\n", - "23 deriv.lean num_segments 8 8\n", - "24 deriv.lean num_pages 7449 7449\n", - "25 deriv.lean num_exports 0 0\n", - "26 deriv.lean num_recycled_pages 6898 6898\n", - "27 liasolver.lean rss 49152000 50987008\n", - "28 liasolver.lean num_alloc 65075 65065\n", - "29 liasolver.lean num_small_alloc 8261186 8261166\n", - "30 liasolver.lean num_dealloc 36046 36043\n", - "31 liasolver.lean num_small_dealloc 8117410 8117401\n", - "32 liasolver.lean num_segments 2 2\n", - "33 liasolver.lean num_pages 1425 1426\n", - "34 liasolver.lean num_exports 0 0\n", - "35 liasolver.lean num_recycled_pages 7583 7583\n", - "36 rbmap_fbip.lean rss 10616832 10616832\n", - "37 rbmap_fbip.lean num_alloc 2867 2867\n", - "38 rbmap_fbip.lean num_small_alloc 11003 11003\n", - "39 rbmap_fbip.lean num_dealloc 52 52\n", - "40 rbmap_fbip.lean num_small_dealloc 592 592\n", - "41 rbmap_fbip.lean num_segments 1 1\n", - "42 rbmap_fbip.lean num_pages 552 552\n", - "43 rbmap_fbip.lean num_exports 0 0\n", - "44 rbmap_fbip.lean num_recycled_pages 0 0\n", - "45 rbmap.lean rss 14680064 14942208\n", - "46 rbmap.lean num_alloc 2868 2868\n", - "47 rbmap.lean num_small_alloc 111010 111009\n", - "48 rbmap.lean num_dealloc 53 53\n", - "49 rbmap.lean num_small_dealloc 100599 100598\n", - "50 rbmap.lean num_segments 2 2\n", - "51 rbmap.lean num_pages 1045 1045\n", - "52 rbmap.lean num_exports 0 0\n", - "53 rbmap.lean num_recycled_pages 492 492\n", - "54 unionfind.lean rss 13365248 13492224\n", - "55 unionfind.lean num_alloc 2891 2891\n", - "56 unionfind.lean num_small_alloc 2956048 2956047\n", - "57 unionfind.lean num_dealloc 69 69\n", - "58 unionfind.lean num_small_dealloc 2945627 2945626\n", - "59 unionfind.lean num_segments 1 1\n", - "60 unionfind.lean num_pages 769 769\n", - "61 unionfind.lean num_exports 0 0\n", - "62 unionfind.lean num_recycled_pages 679 679\n" + " File Metric Value_reuse Value_no_reuse\n", + "0 binarytrees.lean num_alloc 2.941000e+03 2.941000e+03\n", + "1 binarytrees.lean num_dealloc 1.200000e+02 1.200000e+02\n", + "2 binarytrees.lean num_exports 0.000000e+00 0.000000e+00\n", + "3 binarytrees.lean num_pages 2.165400e+04 2.165400e+04\n", + "4 binarytrees.lean num_recycled_pages 6.102060e+05 6.102060e+05\n", + "5 binarytrees.lean num_segments 2.600000e+01 2.600000e+01\n", + "6 binarytrees.lean num_small_alloc 3.054964e+08 3.054964e+08\n", + "7 binarytrees.lean num_small_dealloc 3.054860e+08 3.054860e+08\n", + "8 binarytrees.lean rss 1.837105e+08 1.838678e+08\n", + "9 const_fold.lean num_alloc 2.941000e+03 2.941000e+03\n", + "10 const_fold.lean num_dealloc 1.200000e+02 1.200000e+02\n", + "11 const_fold.lean num_exports 0.000000e+00 0.000000e+00\n", + "12 const_fold.lean num_pages 2.165400e+04 2.165400e+04\n", + "13 const_fold.lean num_recycled_pages 6.102060e+05 6.102060e+05\n", + "14 const_fold.lean num_segments 2.600000e+01 2.600000e+01\n", + "15 const_fold.lean num_small_alloc 3.054964e+08 3.054964e+08\n", + "16 const_fold.lean num_small_dealloc 3.054860e+08 3.054860e+08\n", + "17 const_fold.lean rss 1.837629e+08 1.837629e+08\n", + "18 deriv.lean num_alloc 2.915000e+03 2.915000e+03\n", + "19 deriv.lean num_dealloc 9.100000e+01 9.100000e+01\n", + "20 deriv.lean num_exports 0.000000e+00 0.000000e+00\n", + "21 deriv.lean num_pages 5.440300e+04 5.440300e+04\n", + "22 deriv.lean num_recycled_pages 5.385500e+04 5.385500e+04\n", + "23 deriv.lean num_segments 5.400000e+01 5.400000e+01\n", + "24 deriv.lean num_small_alloc 2.592746e+07 2.592746e+07\n", + "25 deriv.lean num_small_dealloc 2.591703e+07 2.591703e+07\n", + "26 deriv.lean rss 4.523557e+08 4.524867e+08\n", + "27 liasolver.lean num_alloc 6.507500e+04 6.506500e+04\n", + "28 liasolver.lean num_dealloc 3.604600e+04 3.604300e+04\n", + "29 liasolver.lean num_exports 0.000000e+00 0.000000e+00\n", + "30 liasolver.lean num_pages 1.425000e+03 1.426000e+03\n", + "31 liasolver.lean num_recycled_pages 7.583000e+03 7.583000e+03\n", + "32 liasolver.lean num_segments 2.000000e+00 2.000000e+00\n", + "33 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9.852000e+03 9.852000e+03\n", + "50 rbmap.lean num_segments 1.100000e+01 1.100000e+01\n", + "51 rbmap.lean num_small_alloc 2.011011e+06 2.011011e+06\n", + "52 rbmap.lean num_small_dealloc 2.000600e+06 2.000600e+06\n", + "53 rbmap.lean rss 9.175036e+07 9.188147e+07\n", + "54 rbmap_checkpoint.lean num_alloc 2.874000e+03 2.874000e+03\n", + "55 rbmap_checkpoint.lean num_dealloc 5.600000e+01 5.600000e+01\n", + "56 rbmap_checkpoint.lean num_exports 0.000000e+00 0.000000e+00\n", + "57 rbmap_checkpoint.lean num_pages 2.954800e+05 2.954800e+05\n", + "58 rbmap_checkpoint.lean num_recycled_pages 2.949270e+05 2.949270e+05\n", + "59 rbmap_checkpoint.lean num_segments 2.890000e+02 2.890000e+02\n", + "60 rbmap_checkpoint.lean num_small_alloc 6.068389e+07 6.068389e+07\n", + "61 rbmap_checkpoint.lean num_small_dealloc 6.067347e+07 6.067347e+07\n", + "62 rbmap_checkpoint.lean rss 2.428109e+09 2.428240e+09\n", + "63 rbmap_fbip.lean num_alloc 2.868000e+03 2.868000e+03\n", + "64 rbmap_fbip.lean num_dealloc 5.300000e+01 5.300000e+01\n", + "65 rbmap_fbip.lean num_exports 0.000000e+00 0.000000e+00\n", + "66 rbmap_fbip.lean num_pages 1.347700e+04 1.347700e+04\n", + "67 rbmap_fbip.lean num_recycled_pages 6.359300e+04 6.359300e+04\n", + "68 rbmap_fbip.lean num_segments 1.400000e+01 1.400000e+01\n", + "69 rbmap_fbip.lean num_small_alloc 1.153567e+08 1.153567e+08\n", + "70 rbmap_fbip.lean num_small_dealloc 1.153463e+08 1.153463e+08\n", + "71 rbmap_fbip.lean rss 1.168900e+08 1.169162e+08\n", + "72 unionfind.lean num_alloc 2.896000e+03 2.896000e+03\n", + "73 unionfind.lean num_dealloc 7.400000e+01 7.400000e+01\n", + "74 unionfind.lean num_exports 0.000000e+00 0.000000e+00\n", + "75 unionfind.lean num_pages 9.428000e+03 9.428000e+03\n", + "76 unionfind.lean num_recycled_pages 1.825700e+04 1.825700e+04\n", + "77 unionfind.lean num_segments 1.000000e+01 1.000000e+01\n", + "78 unionfind.lean num_small_alloc 1.524160e+08 1.524160e+08\n", + "79 unionfind.lean num_small_dealloc 1.524056e+08 1.524056e+08\n", + "80 unionfind.lean rss 1.074610e+08 1.075674e+08\n" ] } ], @@ -423,7 +681,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 15, "id": "6c6fc924-32ba-4821-842b-a48c0489c96e", "metadata": {}, "outputs": [ @@ -472,88 +730,110 @@ " \n", " 0\n", " liasolver.lean\n", - " 49152000\n", - " 50987008\n", - " 1835008\n", - " 3.598972\n", - " 0.035990\n", + " 5.009019e+07\n", + " 5.190097e+07\n", + " 1.810774e+06\n", + " 3.488902\n", + " 0.034889\n", " \n", " \n", " 1\n", - " rbmap.lean\n", - " 14680064\n", - " 14942208\n", - " 262144\n", - " 1.754386\n", - " 0.017544\n", + " qsort.lean\n", + " 1.082636e+07\n", + " 1.087866e+07\n", + " 5.230367e+04\n", + " 0.480792\n", + " 0.004808\n", " \n", " \n", " 2\n", - " unionfind.lean\n", - " 13365248\n", - " 13492224\n", - " 126976\n", - " 0.941105\n", - " 0.009411\n", + " rbmap.lean\n", + " 9.175036e+07\n", + " 9.188147e+07\n", + " 1.311094e+05\n", + " 0.142694\n", + " 0.001427\n", " \n", " \n", " 3\n", - " const_fold.lean\n", - " 18087936\n", - " 18219008\n", - " 131072\n", - " 0.719424\n", - " 0.007194\n", + " unionfind.lean\n", + " 1.074610e+08\n", + " 1.075674e+08\n", + " 1.064193e+05\n", + " 0.098933\n", + " 0.000989\n", " \n", " \n", " 4\n", - " deriv.lean\n", - " 67371008\n", - " 67502080\n", - " 131072\n", - " 0.194175\n", - " 0.001942\n", + " binarytrees.lean\n", + " 1.837105e+08\n", + " 1.838678e+08\n", + " 1.573089e+05\n", + " 0.085555\n", + " 0.000856\n", " \n", " \n", " 5\n", - " rbmap_fbip.lean\n", - " 10616832\n", - " 10616832\n", - " 0\n", - " 0.000000\n", - " 0.000000\n", + " deriv.lean\n", + " 4.523557e+08\n", + " 4.524867e+08\n", + " 1.310644e+05\n", + " 0.028965\n", + " 0.000290\n", " \n", " \n", " 6\n", - " binarytrees.lean\n", - " 37355520\n", - " 37224448\n", - " -131072\n", - " -0.352113\n", - " -0.003521\n", + " rbmap_fbip.lean\n", + " 1.168900e+08\n", + " 1.169162e+08\n", + " 2.619677e+04\n", + " 0.022406\n", + " 0.000224\n", + " \n", + " \n", + " 7\n", + " rbmap_checkpoint.lean\n", + " 2.428109e+09\n", + " 2.428240e+09\n", + " 1.310791e+05\n", + " 0.005398\n", + " 0.000054\n", + " \n", + " \n", + " 8\n", + " const_fold.lean\n", + " 1.837629e+08\n", + " 1.837629e+08\n", + " 0.000000e+00\n", + " 0.000000\n", + " 0.000000\n", " \n", " \n", "\n", "" ], "text/plain": [ - " File Value_reuse Value_no_reuse absolute_diff %Decrease \\\n", - "0 liasolver.lean 49152000 50987008 1835008 3.598972 \n", - "1 rbmap.lean 14680064 14942208 262144 1.754386 \n", - "2 unionfind.lean 13365248 13492224 126976 0.941105 \n", - "3 const_fold.lean 18087936 18219008 131072 0.719424 \n", - "4 deriv.lean 67371008 67502080 131072 0.194175 \n", - "5 rbmap_fbip.lean 10616832 10616832 0 0.000000 \n", - "6 binarytrees.lean 37355520 37224448 -131072 -0.352113 \n", + " File Value_reuse Value_no_reuse absolute_diff \\\n", + "0 liasolver.lean 5.009019e+07 5.190097e+07 1.810774e+06 \n", + "1 qsort.lean 1.082636e+07 1.087866e+07 5.230367e+04 \n", + "2 rbmap.lean 9.175036e+07 9.188147e+07 1.311094e+05 \n", + "3 unionfind.lean 1.074610e+08 1.075674e+08 1.064193e+05 \n", + "4 binarytrees.lean 1.837105e+08 1.838678e+08 1.573089e+05 \n", + "5 deriv.lean 4.523557e+08 4.524867e+08 1.310644e+05 \n", + "6 rbmap_fbip.lean 1.168900e+08 1.169162e+08 2.619677e+04 \n", + "7 rbmap_checkpoint.lean 2.428109e+09 2.428240e+09 1.310791e+05 \n", + "8 const_fold.lean 1.837629e+08 1.837629e+08 0.000000e+00 \n", "\n", - " xDecrease \n", - "0 0.035990 \n", - "1 0.017544 \n", - "2 0.009411 \n", - "3 0.007194 \n", - "4 0.001942 \n", - "5 0.000000 \n", - "6 -0.003521 " + " %Decrease xDecrease \n", + "0 3.488902 0.034889 \n", + "1 0.480792 0.004808 \n", + "2 0.142694 0.001427 \n", + "3 0.098933 0.000989 \n", + "4 0.085555 0.000856 \n", + "5 0.028965 0.000290 \n", + "6 0.022406 0.000224 \n", + "7 0.005398 0.000054 \n", + "8 0.000000 0.000000 " ] }, "metadata": {}, @@ -561,7 +841,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -613,89 +893,111 @@ " \n", " \n", " 0\n", - " deriv.lean\n", - " 3326016\n", - " 3326017\n", - " 1\n", - " 0.000030\n", - " 3.006599e-07\n", + " const_fold.lean\n", + " 305496446.0\n", + " 3.054964e+08\n", + " 1.000000\n", + " 3.273360e-07\n", + " 3.273360e-09\n", " \n", " \n", " 1\n", " binarytrees.lean\n", - " 1611361\n", - " 1611361\n", - " 0\n", - " 0.000000\n", - " 0.000000e+00\n", + " 305496446.4\n", + " 3.054964e+08\n", + " 0.000001\n", + " 3.511935e-13\n", + " 3.511935e-15\n", " \n", " \n", " 2\n", - " rbmap_fbip.lean\n", - " 11003\n", - " 11003\n", - " 0\n", + " qsort.lean\n", + " 32953031.6\n", + " 3.295303e+07\n", " 0.000000\n", " 0.000000e+00\n", + " 0.000000e+00\n", " \n", " \n", " 3\n", - " unionfind.lean\n", - " 2956048\n", - " 2956047\n", - " -1\n", - " -0.000034\n", - " -3.382896e-07\n", + " rbmap_checkpoint.lean\n", + " 60683887.4\n", + " 6.068389e+07\n", + " 0.000000\n", + " 0.000000e+00\n", + " 0.000000e+00\n", " \n", " \n", " 4\n", - " liasolver.lean\n", - " 