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MeCo/notebooks_201/parse_log_iterative.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 257,
"id": "c088f827",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"darts_pt_0.txt\tdisc-zc-2.txt\t post_disc_3.txt tenas_1.txt zc-3.txt\r\n",
"darts_pt_1.txt\tdisc-zc-3.txt\t post_pt_0.txt\t tenas_2.txt zcpt.txt\r\n",
"darts_pt_2.txt\tdisczc.txt\t post_pt_1.txt\t tenas_3.txt\r\n",
"darts_pt_3.txt\tpost_disc_0.txt post_pt_2.txt\t zc-0.txt\r\n",
"disc-zc-0.txt\tpost_disc_1.txt post_pt_3.txt\t zc-1.txt\r\n",
"disc-zc-1.txt\tpost_disc_2.txt tenas_0.txt\t zc-2.txt\r\n"
]
}
],
"source": [
"!ls ../experiments/corr_time"
]
},
{
"cell_type": "code",
"execution_count": 258,
"id": "86140408",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"from string import ascii_letters\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"from pandas import DataFrame\n",
"import pathlib"
]
},
{
"cell_type": "code",
"execution_count": 259,
"id": "f6766521",
"metadata": {},
"outputs": [],
"source": [
"def parse_valid_acc(l):\n",
" return float(l.split()[3])"
]
},
{
"cell_type": "code",
"execution_count": 260,
"id": "5ebe61d9",
"metadata": {},
"outputs": [],
"source": [
"def parse_zc(l):\n",
" zcs = []\n",
" ls = l.split()\n",
" #print(l)\n",
" for ll in ls[2:]:\n",
" v = float(ll.strip('[,]'))\n",
" zcs.append(v)\n",
" return zcs\n",
"def chunks(lst, n):\n",
" \"\"\"Yield successive n-sized chunks from lst.\"\"\"\n",
" for i in range(0, len(lst), n):\n",
" yield lst[i:i + n]"
]
},
{
"cell_type": "code",
"execution_count": 261,
"id": "95c73c56",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 6\n",
"1 5\n",
"2 4\n",
"3 3\n",
"4 2\n",
"5 1\n",
"0 6\n",
"1 5\n",
"2 4\n",
"3 3\n",
"4 2\n",
"5 1\n",
"0 6\n",
"1 5\n",
"2 4\n",
"3 3\n",
"4 2\n",
"5 1\n",
"0 6\n",
"1 5\n",
"2 4\n",
"3 3\n",
"4 2\n",
"5 1\n",
"[[29.0, 51.0, 21.5, 19.0, 47.0], [29.0, 8.5, 31.5, 23.0, 31.0], [22.5, 20.5, 38.0, 25.0, 19.0], [30.0, 45.0, 40.5, 32.0, 41.0], [40.0, 30.0, 31.0, 33.0, 32.0], [33.0, 10.0, 31.5, 37.5, 18.0]] \n",
"\n",
"[[8.0, 42.0, 39.0, 33.0, 26.0], [34.0, 33.0, 34.0, 11.5, 20.5], [27.5, 13.5, 31.5, 14.0, 32.0], [26.5, 34.0, 8.0, 16.0, 28.0], [21.0, 24.0, 35.5, 19.5, 13.0]] \n",
"\n",
"[[32.0, 17.5, 17.0, 21.0, 16.0], [20.0, 4.0, 13.0, 21.5, 24.0], [8.0, 24.5, 8.0, 21.0, 17.0], [23.0, 22.5, 38.0, 30.0, 22.0]] \n",
"\n",
"[[14.0, 16.0, 20.0, 22.0, 9.0], [15.0, 4.0, 14.0, 5.0, 22.0], [20.0, 12.0, 19.0, 19.0, 14.0]] \n",
"\n",
"[[14.0, 9.0, 3.0, 10.0, 9.0], [12.0, 14.0, 9.0, 12.0, 8.0]] \n",
"\n",
"[[6.0, 2.0, 8.0, 7.0, 2.0]] \n",
"\n",
"[[42.0, 50.0, 19.0, 41.0, 29.5], [18.0, 4.0, 36.0, 16.0, 57.0], [16.5, 47.0, 36.0, 24.0, 21.0], [31.0, 31.0, 46.0, 19.0, 50.0], [13.5, 33.0, 14.5, 23.0, 34.0], [14.0, 57.0, 29.0, 27.0, 21.0]] \n",
"\n",
"[[37.0, 11.0, 20.0, 11.0, 20.5], [16.5, 29.0, 7.5, 21.0, 47.0], [19.0, 32.0, 34.0, 7.0, 25.0], [27.0, 9.0, 25.0, 36.0, 37.0], [39.0, 37.0, 31.0, 20.5, 26.0]] \n",
"\n",
"[[8.5, 24.0, 16.0, 24.0, 18.5], [26.0, 32.0, 13.0, 14.0, 34.0], [24.0, 20.0, 16.5, 5.0, 21.5], [20.0, 30.0, 16.0, 17.0, 20.0]] \n",
"\n",
"[[17.0, 12.0, 11.0, 4.5, 18.0], [16.0, 21.0, 11.5, 16.0, 27.0], [12.0, 19.0, 18.0, 10.0, 12.0]] \n",
"\n",
"[[8.5, 5.0, 3.0, 9.5, 18.0], [11.0, 13.0, 3.0, 14.0, 15.0]] \n",
"\n",
"[[7.0, 3.0, 7.0, 6.0, 2.0]] \n",
"\n",
"[[38.5, 48.0, 31.0, 6.0, 37.5], [7.0, 55.0, 10.0, 15.0, 39.0], [31.5, 10.0, 30.0, 16.5, 36.5], [34.0, 44.0, 53.5, 23.0, 30.0], [32.0, 32.5, 36.5, 32.0, 52.0], [38.5, 16.0, 20.0, 17.0, 27.5]] \n",
"\n",
"[[25.0, 30.0, 30.0, 7.5, 31.0], [41.0, 8.0, 28.0, 15.0, 38.0], [24.0, 21.0, 20.0, 33.0, 26.5], [17.0, 32.0, 8.0, 39.0, 32.0], [25.0, 25.0, 10.0, 24.0, 35.0]] \n",
"\n",
"[[27.0, 33.0, 23.5, 9.5, 21.5], [11.0, 14.5, 23.0, 19.0, 27.0], [19.5, 25.0, 11.0, 24.0, 20.0], [22.0, 14.0, 30.0, 4.0, 21.5]] \n",
"\n",
"[[11.0, 24.0, 5.0, 14.0, 13.0], [15.0, 15.0, 19.0, 16.0, 23.0], [17.0, 16.0, 13.0, 9.0, 15.0]] \n",
"\n",
"[[4.0, 9.0, 10.5, 11.0, 10.0], [10.0, 17.5, 7.0, 4.0, 17.0]] \n",
"\n",
"[[6.0, 6.0, 6.0, 3.0, 4.0]] \n",
"\n",
"[[10.5, 22.5, 20.5, 35.0, 40.0], [33.0, 5.5, 52.0, 12.0, 29.0], [22.5, 12.5, 55.0, 28.0, 34.5], [40.5, 52.0, 42.5, 2.5, 43.5], [27.5, 14.0, 25.0, 48.5, 32.5], [36.5, 17.0, 13.5, 36.0, 56.0]] \n",
"\n",