8261186\n", - " 8261166\n", - " -20\n", - " -0.000242\n", - " -2.420966e-06\n", + " rbmap_fbip.lean\n", + " 115356732.8\n", + " 1.153567e+08\n", + " -0.200000\n", + " -1.733753e-07\n", + " -1.733753e-09\n", " \n", " \n", " 5\n", - " rbmap.lean\n", - " 111010\n", - " 111009\n", - " -1\n", - " -0.000901\n", - " -9.008279e-06\n", + " unionfind.lean\n", + " 152416049.6\n", + " 1.524160e+08\n", + " -0.400000\n", + " -2.624397e-07\n", + " -2.624397e-09\n", " \n", " \n", " 6\n", - " const_fold.lean\n", - " 109323\n", - " 109322\n", - " -1\n", - " -0.000915\n", - " -9.147290e-06\n", + " deriv.lean\n", + " 25927460.8\n", + " 2.592746e+07\n", + " -0.400000\n", + " -1.542766e-06\n", + " -1.542766e-08\n", + " \n", + " \n", + " 7\n", + " rbmap.lean\n", + " 2011010.8\n", + " 2.011011e+06\n", + " -0.200000\n", + " -9.945249e-06\n", + " -9.945249e-08\n", + " \n", + " \n", + " 8\n", + " liasolver.lean\n", + " 8261185.4\n", + " 8.261166e+06\n", + " -19.200000\n", + " -2.324127e-04\n", + " -2.324127e-06\n", " \n", " \n", "\n", "" ], "text/plain": [ - " File Value_reuse Value_no_reuse absolute_diff %Decrease \\\n", - "0 deriv.lean 3326016 3326017 1 0.000030 \n", - "1 binarytrees.lean 1611361 1611361 0 0.000000 \n", - "2 rbmap_fbip.lean 11003 11003 0 0.000000 \n", - "3 unionfind.lean 2956048 2956047 -1 -0.000034 \n", - "4 liasolver.lean 8261186 8261166 -20 -0.000242 \n", - "5 rbmap.lean 111010 111009 -1 -0.000901 \n", - "6 const_fold.lean 109323 109322 -1 -0.000915 \n", + " File Value_reuse Value_no_reuse absolute_diff \\\n", + "0 const_fold.lean 305496446.0 3.054964e+08 1.000000 \n", + "1 binarytrees.lean 305496446.4 3.054964e+08 0.000001 \n", + "2 qsort.lean 32953031.6 3.295303e+07 0.000000 \n", + "3 rbmap_checkpoint.lean 60683887.4 6.068389e+07 0.000000 \n", + "4 rbmap_fbip.lean 115356732.8 1.153567e+08 -0.200000 \n", + "5 unionfind.lean 152416049.6 1.524160e+08 -0.400000 \n", + "6 deriv.lean 25927460.8 2.592746e+07 -0.400000 \n", + "7 rbmap.lean 2011010.8 2.011011e+06 -0.200000 \n", + "8 liasolver.lean 8261185.4 8.261166e+06 -19.200000 \n", "\n", - " xDecrease \n", - "0 3.006599e-07 \n", - "1 0.000000e+00 \n", - "2 0.000000e+00 \n", - "3 -3.382896e-07 \n", - "4 -2.420966e-06 \n", - "5 -9.008279e-06 \n", - "6 -9.147290e-06 " + " %Decrease xDecrease \n", + "0 3.273360e-07 3.273360e-09 \n", + "1 3.511935e-13 3.511935e-15 \n", + "2 0.000000e+00 0.000000e+00 \n", + "3 0.000000e+00 0.000000e+00 \n", + "4 -1.733753e-07 -1.733753e-09 \n", + "5 -2.624397e-07 -2.624397e-09 \n", + "6 -1.542766e-06 -1.542766e-08 \n", + "7 -9.945249e-06 -9.945249e-08 \n", + "8 -2.324127e-04 -2.324127e-06 " ] }, "metadata": {}, @@ -703,7 +1005,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -755,89 +1057,111 @@ " \n", " \n", " 0\n", - " deriv.lean\n", - " 3315584\n", - " 3315585\n", - " 1\n", - " 0.000030\n", - " 3.016059e-07\n", + " const_fold.lean\n", + " 305486030.0\n", + " 3.054860e+08\n", + " 0.999999\n", + " 3.273470e-07\n", + " 3.273470e-09\n", " \n", " \n", " 1\n", " binarytrees.lean\n", - " 1600945\n", - " 1600945\n", - " 0\n", + " 305486030.4\n", + " 3.054860e+08\n", " 0.000000\n", " 0.000000e+00\n", + " 0.000000e+00\n", " \n", " \n", " 2\n", - " rbmap_fbip.lean\n", - " 592\n", - " 592\n", - " 0\n", + " qsort.lean\n", + " 32942590.6\n", + " 3.294259e+07\n", " 0.000000\n", " 0.000000e+00\n", + " 0.000000e+00\n", " \n", " \n", " 3\n", - " unionfind.lean\n", - " 2945627\n", - " 2945626\n", - " -1\n", - " -0.000034\n", - " -3.394864e-07\n", + " rbmap_checkpoint.lean\n", + " 60673472.4\n", + " 6.067347e+07\n", + " 0.000000\n", + " 0.000000e+00\n", + " 0.000000e+00\n", " \n", " \n", " 4\n", - " liasolver.lean\n", - " 8117410\n", - " 8117401\n", - " -9\n", - " -0.000111\n", - " -1.108729e-06\n", + " rbmap_fbip.lean\n", + " 115346321.8\n", + " 1.153463e+08\n", + " -0.200000\n", + " -1.733909e-07\n", + " -1.733909e-09\n", " \n", " \n", " 5\n", - " rbmap.lean\n", - " 100599\n", - " 100598\n", - " -1\n", - " -0.000994\n", - " -9.940555e-06\n", + " unionfind.lean\n", + " 152405628.6\n", + " 1.524056e+08\n", + " -0.400000\n", + " -2.624574e-07\n", + " -2.624574e-09\n", " \n", " \n", " 6\n", - " const_fold.lean\n", - " 98907\n", - " 98906\n", - " -1\n", - " -0.001011\n", - " -1.011061e-05\n", + " deriv.lean\n", + " 25917028.8\n", + " 2.591703e+07\n", + " -0.400000\n", + " -1.543387e-06\n", + " -1.543387e-08\n", + " \n", + " \n", + " 7\n", + " rbmap.lean\n", + " 2000599.8\n", + " 2.000600e+06\n", + " -0.200000\n", + " -9.997004e-06\n", + " -9.997004e-08\n", + " \n", + " \n", + " 8\n", + " liasolver.lean\n", + " 8117409.4\n", + " 8.117401e+06\n", + " -8.200000\n", + " -1.010176e-04\n", + " -1.010176e-06\n", " \n", " \n", "\n", "" ], "text/plain": [ - " File Value_reuse Value_no_reuse absolute_diff %Decrease \\\n", - "0 deriv.lean 3315584 3315585 1 0.000030 \n", - "1 binarytrees.lean 1600945 1600945 0 0.000000 \n", - "2 rbmap_fbip.lean 592 592 0 0.000000 \n", - "3 unionfind.lean 2945627 2945626 -1 -0.000034 \n", - "4 liasolver.lean 8117410 8117401 -9 -0.000111 \n", - "5 rbmap.lean 100599 100598 -1 -0.000994 \n", - "6 const_fold.lean 98907 98906 -1 -0.001011 \n", + " File Value_reuse Value_no_reuse absolute_diff \\\n", + "0 const_fold.lean 305486030.0 3.054860e+08 0.999999 \n", + "1 binarytrees.lean 305486030.4 3.054860e+08 0.000000 \n", + "2 qsort.lean 32942590.6 3.294259e+07 0.000000 \n", + "3 rbmap_checkpoint.lean 60673472.4 6.067347e+07 0.000000 \n", + "4 rbmap_fbip.lean 115346321.8 1.153463e+08 -0.200000 \n", + "5 unionfind.lean 152405628.6 1.524056e+08 -0.400000 \n", + "6 deriv.lean 25917028.8 2.591703e+07 -0.400000 \n", + "7 rbmap.lean 2000599.8 2.000600e+06 -0.200000 \n", + "8 liasolver.lean 8117409.4 8.117401e+06 -8.200000 \n", "\n", - " xDecrease \n", - "0 3.016059e-07 \n", - "1 0.000000e+00 \n", - "2 0.000000e+00 \n", - "3 -3.394864e-07 \n", - "4 -1.108729e-06 \n", - "5 -9.940555e-06 \n", - "6 -1.011061e-05 " + " %Decrease xDecrease \n", + "0 3.273470e-07 3.273470e-09 \n", + "1 0.000000e+00 0.000000e+00 \n", + "2 0.000000e+00 0.000000e+00 \n", + "3 0.000000e+00 0.000000e+00 \n", + "4 -1.733909e-07 -1.733909e-09 \n", + "5 -2.624574e-07 -2.624574e-09 \n", + "6 -1.543387e-06 -1.543387e-08 \n", + "7 -9.997004e-06 -9.997004e-08 \n", + "8 -1.010176e-04 -1.010176e-06 " ] }, "metadata": {}, @@ -845,7 +1169,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -898,63 +1222,81 @@ " \n", " 0\n", " binarytrees.lean\n", - " 2922\n", - " 2922\n", - " 0\n", + " 2941.0\n", + " 2941.0\n", + " 0.0\n", " 0.000000\n", " 0.000000\n", " \n", " \n", " 1\n", " const_fold.lean\n", - " 2876\n", - " 2876\n", - " 0\n", + " 2941.0\n", + " 2941.0\n", + " 0.0\n", " 0.000000\n", " 0.000000\n", " \n", " \n", " 2\n", " deriv.lean\n", - " 2911\n", - " 2911\n", - " 0\n", + " 2915.0\n", + " 2915.0\n", + " 0.0\n", " 0.000000\n", " 0.000000\n", " \n", " \n", " 3\n", - " rbmap_fbip.lean\n", - " 2867\n", - " 2867\n", - " 0\n", + " qsort.lean\n", + " 1082080.0\n", + " 1082080.0\n", + " 0.0\n", " 0.000000\n", " 0.000000\n", " \n", " \n", " 4\n", " rbmap.lean\n", - " 2868\n", - " 2868\n", - " 0\n", + " 2868.0\n", + " 2868.0\n", + " 0.0\n", " 0.000000\n", " 0.000000\n", " \n", " \n", " 5\n", - " unionfind.lean\n", - " 2891\n", - " 2891\n", - " 0\n", + " rbmap_checkpoint.lean\n", + " 2874.0\n", + " 2874.0\n", + " 0.0\n", " 0.000000\n", " 0.000000\n", " \n", " \n", " 6\n", + " rbmap_fbip.lean\n", + " 2868.0\n", + " 2868.0\n", + " 0.0\n", + " 0.000000\n", + " 0.000000\n", + " \n", + " \n", + " 7\n", + " unionfind.lean\n", + " 2896.0\n", + " 2896.0\n", + " 0.0\n", + " 0.000000\n", + " 0.000000\n", + " \n", + " \n", + " 8\n", " liasolver.lean\n", - " 65075\n", - " 65065\n", - " -10\n", + " 65075.0\n", + " 65065.0\n", + " -10.0\n", " -0.015369\n", " -0.000154\n", " \n", @@ -963,23 +1305,27 @@ "" ], "text/plain": [ - " File Value_reuse Value_no_reuse absolute_diff %Decrease \\\n", - "0 binarytrees.lean 2922 2922 0 0.000000 \n", - "1 const_fold.lean 2876 2876 0 0.000000 \n", - "2 deriv.lean 2911 2911 0 0.000000 \n", - "3 rbmap_fbip.lean 2867 2867 0 0.000000 \n", - "4 rbmap.lean 2868 2868 0 0.000000 \n", - "5 unionfind.lean 2891 2891 0 0.000000 \n", - "6 liasolver.lean 65075 65065 -10 -0.015369 \n", + " File Value_reuse Value_no_reuse absolute_diff \\\n", + "0 binarytrees.lean 2941.0 2941.0 0.0 \n", + "1 const_fold.lean 2941.0 2941.0 0.0 \n", + "2 deriv.lean 2915.0 2915.0 0.0 \n", + "3 qsort.lean 1082080.0 1082080.0 0.0 \n", + "4 rbmap.lean 2868.0 2868.0 0.0 \n", + "5 rbmap_checkpoint.lean 2874.0 2874.0 0.0 \n", + "6 rbmap_fbip.lean 2868.0 2868.0 0.0 \n", + "7 unionfind.lean 2896.0 2896.0 0.0 \n", + "8 liasolver.lean 65075.0 65065.0 -10.0 \n", "\n", - " xDecrease \n", - "0 0.000000 \n", - "1 0.000000 \n", - "2 0.000000 \n", - "3 0.000000 \n", - "4 0.000000 \n", - "5 0.000000 \n", - "6 -0.000154 " + " %Decrease xDecrease \n", + "0 0.000000 0.000000 \n", + "1 0.000000 0.000000 \n", + "2 0.000000 0.000000 \n", + "3 0.000000 0.000000 \n", + "4 0.000000 0.000000 \n", + "5 0.000000 0.000000 \n", + "6 0.000000 0.000000 \n", + "7 0.000000 0.000000 \n", + "8 -0.015369 -0.000154 " ] }, "metadata": {}, @@ -987,7 +1333,7 @@ }, { "data": { - "image/png": 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", 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"text/plain": [ "
" ] @@ -1040,63 +1386,81 @@ " \n", " 0\n", " binarytrees.lean\n", - " 101\n", - " 101\n", - " 0\n", + " 120.0\n", + " 120.0\n", + " 0.0\n", " 0.000000\n", " 0.000000\n", " \n", " \n", " 1\n", " const_fold.lean\n", - " 55\n", - " 55\n", - " 0\n", + " 120.0\n", + " 120.0\n", + " 0.0\n", " 0.000000\n", " 0.000000\n", " \n", " \n", " 2\n", " deriv.lean\n", - " 87\n", - " 87\n", - " 0\n", + " 91.0\n", + " 91.0\n", + " 0.0\n", " 0.000000\n", " 0.000000\n", " \n", " \n", " 3\n", - " rbmap_fbip.lean\n", - " 52\n", - " 52\n", - " 0\n", + " qsort.lean\n", + " 1079251.0\n", + " 1079251.0\n", + " 0.0\n", " 0.000000\n", " 0.000000\n", " \n", " \n", " 4\n", " rbmap.lean\n", - " 53\n", - " 53\n", - " 0\n", + " 53.0\n", + " 53.0\n", + " 0.0\n", " 0.000000\n", " 0.000000\n", " \n", " \n", " 5\n", - " unionfind.lean\n", - " 69\n", - " 69\n", - " 0\n", + " rbmap_checkpoint.lean\n", + " 56.0\n", + " 56.0\n", + " 0.0\n", " 0.000000\n", " 0.000000\n", " \n", " \n", " 6\n", + " rbmap_fbip.lean\n", + " 53.0\n", + " 53.0\n", + " 0.0\n", + " 0.000000\n", + " 0.000000\n", + " \n", + " \n", + " 7\n", + " unionfind.lean\n", + " 74.0\n", + " 74.0\n", + " 0.0\n", + " 0.000000\n", + " 0.000000\n", + " \n", + " \n", + " 8\n", " liasolver.lean\n", - " 36046\n", - " 36043\n", - " -3\n", + " 36046.0\n", + " 36043.0\n", + " -3.0\n", " -0.008323\n", " -0.000083\n", " \n", @@ -1105,23 +1469,27 @@ "" ], "text/plain": [ - " File Value_reuse Value_no_reuse absolute_diff %Decrease \\\n", - "0 binarytrees.lean 101 101 0 0.000000 \n", - "1 const_fold.lean 55 55 0 0.000000 \n", - "2 deriv.lean 87 87 0 0.000000 \n", - "3 rbmap_fbip.lean 52 52 0 0.000000 \n", - "4 rbmap.lean 53 53 0 