"[[16.0, 36.5, 15.0, 24.0, 43.0], [31.0, 16.0, 21.0, 17.0, 9.0], [19.0, 25.0, 28.0, 39.0, 35.0], [40.0, 21.0, 12.0, 30.0, 18.0], [28.0, 15.0, 25.5, 31.0, 30.0]] \n",
"\n",
"[[22.0, 17.5, 14.0, 16.0, 29.0], [33.0, 22.0, 22.0, 23.0, 31.0], [12.5, 24.0, 21.0, 9.0, 34.0], [4.0, 19.0, 2.0, 13.0, 32.0]] \n",
"\n",
"[[16.0, 18.0, 16.0, 6.0, 16.0], [10.0, 4.0, 16.0, 12.0, 14.5], [13.0, 24.0, 16.0, 25.0, 18.5]] \n",
"\n",
"[[11.0, 7.0, 11.0, 6.0, 7.0], [9.0, 16.0, 16.0, 10.0, 7.0]] \n",
"\n",
"[[7.0, 8.0, 3.0, 1.0, 6.0]] \n",
"\n"
]
}
],
"source": [
"d = '../experiments/corr_time'\n",
"seeds_tenas = []\n",
"for fname in ['tenas_0.txt','tenas_1.txt','tenas_2.txt','tenas_3.txt']:\n",
" f = os.path.join(d,fname)\n",
"\n",
" res_tenas = [[]]\n",
" curr_edge = 0\n",
" curr_iter = 0\n",
" for l in open(f,'r'):\n",
" if '[' in l:\n",
" #print(l, end='')\n",
" sc = parse_zc(l)\n",
" sc = chunks(sc, 5)\n",
" #print(sc)\n",
" for x in sc:\n",
" res_tenas[curr_iter].append(x)\n",
" curr_edge+=1\n",
" print(curr_iter,curr_edge)\n",
" if curr_edge == 6-curr_iter:\n",
" #print('inside', curr_iter)\n",
" curr_iter += 1\n",
" curr_edge = 0# curr_iter\n",
" if curr_iter == 6:\n",
" break\n",
" res_tenas.append([])\n",
" seeds_tenas.append(res_tenas)\n",
"for x in seeds_tenas:\n",
" for n in x:\n",
" print(n, '\\n')"
]
},
{
"cell_type": "code",
"execution_count": 262,
"id": "ca748d38",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
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"0 5 4 85.835999\n",
"1 0 0 81.18\n",
"1 0 1 47.119999\n",
"1 0 2 76.124001\n",
"1 0 3 68.519997\n",
"1 0 4 81.379997\n",
"1 1 0 81.047997\n",
"1 1 1 72.832001\n",
"1 1 2 79.32\n",
"1 1 3 77.251999\n",
"1 1 4 81.540001\n",
"1 2 0 81.251999\n",
"1 2 1 14.252\n",
"1 2 2 77.531998\n",
"1 2 3 46.023998\n",
"1 2 4 81.439995\n",
"1 3 0 81.068001\n",
"1 3 1 23.32\n",
"1 3 2 64.487999\n",
"1 3 3 60.747997\n",
"1 3 4 81.388\n",
"1 4 0 80.916\n",
"1 4 1 34.98\n",
"1 4 2 70.451996\n",
"1 4 3 62.307999\n",
"1 4 4 81.327995\n",
"2 0 0 81.043999\n",
"2 0 1 77.683998\n",
"2 0 2 77.959999\n",
"2 0 3 72.447998\n",
"2 0 4 81.047997\n",
"2 1 0 81.431999\n",
"2 1 1 14.704\n",
"2 1 2 74.931999\n",
"2 1 3 42.975998\n",
"2 1 4 81.375999\n",
"2 2 0 81.311996\n",
"2 2 1 26.844\n",
"2 2 2 63.143997\n",
"2 2 3 63.571999\n",
"2 2 4 81.403999\n",
"2 3 0 81.227997\n",
"2 3 1 23.528\n",
"2 3 2 69.171997\n",
"2 3 3 59.983997\n",
"2 3 4 81.063995\n",
"3 0 0 82.695999\n",
"3 0 1 14.179999\n",
"3 0 2 81.248001\n",
"3 0 3 71.127998\n",
"3 0 4 82.692001\n",
"3 1 0 82.591995\n",
"3 1 1 20.688\n",
"3 1 2 79.223999\n",
"3 1 3 79.827995\n",
"3 1 4 82.084\n",
"3 2 0 82.900002\n",
"3 2 1 38.079998\n",
"3 2 2 78.708\n",
"3 2 3 75.523994\n",
"3 2 4 82.900002\n",
"4 0 0 82.127998\n",
"4 0 1 32.439999\n",
"4 0 2 75.391998\n",
"4 0 3 71.575996\n",
"4 0 4 81.351997\n",
"4 1 0 82.028\n",
"4 1 1 22.424\n",
"4 1 2 76.383995\n",
"4 1 3 68.283997\n",
"4 1 4 81.451996\n",
"5 0 0 78.423996\n",
"5 0 1 8.208\n",
"5 0 2 64.463997\n",
"5 0 3 45.435997\n",
"5 0 4 78.127998\n"
]
}
],
"source": [
"d = '../experiments/corr_time/'\n",
"\n",
"seeds_dartspt = []\n",
"for fname in ['darts_pt_0.txt','darts_pt_1.txt','darts_pt_2.txt','darts_pt_3.txt']:\n",
" f = os.path.join(d,fname)\n",
"\n",
" res_dartspt = [[]]\n",
"\n",
" start_parse = False\n",
" curr_op = 0\n",
" curr_edge = 0\n",
" curr_iter = 0\n",
" for l in open(f,'r'):\n",
" if 'project' in l:\n",
" start_parse = True\n",
"\n",
" if start_parse and 'valid_acc' in l:\n",
" vacc = parse_valid_acc(l)\n",
" print(curr_iter,curr_edge,curr_op,vacc)\n",
" if curr_op == 0:\n",
" res_dartspt[curr_iter].append([])\n",
" res_dartspt[curr_iter][curr_edge].append(vacc)\n",
" curr_op += 1\n",
" if curr_op == 5:\n",
" curr_edge += 1\n",
" curr_op = 0\n",
" if curr_edge == 6-curr_iter:\n",
" curr_iter += 1\n",
" if curr_iter == 6:\n",
" break\n",
" res_dartspt.append([])\n",
" curr_edge = 0 #curr_edge\n",
" curr_op = 0\n",
" start_parse = False\n",
" seeds_dartspt.append(res_dartspt)\n"
]
},
{
"cell_type": "code",
"execution_count": 263,
"id": "7756aa9e",
"metadata": {},
"outputs": [],
"source": [
"def parse_zc(l):\n",
" zcs = []\n",
" ls = l.split()\n",
" for ll in ls[2:]:\n",
" v = float(ll.strip('[,]'))\n",
" zcs.append(v)\n",
" return zcs"
]
},
{
"cell_type": "code",
"execution_count": 264,
"id": "67d04e18",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2021-06-03 16:04:47,153 [3454.2227, 3448.5942, 3439.917, 3443.5508, 3459.2842]\n",
"0 0\n",
"2021-06-03 16:04:50,367 [3454.2227, 3451.5684, 3442.229, 3443.3025, 3456.3674]\n",
"0 1\n",
"2021-06-03 16:04:53,595 [3454.2227, 3453.9937, 3443.8208, 3443.2834, 3455.4973]\n",
"0 2\n",
"2021-06-03 16:04:56,804 [3454.2227, 3437.5054, 3446.7268, 3446.9026, 3448.9456]\n",
"0 3\n",
"2021-06-03 16:05:00,010 [3454.2227, 3450.4873, 3444.7363, 3444.004, 3453.9998]\n",
"0 4\n",
"2021-06-03 16:05:03,251 [3454.2227, 3450.7974, 3445.511, 3442.5146, 3455.8496]\n",
"0 5\n",
"2021-06-03 16:05:09,942 [3410.4263, 3398.2515, 3399.248, 3399.6084, 3406.341]\n",
"1 0\n",
"2021-06-03 16:05:13,228 [3410.4263, 3412.3748, 3400.7766, 3399.6194, 3413.2373]\n",
"1 1\n",
"2021-06-03 16:05:16,473 [3410.4263, 3388.5095, 3411.0461, 3396.8948, 3405.5454]\n",
"1 2\n",
"2021-06-03 16:05:19,746 [3410.4263, 3413.923, 3399.1729, 3396.2065, 3415.4045]\n",
"1 3\n",
"2021-06-03 16:05:22,992 [3410.4263, 3407.433, 3396.2961, 3396.5044, 3414.144]\n",
"1 4\n",
"2021-06-03 16:05:29,761 [3407.7637, 3410.3164, 3397.7993, 3396.4685, 3410.7139]\n",
"2 0\n",
"2021-06-03 16:05:33,075 [3407.7637, 3394.416, 3407.1438, 3397.2485, 3409.7224]\n",
"2 1\n",
"2021-06-03 16:05:36,374 [3407.7637, 3413.7717, 3397.677, 3393.7932, 3414.63]\n",
"2 2\n",
"2021-06-03 16:05:39,712 [3407.7637, 3396.2178, 3391.5396, 3390.6956, 3412.6257]\n",
"2 3\n",
"2021-06-03 16:05:46,664 [3411.9246, 3395.106, 3408.9714, 3400.6265, 3411.457]\n",
"3 0\n",
"2021-06-03 16:05:49,987 [3411.9246, 3410.2097, 3402.102, 3398.2625, 3410.8896]\n",
"3 1\n",
"2021-06-03 16:05:53,340 [3411.9246, 3396.0486, 3396.4329, 3397.1685, 3412.3145]\n",
"3 2\n",
"2021-06-03 16:06:00,287 [3420.9126, 3418.6077, 3406.8176, 3407.9004, 3418.7434]\n",
"4 0\n",
"2021-06-03 16:06:03,673 [3420.9126, 3419.215, 3406.6326, 3402.9668, 3438.223]\n",
"4 1\n",
"2021-06-03 16:06:10,723 [3398.0125, 3395.5862, 3386.5527, 3382.1787, 3415.7268]\n",
"5 0\n",
"2021-06-03 16:06:57,717 [3455.2336, 3449.8987, 3449.5383, 3441.8157, 3461.1794]\n",
"0 0\n",
"2021-06-03 16:07:00,967 [3455.2336, 3452.0488, 3444.8074, 3443.643, 3457.1467]\n",
"0 1\n",
"2021-06-03 16:07:04,241 [3455.2336, 3456.1172, 3444.3286, 3445.1277, 3457.6875]\n",
"0 2\n",
"2021-06-03 16:07:07,488 [3455.2336, 3437.8433, 3445.892, 3446.7576, 3448.9878]\n",
"0 3\n",
"2021-06-03 16:07:10,737 [3455.2336, 3453.3945, 3446.955, 3445.5383, 3456.8743]\n",
"0 4\n",
"2021-06-03 16:07:14,014 [3455.2336, 3452.2458, 3445.8218, 3447.6575, 3457.1719]\n",
"0 5\n",
"2021-06-03 16:07:20,823 [3432.2466, 3421.224, 3424.2947, 3418.4517, 3429.7644]\n",
"1 0\n",
"2021-06-03 16:07:24,134 [3432.2466, 3433.9812, 3424.7913, 3420.903, 3435.017]\n",
"1 1\n",
"2021-06-03 16:07:27,422 [3432.2466, 3398.7742, 3437.5159, 3429.6768, 3419.9104]\n",
"1 2\n",
"2021-06-03 16:07:30,752 [3432.2466, 3435.862, 3427.0771, 3424.7644, 3437.833]\n",
"1 3\n",
"2021-06-03 16:07:34,038 [3432.2466, 3426.113, 3419.593, 3424.1943, 3433.4993]\n",
"1 4\n",
"2021-06-03 16:07:40,878 [3412.7212, 3414.2988, 3404.197, 3401.6191, 3415.7085]\n",
"2 0\n",
"2021-06-03 16:07:44,245 [3412.7212, 3364.226, 3415.5835, 3412.1497, 3389.125]\n",
"2 1\n",
"2021-06-03 16:07:47,571 [3412.7212, 3414.928, 3404.2593, 3405.9949, 3417.7905]\n",
"2 2\n",
"2021-06-03 16:07:50,917 [3412.7212, 3417.69, 3399.8599, 3403.5298, 3420.8538]\n",
"2 3\n",
"2021-06-03 16:07:57,851 [3403.024, 3348.0261, 3400.9155, 3397.694, 3379.5696]\n",
"3 0\n",
"2021-06-03 16:08:01,208 [3403.024, 3406.2808, 3390.7632, 3391.8262, 3408.2861]\n",
"3 1\n",
"2021-06-03 16:08:04,594 [3403.024, 3410.9895, 3391.5903, 3391.9119, 3413.236]\n",
"3 2\n",
"2021-06-03 16:08:11,620 [3462.2537, 3461.3962, 3449.4395, 3448.4968, 3461.9895]\n",
"4 0\n",
"2021-06-03 16:08:15,045 [3462.2537, 3468.3677, 3450.1323, 3450.3123, 3468.6287]\n",
"4 1\n",
"2021-06-03 16:08:22,116 [3439.2002, 3442.873, 3426.961, 3426.1606, 3443.2004]\n",
"5 0\n",
"2021-06-03 16:09:50,754 [3459.1682, 3454.2397, 3449.2122, 3449.0579, 3465.5217]\n",
"0 0\n",
"2021-06-03 16:09:53,977 [3459.1682, 3456.3445, 3446.3127, 3447.499, 3461.774]\n",
"0 1\n",
"2021-06-03 16:09:57,228 [3459.1682, 3459.4285, 3449.3945, 3447.647, 3461.099]\n",
"0 2\n",
"2021-06-03 16:10:00,450 [3459.1682, 3446.3042, 3451.9297, 3449.8296, 3458.2988]\n",