0.000000 \n", - "5 unionfind.lean 69 69 0 0.000000 \n", - "6 liasolver.lean 36046 36043 -3 -0.008323 \n", + " File Value_reuse Value_no_reuse absolute_diff \\\n", + "0 binarytrees.lean 120.0 120.0 0.0 \n", + "1 const_fold.lean 120.0 120.0 0.0 \n", + "2 deriv.lean 91.0 91.0 0.0 \n", + "3 qsort.lean 1079251.0 1079251.0 0.0 \n", + "4 rbmap.lean 53.0 53.0 0.0 \n", + "5 rbmap_checkpoint.lean 56.0 56.0 0.0 \n", + "6 rbmap_fbip.lean 53.0 53.0 0.0 \n", + "7 unionfind.lean 74.0 74.0 0.0 \n", + "8 liasolver.lean 36046.0 36043.0 -3.0 \n", "\n", - " xDecrease \n", - "0 0.000000 \n", - "1 0.000000 \n", - "2 0.000000 \n", - "3 0.000000 \n", - "4 0.000000 \n", - "5 0.000000 \n", - "6 -0.000083 " + " %Decrease xDecrease \n", + "0 0.000000 0.000000 \n", + "1 0.000000 0.000000 \n", + "2 0.000000 0.000000 \n", + "3 0.000000 0.000000 \n", + "4 0.000000 0.000000 \n", + "5 0.000000 0.000000 \n", + "6 0.000000 0.000000 \n", + "7 0.000000 0.000000 \n", + "8 -0.008323 -0.000083 " ] }, "metadata": {}, @@ -1129,7 +1497,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1182,63 +1550,81 @@ " \n", " 0\n", " liasolver.lean\n", - " 1425\n", - " 1426\n", - " 1\n", + " 1425.0\n", + " 1426.0\n", + " 1.0\n", " 0.070126\n", " 0.000701\n", " \n", " \n", " 1\n", " binarytrees.lean\n", - " 3783\n", - " 3783\n", - " 0\n", + " 21654.0\n", + " 21654.0\n", + " 0.0\n", " 0.000000\n", " 0.000000\n", " \n", " \n", " 2\n", " const_fold.lean\n", - " 797\n", - " 797\n", - " 0\n", + " 21654.0\n", + " 21654.0\n", + " 0.0\n", " 0.000000\n", " 0.000000\n", " \n", " \n", " 3\n", " deriv.lean\n", - " 7449\n", - " 7449\n", - " 0\n", + " 54403.0\n", + " 54403.0\n", + " 0.0\n", " 0.000000\n", " 0.000000\n", " \n", " \n", " 4\n", - " rbmap_fbip.lean\n", - " 552\n", - " 552\n", - " 0\n", + " qsort.lean\n", + " 552.0\n", + " 552.0\n", + " 0.0\n", " 0.000000\n", " 0.000000\n", " \n", " \n", " 5\n", " rbmap.lean\n", - " 1045\n", - " 1045\n", - " 0\n", + " 10405.0\n", + " 10405.0\n", + " 0.0\n", " 0.000000\n", " 0.000000\n", " \n", " \n", " 6\n", + " rbmap_checkpoint.lean\n", + " 295480.0\n", + " 295480.0\n", + " 0.0\n", + " 0.000000\n", + " 0.000000\n", + " \n", + " \n", + " 7\n", + " rbmap_fbip.lean\n", + " 13477.0\n", + " 13477.0\n", + " 0.0\n", + " 0.000000\n", + " 0.000000\n", + " \n", + " \n", + " 8\n", " unionfind.lean\n", - " 769\n", - " 769\n", - " 0\n", + " 9428.0\n", + " 9428.0\n", + " 0.0\n", " 0.000000\n", " 0.000000\n", " \n", @@ -1247,23 +1633,27 @@ "" ], "text/plain": [ - " File Value_reuse Value_no_reuse absolute_diff %Decrease \\\n", - "0 liasolver.lean 1425 1426 1 0.070126 \n", - "1 binarytrees.lean 3783 3783 0 0.000000 \n", - "2 const_fold.lean 797 797 0 0.000000 \n", - "3 deriv.lean 7449 7449 0 0.000000 \n", - "4 rbmap_fbip.lean 552 552 0 0.000000 \n", - "5 rbmap.lean 1045 1045 0 0.000000 \n", - "6 unionfind.lean 769 769 0 0.000000 \n", + " File Value_reuse Value_no_reuse absolute_diff \\\n", + "0 liasolver.lean 1425.0 1426.0 1.0 \n", + "1 binarytrees.lean 21654.0 21654.0 0.0 \n", + "2 const_fold.lean 21654.0 21654.0 0.0 \n", + "3 deriv.lean 54403.0 54403.0 0.0 \n", + "4 qsort.lean 552.0 552.0 0.0 \n", + "5 rbmap.lean 10405.0 10405.0 0.0 \n", + "6 rbmap_checkpoint.lean 295480.0 295480.0 0.0 \n", + "7 rbmap_fbip.lean 13477.0 13477.0 0.0 \n", + "8 unionfind.lean 9428.0 9428.0 0.0 \n", "\n", - " xDecrease \n", - "0 0.000701 \n", - "1 0.000000 \n", - "2 0.000000 \n", - "3 0.000000 \n", - "4 0.000000 \n", - "5 0.000000 \n", - "6 0.000000 " + " %Decrease xDecrease \n", + "0 0.070126 0.000701 \n", + "1 0.000000 0.000000 \n", + "2 0.000000 0.000000 \n", + "3 0.000000 0.000000 \n", + "4 0.000000 0.000000 \n", + "5 0.000000 0.000000 \n", + "6 0.000000 0.000000 \n", + "7 0.000000 0.000000 \n", + "8 0.000000 0.000000 " ] }, "metadata": {}, @@ -1271,7 +1661,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1324,63 +1714,81 @@ " \n", " 0\n", " binarytrees.lean\n", - " 2448\n", - " 2448\n", - " 0\n", + " 610206.0\n", + " 610206.0\n", + " 0.0\n", " 0.0\n", " 0.0\n", " \n", " \n", " 1\n", " const_fold.lean\n", - " 269\n", - " 269\n", - " 0\n", + " 610206.0\n", + " 610206.0\n", + " 0.0\n", " 0.0\n", " 0.0\n", " \n", " \n", " 2\n", " deriv.lean\n", - " 6898\n", - " 6898\n", - " 0\n", + " 53855.0\n", + " 53855.0\n", + " 0.0\n", " 0.0\n", " 0.0\n", " \n", " \n", " 3\n", " liasolver.lean\n", - " 7583\n", - " 7583\n", - " 0\n", + " 7583.0\n", + " 7583.0\n", + " 0.0\n", " 0.0\n", " 0.0\n", " \n", " \n", " 4\n", " rbmap.lean\n", - " 492\n", - " 492\n", - " 0\n", + " 9852.0\n", + " 9852.0\n", + " 0.0\n", " 0.0\n", " 0.0\n", " \n", " \n", " 5\n", - " unionfind.lean\n", - " 679\n", - " 679\n", - " 0\n", + " rbmap_checkpoint.lean\n", + " 294927.0\n", + " 294927.0\n", + " 0.0\n", " 0.0\n", " 0.0\n", " \n", " \n", " 6\n", " rbmap_fbip.lean\n", - " 0\n", - " 0\n", - " 0\n", + " 63593.0\n", + " 63593.0\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " \n", + " \n", + " 7\n", + " unionfind.lean\n", + " 18257.0\n", + " 18257.0\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " \n", + " \n", + " 8\n", + " qsort.lean\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", " NaN\n", " NaN\n", " \n", @@ -1389,23 +1797,27 @@ "" ], "text/plain": [ - " File Value_reuse Value_no_reuse absolute_diff %Decrease \\\n", - "0 binarytrees.lean 2448 2448 0 0.0 \n", - "1 const_fold.lean 269 269 0 0.0 \n", - "2 deriv.lean 6898 6898 0 0.0 \n", - "3 liasolver.lean 7583 7583 0 0.0 \n", - "4 rbmap.lean 492 492 0 0.0 \n", - "5 unionfind.lean 679 679 0 0.0 \n", - "6 rbmap_fbip.lean 0 0 0 NaN \n", + " File Value_reuse Value_no_reuse absolute_diff \\\n", + "0 binarytrees.lean 610206.0 610206.0 0.0 \n", + "1 const_fold.lean 610206.0 610206.0 0.0 \n", + "2 deriv.lean 53855.0 53855.0 0.0 \n", + "3 liasolver.lean 7583.0 7583.0 0.0 \n", + "4 rbmap.lean 9852.0 9852.0 0.0 \n", + "5 rbmap_checkpoint.lean 294927.0 294927.0 0.0 \n", + "6 rbmap_fbip.lean 63593.0 63593.0 0.0 \n", + "7 unionfind.lean 18257.0 18257.0 0.0 \n", + "8 qsort.lean 0.0 0.0 0.0 \n", "\n", - " xDecrease \n", - "0 0.0 \n", - "1 0.0 \n", - "2 0.0 \n", - "3 0.0 \n", - "4 0.0 \n", - "5 0.0 \n", - "6 NaN " + " %Decrease xDecrease \n", + "0 0.0 0.0 \n", + "1 0.0 0.0 \n", + "2 0.0 0.0 \n", + "3 0.0 0.0 \n", + "4 0.0 0.0 \n", + "5 0.0 0.0 \n", + "6 0.0 0.0 \n", + "7 0.0 0.0 \n", + "8 NaN NaN " ] }, "metadata": {}, @@ -1413,7 +1825,7 @@ }, { "data": { - "image/png": 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", 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I8GiP/c688847HsOWLFnSQkND3X8nZp2+1Xl8rfkRW2Pv3r092mO3A++9955He9OmTc3lctnOnTvdbZLMx8fH43vx8ccfmyQLDg72WPf79OmTqPUo9nvasGFDj/ZOnTqZJNu0aZO7LaFtR1hYmN1///3uvxOznid2m2FmVqVKFatSpYr774TWo8Qu/xt534SUKFHCsmbNaidPnnS3bdq0yby8vKxVq1butsTuf6+ldevWli5dumu+HhMTYwUKFLCwsDCPfVFkZKTlzZvXatWq5dF2tdWrV5sk+/LLL91tsethzZo1PabZtWtX8/b2tjNnzni8f9myZa1FixZmdu1tQ0Jih/Xz87MDBw6423/77TeTZF27dnW33eg25L9qP3PmjGXIkMHKlSvnsf2OnW6sKlWqxJs/UVFRFhwcbE2aNHG3xa7rxYoVs4sXL7rbW7RoYS6Xy+rUqePxHhUqVPDYd5olbp0yu/axkdmV7ULsfqt79+7m5eVlEyZMiDfc1YYPH26S7Pjx49ccJnbeXr0dif3sy5Ytc7e1bt3a4/MdP3483r4tVmKXLVI2Li/HPeWFF17w+Lty5co6efKkIiIibnqacR8O5O3trdKlS8vM1L59e3d7YGCgChYsqH/++eeGp583b16PS7ylK2dnK1eurIwZM+rEiRPufzVr1lR0dLT7MuGZM2fK5XKpX79+8aYb+2t8QECAGjVqpK+//tp9+WZ0dLSmTZumxo0bK126dImeVkISW+v333+vVKlSeZyF8fb21ksvvXQjs8tDq1atlCFDBvffTZs21X333afvv//e3RZ7xlu6clnriRMnVLFiRZmZNmzYIEk6dOiQNm/erFatWnk8RbdKlSoqXrx4vM8bEBCgWrVqeXze0NBQpU+fXsuWLZP0v3tc582bd91LxydMmCAzS1TXI3E/y+nTpxUeHq7KlSvHuxxckipUqKDQ0FD337ly5VKjRo20cOFC9yWogYGB+u2333To0KEE32/t2rU6duyYOnXqJF9fX3d7vXr1VKhQIc2fP/8/a74Vs2bNUkxMjJo1a+Yxr4ODg1WgQAH3vE5IdHS0Fi5cqMaNGytXrlzu9sKFC8db327VqVOntHTpUjVr1kxnz55113ny5EmFhYVpx44d8S7Hf+655zzu0120aJHOnDmjFi1aeHxWb29vlStXLsHPmtD2Lu42KDHr9K3M48SIu75LV7YD3t7eevnllz3au3fvLjPTDz/84NFeo0YNj3WjXLlykqQmTZp4rPux7YndBl99Vi12O3StbUd4eLhOnDihKlWq6J9//lF4eLikxK3nid1m3Kj/Wv638r6HDx/Wxo0b1aZNG2XKlMnd/uCDD6pWrVoe8+l69dzq/leSNm7cqB07duipp57SyZMn3Z/j/PnzqlGjhlasWOG+lSnuMrt06ZJOnjyp/PnzKzAwMMHt5PPPP++xf6tcubKio6O1d+9ed9uECRO0efPmWzpj37hxY4+rpsqWLaty5cq55+PNbEP+q/ZFixbp7Nmz6t27t8f2W4q/T0+fPr3HZfNp0qRR2bJlE1yfWrVq5XGFRLly5WRm8W6pKFeunPbv36/Lly+72xKzTsVK6Ngolpmpc+fOGjlypCZNmpSoK+Zi19U5c+bEu/XNSTezbJEycXk57ilxD64lKWPGjJKuBBR/f/8kmWZAQIB8fX3dl8HGbT958uQNTz9v3rzx2nbs2KE//vjDfYnt1WIfXrRr1y5lz57d46AoIa1atdK0adO0cuVKPfLII1q8eLGOHj2qli1buodJ7LRutta9e/fqvvvui9c1zLUuGUuMAgUKePztcrmUP39+j/ux9u3bp759+2ru3Lnx7mOM3cnHHqTkz58/3nvkz5/f42Btx44dCg8PV9asWROsKfbzVqlSRU2aNNHbb7+t4cOHq2rVqmrcuLGeeuqpm374yrx58/Tee+9p48aNHvfKJfSjyNXzRpIeeOABRUZG6vjx4woODtbgwYPVunVr5cyZU6Ghoapbt65atWql+++/X9L/5ktCy6hQoUL6+eefb+pzJNaOHTtkZgl+FknXvTT2+PHjunDhQoLjFixYMMHQcLN27twpM9Obb76pN998M8Fhjh075nHQffV6v2PHDklS9erVExz/6u1X7P3ZcWXMmNHjO56YdfpW5vF/SZUqlcf96tKV71T27Nk9ArN05ceQ2NfjSmj7K0k5c+ZMsD2x9ypf/Xnz5csnLy8vj23HL7/8on79+mn16tXx7k0ODw9XQEBAotbzxG4zbkRilv+tvO/11v3ChQtr4cKFOn/+vPtHW8mZ/a/0v3XjesEqPDxcGTNm1IULFzRw4ECNHz9eBw8e9HhOwNWh7r9qlqSIiAj16dNHPXv2jPeduxHX2h5/8803km5uG/Jfte/atUuSEtUHd44cOeLtRzJmzKg//vgj3rA3sk7GxMQoPDxcmTNnlpS4dSpWQsdGsb788kudO3dOY8eOVYsWLf7z80lXbhX87LPP9Oyzz6p3796qUaOGHn/8cTVt2tSj54qkdjPLFikToRv3lGs94TV2x3utM7ZXP3zmv6b5X+9zI+L+8hsrJiZGtWrV0quvvprgOA888MANvUdYWJiyZcumSZMm6ZFHHtGkSZMUHBysmjVr3nC9TtealKKjo1WrVi2dOnVKvXr1UqFChZQuXTodPHhQbdq0ualfu2NiYpQ1a1ZNnjw5wddjD4RdLpdmzJihX3/9Vd99950WLlyodu3aadiwYfr1119vuF/alStXqmHDhnrkkUc0ZswY3XfffUqdOrXGjx+f4ENxEqNZs2aqXLmyvv32W/34448aMmSIBg0apFmzZsW7j+9G3cy6drWYmBi5XC798MMPCa5zd0rfvrHfox49elzzzMzVP+hcvd7HTuOrr75ScHBwvPFTpfLcnSfV06ydnMc+Pj63fDB7rc+ZlNtgKf73ddeuXapRo4YKFSqkDz74QDlz5lSaNGn0/fffa/jw4e7llZj1PLHbjBuRmOXvxPveTE03u0xixc7rIUOGqESJEgkOE/s9femllzR+/Hh16dJFFSpUUEBAgFwul5588skEt/f/VfPQoUN18eJFNW/e3P2DzIEDByRdCbd79uxR9uzZlSZNmlv5iDe1DUnK+X0j07rZdTKx61SshI6NYj388MPauHGjPvroIzVr1ixRJwv8/Py0YsUKLVu2TPPnz9eCBQs0bdo0Va9eXT/++KO8vb2TZL91tZtZtkiZCN1AHLG/BF/9xOyrz64kt3z58uncuXP/GYrz5cunhQsX6tSpU9fd6Xh7e+upp57ShAkTNGjQIM2ePTve5a2JndbN1po7d24tWbJE586d8ziQ3759e6Lf62qxZ0BimZl27tzpfnjJ5s2b9ffff2vixIlq1aqVe7hFixbFq0268ov01a5uy5cvnxYvXqyHH374ugcFscqXL6/y5curf//+mjJlip5++mlNnTr1hvs0njlzpnx9fbVw4UKPM+Xjx49PcPir540k/f3330qbNq3HwfZ9992nTp06qVOnTjp27JhKlSql/v37q06dOu75sn379nhnYLdv3+5+PSE3sq5d60AnX758MjPlzZv3hn+8CQoKkp+fX4Lz4Va+cwmJvTIgderUN/1DVr58+SRJWbNmTZIfw2Kn+V/r9K3M45uRO3duLV68WGfPnvU4271t2zb367fDjh07PM6k7dy5UzExMe5L2b/77jtFRUVp7ty5Hmf2rnVJ9vXW8xvdZiSVW3nfuOv+1bZt26YsWbJ4nOV2Uuy64e/v/5/rxowZM9S6dWuP3kT+/fffm+olQ7pypdTp06dVtGjReK8NGDBAAwYM0IYNG675Y0Csa22PY79vSbENuVrsfNuyZcsdEepudJ26nvz582vw4MGqWrWqateurSVLlsS7eiYhXl5eqlGjhmrUqKEPPvhAAwYM0Ouvv65ly5apZs2at3SMeK39mBPLFncm7ukG4vD391eWLFnidZ00ZsyYZKooYc2aNdPq1au1cOHCeK+dOXPGfY9UkyZNZGZ6++234w139S/ULVu21OnTp9WhQwedO3cuXrcnNzKtm6m1bt26unz5skf3INHR0f/Zxcf1xD4RNtaMGTN0+PBh91na2B8V4tZvZho5cqTHdLJnz65ixYq5L1mLtXz5cnf3RLGaNWum6Ohovfvuu/HquXz5sntnffr06XjzLfbALO6l4YntMiz2V/i4v7jv2bNHs2fPTnD41atXe1wWv3//fs2ZM0ePPvqovL29FR0dHe9yy6xZsyp79uzu+kqXLq2sWbNq3LhxHjX/8MMP+uuvv+I9MT2uG1nXYg/erz7Qefzxx+Xt7a2333473rw0s+vezuHt7a2wsDDNnj1b+/btc7f/9ddfCX5Xb0XWrFlVtWpVffzxxzp8+HC816/VBVFcYWFh8vf314ABAxL8LiRmGldLzDp9K/P4ZtStW1fR0dH66KOPPNqHDx8