"0 3\n",
"2021-06-03 16:10:03,668 [3459.1682, 3456.9915, 3447.8384, 3449.793, 3460.7205]\n",
"0 4\n",
"2021-06-03 16:10:06,930 [3459.1682, 3455.902, 3451.3115, 3446.9766, 3461.12]\n",
"0 5\n",
"2021-06-03 16:10:13,688 [3437.6409, 3432.1074, 3426.015, 3426.1157, 3439.9636]\n",
"1 0\n",
"2021-06-03 16:10:16,978 [3437.6409, 3440.3376, 3428.1497, 3426.093, 3441.0642]\n",
"1 1\n",
"2021-06-03 16:10:20,245 [3437.6409, 3406.7253, 3426.825, 3426.115, 3423.9216]\n",
"1 2\n",
"2021-06-03 16:10:23,546 [3437.6409, 3443.6592, 3428.0698, 3427.6174, 3445.0134]\n",
"1 3\n",
"2021-06-03 16:10:26,812 [3437.6409, 3436.7107, 3431.0183, 3423.3228, 3442.9155]\n",
"1 4\n",
"2021-06-03 16:10:33,623 [3413.1362, 3414.8523, 3405.0566, 3402.8164, 3416.169]\n",
"2 0\n",
"2021-06-03 16:10:36,952 [3413.1362, 3376.8943, 3403.8745, 3405.4243, 3398.116]\n",
"2 1\n",
"2021-06-03 16:10:40,251 [3413.1362, 3420.1438, 3402.628, 3403.6082, 3422.7097]\n",
"2 2\n",
"2021-06-03 16:10:43,583 [3413.1362, 3428.71, 3400.2727, 3401.8542, 3430.9348]\n",
"2 3\n",
"2021-06-03 16:10:50,457 [3401.1736, 3356.4858, 3391.6997, 3387.4841, 3389.5005]\n",
"3 0\n",
"2021-06-03 16:10:53,793 [3401.1736, 3406.941, 3390.8125, 3391.6816, 3409.1763]\n",
"3 1\n",
"2021-06-03 16:10:57,156 [3401.1736, 3418.0437, 3388.7666, 3391.6228, 3419.707]\n",
"3 2\n",
"2021-06-03 16:11:04,126 [3451.6353, 3455.2854, 3439.805, 3439.194, 3456.2227]\n",
"4 0\n",
"2021-06-03 16:11:07,525 [3451.6353, 3455.228, 3440.4011, 3439.2266, 3455.5227]\n",
"4 1\n",
"2021-06-03 16:11:14,567 [3440.9548, 3443.5757, 3427.7446, 3427.5088, 3443.739]\n",
"5 0\n",
"2021-06-03 16:11:41,751 [3413.4504, 3413.149, 3404.6685, 3407.8464, 3425.5908]\n",
"0 0\n",
"2021-06-03 16:11:44,983 [3413.4504, 3410.3176, 3406.0159, 3405.6038, 3416.2107]\n",
"0 1\n",
"2021-06-03 16:11:48,243 [3413.4504, 3414.7605, 3402.0935, 3403.1653, 3416.6396]\n",
"0 2\n",
"2021-06-03 16:11:51,490 [3413.4504, 3395.1143, 3413.446, 3395.74, 3408.8445]\n",
"0 3\n",
"2021-06-03 16:11:54,734 [3413.4504, 3413.7048, 3406.3977, 3403.493, 3417.9602]\n",
"0 4\n",
"2021-06-03 16:11:57,990 [3413.4504, 3412.2334, 3401.6907, 3408.7856, 3418.1448]\n",
"0 5\n",
"2021-06-03 16:12:04,739 [3398.4065, 3390.9949, 3388.8643, 3385.8757, 3400.8545]\n",
"1 0\n",
"2021-06-03 16:12:08,050 [3398.4065, 3402.0562, 3386.9802, 3387.4404, 3403.2632]\n",
"1 1\n",
"2021-06-03 16:12:11,305 [3398.4065, 3347.9915, 3399.4255, 3383.92, 3373.1965]\n",
"1 2\n",
"2021-06-03 16:12:14,600 [3398.4065, 3409.5286, 3390.6338, 3387.539, 3411.8264]\n",
"1 3\n",
"2021-06-03 16:12:17,864 [3398.4065, 3395.4734, 3387.097, 3387.2095, 3404.1628]\n",
"1 4\n",
"2021-06-03 16:12:24,688 [3377.8687, 3383.0608, 3364.6248, 3365.6602, 3385.305]\n",
"2 0\n",
"2021-06-03 16:12:28,010 [3377.8687, 3344.4946, 3383.9446, 3365.2354, 3384.8618]\n",
"2 1\n",
"2021-06-03 16:12:31,336 [3377.8687, 3390.2253, 3367.5999, 3364.0933, 3395.0178]\n",
"2 2\n",
"2021-06-03 16:12:34,665 [3377.8687, 3392.6992, 3359.2976, 3358.4277, 3397.1362]\n",
"2 3\n",
"2021-06-03 16:12:41,597 [3379.2178, 3344.8306, 3376.365, 3361.9841, 3388.6863]\n",
"3 0\n",
"2021-06-03 16:12:44,939 [3379.2178, 3385.728, 3369.4214, 3364.9448, 3388.7917]\n",
"3 1\n",
"2021-06-03 16:12:48,316 [3379.2178, 3379.0754, 3368.7676, 3359.0256, 3381.8474]\n",
"3 2\n",
"2021-06-03 16:12:55,278 [3432.7068, 3437.28, 3420.0261, 3419.1748, 3438.306]\n",
"4 0\n",
"2021-06-03 16:12:58,695 [3432.7068, 3431.575, 3419.3252, 3418.3872, 3432.5417]\n",
"4 1\n",
"2021-06-03 16:13:05,721 [3428.1697, 3427.3499, 3414.1946, 3411.5793, 3428.2268]\n",
"5 0\n",
"[[[[3454.2227, 3448.5942, 3439.917, 3443.5508, 3459.2842], [3454.2227, 3451.5684, 3442.229, 3443.3025, 3456.3674], [3454.2227, 3453.9937, 3443.8208, 3443.2834, 3455.4973], [3454.2227, 3437.5054, 3446.7268, 3446.9026, 3448.9456], [3454.2227, 3450.4873, 3444.7363, 3444.004, 3453.9998], [3454.2227, 3450.7974, 3445.511, 3442.5146, 3455.8496]], [[3410.4263, 3398.2515, 3399.248, 3399.6084, 3406.341], [3410.4263, 3412.3748, 3400.7766, 3399.6194, 3413.2373], [3410.4263, 3388.5095, 3411.0461, 3396.8948, 3405.5454], [3410.4263, 3413.923, 3399.1729, 3396.2065, 3415.4045], [3410.4263, 3407.433, 3396.2961, 3396.5044, 3414.144]], [[3407.7637, 3410.3164, 3397.7993, 3396.4685, 3410.7139], [3407.7637, 3394.416, 3407.1438, 3397.2485, 3409.7224], [3407.7637, 3413.7717, 3397.677, 3393.7932, 3414.63], [3407.7637, 3396.2178, 3391.5396, 3390.6956, 3412.6257]], [[3411.9246, 3395.106, 3408.9714, 3400.6265, 3411.457], [3411.9246, 3410.2097, 3402.102, 3398.2625, 3410.8896], [3411.9246, 3396.0486, 3396.4329, 3397.1685, 3412.3145]], [[3420.9126, 3418.6077, 3406.8176, 3407.9004, 3418.7434], [3420.9126, 3419.215, 3406.6326, 3402.9668, 3438.223]], [[3398.0125, 3395.5862, 3386.5527, 3382.1787, 3415.7268]]], [[[3455.2336, 3449.8987, 3449.5383, 3441.8157, 3461.1794], [3455.2336, 3452.0488, 3444.8074, 3443.643, 3457.1467], [3455.2336, 3456.1172, 3444.3286, 3445.1277, 3457.6875], [3455.2336, 3437.8433, 3445.892, 3446.7576, 3448.9878], [3455.2336, 3453.3945, 3446.955, 3445.5383, 3456.8743], [3455.2336, 3452.2458, 3445.8218, 3447.6575, 3457.1719]], [[3432.2466, 3421.224, 3424.2947, 3418.4517, 3429.7644], [3432.2466, 3433.9812, 3424.7913, 3420.903, 3435.017], [3432.2466, 3398.7742, 3437.5159, 3429.6768, 3419.9104], [3432.2466, 3435.862, 3427.0771, 3424.7644, 3437.833], [3432.2466, 3426.113, 3419.593, 3424.1943, 3433.4993]], [[3412.7212, 3414.2988, 3404.197, 3401.6191, 3415.7085], [3412.7212, 3364.226, 3415.5835, 3412.1497, 3389.125], [3412.7212, 3414.928, 3404.2593, 3405.9949, 3417.7905], [3412.7212, 3417.69, 3399.8599, 3403.5298, 3420.8538]], [[3403.024, 3348.0261, 3400.9155, 3397.694, 3379.5696], [3403.024, 3406.2808, 3390.7632, 3391.8262, 3408.2861], [3403.024, 3410.9895, 3391.5903, 3391.9119, 3413.236]], [[3462.2537, 3461.3962, 3449.4395, 3448.4968, 3461.9895], [3462.2537, 3468.3677, 3450.1323, 3450.3123, 3468.6287]], [[3439.2002, 3442.873, 3426.961, 3426.1606, 3443.2004]]], [[[3459.1682, 3454.2397, 3449.2122, 3449.0579, 3465.5217], [3459.1682, 3456.3445, 3446.3127, 3447.499, 3461.774], [3459.1682, 3459.4285, 3449.3945, 3447.647, 3461.099], [3459.1682, 3446.3042, 3451.9297, 3449.8296, 3458.2988], [3459.1682, 3456.9915, 3447.8384, 3449.793, 3460.7205], [3459.1682, 3455.902, 3451.3115, 3446.9766, 3461.12]], [[3437.6409, 3432.1074, 3426.015, 3426.1157, 3439.9636], [3437.6409, 3440.3376, 3428.1497, 3426.093, 3441.0642], [3437.6409, 3406.7253, 3426.825, 3426.115, 3423.9216], [3437.6409, 3443.6592, 3428.0698, 3427.6174, 3445.0134], [3437.6409, 3436.7107, 3431.0183, 3423.3228, 3442.9155]], [[3413.1362, 3414.8523, 3405.0566, 3402.8164, 3416.169], [3413.1362, 3376.8943, 3403.8745, 3405.4243, 3398.116], [3413.1362, 3420.1438, 3402.628, 3403.6082, 3422.7097], [3413.1362, 3428.71, 3400.2727, 3401.8542, 3430.9348]], [[3401.1736, 3356.4858, 3391.6997, 3387.4841, 3389.5005], [3401.1736, 3406.941, 3390.8125, 3391.6816, 3409.1763], [3401.1736, 3418.0437, 3388.7666, 3391.6228, 3419.707]], [[3451.6353, 3455.2854, 3439.805, 3439.194, 3456.2227], [3451.6353, 3455.228, 3440.4011, 3439.2266, 3455.5227]], [[3440.9548, 3443.5757, 3427.7446, 3427.5088, 3443.739]]], [[[3413.4504, 3413.149, 3404.6685, 3407.8464, 3425.5908], [3413.4504, 3410.3176, 3406.0159, 3405.6038, 3416.2107], [3413.4504, 3414.7605, 3402.0935, 3403.1653, 3416.6396], [3413.4504, 3395.1143, 3413.446, 3395.74, 3408.8445], [3413.4504, 3413.7048, 3406.3977, 3403.493, 3417.9602], [3413.4504, 3412.2334, 3401.6907, 3408.7856, 3418.1448]], [[3398.4065, 3390.9949, 3388.8643, 3385.8757, 3400.8545], [3398.4065, 3402.0562, 3386.9802, 3387.4404, 3403.2632], [3398.4065, 3347.9915, 3399.4255, 3383.92, 3373.1965], [3398.40
]
}
],
"source": [
"d = '../experiments/corr_time/'\n",
"\n",
"seeds_zc = []\n",
"for fname in ['zc-0.txt','zc-1.txt','zc-2.txt','zc-3.txt']:\n",
" f = os.path.join(d,fname)\n",
" res_zcpt = [[]]\n",
" curr_edge = 0\n",
" curr_iter = 0\n",
" for l in open(f,'r'):\n",
" if '[' in l:\n",
" print(l, end='')\n",
" sc = parse_zc(l)\n",
" #print(sc)\n",
" print(curr_iter,curr_edge)\n",
" res_zcpt[curr_iter].append(sc)\n",
" curr_edge += 1\n",
" if curr_edge == 6-curr_iter:\n",
" curr_iter += 1\n",
" curr_edge = 0# curr_iter\n",
" if curr_iter == 6:\n",
" break\n",
" res_zcpt.append([])\n",
" seeds_zc.append(res_zcpt)\n",
"print(seeds_zc)"
]
},
{
"cell_type": "code",
"execution_count": 265,
"id": "28c35ab7",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2021-06-03 15:52:30,639 [3316.003, 3438.0012, 3413.2087, 3432.9817, 3416.1028]\n",
"0 0\n",
"2021-06-03 15:52:33,902 [3428.7197, 3437.0376, 3435.4497, 3431.406, 3423.3008]\n",
"0 1\n",