ul8t1y1dYJNbo0aM9/o7dDl1v2xEeHh7vR67ErOeJ3WYktVt53/vuu08lSpTQxIkTPYbbsmWLfvzxR9WtW9eBihMWGhqqfPnyaejQoR7b51hx1w1vb+94y2PUqFE3faby5Zdf1rfffuvxL7brqjZt2ujbb7+97mXQsWbPnu1x3+6aNWv022+/ub9vSbENudqjjz6qDBkyaODAgfG6w7vVqw9uRmLXqcR68MEH9f333+uvv/5SgwYN/rMf71OnTsVru3pdjf2hIu5+Kzo6Wp988sl/1hP7ZPyr1ysnli3uTJzpBq7y7LPP6v3339ezzz6r0qVLa8WKFfr777+TuywPPXv21Ny5c1W/fn21adNGoaGhOn/+vDZv3qwZM2Zoz549ypIli6pVq6aWLVvqww8/1I4dO1S7dm3FxMRo5cqVqlatmjp37uyeZsmSJVWsWDFNnz5dhQsXdncJFetGpnUztTZo0EAPP/ywevfurT179qhIkSKaNWtWgvfZJVamTJlUqVIltW3bVkePHtWIESOUP39+d7chhQoVUr58+dSjRw8dPHhQ/v7+mjlzZoL3fQ4YMECNGjXSww8/rLZt2+r06dP66KOPVKxYMY8DvSpVqqhDhw4aOHCgNm7cqEcffVSpU6fWjh07NH36dI0cOVJNmzbVxIkTNWbMGD322GPKly+fzp49q08//VT+/v4eB6yJ7TKsXr16+uCDD1S7dm099dRTOnbsmEaPHq38+fMneN9dsWLFFBYW5tFlmCR3ADt79qxy5Mihpk2b6qGHHlL69Om1ePFi/f777+6zRKlTp9agQYPUtm1bValSRS1atHB3GZYnTx517dr1ussnseta7APfXn/9dT355JNKnTq1GjRooHz58um9995Tnz59tGfPHjVu3FgZMmTQ7t279e233+r5559Xjx49rvn+b7/9thYsWKDKlSurU6dOunz5skaNGqWiRYsmOM9uxejRo1WpUiUVL15czz33nO6//34dPXpUq1ev1oEDB7Rp06brju/v76+xY8eqZcuWKlWqlJ588kkFBQVp3759mj9/vh5++OF4QfW/JGadvtV5fKMaNGigatWq6fXXX9eePXv00EMP6ccff9ScOXPUpUsX90Gv03bv3q2GDRuqdu3aWr16tSZNmqSnnnpKDz30kKQrgSVNmjRq0KCB+4fKTz/9VFmzZvU4cE7Mep7YbUZSu9X3HTJkiOrUqaMKFSqoffv27i7DAgICPPofTgqXLl3Se++9F689U6ZM6tSpkz777DPVqVNHRYsWVdu2bRUSEqKDBw9q2bJl8vf313fffSdJql+/vr766isFBASoSJEiWr16tRYvXuy+p/hGlSpVKt6+MvYy86JFi6px48aJmk7+/PlVqVIldezYUVFRURoxYoQyZ87scVvWrW5Drubv76/hw4fr2WefVZkyZfTUU08pY8aM2rRpkyIjIzVx4sQbmt6tSuw6dSPKly+vOXPmqG7dumratKlmz559zedQvPPOO1qxYoXq1aun3Llz69ixYxozZoxy5MihSpUqSbqyTMuXL68+ffq4rxCaOnWqx8PgrsXPz09FihTRtGnT9MADDyhTpkwqVqyYihUrluTLFncopx6LDtxJYrssuboriIS6f4iMjLT27dtbQECAZciQwZo1a2bHjh27ZpdhV0/zWt2bVKlSxYoWLXpDdefOndvq1auX4Gtnz561Pn36WP78+S1NmjSWJUsWq1ixog0dOtSju47Lly/bkCFDrFChQpYmTRoLCgqyOnXq2Lp16+JNc/DgwSbJBgwYkOB7JmZaV3etdCO1njx50lq2bGn+/v4WEBBgLVu2tA0bNtx0l2Fff/219enTx7JmzWp+fn5Wr149j+6hzK50EVWzZk1Lnz69ZcmSxZ577jnbtGlTgu85depUK1SokPn4+FixYsVs7ty51qRJEytUqFC8Gj755BMLDQ01Pz8/y5AhgxUvXtxeffVVO3TokJmZrV+/3lq0aGG5cuUyHx8fy5o1q9WvX9+jGy+zG+sy7PPPP7cCBQqYj4+PFSpUyMaPHx+vqy6z/3WpMmnSJPfwJUuW9OjuJCoqynr27GkPPfSQZciQwdKlS2cPPfSQjRkzJt77Tps2zUqWLGk+Pj6WKVMme/rppz26vzGL32WYWeLXNbMrXc+FhISYl5dXvPkxc+ZMq1SpkqVLl87SpUtnhQoVshdffNG2b9/+n/Ns+fLlFhoaamnSpLH777/fxo0bl2Ctt9plmJnZrl27rFWrVhYcHGypU6e2kJAQq1+/vs2YMcM9TOw26VpdTC1btszCwsIsICDAfH19LV++fNamTRuP7821tkEJfa7Ebh9udh5fr8uwa3UDdfbsWevatatlz57dUqdObQUKFLAhQ4Z4dGNk5tk1UKybWS5xxc6jP//805o2bWoZMmSwjBkzWufOneN1qzR37lx78MEHzdfX1/LkyWODBg2yL774wuP7mdj13Oy/txlmie8yLLHLP7Hvey2LFy+2hx9+2Pz8/Mzf398aNGhgf/75Z4Lvm5j9b0Jit4EJ/cuXL597uA0bNtjjjz9umTNnNh8fH8udO7c1a9bMlixZ4h7m9OnT1rZtW8uSJYulT5/ewsLCbNu2bfHW72uthwl1DXW1m+kybMiQITZs2DDLmTOn+fj4WOXKlT26p4t1K9uQa9U+d+5cq1ixonsZli1b1r7++mv369c6drm6S6xrrWPXqieh70Vi1imz6x8bJbRdmDNnjqVKlcqaN29u0dHRCY63ZMkSa9SokWXPnt3SpElj2bNntxYtWsTr7nTXrl1Ws2ZN8/HxsWzZstlrr71mixYt+s8uw8zMVq1a5d7fXL2fS8yyRcrmMkuGa0gA3JFGjhyprl27as+ePfGeQJqS/PTTT6pWrZqmT5/uyBmiuEqUKKGgoKB494EDAAAAEvd0A/h/ZqbPP/9cVapUSdGB2ymXLl2KdwnZTz/9pE2bNqlq1arJUxQAAADueNzTDSSD48ePX/fBLWnSpLnh/rBv1vnz5zV37lwtW7ZMmzdv1pw5c27L+96MixcvJviwk7ji9uOZlA4ePKiaNWvqmWeeUfbs2bVt2zaNGzdOwcHBeuGFFxx5TwAAAKR8hG4gGZQpU+a6XUxUqVJFP/30022p5fjx43rqqacUGBio1157TQ0bNrwt73szVq1apWrVql13mPHjx1/3gWM3K2PGjAoNDdVnn32m48ePK126dKpXr57ef//9m34IDwAAAO5+3NMNJINffvnlut1XxAY8eDp9+rTWrVt33WGKFi2q++677zZVBAAAAFwfoRsAAAAAAIfwIDUAAAAAABxC6E4CZqaIiAhx0QAAAAAAIC5CdxI4e/asAgICdPbs2eQuBQAAAABwByF0AwAAAADgEEI3AAAAAAAOIXQDAAAAAOAQQjcAAAAAAA4hdAMAAAAA4BBCNwAAAAAADiF0AwAAAADgEEI3AAAAAAAOIXQDAAAAAOAQQjcAAAAAAA4hdAMAAAAA4BBCNwAAAAAADiF0AwAAAMA9rGrVqurSpUtyl3HXSpXcBQAAAADAnazBqJ9v6/t991KlRA/boEEDXbp0SQsWLIj32sqVK/XII49o06ZNevDBB5OyRNwAznQDAAAAQArVvn17LVq0SAcOHIj32vjx41W6dOk7PnBfvHgxuUtwFKEbAAAAAFKo+vXrKygoSBMmTPBoP3funKZPn67GjRurRYsWCgkJUdq0aVW8eHF9/fXX152my+XS7NmzPdoCAwM93mP//v1q1qyZAgMDlSlTJjVq1Eh79uxJVM1t2rRR48aN1b9/f2XPnl0FCxZM1DQTugy+cePGatOmjfvvMWPGqECBAvL19VW2bNnUtGlT92sxMTEaOHCg8ubNKz8/Pz300EOaMWNGomq+FYRuAAAAAEihUqVKpVatWmnChAkyM3f79OnTFR0drWeeeUahoaGaP3++tmzZoueff14tW7bUmjVrbvo9L126pLCwMGXIkEErV67UL7/8ovTp06t27dqJPmu9ZMkSbd++XYsWLdK8efOSZJpr167Vyy+/rHfeeUfbt2/XggUL9Mgjj7hfHzhwoL788kuNGzdOW7duVdeuXfXMM89o+fLlNzUfEot7ugEAAAAgBWvXrp2GDBmi5cuXq2rVqpKuXFrepEkT5c6dWz169HAP+9JLL2nhwoX65ptvVLZs2Zt6v2nTpikmJkafffaZXC6X+/0CAwP1008/6dFHH/3PaaRLl06fffaZ0qRJI0maNGnSLU9z3759SpcunerXr68MGTIod+7cKlmypCQpKipKAwYM0OLFi1WhQgVJ0v3336+ff/5ZH3/8sapUqXJT8yIxCN0AAAAAkIIVKlRIFStW1BdffKGqVatq586dWrlypd555x1FR0drwIAB+uabb3Tw4EFdvHhRUVFRSps27U2/36ZNm7Rz505lyJDBo/3ff//Vrl27EjWN4sWLuwN3Uk2zVq1ayp07t+6//37Vrl1btWvX1mOPPaa0adNq586dioyMVK1atTzGuXjxojuYO4XQDQAAAAApXPv27fXSSy9p9OjRGj9+vPLly6cqVapo0KBBGjlypEaMGKHixYsrXbp06tKly3Uv2Xa5XB6XqktXLimPde7cOYWGhmry5Mnxxg0KCkpUvenSpfP4OzHT9PLyum5dGTJk0Pr16/XTTz/pxx9/VN++ffXWW2/p999/17lz5yRJ8+fPV0hIiMc0fHx8ElXzzSJ0AwAAAEAK16xZM73yyiuaMmWKvvzyS3Xs2FEul0u//PKLGjVqpGeeeUbSlYeJ/f333ypSpMg1pxUUFKTDhw+7/96xY4ciIyPdf5cqVUrTpk1T1qxZ5e/vnyT1J2aaV9cVHR2tLVu2qFq1au62VKlSqWbNmqpZs6b69eunwMBALV26VLVq1ZKPj4/27dvn6KXkCeFBagAAAACQwqVPn17NmzdXnz59dPjwYfcTvQsUKKBFixZp1apV+uuvv9ShQwcdPXr0utOqXr26PvroI23YsEFr167VCy+8oNSpU7tff/rpp5UlSxY1atRIK1eu1O7du/XTTz/p5ZdfTrDrssRIzDSrV6+u+fPna/78+dq2bZs6duyoM2fOuKcxb948ffjhh9q4caP27t2rL7/8UjExMSpYsKAyZMigHj16qGvXrpo4caJ27dql9evXa9SoUZo4ceJN1ZxYhG4AAAAAuAu0b99ep0+fVlhYmLJnzy5JeuONN1SqVCmFhYWpatWqCg4OVuPGja87nWHDhilnzpyqXLmynnrqKfXo0cPjHvC0adNqxYoVypUrlx5//HEVLlxY7du317///nvTZ74TM8127dqpdevWatWqlapUqaL777/f4yx3YGCgZs2aperVq6tw4cIaN26cvv76axUtWlSS9O677+rNN9/UwIEDVbhwYdWuXVvz589X3rx5b6rmxHLZ1RfF44ZFREQoICBA4eHhSXZ5BQAAAAAg5eNMNwAAAAAADiF0AwAAAACSTPr06a/5b+XKlcld3m3H08sBAAAAAElm48aN13zt6u667gWEbgAAAABAksmfP39yl3BH4fJyAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAISkudI8ePVp58uSRr6+vypUrpzVr1lx3+OnTp6tQoULy9fVV8eLF9f33319z2BdeeEEul0sjRoxI4qoBAAAAAPeiFBW6p02bpm7duqlfv35av369HnroIYWFhenYsWMJDr9q1Sq1aNFC7du314YNG9S4cWM1btxYW7ZsiTfst99+q19//VXZs2d3+mMAAAAAAO4RLjOz5C4iscqVK6cyZcroo48+kiTFxMQoZ86ceumll9S7d+94wzdv3lznz5/XvHnz3G3ly5dXiRIlNG7cOHfbwYMHVa5cOS1cuFD16tVTly5d1KVLl0TXFRERoYCAAIWHh8vf3//mPyAAAAAA4K6SYs50X7x4UevWrVPNmjXdbV5eXqpZs6ZWr16d4DirV6/2GF6SwsLCPIaPiYlRy5Yt1bNnTxUtWjRRtURFRSkiIsLjHwAAAAAAV0sxofvEiROKjo5WtmzZPNqzZcumI0eOJDjOkSNH/nP4QYMGKVWqVHr55ZcTXcvAgQMVEBDg/pczZ84b+CQAAAAAgHtFigndTli3bp1GjhypCRMmyOVyJXq8Pn36KDw83P1v//79DlYJAAAAAEipUkzozpIli7y9vXX06FGP9qNHjyo4ODjBcYKDg687/MqVK3Xs2DHlypVLqVKlUqpUqbR37151795defLkuWYtPj4+8vf39/gHAAAAAMDVUkzoTpMmjUJDQ7VkyRJ3W0xMjJYsWaIKFSokOE6FChU8hpekRYsWuYdv2bKl/vjjD23cuNH9L3v27OrZs6cWLlzo3IcBAAAAANwTUiV3ATeiW7duat26tUqXLq2yZctqxIgROn/+vNq2bStJatWqlUJCQjRw4EBJ0iuvvKIqVapo2LBhqlevnqZOnaq1a9fqk08+kSRlzpxZmTNn9niP1KlTKzg4WAULFry9Hw4AAAAAcNdJUaG7efPmOn78uPr27asjR46oRIkSWrBggfthafv27ZOX1/9O3lesWFFTpkzRG2+8oddee00FChTQ7NmzVaxYseT6CAAAAACAe0iK6qf7TkU/3QAAAACAhKSYe7oBAAAAAEhpCN0AAAAAADiE0A0AAAAAgEMI3QAAAAAAOITQDQAAAACAQwjdAAAAAAA4hNANAAAAAIBDCN0AAAAAADiE0A0AAAAAgEMI3QAAAAAAOITQDQAAAACAQwjdAAAAAAA4hNANAAAAAIBDCN0AAAAAADiE0A0AAAAAgEMI3QAAAAAAOITQDQAAAACAQwjdAAAAAAA4hNANAAAAAIBDCN0AAAAAADiE0A0AAAAAgEMI3QAAAAAAOITQDQAAAACAQwjdAAAAAAA4hNANAAAAAIBDCN0AAAAAADiE0A0AAAAAgEMI3QAAAAAAOITQDQAAAACAQwjdAAAAAAA4hNANAAAAAIBDCN0AAAAAADiE0A0AAAAAgEMI3QAAAAAAOITQDQAAAACAQwjdAAAAAAA4hNANAAAAAIBDCN0AAAAAADiE0A0AAAAAgEMI3QAAAAAAOITQDQAAAACAQwjdAAAAAAA4hNANAAAAAIBDCN0AAAAAADiE0A0AAAAAgEMI3QAAAAAAOITQDQAAAACAQwjdAAAAAAA4hNANAAAAAIBDCN0AAAAAADiE0A0AAAAAgEMI3QAAAAAAOITQDQAAAACAQwjdAAAAAAA4hNANAAAAAIBDCN0AAAAAADiE0A0AAAAAgEMI3QAAAAAAOITQDQAAAACAQwjdAAAAAAA4hNANAAAAAIBDCN0AAAAAADiE0A0AAAAAgEMI3QAAAAAAOITQDQAAAACAQwjdAAAAAAA4hNANAAAAAIBDCN0AAAAAADiE0A0AAAAAgEMI3QAAAAAAOITQDQAAAACAQwjdAAAAAAA4hNANAAAAAIBDCN0AAAAAADiE0A0AAAAAgEMI3QAAAAAAOITQDQAAAACAQwjdAAAAAAA4hNANAAAAAIBDCN0AAAAAADiE0A0AAAAAgEMI3QAAAAAAOITQDQAAAACAQwjdAAAAAAA4hNANAAAAAIBDCN0AAAAAADiE0A0AAAAAgEMI3QAAAAAAOITQDQAAAACAQwjdAAAAAAA4hNANAAAAAIBDCN0AAAAAADiE0A0AAAAAgEMI3QAAAAAAOITQDQAAAACAQwjdAAAAAAA4hNANAAAAAIBDUlzoHj16tPLkySNfX1+VK1dOa9asue7w06dPV6FCheTr66vixYvr+++/d7926dIl9erVS8WLF1e6dOmUPXt2tWrVSocOHXL6YwAAAAAA7gEpKnRPmzZN3bp1U79+/bR+/Xo99NBDCgsL07FjxxIcftWqVWrRooXat2+vDRs2qHHjxmrcuLG2bNkiSYqMjNT69ev15ptvav369Zo1a5a2b9+uhg0b3s6PBQAAAAC4S7nMzJK7iMQqV66cypQpo48++kiSFBMTo5w5c+qll15S79694w3fvHlznT9/XvPmzXO3lS9fXiVKlNC4ceMSfI/ff/9dZcuW1d69e5UrV65E1RUREaGAgACFh4fL39//Jj4ZAAAAAOBulGLOdF+8eFHr1q1TzZo13W1eXl6qWbOmVq9eneA4q1ev9hheksLCwq45vCSFh4fL5XIpMDDwmsNERUUpIiLC4x8AAAAAAFdLMaH7xIkTio6OVrZs2Tzas2XLpiNHjiQ4zpEjR25o+H///Ve9evVSixYtrnvGeuDAgQoICHD/y5kz5w1+GgAAAADAvSDFhG6nXbp0Sc2aNZOZaezYsdcdtk+fPgoPD3f/279//22qEgAAAACQkqRK7gISK0uWLPL29tbRo0c92o8eParg4OAExwkODk7U8LGBe+/evVq6dOl/3pft4+MjHx+fm/gUAAAAAIB7SYo5050mTRqFhoZqyZIl7raYmBgtWbJEFSpUSHCcChUqeAwvSYsWLfIYPjZw79ixQ4sXL1bmzJmd+QAAAAAAgHtOijnTLUndunVT69atVbp0aZUtW1YjRozQ+fPn1bZtW0lSq1atFBISooEDB0qSXnnlFVWpUkXDhg1TvXr1NHXqVK1du1affPKJpCuBu2nTplq/fr3mzZun6Oho9/3emTJlUpo0aZLngwIAAAAA7gopKnQ3b95cx48fV9++fXXkyBGVKFFCCxYscD8sbd++ffLy+t/J+4oVK2rKlCl644039Nprr6lAgQKaPXu2ihUrJkk6ePCg5s6dK0kqUaKEx3stW7ZMVatWvS2fCwAAAABwd0pR/XTfqeinGwAAAACQkBRzTzcAAAAAACkNoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcMgNh+79+/frwIED7r/XrFmjLl266JNPPknSwgAAAAAASOluOHQ/9dRTWrZsmSTpyJEjqlWrltasWaPXX39d77zzTpIXCAAAAABASnXDoXvLli0qW7asJOmbb75RsWLFtGrVKk2ePFkTJkxI6voAAAAAAEixbjh0X7p0ST4+PpKkxYsXq2HDhpKkQoUK6fDhw0lbHQAAAAAAKdgNh+6iRYtq3LhxWrlypRYtWqTatWtLkg4dOqTMmTMneYEAAAAAAKRUNxy6Bw0apI8//lhVq1ZVixYt9NBDD0mS5s6d677sHAAAAAAASC4zsxsdKTo6WhEREcqYMaO7bc+ePUqbNq2yZs2apAWmBBEREQoICFB4eLj8/f2TuxwAAAAAwB3ipvrpNjOtW7dOH3/8sc6ePStJSpMmjdKmTZukxQEAAAAAkJKlutER9u7dq9q1a2vfvn2KiopSrVq1lCFDBg0aNEhRUVEaN26cE3UCAAAAAJDi3PCZ7ldeeUWlS5fW6dOn5efn525/7LHHtGTJkiQtDgAAAACAlOyGz3SvXLlSq1atUpo0aTza8+TJo4MHDyZZYQAAAAAApHQ3fKY7JiZG0dHR8doPHDigDBkyJElRAAAAAADcDW44dD/66KMaMWKE+2+Xy6Vz586pX79+qlu3blLWBgAAAABAinbDXYYdOHBAYWFhMjPt2LFDpUuX1o4dO5QlSxatWLGCLsPoMgwAAAAA8P9uqp/uy5cva+rUqfrjjz907tw5lSpVSk8//bTHg9XuJYRuAAAAAEBCbqqf7lSpUumZZ57R4MGDNWbMGD377LO3LXCPHj1aefLkka+vr8qVK6c1a9Zcd/jp06erUKFC8vX1VfHixfX99997vG5m6tu3r+677z75+fmpZs2a2rFjh5MfAQAAAABwj7jhp5d/+eWX1329VatWN13Mf5k2bZq6deumcePGqVy5choxYoTCwsK0ffv2BC9rX7VqlVq0aKGBAweqfv36mjJliho3bqz169erWLFikqTBgwfrww8/1MSJE5U3b169+eabCgsL059//ilfX1/HPgsAAAAA4O53w5eXZ8yY0ePvS5cuKTIyUmnSpFHatGl16tSpJC0wrnLlyqlMmTL66KOPJF15knrOnDn10ksvqXfv3vGGb968uc6fP6958+a528qXL68SJUpo3LhxMjNlz55d3bt3V48ePSRJ4eHhypYtmyZMmKAnn3wyUXVxeTkAAAAAICE3fHn56dOnPf6dO3dO27dvV6VKlfT11187UaMk6eLFi1q3bp1q1qzpbvPy8lLNmjW1evXqBMdZvXq1x/CSFBYW5h5+9+7dOnLkiMcwAQEBKleu3DWnCQAAAABAYt3UPd1XK1CggN5//3298sorSTG5BJ04cULR0dHKli2bR3u2bNl05MiRBMc5cuTIdYeP/e+NTFOSoqKiFBER4fEPAAAAAICrJUnolq48XO3QoUNJNbk72sCBAxUQEOD+lzNnzuQuCQAAAABwB7rhB6nNnTvX428z0+HDh/XRRx/p4YcfTrLCrpYlSxZ5e3vr6NGjHu1Hjx5VcHBwguMEBwdfd/jY/x49elT33XefxzAlSpS4Zi19+vRRt27d3H9HREQQvAEAAAAA8dxw6G7cuLHH3y6XS0FBQapevbqGDRuWVHXFkyZNGoWGhmrJkiXuGmJiYrRkyRJ17tw5wXEqVKigJUuWqEuXLu62RYsWqUKFCpKkvHnzKjg4WEuWLHGH7IiICP3222/q2LHjNWvx8fGRj49PknwuAAAAAMDd64ZDd0xMjBN1JEq3bt3UunVrlS5dWmXLltWIESN0/vx5tW3bVtKV7spCQkI0cOBASdIrr7yiKlWqaNiwYapXr56mTp2qtWvX6pNPPpF05QeDLl266L333lOBAgXcXYZlz5493o8LAAAAAADcqBsO3cmpefPmOn78uPr27asjR46oRIkSWrBggftBaPv27ZOX1/9uU69YsaKmTJmiN954Q6