"2021-06-03 15:52:37,187 [3433.571, 3433.8398, 3443.7656, 3445.2422, 3428.0576]\n",
"0 2\n",
"2021-06-03 15:52:40,438 [3424.0, 3461.4963, 3357.588, 3367.761, 3432.379]\n",
"0 3\n",
"2021-06-03 15:52:43,698 [3430.171, 3440.027, 3429.592, 3429.0125, 3428.4807]\n",
"0 4\n",
"2021-06-03 15:52:46,978 [3430.5894, 3441.179, 3396.8386, 3448.0854, 3427.4749]\n",
"0 5\n",
"2021-06-03 15:52:53,784 [3414.3362, 3413.9211, 3424.0278, 3424.2869, 3402.0547]\n",
"1 0\n",
"2021-06-03 15:52:57,114 [3413.5808, 3414.1265, 3426.38, 3419.6377, 3402.1987]\n",
"1 1\n",
"2021-06-03 15:53:00,408 [3407.8691, 3433.8674, 3372.503, 3394.5388, 3408.7925]\n",
"1 2\n",
"2021-06-03 15:53:03,745 [3406.4036, 3434.4802, 3391.901, 3382.271, 3408.9995]\n",
"1 3\n",
"2021-06-03 15:53:07,037 [3418.309, 3420.8384, 3371.0635, 3434.9365, 3404.9487]\n",
"1 4\n",
"2021-06-03 15:53:13,909 [3390.4182, 3395.8423, 3402.9373, 3401.1304, 3381.6711]\n",
"2 0\n",
"2021-06-03 15:53:17,274 [3385.9412, 3419.6619, 3347.4673, 3374.8872, 3389.138]\n",
"2 1\n",
"2021-06-03 15:53:20,612 [3380.606, 3418.8423, 3368.068, 3372.3352, 3388.1663]\n",
"2 2\n",
"2021-06-03 15:53:23,985 [3400.702, 3397.7017, 3374.8247, 3411.582, 3381.7046]\n",
"2 3\n",
"2021-06-03 15:53:30,950 [3372.6282, 3423.7002, 3340.5806, 3328.9502, 3390.0767]\n",
"3 0\n",
"2021-06-03 15:53:34,361 [3344.6003, 3421.399, 3371.466, 3391.9004, 3388.0984]\n",
"3 1\n",
"2021-06-03 15:53:37,745 [3397.4958, 3380.03, 3382.4944, 3404.8098, 3361.6428]\n",
"3 2\n",
"2021-06-03 15:53:44,805 [3404.7412, 3407.8794, 3415.7288, 3405.9915, 3369.3225]\n",
"4 0\n",
"2021-06-03 15:53:48,228 [3392.7358, 3388.7097, 3401.7578, 3408.6355, 3378.586]\n",
"4 1\n",
"2021-06-03 15:53:55,379 [3388.5215, 3375.3044, 3383.107, 3392.1177, 3355.814]\n",
"5 0\n",
"2021-06-03 15:54:14,337 [3331.0073, 3445.4895, 3366.877, 3437.551, 3423.1802]\n",
"0 0\n",
"2021-06-03 15:54:17,635 [3432.6582, 3438.5635, 3411.7698, 3438.1548, 3423.9985]\n",
"0 1\n",
"2021-06-03 15:54:20,950 [3437.211, 3432.5894, 3448.6323, 3445.5056, 3426.406]\n",
"0 2\n",
"2021-06-03 15:54:24,243 [3410.9575, 3465.6436, 3359.6008, 3382.7378, 3433.3384]\n",
"0 3\n",
"2021-06-03 15:54:27,541 [3437.3213, 3441.041, 3428.275, 3434.5837, 3428.9573]\n",
"0 4\n",
"2021-06-03 15:54:30,863 [3439.5544, 3443.3918, 3420.7856, 3402.965, 3429.7078]\n",
"0 5\n",
"2021-06-03 15:54:37,742 [3418.6724, 3416.0525, 3414.5896, 3428.0664, 3403.2407]\n",
"1 0\n",
"2021-06-03 15:54:41,108 [3415.274, 3414.6406, 3426.3147, 3427.9495, 3401.8013]\n",
"1 1\n",
"2021-06-03 15:54:44,466 [3407.1357, 3438.3826, 3384.6438, 3424.5586, 3408.7603]\n",
"1 2\n",
"2021-06-03 15:54:47,826 [3409.6296, 3439.2183, 3384.1614, 3392.3228, 3409.4402]\n",
"1 3\n",
"2021-06-03 15:54:51,150 [3422.3376, 3428.2695, 3407.6172, 3399.3918, 3411.1482]\n",
"1 4\n",
"2021-06-03 15:54:58,099 [3414.4636, 3410.9324, 3421.5745, 3419.077, 3396.1267]\n",
"2 0\n",
"2021-06-03 15:55:01,490 [3393.8323, 3435.6333, 3369.2964, 3403.0098, 3402.2407]\n",
"2 1\n",
"2021-06-03 15:55:04,854 [3398.2524, 3437.246, 3383.4045, 3390.2847, 3404.0122]\n",
"2 2\n",
"2021-06-03 15:55:08,243 [3413.8787, 3409.0142, 3419.305, 3402.786, 3392.643]\n",
"2 3\n",
"2021-06-03 15:55:15,244 [3374.9055, 3428.4797, 3343.0461, 3385.7102, 3389.6038]\n",
"3 0\n",
"2021-06-03 15:55:18,671 [3373.2144, 3431.0654, 3376.9172, 3364.437, 3391.719]\n",
"3 1\n",
"2021-06-03 15:55:22,073 [3398.481, 3391.641, 3401.1362, 3398.2349, 3369.678]\n",
"3 2\n",
"2021-06-03 15:55:29,190 [3420.1055, 3425.3782, 3411.904, 3414.5076, 3381.5337]\n",
"4 0\n",
"2021-06-03 15:55:32,629 [3407.284, 3398.6133, 3418.03, 3412.9583, 3388.4722]\n",
"4 1\n",
"2021-06-03 15:55:39,812 [3389.7698, 3385.4302, 3405.16, 3401.5713, 3379.6895]\n",
"5 0\n",
"2021-06-03 15:56:19,008 [3332.8699, 3447.9526, 3433.338, 3430.625, 3424.1514]\n",
"0 0\n",
"2021-06-03 15:56:22,257 [3432.8708, 3440.8533, 3444.4404, 3442.2854, 3425.4194]\n",
"0 1\n",
"2021-06-03 15:56:25,534 [3439.3892, 3438.135, 3442.495, 3455.2542, 3431.744]\n",
"0 2\n",
"2021-06-03 15:56:28,790 [3424.4822, 3465.8188, 3414.4265, 3418.4307, 3432.298]\n",
"0 3\n",
"2021-06-03 15:56:32,045 [3438.583, 3444.325, 3447.8176, 3428.5173, 3431.4736]\n",
"0 4\n",
"2021-06-03 15:56:35,329 [3435.2087, 3446.7344, 3431.3577, 3447.7551, 3432.2405]\n",
"0 5\n",
"2021-06-03 15:56:42,106 [3424.5369, 3429.1191, 3439.3533, 3437.1565, 3414.7712]\n",
"1 0\n",
"2021-06-03 15:56:45,411 [3423.252, 3430.2834, 3427.6077, 3447.8413, 3416.2869]\n",
"1 1\n",
"2021-06-03 15:56:48,697 [3419.726, 3447.6067, 3425.8857, 3426.5862, 3416.566]\n",
"1 2\n",
"2021-06-03 15:56:52,020 [3420.8916, 3449.0596, 3428.4924, 3397.2, 3417.8965]\n",
"1 3\n",
"2021-06-03 15:56:55,284 [3425.9817, 3436.4622, 3426.0442, 3440.4583, 3418.7173]\n",
"1 4\n",
"2021-06-03 15:57:02,113 [3416.4392, 3422.1685, 3413.84, 3436.4187, 3405.8042]\n",
"2 0\n",
"2021-06-03 15:57:05,461 [3411.0354, 3444.2778, 3400.1238, 3397.6199, 3408.5144]\n",
"2 1\n",
"2021-06-03 15:57:08,772 [3406.3738, 3444.0696, 3412.5847, 3374.8508, 3409.18]\n",
"2 2\n",
"2021-06-03 15:57:12,118 [3417.1008, 3421.352, 3414.2112, 3427.0713, 3403.3994]\n",
"2 3\n",
"2021-06-03 15:57:19,024 [3396.4263, 3442.1726, 3407.15, 3394.8245, 3399.2383]\n",
"3 0\n",
"2021-06-03 15:57:22,400 [3378.6838, 3441.146, 3383.364, 3386.9956, 3398.5156]\n",
"3 1\n",
"2021-06-03 15:57:25,751 [3406.8667, 3407.638, 3390.1577, 3427.6914, 3381.407]\n",
"3 2\n",
"2021-06-03 15:57:32,745 [3429.0742, 3432.5862, 3438.3867, 3426.0674, 3386.4106]\n",
"4 0\n",
"2021-06-03 15:57:36,117 [3410.8506, 3412.7786, 3411.7769, 3430.4238, 3399.1194]\n",
"4 1\n",
"2021-06-03 15:57:43,179 [3406.3354, 3403.1428, 3408.7346, 3429.1858, 3377.1025]\n",
"5 0\n",
"2021-06-03 15:58:17,061 [3297.201, 3406.85, 3396.287, 3395.196, 3383.2002]\n",
"0 0\n",
"2021-06-03 15:58:20,374 [3396.2056, 3404.4001, 3401.3557, 3402.5322, 3388.3813]\n",
"0 1\n",
"2021-06-03 15:58:23,710 [3395.9758, 3390.2854, 3410.3748, 3403.417, 3383.0002]\n",
"0 2\n",
"2021-06-03 15:58:27,018 [3371.4836, 3428.3562, 3314.5374, 3413.5564, 3396.157]\n",
"0 3\n",
"2021-06-03 15:58:30,324 [3400.0415, 3400.5193, 3391.8628, 3420.285, 3386.7327]\n",
"0 4\n",
"2021-06-03 15:58:33,656 [3401.753, 3398.6611, 3421.286, 3376.5527, 3383.2817]\n",
"0 5\n",
"2021-06-03 15:58:40,554 [3389.2412, 3389.2122, 3389.462, 3398.4968, 3374.637]\n",
"1 0\n",
"2021-06-03 15:58:43,925 [3384.7686, 3387.7886, 3392.6165, 3404.742, 3373.1067]\n",
"1 1\n",
"2021-06-03 15:58:47,269 [3376.8604, 3411.575, 3346.8457, 3409.1099, 3381.1304]\n",
"1 2\n",
"2021-06-03 15:58:50,644 [3379.5789, 3411.0283, 3357.2102, 3412.0288, 3380.62]\n",
"1 3\n",
"2021-06-03 15:58:53,977 [3392.5635, 3392.7664, 3414.0913, 3372.8584, 3373.471]\n",
"1 4\n",
"2021-06-03 15:59:00,927 [3372.3093, 3383.4092, 3390.119, 3388.6873, 3365.8337]\n",
"2 0\n",
"2021-06-03 15:59:04,334 [3365.6182, 3408.7349, 3337.679, 3384.5256, 3373.3042]\n",
"2 1\n",
"2021-06-03 15:59:07,727 [3369.9277, 3411.2654, 3347.4407, 3393.433, 3376.348]\n",
"2 2\n",
"2021-06-03 15:59:11,143 [3383.3042, 3367.902, 3401.5742, 3370.3396, 3346.619]\n",
"2 3\n",
"2021-06-03 15:59:18,192 [3350.4326, 3403.7202, 3328.8445, 3370.7656, 3358.6265]\n",
"3 0\n",
"2021-06-03 15:59:21,639 [3341.3572, 3403.3682, 3327.1597, 3379.062, 3358.6687]\n",
"3 1\n",
"2021-06-03 15:59:25,060 [3365.9102, 3342.0754, 3382.5254, 3354.675, 3314.3286]\n",
"3 2\n",
"2021-06-03 15:59:32,207 [3396.298, 3398.378, 3381.0242, 3407.78, 3349.9995]\n",
"4 0\n",
"2021-06-03 15:59:35,656 [3369.4392, 3366.9768, 3386.5332, 3373.3599, 3352.8638]\n",
"4 1\n",
"2021-06-03 15:59:42,898 [3387.0405, 3369.645, 3408.7334, 3393.6245, 3346.823]\n",
"5 0\n"
]
}
],
"source": [
"f = '../experiments/corr_time/'\n",
"\n",
"seeds_disczc = []\n",
"for fname in ['disc-zc-0.txt','disc-zc-1.txt','disc-zc-2.txt','disc-zc-3.txt']:\n",
" f = os.path.join(d,fname)\n",
" res_disczc = [[]]\n",
" curr_edge = 0\n",
" curr_iter = 0\n",
" for l in open(f,'r'):\n",
" if '[' in l:\n",
" print(l, end='')\n",
" sc = parse_zc(l)\n",
" #print(sc)\n",
" print(curr_iter,curr_edge)\n",
" res_disczc[curr_iter].append(sc)\n",
" curr_edge += 1\n",
" if curr_edge == 6-curr_iter:\n",
" curr_iter += 1\n",
" curr_edge = 0# curr_iter\n",
" if curr_iter == 6:\n",
" break\n",
" res_disczc.append([])\n",
" seeds_disczc.append(res_disczc)\n"
]
},
{
"cell_type": "code",
"execution_count": 266,
"id": "c9b4fca1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2022-05-18 20:48:30,925 [3033.718, 3021.516, 3027.1863, 3020.9617, 3037.8555]\n",
"0 0\n",
"2022-05-18 20:48:35,654 [3033.718, 3025.288, 3017.6064, 3013.8333, 3032.5432]\n",
"0 1\n",
"2022-05-18 20:48:40,536 [3033.718, 3035.1772, 3018.2073, 3018.6677, 3037.6438]\n",