+99poKFCig2bNnu/volqRXX31V58+f1/PPP68zZ86oUqVKWrBgAX10AwAAAABuWaL66Y57//J/+eCDD26poJSIfroBAAAAAAlJ1JnuDRs2JGpiLpfrlooBAAAAAOBukqgz3bg+znQDAAAAABKSZP10AwAAAAAATzf1ILW1a9fqm2++0b59+3Tx4kWP12bNmpUkhQEAAAAAkNLd8JnuqVOnqmLFivrrr7/07bff6tKlS9q6dauWLl2qgIAAJ2oEAAAAACBFuuHQPWDAAA0fPlzfffed0qRJo5EjR2rbtm1q1qyZcuXK5USNAAAAAACkSDccunft2qV69epJktKkSaPz58/L5XKpa9eu+uSTT5K8QAAAAAAAUqobDt0ZM2bU2bNnJUkhISHasmWLJOnMmTOKjIxM2uoAAAAAAEjBEh26Y8P1I488okWLFkmSnnjiCb3yyit67rnn1KJFC9WoUcOZKgEAAAAASIES/fTyBx98UGXKlFHjxo31xBNPSJJef/11pU6dWqtWrVKTJk30xhtvOFYoAAAAAAApjcvMLDEDrly5UuPHj9eMGTMUExOjJk2a6Nlnn1XlypWdrvGOFxERoYCAAIWHh8vf3z+5ywEAAAAA3CESHbpjnT9/Xt98840mTJiglStXKn/+/Grfvr1at26t4OBgp+q8oxG6AQAAAAAJueHQHdfOnTs1fvx4ffXVVzpy5Ihq166tuXPnJmV9KQKhGwAAAACQkFsK3dKVM9+TJ09Wnz59dObMGUVHRydVbSkGoRsAAAAAkJBEP0jtaitWrNAXX3yhmTNnysvLS82aNVP79u2TsjYAAAAAAFK0Gwrdhw4d0oQJEzRhwgTt3LlTFStW1IcffqhmzZopXbp0TtUIAAAAAECKlOjQXadOHS1evFhZsmRRq1at1K5dOxUsWNDJ2gAAAAAASNESHbpTp06tGTNmqH79+vL29nayJgAAAAAA7gq3/CA18CA1AAAAAEDCvJK7AAAAAAAA7laEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABySYkL3qVOn9PTTT8vf31+BgYFq3769zp07d91x/v33X7344ovKnDmz0qdPryZNmujo0aPu1zdt2qQWLVooZ86c8vPzU+HChTVy5EinPwoAAAAA4B6RYkL3008/ra1bt2rRokWaN2+eVqxYoeeff/6643Tt2lXfffedpk+fruXLl+vQoUN6/PHH3a+vW7dOWbNm1aRJk7R161a9/vrr6tOnjz766COnPw4AAAAA4B7gMjNL7iL+y19//aUiRYro999/V+nSpSVJCxYsUN26dXXgwAFlz5493jjh4eEKCgrSlClT1LRpU0nStm3bVLhwYa1evVrly5dP8L1efPFF/fXXX1q6dGmi64uIiFBAQIDCw8Pl7+9/E58QAAAAAHA3ShFnulevXq3AwEB34JakmjVrysvLS7/99luC46xbt06XLl1SzZo13W2FChVSrly5tHr16mu+V3h4uDJlypR0xQMAAAAA7lmpkruAxDhy5IiyZs3q0ZYqVSplypRJR44cueY4adKkUWBgoEd7tmzZrjnOqlWrNG3aNM2fP/+69URFRSkqKsr9d0RERCI+BQAAAADgXpOsZ7p79+4tl8t13X/btm27LbVs2bJFjRo1Ur9+/fToo49ed9iBAwcqICDA/S9nzpy3pUYAAAAAQMqSrGe6u3fvrjZt2lx3mPvvv1/BwcE6duyYR/vly5d16tQpBQcHJzhecHCwLl68qDNnznic7T569Gi8cf7880/VqFFDzz//vN54443/rLtPnz7q1q2b+++IiAiCNwAAAAAgnmQN3UFBQQoKCvrP4SpUqKAzZ85o3bp1Cg0NlSQtXbpUMTExKleuXILjhIaGKnXq1FqyZImaNGkiSdq+fbv27dunChUquIfbunWrqlevrtatW6t///6JqtvHx0c+Pj6JGhYAAAAAcO9KEU8vl6Q6dero6NGjGjdunC5duqS2bduqdOnSmjJliiTp4MGDqlGjhr788kuVLVtWktSxY0d9//33mjBhgvz9/fXSSy9JunLvtnTlkvLq1asrLCxMQ4YMcb+Xt7d3on4MiMXTywEAAAAACUkRD1KTpMmTJ6tz586qUaOGvLy81KRJE3344Yfu1y9duqTt27crMjLS3TZ8+HD3sFFRUQoLC9OYMWPcr8+YMUPHjx/XpEmTNGnSJHd77ty5tWfPntvyuQAAAAAAd68Uc6b7TsaZbgAAAABAQlJEP90AAAAAAKREhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhhG4AAAAAABxC6AYAAAAAwCGEbgAAAAAAHELoBgAAAADAIYRuAAAAAAAcQugGAAAAAMAhKSZ0nzp1Sk8//bT8/f0VGBio9u3b69y5c9cd599//9WLL76ozJkzK3369GrSpImOHj2a4LAnT55Ujhw55HK5dObMGQc+AQAAAADgXpNiQvfTTz+trVu3atGiRZo3b55WrFih559//rrjdO3aVd99952mT5+u5cuX69ChQ3r88ccTHLZ9+/Z68MEHnSgdAAAAAHCPcpmZJXcR/+Wvv/5SkSJF9Pvvv6t06dKSpAULFqhu3bo6cOCAsmfPHm+c8PBwBQUFacqUKWratKkkadu2bSpcuLBWr16t8uXLu4cdO3aspk2bpr59+6pGjRo6ffq0AgMDE11fRESEAgICFB4eLn9//1v7sAAAAACAu0aKONO9evVqBQYGugO3JNWsWVNeXl767bffEhxn3bp1unTpkmrWrOluK1SokHLlyqXVq1e72/7880+98847+vLLL+XllSJmBwAAAAAghUiV3AUkxpEjR5Q1a1aPtlSpUilTpkw6cuTINcdJkyZNvDPW2bJlc48TFRWlFi1aaMiQIcqVK5f++eefRNUTFRWlqKgo998RERE38GkAAAAAAPeKZD2127t3b7lcruv+27Ztm2Pv36dPHxUuXFjPPPPMDY03cOBABQQEuP/lzJnToQoBAAAAAClZsp7p7t69u9q0aXPdYe6//34FBwfr2LFjHu2XL1/WqVOnFBwcnOB4wcHBunjxos6cOeNxtvvo0aPucZYuXarNmzdrxowZkqTY29uzZMmi119/XW+//XaC0+7Tp4+6devm/jsiIoLgDQAAAACIJ1lDd1BQkIKCgv5zuAoVKujMmTNat26dQkNDJV0JzDExMSpXrlyC44SGhip16tRasmSJmjRpIknavn279u3bpwoVKkiSZs6cqQsXLrjH+f3339WuXTutXLlS+fLlu2Y9Pj4+8vHxSfTnBAAAAADcm1LE08slqU6dOjp69KjGjRunS5cuqW3btipdurSmTJkiSTp48KBq1KihL7/8UmXLlpUkdezYUd9//70mTJggf39/vfTSS5KkVatWJfgeP/30k6pVq8bTywEAAAAASSJFPEhNkiZPnqzOnTurRo0a8vLyUpMmTfThhx+6X7906ZK2b9+uyMhId9vw4cPdw0ZFRSksLExjxoxJjvIBAAAAAPegFHOm+07GmW4AAAAAQELomBoAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcAihGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQugEAAAAAcEiq5C7gbmBmkqSIiIhkrgQAAAAAcDtlyJBBLpfrmq8TupPA2bNnJUk5c+ZM5koAAAAAALdTeHi4/P39r/m6y2JP0+KmxcTE6NChQ//5C0dKFRERoZw5c2r//v3X/TLBWSyHOwPL4c7BsrgzsBzuDCyHOwPL4c7Acrgz3EvLgTPdt4GXl5dy5MiR3GU4zt/f/65fYVIClsOdgeVw52BZ3BlYDncGlsOdgeVwZ2A53BlYDjxIDQAAAAAAxxC6AQAAAABwCKEb/8nHx0f9+vWTj49PcpdyT2M53BlYDncOlsWdgeVwZ2A53BlYDncGlsOdgeXwPzxIDQAAAAAAh3CmGwAAAAAAhxC6AQAAAABwCKEbAAAAAACHELoBAAAAAHAIoRsAAAAAAIcQuoFkROcBdy6WDQAAAJICofseFBMTk6g2OCsmJkYul0uStGfPHp09e1YXLlyQROC73WLn94kTJ3TmzBmZmVwuF+sF7kl874H/udb6wH769uLYFSkd/XTfY2JiYuTldeW3lhUrVujChQt64IEHlDdv3mSu7N715ptvaubMmbp8+bIaNGigDh066IEHHnAHP9wes2fPVu/eveXn56fMmTNr5syZCggISO6y7ikJfefjbrPgvKv3ES6XS/fdd5/y588vKeFlBGfw3U9+cZfB4sWLFRUVpVy5cql48eKSWB9uF45d7xyx3/m///5bFy9eVOrUqVWwYMHkLitFIHTfo3r37q2xY8cqY8aMOn78uD7++GM1b95cqVOnTu7S7npxd9IzZsxQ586d9dFHH+nXX3/Vhg0blDp1ag0bNkxFixZlh+6w2Pm7efNmVa5cWa+++qr8/Pw0ZcoUnTx5UgsXLlSBAgWSu8x7Quyy+Omnn7Rq1SrFxMSoQ4cOCgoKSu7S7hlxtzc9evTQ1KlTFR4ertDQUD322GN65ZVX4g0HZ8Sdx5MnT9bWrVtVsmRJlS1bVrlz507m6u4NcZdB9+7d9fXXXysyMlIFCxZU3bp11a9fP0n8OHI7cex6Z5g5c6Y6dOiggIAAnTp1SsOGDVO7du2Su6w7n+GeEBMT4/7/NWvWWLFixeyXX36xv//+2/r162fe3t42evRoi4qKSsYq7y3ff/+99ejRwz7//HN324wZM+zRRx+1WrVq2datW83MLDo6OrlKvCf89ttvtnjxYnvnnXfcbYcPH7Zq1apZnjx5bMeOHclY3b1l9uzZljZtWqtQoYLlzZvXgoKCbN26dcld1j0h7j7i119/tRIlSthvv/1mK1eutBdffNFKlSpl/fv3T3B4JK2487ZPnz4WGBhoFStWtCxZstjTTz9tv/zySzJWd2+IuwzWrl1r5cuXt7Vr19qWLVusV69eFhoaaj169EhweCQdjl3vHLHL4tixY5Y/f377/PPPbfny5fbee++Zy+WyIUOGJHOFdz5C9z1m6NCh9sYbb1jPnj092vv3729eXl42ZswYNl63we+//24lSpSwTJky2RdffOHx2syZMy0sLMzCwsJs48aNyVThveHs2bNWpEgRc7lc9uyzz3q8dvjwYatataoVKFDAtm3blkwV3v1id+QXLlywV1991b744guLiYmx/fv3W9OmTS1Tpkz222+/JXOV945vvvnGnn76aY9AsX//fuvZs6eVLFnSBgwYkIzV3VvWrVtnTZs2tdWrV5vZlR+lqlatao0bN7aff/45mau7N0ydOtWaNm1qnTp1credPHnS3n77bStVqpTHsRTB2zkcu94ZFi5caB988IF16dLFLl++7G4fNWqUeXl5Ebz/A6H7HtOmTRtzuVxWr149u3jxosdrAwYMsDRp0tjgwYPt0qVLyVThvWPs2LFWuHBhq1y5su3bt8/jtVmzZlmpUqWsS5cuyVTdvWPt2rVWrVo1e+CBB+z06dNm9r+DpyNHjliJEiXsoYceire+IOn8+uuvlj17dqtWrZrHWbwzZ87YE088YZkyZbI1a9YkY4X3huPHj1vjxo0tc+bM1rRpU4/XDhw4YD179rTSpUtb7969k6nCe8fEiROtfv36VrduXYuMjHS3f/fdd1a1alV77LHHOOPtsPDwcHv66actW7ZsVrNmTY/XTp06ZW+//baVKVPGnn/++WSq8N7BsWvyu3z5sr366qvmcrmsVKlSHqHb7Erw9vHx8bhqEJ4I3XexuL+6xv7/5cuXrVevXpYmTRqbOXNmvHF69+5tlSpV4hfbJHS9y8PHjRtnFStWtJYtW8YL3suXL+fS8iSW0Pf60qVLtmnTJitatKiVKlXKzp075zHssWPHbM+ePbe1znvNjh07rGbNmubl5WXLly83s/+tN+Hh4daiRQtzuVy2du3a5CzzrpPQ+vDnn39a69atLUeOHPbJJ594vHbgwAF7/vnnrU2bNuwjHPbRRx9Znjx5LHv27LZp0yaP17777jurUaOGPfLII/bHH38kU4V3n4S+0/v377fOnTtbjhw5bPDgwR6vnTp1yrp3725t27ZlfUhCHLveWeLO0xMnTth7771nXl5eNmnSpHjDDh482DJlymQnT568nSWmGDxI7S4V98Eely9fVlRUlNKlS+d+vWPHjvryyy/19ddfq2HDhh7j2v8/PMR4WM4ti7scZs6cqa1btyooKEgPPvigHn74YUnS6NGjNXXqVOXJk0cDBw5Ujhw5rjkN3LzY7/Ovv/6qVatW6fz586pfv75KliwpSdq8ebOefPJJ+fr6asWKFUqXLh3rwG1iZtq5c6c6dOigXbt2adWqVQoJCXHP//DwcHXp0kW9e/fmKalJJO52JSoqSj4+Pu62P//8U++//77++ecftWvXzuMBOcePH1eWLFnYRySha83HKVOmqH///ipXrpy6d++uokWLul+bMWOGli9frpEjR7J/SAJx14fz58/Lz89P0dHRSp06tfbt26eBAwdq48aNeuKJJ9StWzf3eGfPnlX69OlZH5IIx653DovTdWrcbcyZM2c0cOBADR06VFOmTFHz5s09xjt9+rQyZsx4u8tNEQjdd6G4K8jw4cO1bNkyHTp0SI899pheeukl+fv7S5JeeOEFTZo0SVOnTlX9+vU9psFG69bFnYe9evXSpEmTVLx4cUVFRSkyMlLdunVzb6xGjx6t6dOnK3369Priiy+UNWvW5Cz9rjVr1ix17NhRhQoVkp+fnxYvXqypU6eqadOmkq4E75YtWyoiIkJbtmxR2rRpk7niu0/senHo0CF5e3u7u+AxM+3evVutW7fWgQMH9PPPPyskJMS9PWOblHTi7iNGjRqln3/+WefPn1e1atX03HPPyd/fX5s3b9bQoUO1a9cutW/fXm3btvWYBssjacRdFocOHVJUVJSyZ88uHx8fSdKnn36qcePGqVSpUuratauKFCly3WngxsWdfx988IGWL1+uU6dOqVatWmrfvr1CQkK0e/duDR48WBs3blTz5s3VpUsXj2mwPtw6jl3vHLHzccmSJZo0aZIiIyP1wAMP6N1335UknTt3Tu+8846GDRumqVOn6oknnkjmilOI23ZOHbddnz597L777rN+/frZ559/bt7e3ta5c2fbtWuXe5iOHTuay+XioSwOir1McNWqVWZ25b6XNGnSWL58+Tweovb+++9bx44duaTcIb/88otlzZrVPv30UzMz27dvn7lcLvPz83O3mZmtX7/eypcvb//8809ylXrXir1Mbe7cuVaiRAkrXLiwhYSE2MSJE93D7Nq1yypVqmQFChSId8sFklavXr0sS5YsNmDAAHvppZesVKlS1qJFC/ezDTZv3mxt2rSxAgUK2HfffZe8xd6F4m7r+/bta+XKlTM/Pz9r2bKlxzrx8ccfW2hoqHXo0IGHazqod+/eliVLFhs5cqS98cYbVqZMGatbt6779qLdu3dbp06d7P7777epU6cmc7V3L45d7wzffvutBQQEWJs2beztt9+29OnTW5s2bez48eNmduVBtL179zaXy2WzZs1K5mpTBkL3Xerbb7+1/Pnzu596+ssvv5i3t7elSpXKnnjiCY9AwcMnnBMZGWnPPfecffDBB2ZmNmfOHAsICLA33njDnnjiCcuVK5fHzjs2lBC8k9bFixdt1KhR1rdvXzO7Erhz5cplnTp1sl69elnq1Klt8uTJ7uF5Cqpz5s2bZ+nTp7cRI0bYpk2b7LXXXjOXy2XDhg1zD/PPP/9YsWLF7KGHHor3sBYkjcmTJ1vBggXt999/N7Mr2yYfHx/Lly+fNWzY0M6cOWNmV36Eevfdd1kODurbt68FBQXZrFmz7Ndff7WqVata8eLFbdSoUe5hPv30U8uRI4e9//77yVjp3WvatGlWqFAh9/owf/588/HxsUKFClm1atXcPwDu2LHDhgwZwvrgEI5d7wx//PGH5cuXz0aPHm1mVx4qmy1bNnO5XFanTh07ceKEmZlFRERY37597c8//0zOclMMQvddKDo62ubMmeNeWb7//nsLDAy0KVOm2M8//2ypU6e2jh072vbt2z3GY+N16671IJadO3fa9u3bLV++fDZ8+HAzu7KTT5MmjWXIkMFmz5593Wng5sSdl5s3b7bff//dzp8/b4888og999xzFh0dbTt27LB06dKZy+XyOLuEpHfo0CGrW7euu1uRffv22f3332/lypUzLy8vGzRokPsHp927d9vu3buTsdq725QpU6xbt25mdiVwZ8qUyT788EMbPXq0BQQE2JNPPhnvYTgEjaS3cuVKK168uK1YscLMrjxA09fX1ypVqmQPPvigjRs3zj3snDlzWAYOmTdvnru3kLlz51rmzJlt9OjR9tVXX1nGjBmtTp06tnPnTo9xWBZJi2PXO8eCBQvs9ddfN7Mrx7B58uSxjh072qpVqyx9+vTWunVrO3r0qJlxzHojCN13gYS+8MePH7d9+/bZiRMnrHz58u5fx48ePWp58uQxl8vlXqGQNOKenb506ZLFxMR4LJvx48dbhQoVLCIiwsyu7FAef/xx+/jjj9l5J7HY+Z7QGeu//vrLSpYs6b7cf8+ePdamTRt79913+bXWYceOHbOhQ4fakSNH7PDhw1akSBF3/+idOnWyNGnS2HvvvZfMVd59rnVQtH//fjt58qSVKVPGvY84duyY5cuXzzJmzOgO5RxUOefw4cM2fPhwu3jxov3444+WOXNm++KLL+zIkSOWL18+K1iwoPXv399jHPYXt+Za3+dDhw5ZeHi4VaxY0d0f/blz56xo0aKWNWtW69ix43XHx43h2PXOFRkZaevXr7fo6Ghr3LixtWzZ0i5dumTnzp2zUqVKmcvlsqZNm3JV5g1Kldz3lOPWxH3wxO7du+Xl5aX06dMrS5YskqR//vlHZ86cUWhoqCTJ5XKpSZMmevLJJ1WiRInkKvuuE3c5jBgxQhs3btSuXbvUuHFjNWzYUAUKFFCqVKm0e/durVq1SlWqVNGYMWNUuHBhPffcc3K5XIqOjpa3t3cyf5KUz/7/ASCLFy/Wl19+qbNnzyowMFCjRo1S+vTpderUKW3cuFHnz5/X+fPn9fnnn2vnzp0aM2aM/Pz8krv8u1pQUJCeeeYZZcuWTe+9955CQkI0ePBgSVK2bNmUPXt2ffDBB+rQoYN7G4ZbE3fbdPz4cV24cEFZsmRR2rRplSNHDv3+++86dOiQatWqJUnu/UXz5s3VuHFjSeLBREkkoQeeBQcH69lnn5UkjRs3Ti+88IJatWolb29vPfjgg9qxY4eOHj3q8YAo9hM3L+4yOHjwoM6fP6/g4GD5+/vrvvvu0+bNm7V7925VqFBBknTixAkVK1ZMzZo1Y31IQhy73jlity0nT56Uj4+Pzp07p+DgYJUsWVIRERE6ePCgunXrplSpUsnlcqlcuXIaNGiQ8uTJwwMcbxChOwUzM/cX/u2339asWbN08eJFnTt3TgMHDlSjRo2UKlUq7d+/X/Pnz9e///6rMWPG6OzZsxoyZIhcLpcuX76sVKn4Gtyq2OXQu3dvff7553rrrbeUK1cuffHFF1qwYIHmzJmjEiVKqGLFimrRooUyZcokPz8/zZo1y93FBQdSScPlcmn27Nl65pln1LFjR5UvX14jR45U6dKltXz5clWsWFHt27fXo48+qqJFi2r//v1atmwZgTuJxe7It27dqv379+v8+fOqXbu2smXLJknatm2b/P393V2LhIeH6/3331fdunWVIUOG5Cz9rhF3H9GvXz/99NNP2rBhgxo0aKCSJUuqR48eypw5szJnzqzPPvtM7dq105tvvqm0adPqscce48fAJBQ3ZPz22286ceKEcuTIoRw5cihz5sy6dOmS9uzZowceeEDe3t66ePGifH199cYbb6hZs2Z0hZQE4q4Pb775phYvXqwtW7bo0UcfVaFChdS/f39lyZJFuXPn1meffaaYmBgNHjxYqVKlUuPGjeXl5cWT4pMAx653jthtyrx58zRs2DCdOXNGMTEx6tmzp5555hl5eXnpwIEDWrJkiR588EFNnDhRP/zwg95++20FBQUld/kpTzKdYUcSevfddy0oKMh++OEHCw8Pt3r16lmWLFnsr7/+MjOzWbNmWbp06axw4cL28MMP28WLF82MS6SSSux8/O2336xw4cLuB4AsXLjQfH19bfz48e5hd+3aZXPmzLHPP//cfYkg9yPduriXOJ08edLKli1rQ4cONTOzAwcOWK5cuaxDhw4e40ybNs0mT57s8URUJI3YdWLGjBmWN29ee/DBB61MmTKWNWtW++2338zMbOzYsebt7W1du3a1J5980gIDA93bLNyaq7ftb731lmXOnNnmz59v69evtzp16lhwcLBt27bN/v33Xxs4cKAVKlTIQkJCPPYRXDqYNOIuj969e1vevHmtWLFiVrhwYWvUqJGtWrXKoqKirHXr1la9enXr0qWL1ahRw0qWLOleBiyLm3f1+vDuu+9alixZbOHChbZ792577LHHLHPmzLZp0yaLjo62jz76yEJDQy1nzpxWpUoV1geHcOx6Z5g/f775+vraiBEjbNWqVdatWzdzuVz2yy+/uF9Pmzat5c2b10JCQmz9+vXJXHHKRehOYeJu9GNiYuzs2bNWq1YtmzJlipmZzZ492wIDA23MmDFm9r9At3//ftuzZ497fILerenXr1+8LnSWLVtmhQsXNrMrYSNDhgw2duxYM7vStcKcOXPs3LlzHuNwb96tGTx4sC1dutTM/rcj3r9/v+XPn99OnTplhw8ftpCQEI/APWPGjGSp9V6zevVqCwgIcHfHtmnTJnO5XO6HqF28eNH69+9vZcuWtbp169IVUhKJ3bbHbusPHjxolSpVsvnz55uZ2eLFiy1t2rT2+eefu8eJiYmxw4cP27p169hHJLG4AWH06NEWHBxsK1euNDOzV1991TJkyGA//vijmZlt2LDB2rZta4888og1adKEsJcEzp49a2ZX5mFMTIwdO3bMqlWr5u7iaNGiRZYuXTr77LPPPMY7ffq0/fXXX6wPSYRj1ztL7Hbp0qVL9tRTT9lbb71lZmZ79+61fPny2fPPP+8x/MGDB23NmjV25MiR217r3YTQnYI0bdrUOnbs6LHROXjwoGXLls3++ecfW7ZsmaVPn94d9M6fP29vvvmmHTx40GM67MBvzebNm61ixYpWs2ZNW7Rokbt96dKlVqlSJZsyZYr5+/u7dx5mVw5027VrZzt27EiOku9KkZGR9thjj1nq1Kk9+uqMioqyypUr24cffmi5c+e2Dh06uA9e9+/fbw0bNrTvv/8+ucq+K23bts3MLN6DA1u3bm1mV7oAy5kzp/tBRGb/e8hdeHi4Xbhw4fYVexfr1auXPfvss/bvv/+6244fP25Fixa1vXv32uzZsz32ERcuXLDPPvvMtmzZ4jEdfgy8dWvXrnX/f+z8bNWqlfXr18/MroQMf39/99PJz58/bxcvXrTLly/b5cuXPQ6KcXN69+5tzZo183gKf0REhJUsWdK2bdtmc+bM8Vgf/v33X/vkk088lp0Zx0y3imPXO8PgwYPtmWeecf8dExNj58+ft4IFC9rcuXPtzJkzFhISYs8//7x7+zN27Fh+EE9ChO4U5IsvvrA0adJYnz59PDZeTz75pNWtWzfe2YsDBw64QyCS1tKlS61hw4ZWo0YN91kKM7PixYuby+Wyjz76yN124cIFq1u3rjVt2pTLopLY8ePHrW3btpY2bVr32aPz589b27ZtLX369NagQQOP4Xv16mUlS5aMtzPHzVu8eLG5XC6bPn26mf0veL/22mtWp04dO3jwoOXKlctjRz5t2jTr1asXgSIJRUVFWZcuXaxChQrWo0cPd/A+ePCgFS9e3Dp16mSZMmVyd8djduUHxHr16tnChQuTq+y7Ut++fa1s2bI2b948d1t0dLQ1bdrU5s+fb8uXL7f06dO7A/elS5ds3LhxNmvWLI91gv3Frenbt689/PDD1qFDB3fwPn78uJUqVcpatGgRb33Ytm2b1alTx+bMmZNcJd+VOHa9M0yePNlSp05tL774okf7yy+/bC+88IKFhITYCy+84F5GERER1qJFCxsxYgQ/eCQRQncKM3XqVEuVKpX17t3bfVD14YcfWs6cOa1Ro0bu4c6ePWt16tSxatWqcdYiCcU9CFqyZIk1aNDAatSo4T5z+ueff1qBAgWsfPnyNn78ePv000+tZs2aVqxYsXiXfSJpHD9+3Fq1amVp06a15cuXm5nZ33//baVLl7ZHHnnEBgwYYFOnTrXnn3/eAgIC+NU2iZ05c8a6dOliPj4+HpfuL1u2zKpVq2aZMmWydu3amdn/vvuvvPKKtWrVyn3pJ25N7HYpMjLS+vXrZ+XKlbPu3bu7ryAYNWqUuVwua9++vXucs2fPWr169axWrVrsI5LYr7/+atWrV7d69ep53IbUuXNn8/f3t7Rp09qkSZPc7SdOnLBq1aq5b73ArYldH2JiYmzo0KFWoUIFe/755+3EiRNmduVHv9SpU9sTTzzhHiciIsLq1q1r1atXZ31wAMeuye/y5cs2c+ZMS5s2rb3wwgvu9g8//NCyZs1qlStXdv84FRMTY3369LF8+fLZP//8k1wl33UI3SnQ119/balSpbJXX33VzK7cG/nKK69Y8eLFrXTp0taiRQsrX768PfTQQ+7Latl4JZ1rBe/YM947duywGjVqWLFixezhhx+21q1bsxwcFhu8/fz8bNmyZWZmtmXLFmvXrp0VLlzYSpQoYQ0aNLA//vgjeQu9S0VERFj37t3N29vbHbxPnDhhTZo0sZCQEPvqq6/M7Epfq6+99poFBQXRJ3oSi/1B4/z589a3b18rV66cde3a1R28e/bsaS6Xy1q2bGlPPfWUVa1a1YoVK8Z9w0ksdv+wfv16q1atmseZ04iICPdD7E6fPm3h4eF2+PBhq127tpUvX54rP5JQ7Pc5JibGhgwZYhUqVLDnnnvOjh8/bmZm77//vrlcLmvUqJE1aNDAqlSpYsWLF2df7SCOXZPf5cuXbcaMGZY2bVqPZ9107drV8ufPbw0bNrSXX37ZmjdvbhkzZrQNGzYkX7F3IZeZWXI/QR03burUqWrZsqW6dOmiIUOG6NKlS5o/f74WL14sScqTJ4+6dOmiVKlS0bXCLYqKipKPj49Hm8XpumXp0qUaPny4IiMj1bt3b3d/t8ePH1fatGmVLl06SWI5OCBud0YnTpxQ9+7dNX36dH3//feqWrWqoqKiFBMTo+joaKVKlUq+vr7JXPHd6+zZs3r77bc1YsQITZkyRc2aNdPhw4fVsmVLHT16VEePHlXhwoW1d+9effvttypZsmRyl3zXie3OKDIyUoMGDdLChQtVqVIlDRgwQGnSpNGkSZP0448/ysvLSw888IBeffVV9hEOiN0/rF+/Xj169JCvr686deqk+vXra/Xq1ercubN2796t4OBgpU+fXi6XSz///LNSp05NF21JKHZ9MDMNGzZMs2bNUrFixTRo0CBlzJhRP/74o+bMmSNJypcvn15++WXWB4dx7Hp72HW6F4yOjtbs2bPVqlUrPfXUU/r0008lSWPHjtWmTZu0Y8cOlSxZUu3bt1fhwoVvZ9l3PUJ3Cnb1xish7MBvzcsvv6zChQurdevWSps2rcdrCQXvf//9Vz169FBYWNg1h8WtO3TokLJnzx6vPW7w/vHHH1WpUqVkqO7eFRu8hw8frilTpqh58+Y6deqUtm3bpjVr1qhIkSIqXLiwcubMmdyl3rWuDt4LFixQ5cqV9d5778nX1zfej4jsI5xxdfD28fFRly5d3PuGL774QmamzJkzq0GDBvL29iZkOODq4D1z5kwVL15c/fv3V1BQkC5duqTUqVO7h2d9cB7Hrs47cuSIgoODr3nsea3gLYm+6J2UHKfX8d8S+wCVr7/+2lKnTm19+vRxPw0YSScsLMyKFCliEydOjNfdl1n8S80bNWpkDz30kK1Zs+Z2lnlP+eOPP6xGjRq2ffv2BF8/fvy4tWvXzlwul7vPdCSt2O/93r17LTIy0uO1iIgI69Gjh3l5ednUqVOTo7x7ztWXhl99qXn58uWtR48ePCX+NotdT9atW2fVqlWz2rVr29y5cxMclstok87Vl+nHvdR86NChVrFiRevQoYMdO3YsOcqDcezqpOnTp9v9999vv//+u5ldO0/EvdS8U6dOt7PEexah+w4U9wDq6NGj/zn81KlTzeVyubtbwK2LuwyefvppK1asmI0fPz5e8L76YPe7776zV199lfsjHbR27VpLnz69TZ482cyu7FCuPmA9dOiQdezY0f7666/kKPGeMH36dCtZsqRt3rw53muxwdvX19fjgVFIGrEHU2ZmI0aM8Oi6MFbc4N2vXz+7//77bdSoUbetRlwRN3hXr17d6tevb998800yV3V3WbVqlfv7PmjQoASfPh67j4gN3gUKFLBBgwbd1jrvdgkd91zvWIhjV2f88MMPVq9ePStbtux/Bu/o6GibNWuWuVwu69at2+0s855E6L7DxN1AvfPOO9awYUPbunWrxwqT0C/iixYt4iEsSSjucjhw4IBVqFDBSpUqZRMnTnSf2YtdJmfOnPHoGiYWZy5uTdzvfNwzFWZmb731lhUqVMj27t3rMc7ixYvd/8/8T3qx8z88PNweffRR+/DDDz1ej7venDlzxjp27GiZM2e2iIiI21rn3Wzbtm32wAMPWOfOna1r167m7e0d76qP2OUQ+zCiiIgI+/TTT1knklhiflyNux1bu3atFS9e3Lp37+5kWfeUnTt3WvHixe3JJ5+0l156yby9veM9pDF2OcWeUY2OjrbJkyezPiShuOvC9u3bbefOnfG2+wkdo3Ls6owVK1ZYs2bNLDQ01DZt2mRm/9sWXb3dioyMtLlz53KS4jYgdN+hXn31Vbvvvvvsyy+/TLBP4RMnTlivXr3szJkzHu1svJLWK6+8YrVr17bKlStbcHCwZc2a1SZOnGjnz583syvBrm/fvpYrVy779ttvk7fYu0jcLl/MLN5lsT///LOVLVvWPc8vX75sCxYsMJfLZcOHD7+dpd5zFi1aZA0bNrQGDRrYjh073O0J/ZJ++vTpRF2tg8QLDw+3sWPHWmBgoKVPn962bNliZv8L2LFOnz5tQ4cOjddFHkEjacQ9cF22bJlNmzbNNm/e7PF9j90fX7hwwd1N0l9//cUySEJRUVE2efJky5Ili6VLl859Zi+h9eG9995zdysZi2WRtHr37m0hISEWEhJi2bNnt88//9zjMv6TJ09y7Oqg2Pm4detWe+eddywoKMjKlCkTL3ibmQ0ZMoT5fpsRuu9AixcvtuzZs9uvv/5qZldWkpMnT9q6devcAXzLli3mcrns5ZdfTs5S72qTJk2ywMBA27hxo508edIuXrxoDRo0sDx58ngE723btlnPnj3ZeSeRDz74wPr16+f+e82aNe55HjfkPfnkk1asWDH334cPH7aBAwfa1q1bb2e595xffvnF/P39zcvLy72Niqt79+7ufrmRdOKGvMWLF1tQUJDlz5/fYx8Qdxs0Z84cy5w5s7377rtmlvjnhODG9OzZ0wIDAy1nzpwWFBRk9evXt6VLl7pfP3PmjD3//PM2YsQId/A2I+wlhdjv9I8//mghISFWqFAhe+aZZ9w/0sadx0uWLLGsWbPaa6+9liy13q3ibpfmz59vQUFB9t1339ny5cutV69eFhAQYO+++677rDfHrs6bNm2aZc+e3V544QWrW7euhYSEWGhoqK1du9bMrqw327Zts8yZM1ulSpXcbXAeofsONH36dCtVqpRdvnzZ1q1bZ2+++ablz5/fsmbNas2bN7fdu3ebmdnGjRvZcSeR0aNH27p16zzaPvjgAytTpoydP3/eY8fy6KOPWvbs2W3ChAl2+vRpj3FYHrfm33//tX79+nlcLrt9+3Z76aWXLFeuXFatWjV74403LDo62nbu3GkVK1a00aNHu4flXvrb47fffrPMmTNbo0aNPM5YREZG2uDBgy0oKMiOHDnCjtwBnTp1sg4dOtiGDRts9OjRVqxYMXvhhRcSHHb27Nlsk5JY3O/0smXLrGjRorZixQo7d+6cffvtt9akSRMrX768/fzzz2Z25Yxr6dKl7emnn2Z9SCJXb+dPnjxpe/futYkTJ1poaKg1b97c4weOWEuXLmV9cMjnn39uQ4YMsSFDhni0Dxs2zPz8/OyHH34wsyvHSBy7OufgwYNWqFAhGzZsmLtt9uzZVq9ePQsNDXVf+RQVFWVLly61nTt3Jlep9yRCdzJLKCRs3LjRXC6XPfroo5Y5c2Zr06aNffXVVzZjxgzLnDmze2cei43Xrfnpp58sZ86c1r59e/vjjz/c7e+//77lz5/f/Xfsme1ff/3V0qRJYzlz5rT58+ebGb8SJqXYdeLnn3+2119/3f39XrVqlX3wwQeWNWtWe/jhh+2FF16wWrVqXTNw4NbFfq+3bdtmCxcutBUrVrh/9Fu5cqUFBATYk08+6XHv3pkzZ+zUqVPJUe5db9euXe6QZ3blUvPhw4db8eLF7cUXX3QP161bN1u1apX7b/YRSW/kyJHWs2fPeE/9XbFihdWsWdM6d+7snu8XL16M91wK3JyrL+v/6aef3LdYnDt3zj755BMLDQ21p556yn2JeadOnezHH390j8f6cGsqVqzocTvd3r17rXjx4uZyuaxnz55mZh4/ejzxxBNWrVq1eMe7LIek988//1iWLFls9uzZHu2zZs2yrFmzWvny5e23335LpupA6E5GcTdAf/zxh61bt87+/vtvM7tySW337t3tm2++sePHj5vZldAXGhrq8bAoJI0vv/zSSpcube3atXPf+3L06FHLkiWLtWnTxmPYFStWWLt27ax3797sNJJY7DoRGRlpr732mhUpUsT69Onjcd9ReHi4vfnmm/b444+by+WyNGnSxLviALcuNhzMnDnTcufObQ8++KCVK1fOihUrZsuWLTOzK5eaBwYG2jPPPBPvHj0krf79+1vr1q3t2Wef9Vgfzpw5YyNGjLCiRYtalSpVrHbt2hYSEsK9eg577LHHzOVyWbly5Sw8PNzjtYEDB1qWLFnirRNciZN0evbsaQEBAZYnTx5Lly6dffXVV2Z2Zd/x6aefWqlSpeyhhx6yWrVqWfbs2VkfksiFCxds3LhxHqH60qVLtmjRIqtSpYrlypXLvT+Onec9evSwunXrJke595yTJ09a5cqVrX///vG6YqtRo4ZlzJjRqlatahcuXOAHwGRA6E4mcb/sr7/+uhUoUMAKFSpkAQEB9uqrr3o8eOLixYsWHh5utWvXtvLlyxP0klDcg6CJEydaqVKlrF27drZhwwYzM5sxY4YFBgbaE088YRs2bLD169dbnTp1rHPnzu7xWB5Ja+LEidaxY0c7dOiQvf7661auXLl4P3BcvnzZLly4YF988QX3cDto9erVFhAQYGPGjDGz/2vvzuNqzN//gb9Opw2VRKQsJSV7JUsqhSyZjN3YR0RjGZOlDFmz08gSZanIPlQiFCJEGNowGGMyGJKlRaHldP3+6Hvu7zni8/38plOHup6Px+fxGfd9nx5X99253+/rvRIdO3aMRCIRLV26VLjmypUrJBKJaOLEiVyIV5CioiJauHChkORJ31vS70Rubi4dOXKERo8eTRMmTBB6+PjdpBif2kmBiOjHH38kkUhUZjvJmJgYatOmDT19+rRS46zKZO/77du3ycLCgq5fv043b96kxYsXk4qKijDV6MOHDxQTE0PTpk2jKVOmCMkffx8Ua9myZcIOFsXFxRQfH0/t27cnCwsLev78OeXn51NRURF169aNRo4cqeRoqx7pe6mgoEDub3vatGnUrFkzOnHihFAWFBYW0vfff0/+/v6UkZGhlHgZJ91Kt27dOqpfv74wXHDKlCmkpaUlLHhQWFhI/v7+ZGdnRx07duTKlAJJX1iyLeC7du0ia2trcnNzE7YdOXPmDJmbm1PDhg2pUaNGcs+BKYb0Wbx+/ZosLCxo7dq1RFSaTMybN09IvLnyVDmkFdzNmzcLlaXHjx9TkyZN5IbTSldqvnr1Kt27d6/yA62iPrcSvJ+fH4lEItq4caNw/HO9p9yzpxiy97eoqEiYZiQ1ZswY0tLSIn9/f7p9+zY9evSInJ2dycHBgRuhFEC2MYOodNrXvHnzaO7cucIxiURCq1atIhUVFaGB8GP8fVCsoqIi8vb2JpFIRMHBwUQkn3jr6ekJowdbtWol1Jn4O6EY0vsYHR1NLi4u1L9/f6HeRETk6upKzZo1o/nz59OePXtoxowZZGJiQk+ePFFWyIw46VYqiURCQ4YMEVoKw8PDSVdXVyg0CgsLqbCwkOLj42np0qVCocGFR/l9XJGSFRISQlZWVuTm5ia3Hc/169fpxo0bwmf5OSjW2bNnafbs2TRp0iTKy8sT7rNs4u3j48P3vQJ9vFXbypUryc3NjdLT06lRo0Y0efJk4bnExMTQqlWr6O3bt0qLtyqSfTf9888/wpQjqaVLl5JIJKJt27YJx0pKSuQqs1yxVQzZZ7Fu3ToaOHAgtWzZkjZs2CC3ANG4ceNIJBKRnp4ejR49mlxcXOT2hGb/Tt++feX2NP/w4QO5ubmRSCSiQYMGyV0rkUho9erVpKamRn5+fpUdapX3qb/j3Nxc4X20Y8cOIipNvM+fP0+9evUiPT09ufnDXHaXn+y7/dy5c1SjRg1yd3enMWPGkJqamtzOIXPmzKGePXtS06ZNqUOHDmUWC2aVj5NuJZFIJPT27Vtq1aoVJSYm0pUrV0hLS4uCgoKIqLRwWbFiRZkvCffwlU9JSYlc4bFp0yYaMmQIDRkyRK5wlx1qnpSUVObn8HNQrA8fPtCCBQtILBZT69athePSimtubi4tWLCAzM3N5YY2M8VLTEykvXv3EhFRaGioMMrDw8NDuEYikdAPP/xAkyZNKtPzx/492QrVggULqE2bNqSrq0tWVlbk5+cnzJX09fUlFRUV2r59u5IirV7mz59PBgYGwnBaLS0tmjp1qlz5PH36dBKJRHTw4EF69+4dEZXdK5r9/7l165Ywd1haFrx69Yq8vb1JVVWVoqKiiEi+sXD+/Plkb2/PDU8KJFtnSk9PF0YBSkmnvkgT76KiIoqLi6MuXbqQlZWVUEZwvUlxHj16RFFRUbR+/XoiKr3nJ06cIG1tbbl1iPLz8+n58+e85soXgpPuSvK51m4PDw9q1aoVaWpq0q5du4TjmZmZ1K1bt88OlWLl9/PPP1O9evXI29ub3NzcyMjIiGxsbOj169dEVNrj3bFjRxo0aBBvq1AJHj16JLSaS0d/EP1vxTUnJ4d8fX2F1bOZYkl7S11cXKhHjx7CcemCdRcvXqScnBzKycmhn3/+merXr1+m8sUUY9WqVVS3bl06ePAgXb58mSZOnEhdunShWbNmUW5uLkkkElq5ciWJRKIyq9QyxYqIiKDmzZsLPXY3b94UerVHjRolbMFDRDRy5EjS0dGhiIgIboxSID8/P3J2dhZ2ScjKyqKpU6eSmppamR1EZEd9cOJdPr6+vnLrC82dO5eMjY1JW1ubOnToQOvXrxcWEVy0aBGpqKjQzp07iag0wb5w4QJ17dqVjI2N5Xa4YP9/li9fTg8ePBD+/eTJExKJRFS7dm3y9/eXu/bEiROkpaVFkyZNquQo2X+Dk+5KIJtw37lzh65fvy4s/pSYmEhWVlbUuXNnoXX89evX5OLiQnZ2dtwyqCCDBg0S5h0RlbagGxsbU0xMjHDswYMH1LZtW7K1tRWOBQYGkpubGw8RVDBpZSgzM5PS09OFv/38/Hzy9vamGjVqCKM+iIjng1UC6b1NTU0lfX192r17NxGVrgbs6OhIRkZG1LRpU3JycqJGjRp9cgQIK5+SkhLKzs4mBwcH2rx5s9y5FStWUNu2bYUkOzc3l3bv3s1DNitQSUkJxcTECM8iOjqadHV1af/+/RQbG0sikYg8PDzktmcbP348iUQiOnbsmLLCrnIuX75M2traNHz4cCF5y87OpqlTp5K6ujqdPHmyzGe4rCifZ8+ekbq6OvXv359ycnIoLCyMGjZsSL/++islJiaSm5sbde7cmebMmUNv376l4uJi8vX1lfvbLykpoTNnzlDPnj3pr7/+UvJv9HXKzs6mb7/9Vm7B2IKCAgoKCqK6devKjUCTOnXqFIlEIvrpp58qMVL23+Cku4LJvvjnzZtHlpaWVL9+ferRoweNHTuWiIiCgoKoU6dO1LBhQ3JyciIbGxuytrbmRdMUZMyYMXJDlolKF36qW7cuPX78mIj+9zklJSVRw4YN6cCBA2V+DifeiiG915GRkWRpaUnNmjUjKysr8vb2pufPn1NWVhb5+PiQtrY2D5+tQBKJ5JP7pubm5tK4cePI3d1dbnhseHg4BQQEUGRkJP3999+VHW6V9XFy8OHDB+rYsSMtX76ciOTnQTo4ONCQIUPK/AxOvBXjU+/4Fy9e0LNnz+jVq1dka2tLa9asIaLSxigTExMSiUS0cuVKuWfg4eHBCwv+S58rZ69du0Z16tShIUOGyCXe0mH9iYmJlRlmldajRw/atWsXpaamUsOGDWnw4MHk7+8vNwJNIpGQr68vtWvXTmgIzMnJoZCQELnvQklJidCozv7/zJw5k6ZOnSqUw/Hx8XT//n0iKi0ntm/fTmKxmJYsWVLms6dPn6a7d+9Warzs/8ZJdyVZs2YN1a1bly5evEi5ubn0008/kUgkElYpT0tLo7Vr19LSpUspJCRESLS5MlU+7969o8GDBwvzgKUFyevXr8nQ0FCuECEievnyJTVr1kxukSIibjVXFGmF6syZM1SrVi1av349ZWVlkZeXF9WoUYN+/fVXIiptZZfOEwsNDVVixFVPXFyc0NhEVDraZv/+/XLXHDx4kDQ0NOi3336r7PCqFdkE4/nz50RU2vDxzTffULdu3YRyQHrd3LlzaciQIfw+qgCyz+Lx48eUnZ1dZi5rq1at6Pjx40RUmoxPmzaNjh8/LjwnnsNdPrL3++bNmxQbG0t///23MOUrMTGxTOL95s0b8vPz47qSgkyYMIEsLS2Ff9++fZuMjY1JJBLRrFmzylzv4OBQZlE7Iq67lldQUBDp6uoKw8oLCgrI3t6eDA0NhWOFhYUUFBT02cSbfXk46a4gspWiDx8+0MCBAyksLIyISFjsQLroxOcKau7hLr/CwkIaPXo0WVtb09ChQ0lDQ4OePHlC7969o8mTJ1PPnj2FRI+odHiztbU1hYSEKDHqqiUsLEzYP5WotPCYOHEizZw5k4hKK6/GxsZyW1FJJBLKzMykZcuWcY+RAl2+fJmMjY1p1qxZ9OTJE5JIJMJw2OHDh8s1cIwZM4aGDBkizNljiiWbYKxYsYJ69uxJqampRFSa4Onr69OIESMoJyeHCgoKqKioiOzs7OS+J0zxFixYQCYmJtShQwe50R6pqanUoEED8vLyovDwcOrXrx85OTkJZT2X1+UjW2fy9vamxo0bU/369cnAwICGDBkizKlPTEykunXr0rBhw8osDsWJXvlIJBL67rvvhGHJ27Zto8uXL9OdO3fIzMyMrK2t6dGjR3KfWbhwIfXt25cbnBRs2bJl5OzsTESlPdy//vorvXjxgrp27UoWFhbCrhbSxFtTU5O8vb2VGTL7L3DSXQE+bh0vKCigrl270okTJyg6Opq0tLQoMDCQiEq/MFu2bBFaz5niyBbidevWpVq1asnNE05LS6MBAwaQjY0NeXh40LZt26h79+7Utm1brkApSF5eHjk7O5Otra1cQjds2DA6dOgQZWZmkqGhIU2ePFk4FxkZSWfOnCEirshWBF9fX7KxsSEvLy+h0pqSkkIDBgwga2tratOmDZ08eZIWLVpEffr04UaPCubl5UUGBgZ04MABuQUb4+PjqX79+tSyZUuyt7cnW1tbatWqFScWFSg8PJyaNGlCBw4cIB8fH7KxsSE7Ozth5ezt27eToaEhWVhYkIODA681UQECAwOpXr16FBcXR5mZmRQWFkb9+/enbt26CetIXLt2jUQiEc2fP1/J0VYtHz58oBkzZpC9vT3169ePtLS06OnTp0RUWl8yNDSk3r170507dyg/P5/evXtHnTt3ptGjRys58qpny5Yt1K5dO3J3dyeRSESxsbFEVLp6f6dOncok3hs2bKB69erRy5cvlRk2+z9w0q1gsoXvzJkzaejQofTo0SP67rvvqHfv3lSnTh25FckfP35MLi4uciuXM8UpKiqimzdvUo0aNah169bUoUMHOn36tFBZunv3Lq1Zs4batGlDjo6ONHz4cJ5Lr2DPnj2jYcOGkZOTkzBH293dnTp37kwmJiY0depUIZHIy8ujESNG0KpVq/j+K5js/Vy+fDm1b9+evLy8hPnZb9++pXv37tGIESPI1taWunTpQiKRSG4rPaZYsbGx1KRJE7p69SoRlTbYZmdnC8P6s7Ozafny5fTzzz/TihUrhO8JJ96K8fH84SNHjlBAQAARld7j06dPk6WlJXXq1Inev39PRKULbj5+/Fj4LD8LxZBu5zl27NgyozlOnz5N3bp1o59//lk49vvvv3MZUUEaNWpEtWrVopUrV8odT0tLIyMjI2rYsCE5OjrS0KFDycrKihufKoijoyPVqFGDRo4cKXf8U4l3UVGRsKUk+3Jx0l1B7t+/T5aWlpSQkEBEpS2zNWvWJAcHB3rz5g1JJBJ69eoV9evXj+zt7bnwqGDSClKnTp3IysqKzpw5Izcc6uPFPrgiVX4lJSXCPb5z5w65uLiQra0thYeH019//UU2NjZkZGQk95n58+dT06ZN5bbHYIoj+3e9bNkysrKyIi8vL7k53kSl877Xr19PjRo1ktsSiZXPx5XSI0eOkJmZGRGVDl9esmQJNW/enMRiMQ0bNuyTP4PLCsWQfRaBgYG0bNky6t69O/n6+grHi4qK6MyZM2RlZUW2trZC4i3Fi2sq3vjx42nQoEFl7u3cuXPJxMRE2LdbistqxSkoKKDk5GQSiUTUtWtX6tatG+3bt0/uWdy6dYvatm0rrPnB6w8p3ocPH+jt27ekpqZGXbt2JSsrK9qwYYPcdIpXr15R165dqUGDBryl7VdEREQEplCrVq1CamoqVFVVERwcDA0NDQDAsWPHMHz4cHTo0AEfPnxAzZo1kZeXh+vXr0NNTQ0SiQRisVjJ0VdNxcXFUFVVxYcPH+Dk5ITCwkKsW7cOTk5OZe45EUEkEikp0qpDeh9//fVXhIeH48mTJ0hNTYWhoSG8vb2ho6ODOXPmoF69ejAzM4NEIkF8fDzOnj0LKysrZYdfpXzub9rX1xeRkZHo1asXfvrpJxgZGcmd//DhAzQ1NSsrzCpN9hkcOHAAubm5sLe3R+/evdGoUSM8ffoUffr0Qbdu3WBubg57e3ucP38ejo6OSo686ikpKYGKigoAYOHChdi0aRPatm2LZ8+eQV1dHVeuXIGenh4ACO+lcePGwdXVFdu2bVNm6FWG7DOQtWrVKmzatAlHjx5F586dheOHDh3Cxo0bcerUKdSuXbsyQ612SkpKIJFI8O233+Lt27eYNm0avvvuO+F5JScnY9GiRYiKioKKispnnyUrn5ycHNSuXRuTJk3C9evXMWHCBLi5uUFHRwcA8PLlS4wcORLbtm2DqampkqNl/w1OuitAQEAAZsyYAXNzc1y8eBH169cXKly3b9/G2bNn8ebNG5ibm2PkyJEQi8VCUsgqjmzi3b17dxQXF8PX1xd9+vThAqOCXLt2DT169MDmzZthZ2cHsVgMd3d3AMDo0aPh5OSErVu3IisrCyYmJhg1ahTMzMyUHHXVIn33XL58GXFxcVBVVUWTJk0wZswYAMDy5csRHh6OXr16wdPTE4aGhsJnuAFKMWQrpbdv38a4ceOgqqqKH374Aaampjh+/DhsbGzQs2dP6OvrIysrC/369cOGDRvkEg+mWBkZGfDy8sKsWbPQsmVL/P7773Bzc4NIJMLFixeFym1xcTFSUlJgZWXFDeMKIPt9OH/+vPCOcXJyAgD06dMH9+/fx86dO2FhYQFtbW0MHjwY2traiIyM5HdSBZE+F2ld6fXr1xg7dixyc3Mxffp0DB8+vExdiRNuxZCWtWlpafjjjz/QvHlzmJqaQltbGwA+m3jz/f/KKKV/vQq5cuUKpaenE1HpqqeRkZFERLR7925SUVGhxYsXC0NzPjcUjYcLlt9/O5dIOgTq/fv31KxZMxo/fnxFhlXtbdu2jVq1aiU3dP/JkydkZ2dHzZs3p4iICCVGV32Eh4dTrVq1qE+fPtSxY8cy88SWLFlCHTt2pKlTp9KzZ8+UGGnVNmfOHBo0aBB17NiRateuTa1ataIDBw4I59+/f09ZWVn0zTffkK2tLQ9frkA7d+4kbW1t6tChg7D3LVHp8Nl27dqRpaWlsC2VLC6vy+fjdW/q1q1LRkZGVKdOHRowYABlZmZSSUkJffPNN9S4cWMyMDAgS0tLat++Pc8drkTSv3PpNMhu3bpRcHAw3/sKFBERQbVq1SIzMzMSi8X0888/061bt4Tz7u7uZG1tTatWrfrku4l9+TjpLoeHDx9S586dacSIEcIKg7JfkMDAQFJRUaHVq1fLvaj4paVc0sKkoKCAK1AVLCwsjFq0aEGZmZlE9L/b46WlpZGWlha1bt1aWESQvxcV49GjR9SkSRNhT/q8vDw6e/Ys6evr06hRo4Tr5s2bR926daMXL14oK9Qqbffu3VSnTh26efMmvXr1iv755x/q1asXde7cmXbv3k3v37+nw4cPk62tLXXs2FH4rnDiXTFevHhBPXv2JFVVVbp06ZLcudu3b5OVlRU1bNiQ8vPzlRRh1SP7jk9KSiILCwu6fv063b17ly5fvkxGRkbUrVs34W//1KlTtG/fPjp48CDPHVYC2cS7U6dO9MMPPyg5oqpH+p34+++/qWfPnhQUFEQ5OTm0bds2MjMzo6lTpwpbSRIRfffdd2Rvb09v3rxRVsisHDjpLqe9e/eSgYEBaWho0IkTJ4hIvlAIDAwksVhMa9eu5aSiAly8eJFiYmKIiGjKlCllVtv8nI/3lOSKbcV48OABaWpq0sKFC+WO37hxgxwdHWnkyJFlFvFiipWSkkLNmjUTVjmVio2NJS0tLQoPDxeOvXr1qrLDqzYWLVpEdnZ2JJFIhLLg6dOn1KlTJzIzM6NNmzZRVFQUbdiwQVgsihMMxfhc4+qrV6+oY8eO1LJlyzKLNyYnJ9O4ceO4YbYC7Ny5k4YOHUoTJkyQO/706VOqW7eu3BaSsvhZVD7pPc/JyeF6UgW5dOkSzZ8/n0aMGCG3WNquXbuoRYsWNGXKFEpLSxOO82i0rxdPIv4XSGaeo6GhIQwNDWFgYIADBw7A3NwczZs3R0lJCUQiEX744QeIRCJMmTIFDRs2FOZRsvIhIrx69QpeXl6oX78+goODceLECSQmJv5Xn1VTUwMA/PHHHzA3N+c5MRWkefPm2LFjByZMmACJRIJJkyZBV1cXUVFRMDY2xqZNm4S5SUyxpO8pXV1dZGRkICkpSW6+fIcOHdCoUSO8ePFCOFa3bl1lhFqlSZ9DjRo1UFBQgIKCAtSoUQNFRUUwMjLCypUr4erqihMnTmDAgAH46aefAACFhYVQV1dXcvRft4KCAmhoaAjzsKOjo/Hs2TOYmJjA1NQUzZo1Q0xMDJydnTFw4EAcPXoUzZs3BwBYWlpi9+7dAMCLnJaT7LzT3NxcXLp0CfHx8bCxsRGu+fDhA4yMjODr64utW7ciMzMT9erVkyub+RmUz7+Z/ytdc0i2nOZ5xIp16dIlrFq1Cg0bNkRGRoawUOD3338PkUiEdevWIS8vD3PnzkXr1q3RsGFDJUfM/i3+1vwL0oR7z549uHv3Ls6fPw9PT0/8/fffWLBgAR4+fAgVFRXhOg8PDxw9ehQjRoxQZthVikgkgr6+PoKDg5GWlobw8HD88ssvaNeuHYDSiu6nyDaYBAUFwc3NDX///XelxV0djR49Grt378amTZvQo0cP2NjYYMuWLZgxYwYn3Aom/bu/fv06YmNjkZWVBSMjIwwePBi7d+/GhQsXhGvr1q2LevXqobi4WFnhVgvS903//v2RkpKCtWvXAoDQ8FdQUIC+ffuiVq1aOHDgAHbv3g0i4oS7nIYOHQp/f3+8e/cOADB37lyMHDkSmzdvxvDhwzFhwgTs3bsXenp6OHv2LDQ1NTFkyBDcu3evzM/iZK98pAnauXPnUKNGDXh7e2P48OGIi4sTVoOX7pJQs2ZNoWGcEzvFkU2U4+Pj8euvv+L27dvIzMz8j58jImGR3zt37gAAPxcFmzdvHjZv3oyCggLs2rULT58+Fc6NGzcOP/74I+7fv8+N4lWBknrYv3rFxcVkZWVFQ4cOFY7t2LGDHBwcaPTo0cK+eWPGjKFTp04J1/BwwfKTHeL04MED6tKlC1lbW9PgwYPp5MmTn7zu439v27aNatWqRYcPH674gBkREaWnp1NUVBQdPHhQWHyQKY50yHJ4eDjp6enRypUr6a+//iIiojNnzlCPHj2oZ8+eFBwcTNeuXaPZs2eTnp4ePXz4UJlhVyuhoaGkpqZGc+bMoevXr9Off/5J33zzDS1cuJCePXtGw4cPp7Zt29LevXuVHepXb9asWaSqqkqbNm2i+Ph4srS0pISEBCopKaGrV6/ShAkTyNraWigDXr16RU2bNqUxY8YoOfKqQbqOh7TcDQ8PJ2NjY2FRzQcPHtCUKVOoadOmtHnzZsrJyaGnT59Sr169qHfv3jwdr4J4eXmRrq4uNW7cmPT19cnV1ZXOnTv3yWtln0FQUBBZWFhweVFO0nuakZFBT548oYyMDOHcihUrqFGjRrRkyRL6559/5D4nO+ycfb046f4XpIXIhQsXqHHjxnKJXnBwMDk5OVGrVq3Izs6OGjZsyIm2AskmzufPnxfmGyUlJZGDgwP1799frpFD6uPCQ0dHR24uK2NVwdmzZ0lHR4d27NghzAuWunHjBo0fP55q1qxJFhYW1Lp1a0pKSlJSpNXXkSNHqH79+tSoUSNq1KgRWVlZ0fv374modGX/cePG0aNHj5Qc5ddL9l2/Zs0a0tbWplmzZtGYMWPkzqWlpdGgQYNo5MiRQhmdnZ3N84YVwMfHh/r06SPXuHrixAnq3r07Ef3vM7p79y55eHiQSCQiQ0NDGj9+PDk7OwvfB55DXH6yf/Pnz5+n1q1b08WLFykvL48iIyNpyJAh1KVLF0pISPjs54KCgkhLS4uOHDlSaXFXRdJ7GhkZSR06dCADAwOytbWlSZMmCdcsX76cjIyMaNmyZXLr3XAjVNXASfd/4XN/7E+fPqUePXrQokWL5I6fOnWKli1bRp6enkJhzgV5+ck+Bx8fHzIxMaEtW7YI9/jKlSvk4OBAAwcOpOPHjxMRUc+ePWnjxo3C57Zu3Uq6urpceLAqafr06cKK5Pn5+XT9+nWaNm0azZ49m+7cuUNERM+fP6f09HR6/fq1MkOt1v755x+6fv26XMOhNNHgskJxdu7cSc2aNSORSETNmjWjp0+fyp0PCwsjNTW1Mo0c/AzKx9/fnxwdHWnUqFFCz+ihQ4fIxcWFiOST6fv379O0adPIzMxMbiHUjxsNWfls3LiRvLy8aOrUqXLHL168SM7OzjR9+nQiKq1ncSdFxTlz5gxpamqSv78/HTlyhPz8/MjIyIh69+4tXLN69WqqUaMGrV69mt9FVQwn3f8H2cIhJCSEfvnlF6FyREQUEBBAWlpawjDOT+EvjWItWLCA6tWrRwkJCWVWW05MTCRnZ2dq3bo1tWzZkszMzISVyiMjI6l27do8pJxVOdJK0vTp08nFxYWOHz9OY8eOpb59+1L79u2pT58+1KVLF94O7AvFZYRiyJbX+/btoyZNmlB6ejr5+fmRSCSilStXyjU2JSYmkoWFRZmV/dm/I5usSafbjRgxgh4/fkyhoaFCT/fHHj58SNOmTaMWLVrQnj17KivcamXQoEEkEomoc+fOlJOTI3du1apVVK9evTJDmLmTonykUyykJBIJeXp60sSJE4VjxcXFFB8fT0ZGRvTjjz8Kxzdu3MjvpSqIVy//D4hIWDBi9+7d+OOPP7Bp0yacPn0abdq0wdKlSzFq1CjExcVh//79mDdvHoiozKIrvAiL4jx69AixsbHYt28f7Ozs8PLlS6SkpODQoUPo1asXevTogY0bN+LmzZt48eIFPD09hUVAVFVVcfToUTg5OSn3l2BMwaSLdfXp0weLFy/GhAkT0KtXL0ydOhX9+/fHrl27EBISAm1tbSVHyj6FywjFkJbXFy5cwKVLl+Dp6QljY2PMnj0b7969g4+PD7Kzs9G/f3/o6elhyZIl0NHRgampqZIjrxpIZqFSd3d3AMCuXbuwaNEi6OvrQ0tLCzt27ECtWrUgFoshkUjw8uVLjBgxAtOnT4dYLMbs2bOhoqKCUaNGKfNX+arJPgfpAmoRERGYMWMGAgICEBERgWHDhqFWrVoAACsrKxgYGCAvL09YOfvUqVPw8vJCaGgohgwZorTf5Wu1fft2rF69Gvfu3YOamhpEIhFUVFTw8OFDYXFHoPTdb29vj8mTJ+P8+fPIzs6Grq4uZsyYocToWUXhpPszZF9aS5YswbZt23Dt2jVMmzYNO3fuxMmTJ9G6dWuMGTMG//zzD4qKigCUfoFkP8sUS0VFBX/88QdevnyJ5ORkBAQE4LfffkNhYSH8/Pxw/Phx9O3bF61atRI+U1RUBDU1Nbi6uioxcsYUR/qOuXPnDh4/foySkhL07NkTrq6uaNu2Ld6/fw8LCwthNfO7d+9CVVUVRUVFqFGjhpKjZ6ziZGRkYOLEicjMzMSCBQuE4wsXLoSKigoWLlwIf39/jBgxAjVq1MDx48ehoqLC2yCVk+z9u3r1Ktq3bw93d3cQEfbt24cTJ04gNzcXIpEId+/ehUgkQq1atVCnTh1Mnz4dDRo0wKRJk6Curo7OnTsr+bf5esk+h+LiYhQWFqJmzZoAgE2bNiErKws//vgjsrOz0atXL2hpacHPzw916tSBoaGh8HM0NDQQGxsLOzs7pfweXztXV1c4OztDXV0d+fn5QgNH//79sXPnTly4cAGOjo4ASvOGJk2a4MmTJ5BIJMoMm1U0pfWxfyWkiw9dvHhROCYdwrZmzRqaMmUKaWpqkkgkog0bNigrzCrpc4uoeHp6Uu3atalmzZr0008/0bFjx4iIyMHBgby8vCozRMYqnXQIZ0REBJmYmJCZmRlZWlqSpaVlmekWv/32G3l5eZGOjg6lpKQoI1zGKl1qaio1b96cunbtWubvftOmTSQSiSgyMlL4LvFip+UjO6x8/vz5ZGFhQYcOHRKO79y5k5ydnenbb7+lly9fEhEJ076k10jL+4KCgsoMvUqRrTOtW7eOBg4cSC1btqQNGzYIO+oQEY0bN45EIhHp6enR6NGjycXFRbjvPNVFsX777TeqW7eusKZKSkoK2djY0OjRo+VWjZ85cyY5OTlRbm6uskJllYCT7v/g8OHD1KFDB2rXrh09f/6ciEpfarIFTEFBAV25coV69+4tt30YKx/ZexweHk4BAQF05swZysvLI6LSuXg3b94UrikuLiYHBwe5RdMYq6rOnj1LtWvXpu3bt5NEIqHTp0+TSCSili1b0pMnT4iI6N69ezRgwADq0qULpaamKjlixipXamoqWVpakru7O92+fVvu3M6dO4VEm1cFVpzly5dT/fr16dy5c0JyLRUUFET29vY0ZswYunv3rtw5XqVcsebPn08GBga0bNky2rRpE2lpadHUqVPl6kzTp08nkUhEBw8eFLZxkzaEMMV5/PgxOTo6kqGhoZB4x8fHU6dOncjS0pI6duxI3377Leno6FBycrJyg2UVjpPu/yAiIoKcnJxIU1OTYmNj5c5JC2rp/1+9epXEYjFduXKl0uOsamQrQXPmzKH69euTiYkJtWjRgsaPHy+3f2F+fj6lpKSQq6srtW/fnnssWJWzb98+obAmIsrJyaFp06bRihUriKh0JewmTZrQqFGjqGPHjmRmZiZ8R37//XehwZCx6iYpKYmsra1p0qRJct8hKS4vFOf169dka2tLO3bskDsue49DQkLIwsKCFi9eXMnRVR8RERHUvHlzunbtGhER3bx5U+jVHjVqlNzIj5EjR5KOjg5FRERQfn6+skKuUj7ViPf06VNycXGhevXqCe+hW7du0aFDh8jNzY18fX3LNESxqomT7v/xuZbWs2fPkqOjI9nb29OFCxc++9mSkhLq1KkTRUVFVWSY1Upqaiq5urpSUlIS5eXl0datW8nBwYEGDx4sJBKHDx+mvn37kpOTk9BKy8OjWFXx8OFDsrCwKLOlUVRUFN24cYPevHlD1tbW5OHhQUSl2/KIRCJq0KBBme2RGKuOkpKSqGPHjjR06ND/uMsIK5/09HTS1dUVhszK1qnev38vrJgdFRXFZXQFKSkpoZiYGNq8eTMREUVHR5Ouri7t37+fYmNjSSQSkYeHh1zn0Pjx40kkEgnT9Ni/J024f/vtNzpw4ABFR0cL5549e0Z9+/aVS7xZ9cNJN8kXDnfv3qXU1FS5TemPHz9OLi4u1KdPH7m53bI2btxIIpGI0tPTKzrcauHAgQPk7OxMQ4cOlRvyFBISQg4ODjRkyBB69eoV5eXlUWxsrFCIc88Fqyqio6PlthxJSUkpMz81OjqaunbtKrx34uLiyNXVlQYMGMDbjTD2P65du0Zubm48jFlBPtWbV1xcTG3atKEZM2YIx6Tl8blz52j9+vVyn+PEu/w+9ff84sULevbsGb169YpsbW1pzZo1RET07t07MjExEbbOk60reXh40L179yot7qosMjKS1NXVqX379iQSiWjs2LF0//59IiJ6/vw59e3blwwNDctMeWHVQ7VfqlN2pccFCxZgxIgRsLe3h4eHB1auXAmgdBXCKVOmQCwWY9WqVTh79myZnzN48GCkpqbC2Ni4MsOvkkpKSpCWlob09HTcunVLbkVZNzc3uLm54dWrVxg+fDgKCwvRu3dviMVilJSUCNuDMfY1e/HiBaZNm4a5c+ciLS0NhYWF6NevH1auXIlbt24J16WnpyMlJQWNGjUCAMTFxUFfXx+HDh2CmZmZssJn7IvSqVMnBAcHC6uUs3+vpKRE2J3lzZs3eP78OT58+ACxWIyBAwfi8uXL2LJlCwAIOyasW7cOCQkJcj+Ht8krH9m665MnT5CTk4OSkhLUr18fDRs2xNu3b5GTkyPs5PL27Vv069cPx44dg7e3t/BsACAoKAgtWrRQ2u/ytaP/2SXk5cuX2Lp1K4KCgpCQkIDLly8jJiYGPj4+uHv3LgwMDBAaGoqmTZti0KBBwv1n1YeIpH8t1dyyZcuwefNm7Nu3D6ampliwYAFiY2MxadIkrF69GgAQHR2NZcuWwc7ODuvXrxc+K5FIuAAph09t1VJUVIRNmzYhMDAQzs7OWLt2LXR0dITzAQEB+P333xEQEMDbvLAqKSkpCVOmTEG7du2wbt06pKSkYOLEiejWrRtmzpyJdu3a4cWLF3ByckJWVhbatm2LxMREJCYmom3btsoOn7EvDvF2nuUie/+WLl2KixcvIikpCd9++y169eqFoUOHYurUqUhOToaenh4sLCxw8+ZN5OfnIykpCWpqavwMFGzhwoXYt28f9PT0YGVlha1bt0JNTQ1paWno3bs3xo0bhy5duiA4OBjv3r3DuXPnIBKJuN6qYLGxsTh8+DDevn2LjRs3wsDAAABw48YNfPPNN3BwcMDy5cthYWGBFy9eoLCwEI0bN1Zy1KyycdIN4ObNm5g8eTJ++eUXODk5IS4uTihE0tLSMHr0aCxbtgwAcPnyZdja2nKipyCyCfedO3egpqYGiUSCli1bori4GH5+fjh69ChsbGywatUqaGtrC5+VFt68vyqrqpKTkzFhwgRYW1vDz88Pv//+O0aOHIkePXpgzpw5aNOmDe7du4edO3dCVVUV33//PVq2bKnssBljVdjixYuxZcsWhIaGom7duli8eDFu376NtLQ0iMVixMTEIDIyEqqqqmjcuDFWrlwJVVVVFBcX82g0BYqIiMDMmTOxZs0a3L59G7GxsdDQ0MC5c+egrq6OHTt2YMmSJdDR0YG+vj7i4uK44UOBZOugCQkJcHJygoaGBq5cuQIrKyvh/I0bNzBo0CC0bNkSAQEBMDc3V3boTFmUM6r9y1JcXEzr16+nrKwsOnfuHDVo0IB27txJ+fn55OjoSLVq1aLJkyfLfYbnhpWf7PyuefPmkZmZGRkaGlL9+vXJx8eHioqKqKioiFasWEG2trb0448/UnZ29md/BmNVUVJSEllaWtKECRMoKyuLEhISqHHjxjRu3Dj6/fffhet4jiRjrKI9fvyYbG1tKSYmhohK15GoWbMmBQcH/8fP8Xor5fdxvfPIkSMUEBBARKX39/Tp02RpaUmdOnWi9+/fExHRgwcP6PHjx8Jn+Tko1sWLF2nSpEmUk5NDN27cILFYTOPHjxcW+5XWURMTE8nc3FzY0pNVT9Wue/BT87nEYjFmzJgBXV1d7N27F6NGjcK4ceNQs2ZNtGnTBlZWVigpKZH7LPeslp+0pdXPzw/bt2/Htm3bsG/fPqxevRrr1q3DDz/8AFVVVXh5ecHV1RUnT55EcHDwJ38GY1WVlZUVQkJCkJSUhNmzZ6NVq1Y4cOAAEhISsGDBAty+fRsAz5FkjFU8NTU1ZGVloV27doiKisKAAQPwyy+/YMKECfjw4QN27dqFO3fulPkc93CXDxEJ9c6goCAsX74cW7ZswZs3bwCU3t/u3btj3bp1KCoqQo8ePfDhwwc0b94cjRs3FtYz4OegWH/++Seio6Mxb948WFhYID4+Hnv27MHixYuRkZEBkUgEIkKXLl2QlpYmrL/CqillZ/2VSbaVMC4ujo4cOVJmCxF7e3saM2YMEREVFhbS8OHDadeuXUJrFfdwl59s77REIqGBAweSj4+P3DXnzp0jkUgkbH1RUFBAu3fv5t48Vm193ON9/vx5atOmjdy+9YwxpijSslq2zH78+DG1adOGZs+eTXXq1KEtW7YI51JSUqh///7CtmFMMWTrnQsWLCAdHR2ys7MjExMTatGiBb1+/Vo4X1xcTGfPniVDQ8MyIzRZxdi9ezeZmZmRh4cH5efn08WLF0ksFtOUKVPkymcemcmq5ZzuuXPnIigoCLq6unj+/Dk2bNiAYcOGQV9fHytWrMDhw4dhbm6OjIwMZGdnIzk5GWKxmOfBKIDs/OtXr16hXr16aN26Nb755husXbsWRITi4mKoqalh5syZSEtLw9GjR+XmcvMCIKy6Sk5OxuTJk9GsWTNs374d6urqqFGjhrLDYoxVMQUFBdDQ0AAAZGZmonbt2sK/V65ciQULFmDq1KkICAgAAOTn5+O7775DUVERTp48yWV0BcjIyICXlxdmzZqFli1b4vfff4ebmxtEIhEuXrwoLDZbXFyMlJQUWFlZ8XOoAH/99Rc0NTVhaGgoHNu1axdWrVoFR0dHBAQE4Pr16+jWrRt++ukn+Pn58XNgAIBqMUZaIpEI/3316lWcO3cOJ0+eRGpqKhYsWIB58+YhNDQU79+/x/jx4zFs2DBhWM7NmzchFoshkUg44S4n2YR7/fr1WLRoEf755x+MHj0aR44cwY0bNyASiYThT1paWlBRUZFLuAEeRsuqL+nqtBkZGXj37h0n3Iwxhdq2bRsACAm2r68vnJ2d0atXL3h7e0MikWD+/Pn44YcfsHXrVnh4eGDChAno378//v77b0RHRwtbeDLFCQ4Ohrm5Oe7evYtatWpBU1MT1tbW2LdvH4gIjo6OePv2LYDSoeY2NjZC3ZUpTlZWFuzt7bFlyxY8f/5cOD5+/Hh4e3sjJCQEnp6esLS0xJUrVzB58mSuszJBle7pvn//vtzeg/7+/nj+/DmKi4vltvxasWIF1q5di/nz52PGjBllKrK84qZizZ07F6Ghodi4cSPs7Ozw6tUrLFmyBEVFRVi2bBlsbGyQn5+PwYMHw9DQEKGhocoOmbEvyocPH6CpqansMBhjVciJEyfg7u6OgQMHIjAwEAcOHMCMGTOwfPly3Lx5E8nJyTA0NERERATEYjECAwMRHx8PsViMFi1awMfHh1cpryCZmZkYNWoULly4gPPnz8Pe3l44d+fOHYwdOxYZGRn4888/UbNmTSVGWvXFx8fDzc0Nbm5ucHd3l+vxtrGxwR9//IHJkydj3bp13FnH5FTZpHvYsGFo1qwZ1qxZIxwbN24c9u7dCycnJ0RFRcn1oK5cuRJ+fn6YPn06PD09oaenB4D39VS0uLg4TJo0CXv27IGdnZ1w/NixYwgODkZcXBxatmyJgoICEBHv7ckYY4xVguzsbISFhSEkJASdO3eGqakpjI2NMXz4cBQWFiIiIgKrVq1CkyZNhC3B3r9/L9dRwdO/yu9z9/D169dwcXFBXl4ejh07hubNmwvnUlJS4O/vj5CQEL7/lSAhIQEjR47E5MmT4e7ujoYNG+Ldu3eYPXs2mjRpgu+++w7NmjVTdpjsC1Nlk+7k5GS0bt0a6urqePbsmdASNXfuXPj5+SE4OBjfffedXGExb948JCUlISYmhhO8ChIaGopffvkFCQkJ0NXVlRty/tdff+GPP/7Ab7/9Bn19fbi7u3OrOWOMMVbBpGVxbm4uQkJCsHfvXqSnp2PPnj3o168fgNJ53kePHsXq1avRuHFjREREcNmsQLLz6AEgOjoaz549g4mJCUxNTdGsWTO8efMGzs7OKCwsxNGjR+USbylu+KgcCQkJGDt2LFxdXdG1a1fcuXMHkZGRSExMFObXMyarSibdsr2iAQEBOHnyJBYtWoQuXboAAKZMmYLdu3dj+/btGDp0qNwwTelnuWdVsaT3c+vWrdi8eTMSExOhq6sLIkJJSQnEYjEOHz4Ma2trmJqaCp/jwoMxxhirOLKN3wCQl5eHkJAQrFq1CnZ2djhy5IhwrqCgAMeOHYOnpydGjx6NtWvXKiPkKmfo0KGwsbHBjBkzULNmTcydOxdbt26FsbExnj59ivbt28Pd3R1jxozBmzdv0Lt3bxQVFeHQoUOwsLBQdvjV1o0bNzBr1iw8evQI2tra2LNnD6ytrZUdFvtCVbmF1EpKSuSS5ZYtW+L27dvYuHEjrl27BgAIDAzE999/Dw8PD4SHh+P9+/fC9ZxwVwzp/ezevTsePHiADRs2CMfFYjHy8vKwd+9exMTEyH2OE27GGGOsYsgm3Nu3b0dYWBgkEgkmTpyI+fPn4969e/Dw8BCu19DQwLfffos9e/Zg1apVygq7ymnatCkWLlyI4OBgXLhwAadPn0ZMTAzS0tIQExMDU1NT+Pv748iRI9DT00NsbCxycnKwYsUKZYderdnY2ODEiRO4fPky4uPjOeFm/1GV6umW7RX9888/oaGhgcaNG+Pu3btwdXVFhw4dMHv2bHTu3BkAMG3aNAQGBuLUqVPo06ePMkOvVrZv347p06djypQpcHV1hbq6OlauXImMjAzcvHmTh6sxxhhjlcjb2xthYWFYunQpBgwYAAMDA+Tm5iI0NBQhISGwtbVFUFBQmc/xaLTyke3kWbt2LZYvX45JkyYhMzMTYWFhwrlbt25h8eLF0NTURFhYGFRVVZGTkwMtLS2+/4x9JapE0h0YGIguXbrAysoKQOm87WPHjuHly5do1aoVZs+ejbZt26JXr15lEm8/Pz94enpyoleJiAjHjh3DjBkzIJFIoKurCyMjI0RHR0NNTY0LccYYY6yS7Nu3D15eXoiOjhZ66qTJYG5uLnbt2oXQ0FCYm5vj0KFDSo626goODsbKlSuRnp4OExMTXLx4EUZGRsL5PXv2YOLEiXjw4AGaNm0qHOc6E2Nfh69+eHl6ejpWrlyJwMBAPHz4EJGRkQgLC8Pq1avxyy+/oHPnzhg8eDASEhJw5swZJCUlYePGjbh06RIAYM6cOcJiXaxyiEQiDBgwADdv3sSFCxcQGRmJU6dOQU1NDcXFxVx4MMYYY5Xk3r176Ny5M9q1ayfsry3tj9HR0YG7uzuGDx8ODQ0N3n9bgWTv5f79++Hr64u4uDisW7cO6enpCAsLw5s3b4RrzMzMYGpqisLCQrmfw3Umxr4OX333romJCY4fPw53d3ds3rwZBQUF8Pb2xoABAwAAb9++RePGjeHh4YG4uDgcPnwY9vb2MDMzg4ODg/BzuKe78tWrVw/16tUT/l1SUsLPgTHGGKsE0t7s27dvIy8vTyh/pfO8i4uLcfXqVVhbW8PT0xOampoQiURlFl5j/470Hl64cAGXLl2Cp6cnjI2NMXv2bLx79w4+Pj7Izs5G//79oaenhyVLlkBHR0dusVnG2NejSrw1LS0tsX37dly+fBmHDh1Cfn6+cE5bWxtjx45F7969sX//flhZWeHy5ctYtGiREiNmn8KFOGOMMVY5pPOFR4wYgdTUVBw8eBDA/5bFL168gL+/P65evYoaNWoIC81yWa04GRkZmDhxIvbt24eioiLh+MKFC7Fs2TKsW7cOPXr0wOrVq1GjRg0kJCRARUWFRxww9hWqMm9Oa2trhISEoHbt2oiMjERycrJwrk6dOtDX18eff/4JoDRJF4vFkEgkygqXMcYYY0zpbGxs4OzsjM2bNyM0NBSFhYW4f/8+pkyZgqdPn8LR0VG4lnd2USwDAwNERESgQYMGiIqKQmpqqnDOx8cHGzduRHFxMQYPHoyIiAhhGh43fDD29alS39q2bdsiKioKEokEGzZsQEpKCoDSIeZ3795FkyZN5K7neTCMMcYYq85MTU0xe/ZsYRh548aN8e233+Lly5dISEjgTooK1q5dO4SHh+Pdu3cICAjAnTt3hHM//vgjduzYAVdXV2GkAU/DY+zrVCVWL/9YcnIyxowZg6ysLNjY2EBDQwMPHz7EtWvXoKamxvtwM8YYY4zJyM3NRWZmJpKSktCgQQPY29tDLBajuLiYE71KkJycDHd3d3To0AGenp5o1aqV3Hl+Dox93apk0g0At2/fxqBBg6CpqQkvLy+MHj2aCw/GGGOMsU/4VIcEb0dVuZKTk+Hh4YGmTZti7dq1MDExUXZIjDEFqVLDy2W1adMG+/fvR9euXTF27FiIxWJeHZsxxhhjVd6/WWhLOnz542Os8lhZWSEgIADa2tpye3Ezxr5+VbanW0racstbXDDGGGOsqpOt78THxyMzMxOtWrVC/fr1Ub9+/c9+Tran+86dO2jdunWlxMvK4rorY1VPlf8m8xYXjDHGGKsupPUdb29vDBo0CHPmzEGPHj0wceJEnD9//pOfkU24t23bhqFDh+Kvv/6qtJiZPK67Mlb1VItvMw+PYowxxlhVJjtwMT4+HidPnsSxY8dw9+5dbN++HRoaGpg/fz4uX75c5nOyCfecOXOwfPlyNGvWrFLjZ/K47spY1VLlh5czxhhjjFUXmzZtwtOnT5Gfn48tW7YIxy9dugRfX19YWFhg8+bNQpIum3B7e3sjNDQUgwcPVkrsjDFWVVWLnm7GGGOMseogPj4efn5+uHnzJnJzc4XjDg4O6NmzJw4ePIicnByIRCIh4Q4MDMTPP/+MkJAQTrgZY6wCcNLNGGOMMfYVkh2sKF2xPCIiAtOnT8f169cRERGB/Px84RorKysYGBggLy9POHbq1Cl4eXlh+/btGDJkSOUFzxhj1Qjvn8UYY4wx9pWRXdm6uLgYhYWFqFmzJoDSIeZZWVn48ccfkZ2djV69ekFLSwt+fn6oU6cODA0NhZ+joaGB2NhY2NnZKeX3YIyx6oDndDPGGGOMfUVkE24/Pz9cvnwZ9+/fh4eHB1xdXWFqagoA+P7777Fnzx7UqVMHLi4uePPmDY4ePQp1dXVIJBKIxWJl/hqMMVZt8PByxhhjjLGviDTh9vHxwS+//IIOHTpgypQpWLBgAdavX4+kpCQAwO7duzFt2jRkZWWhf//+CA8Ph7q6OoqKijjhZoyxSsTDyxljjDHGvjKRkZH49ddfERUVhU6dOiEpKQn5+fk4ePAgsrOz4e3tjfbt22Pz5s14/fo1Jk+eDHV1dfTp00cYhs4YY6xycE83Y4wxxthXhIhQs2ZN/PTTT+jUqRNOnDiBnj17Yt++fThw4AAOHDiAwMBAJCYmAgD279+PwYMHY8iQIYiLi1Ny9IwxVv1wTzdjjDHG2BdMdg43ULq3tpWVFdq1a4fXr19jxYoVmDdvHkaOHIn379/D2NgY27dvR9OmTdGxY0eoqqoiNDQUGhoaMDc3V+Jvwhhj1RMn3YwxxhhjXyjZhPvJkyfQ0dGBtrY26tevDwB49OgRcnJy0KpVKwDA27dv0a9fP/Tt2xcuLi4Qi8UoKiqCmpoagoKClPZ7MMZYdcZJN2OMMcbYF0qacC9cuBD79u2Dnp4erKyssHXrVqipqSE3NxevX7/GxYsXUVhYiODgYLx79w6bN2+GSCSCRCKBmpqakn8Lxhir3njLMMYYY4yxL1hERARmzpyJNWvW4Pbt24iNjYWGhgbOnTsHdXV17NixA0uWLIGOjg709fURFxcHNTU1EBFEIpGyw2eMsWqPk27GGGOMsS/Ix3O4w8PDkZGRgWnTpqG4uBjnz5+Ht7c31NXVceHCBWhqauLPP/+EhoYGjIyMoKKiguLiYqiq8oBGxhj7EnDSzRhjjDH2hZDtnQ4KCsKrV69w7tw5dO/eHQsXLgQAFBcXIz4+Ht7e3tDU1MS5c+egqakp/IyPk3bGGGPKxUk3Y4wxxtgXQDZZXrhwITZt2oS2bdvi2bNnUFdXx5UrV6CnpwcAkEgkiI+Px7hx4+Dq6opt27YpM3TGGGP/ATeDMsYYY4x9AaQJd0ZGBh49eoT4+HicPXsWR44cgYaGBnr06IHc3FwAgFgshqOjI6KiorB161Zlhs0YY+z/wEk3Y4wxxtgXIjg4GObm5rh79y5q1aoFTU1NWFtbY9++fSAiODo64u3btwAAVVVV2NjYQCwWQyKRKDlyxhhjn8NJN2OMMcbYF6J///7o1KkTUlNTkZmZKRxv06YN9u/fD5FIhBYtWuDdu3dynxOLxZUdKmOMsf8Sz+lmjDHGGFMCiUTyyWT59evXcHFxQV5eHo4dO4bmzZsL51JSUuDv74+QkBBOtBlj7CvBSTdjjDHGWCUqKCiAhoaG8O/o6Gg8e/YMJiYmMDU1RbNmzfDmzRs4OzujsLAQR48elUu8pT6XtDPGGPuycNLNGGOMMVZJhg4dChsbG8yYMQM1a9bE3LlzsXXrVhgbG+Pp06do37493N3dMWbMGLx58wa9e/dGUVERDh06BAsLC2WHzxhj7F/gOd2MMcYYY5WkadOmWLhwIYKDg3HhwgWcPn0aMTExSEtLQ0xMDExNTeHv748jR45AT08PsbGxyMnJwYoVK5QdOmOMsX+Je7oZY4wxxioYEUEkEgEA1q5di+XLl2PSpEnIzMxEWFiYcO7WrVtYvHgxNDU1ERYWBlVVVeTk5EBLS4uHkjPG2FeKe7oZY4wxxiqYNKkGgLp160JfXx/+/v64cuUKnj17Jpxr27YtBg0ahCNHjuCff/4BANSuXZu3BWOMsa8YJ92MMcYYYxWopKRE+O/9+/fD19cXcXFxWLduHdLT0xEWFoY3b94I15iZmcHU1BSFhYVyP4d7uhlj7OukquwAGGOMMcaqMhWV0j6OCxcu4NKlS/D09ISxsTFmz56Nd+/ewcfHB9nZ2ejfvz/09PSwZMkS6OjowNTUVMmRM8YYUwSe080YY4wxVsEyMjJgb2+PzMxMLFiwAN7e3sK5FStWYOHChVBVVcWIESPw9u1b/Prrr1BTU0NJSYmQtDPGGPs68VucMcYYY6yCGRgYICIiAg0aNEBUVBRSU1OFcz4+Pti4cSOKi4sxePBgREREQE1NDcXFxZxwM8ZYFcA93YwxxhhjlSQtLQ3ff/89bGxs4OnpidatWwvngoOD8f3330NVVVVutXPGGGNfN066GWOMMcYqUXJyMtzd3dGhQwd4enqiVatWcueLi4uhqsrL7jDGWFXBSTdjjDHGWCVLTk6Gh4cHmjZtirVr18LExETZITHGGKsgPFGIMcYYY6ySWVlZISAgANra2mjatKmyw2GMMVaBuKebMcYYY0xJpHO3eZVyxhirujjpZowxxhhTIl40jTHGqjZuUmWMMcYYUyJOuBljrGrjpJsxxhhjjDHGGKsgnHQzxhhjjDHGGGMVhJNuxhhjjDHGGGOsgnDSzRhjjDHGGGOMVRBOuhljjDHGGGOMsQrCSTdjjDHG/iMnJyd4enoK/zY2NsaGDRuUFg9jjDH2NVFVdgCMMcYY+zKMHz8eu3fvLnP82rVraNmypRIiYowxxr5+nHQzxhhjTNC3b1+EhobKHdPX14dYLFZSRIwxxtjXjYeXM8YYY0ygoaEBAwMDuf/17NlTbnj5x7Kzs+Hu7g59fX3o6OigR48eSE1NFc6npqaie/fu0NbWho6ODjp06IAbN25Uwm/DGGOMKR/3dDPGGGOsXIYNG4YaNWrg1KlTqF27NrZ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" ] @@ -1457,11 +1869,11 @@ " bar_width = 0.32\n", " opacity = 0.8\n", "\n", - " reuse_bar = ax.bar(index, df_metric['%Decrease'], bar_width, alpha=opacity, label='Value_reuse')\n", + " reuse_bar = ax.bar(index, df_metric['absolute_diff'], bar_width, alpha=opacity, label='Value_reuse')\n", "\n", " ax.set_xlabel('Files')\n", " ax.set_ylabel('Values')\n", - " ax.set_title(f'{metric}: % decrease from baseline on Lean4 benchmark suite')\n", + " ax.set_title(f'{metric}: absolute difference from baseline on Lean4 benchmark suite')\n", " ax.set_xticks([p for p in index])\n", " ax.set_xticklabels(files, rotation=45, ha=\"right\")\n", " ax.legend()\n", @@ -1473,6 +1885,14 @@ "# plt.figure(figsize=(12,8))\n", "# sns.heatmap(corr, cmap=\"Greens\",annot=True)\n" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7b27d139-87bc-4b8e-a3de-7b6bf6c671a3", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/1-runs/run-2024-04-01---17-10-tcg40/speedcenter-worker.sh b/1-runs/run-2024-04-01---17-10-tcg40/speedcenter-worker.sh index 94d58cf556f9..5b05713cb3ea 100644 --- a/1-runs/run-2024-04-01---17-10-tcg40/speedcenter-worker.sh +++ b/1-runs/run-2024-04-01---17-10-tcg40/speedcenter-worker.sh @@ -31,18 +31,19 @@ KINDS=("reuse" "noreuse") run_benchmark_for_kind() { # argument: kind local kind="$1" - local BENCHMARKS=("binarytrees.lean" - # binarytrees.st - "const_fold.lean" - "deriv.lean" - "liasolver.lean" - # parser.lean - # reduceMatch.lean - # "qsort.lean" - # "rbmap_checkpoint.lean" - "rbmap_fbip.lean" - "rbmap.lean" - "unionfind.lean") + local BENCHMARKS=( + "rbmap_checkpoint.lean" "2000000 1" + "binarytrees.lean" "21" + "const_fold.lean" "21" + "deriv.lean" "10" + "liasolver.lean" ex-50-50-1.leq + # "parser.lean" + "qsort.lean" "400" + #"rbmap_checkpoint.lean" "2000000 1" + "rbmap_fbip.lean" "2000000" + "rbmap.lean" "2000000" + "unionfind.lean" "3000000") + local nruns=5 local outfile="$EXPERIMENTDIR/outputs/benchmarks-allocator-log-$kind.csv" local outfile_temp="$outfile.temp" rm "$outfile_temp" || true @@ -57,10 +58,14 @@ run_benchmark_for_kind() { cd "$EXPERIMENTDIR/builds-speedcenter/$kind/tests/bench/" || exit 1 elan override set "$LEAN_TOOLCHAIN" # set override for temci mkdir -p "$EXPERIMENTDIR/outputs/" - for benchmark in "${BENCHMARKS[@]}"; do - RESEARCH_LEAN_RUNTIME_ALLOCATOR_LOG=./log.txt ./test_single.sh "${benchmark}" - # run benchmark, write result to CSV file. - while read -r line; do echo "$benchmark,$line"; done < log.txt >> "$outfile_temp" + for ((ix=0; ix<${#BENCHMARKS[@]}; ix+=2)); do + benchmark=${BENCHMARKS[ix]} + benchmark_input=${BENCHMARKS[ix+1]} + ./compile.sh "${benchmark}" + for irun in $(seq 1 $nruns); do + RESEARCH_LEAN_RUNTIME_ALLOCATOR_LOG=./log.txt ./"${benchmark}.out" ${benchmark_input} + while read -r line; do echo "$benchmark,$line"; done < log.txt >> "$outfile_temp" + done; done; mv "$outfile_temp" "$outfile" fi