"0 2\n",
"2022-05-18 20:48:45,261 [3033.718, 3000.205, 3027.769, 3025.363, 3013.8127]\n",
"0 3\n",
"2022-05-18 20:48:50,567 [3033.718, 3028.4795, 3020.1318, 3020.41, 3033.3254]\n",
"0 4\n",
"2022-05-18 20:48:55,942 [3033.718, 3029.278, 3031.5808, 3019.37, 3036.4897]\n",
"0 5\n",
"2022-05-18 20:49:00,858 [3005.5046, 3000.849, 2989.905, 2986.5244, 3009.7969]\n",
"1 0\n",
"2022-05-18 20:49:05,706 [3005.5046, 3008.694, 2986.0205, 2981.9211, 3010.1323]\n",
"1 1\n",
"2022-05-18 20:49:10,458 [3005.5046, 2973.9795, 2995.4863, 2996.9456, 2991.1482]\n",
"1 2\n",
"2022-05-18 20:49:15,285 [3005.5046, 3006.5203, 2981.8164, 2985.8533, 3009.1284]\n",
"1 3\n",
"2022-05-18 20:49:20,127 [3005.5046, 3002.8496, 3003.1018, 2989.465, 3011.202]\n",
"1 4\n",
"2022-05-18 20:49:25,074 [2979.046, 2984.929, 2960.515, 2957.3645, 2986.6196]\n",
"2 0\n",
"2022-05-18 20:49:30,040 [2979.046, 2953.1233, 2964.4185, 2963.0195, 2970.203]\n",
"2 1\n",
"2022-05-18 20:49:34,876 [2979.046, 2979.8394, 2955.0237, 2957.9814, 2983.26]\n",
"2 2\n",
"2022-05-18 20:49:39,998 [2979.046, 2988.5159, 2965.227, 2954.8782, 2992.764]\n",
"2 3\n",
"2022-05-18 20:49:44,966 [2960.2083, 2928.2576, 2942.0337, 2944.9033, 2948.213]\n",
"3 0\n",
"2022-05-18 20:49:49,805 [2960.2083, 2960.9675, 2933.1477, 2936.4363, 2964.0593]\n",
"3 1\n",
"2022-05-18 20:49:54,814 [2960.2083, 2969.54, 2942.4905, 2931.6006, 2972.9087]\n",
"3 2\n",
"2022-05-18 20:49:59,791 [3035.1707, 3050.5786, 3000.5264, 3008.3145, 3052.0178]\n",
"4 0\n",
"2022-05-18 20:50:04,623 [3035.1707, 3055.772, 3011.7424, 3002.8928, 3057.716]\n",
"4 1\n",
"2022-05-18 20:50:09,611 [3027.4133, 3050.5605, 3000.5674, 2989.9187, 3052.711]\n",
"5 0\n",
"2022-05-18 20:50:34,753 [3039.9688, 3021.497, 3036.904, 3028.809, 3039.3574]\n",
"0 0\n",
"2022-05-18 20:50:39,477 [3039.9688, 3030.2551, 3025.239, 3018.987, 3037.703]\n",
"0 1\n",
"2022-05-18 20:50:44,311 [3039.9688, 3041.8384, 3027.4976, 3022.0457, 3044.3782]\n",
"0 2\n",
"2022-05-18 20:50:49,022 [3039.9688, 3007.712, 3028.8633, 3028.601, 3022.0276]\n",
"0 3\n",
"2022-05-18 20:50:53,824 [3039.9688, 3036.146, 3025.863, 3021.7114, 3041.108]\n",
"0 4\n",
"2022-05-18 20:50:59,423 [3039.9688, 3037.3657, 3031.2693, 3028.6663, 3044.6868]\n",
"0 5\n",
"2022-05-18 20:51:04,302 [3044.534, 3040.6099, 3027.8325, 3020.0168, 3046.5166]\n",
"1 0\n",
"2022-05-18 20:51:09,090 [3044.534, 3040.609, 3029.7178, 3021.203, 3046.5117]\n",
"1 1\n",
"2022-05-18 20:51:13,829 [3044.534, 3024.8137, 3029.5503, 3027.2195, 3036.173]\n",
"1 2\n",
"2022-05-18 20:51:18,706 [3044.534, 3024.8318, 3029.673, 3021.5583, 3036.173]\n",
"1 3\n",
"2022-05-18 20:51:23,447 [3044.534, 3042.0537, 3037.0723, 3030.2441, 3050.544]\n",
"1 4\n",
"2022-05-18 20:51:28,390 [3001.9712, 3000.4326, 2985.5862, 2977.1582, 3006.9626]\n",
"2 0\n",
"2022-05-18 20:51:33,198 [3001.9712, 2978.502, 2983.2495, 2981.4392, 2992.7776]\n",
"2 1\n",
"2022-05-18 20:51:38,016 [3001.9712, 2978.5254, 2982.5193, 2974.6912, 2992.7776]\n",
"2 2\n",
"2022-05-18 20:51:42,796 [3001.9712, 3008.8423, 2990.522, 2982.4822, 3014.7805]\n",
"2 3\n",
"2022-05-18 20:51:47,799 [2966.7712, 2938.295, 2945.298, 2944.9556, 2955.5806]\n",
"3 0\n",
"2022-05-18 20:51:52,721 [2966.7712, 2938.3245, 2946.01, 2939.0007, 2955.5808]\n",
"3 1\n",
"2022-05-18 20:51:57,549 [2966.7712, 2983.7983, 2950.3147, 2940.7524, 2986.38]\n",
"3 2\n",
"2022-05-18 20:52:02,486 [2996.1855, 2981.7153, 2966.3416, 2957.6387, 3004.8706]\n",
"4 0\n",
"2022-05-18 20:52:07,274 [2996.1855, 3015.4792, 2968.218, 2962.3416, 3016.9377]\n",
"4 1\n",
"2022-05-18 20:52:12,261 [2929.7063, 2948.9229, 2895.8394, 2889.8413, 2951.3345]\n",
"5 0\n",
"2022-05-18 20:52:38,145 [3067.0476, 3055.9404, 3059.8901, 3060.4536, 3073.5583]\n",
"0 0\n",
"2022-05-18 20:52:42,974 [3067.0476, 3058.9197, 3048.8745, 3051.2664, 3066.668]\n",
"0 1\n",
"2022-05-18 20:52:47,758 [3067.0476, 3068.708, 3056.3506, 3047.9695, 3071.3577]\n",
"0 2\n",
"2022-05-18 20:52:52,735 [3067.0476, 3032.6658, 3058.9646, 3059.2861, 3047.1965]\n",
"0 3\n",
"2022-05-18 20:52:58,335 [3067.0476, 3060.9983, 3057.1006, 3054.3428, 3066.2087]\n",
"0 4\n",
"2022-05-18 20:53:03,179 [3067.0476, 3063.1135, 3058.818, 3064.5405, 3070.7593]\n",
"0 5\n",
"2022-05-18 20:53:08,056 [3065.9402, 3061.2915, 3044.203, 3046.3428, 3067.9753]\n",
"1 0\n",
"2022-05-18 20:53:12,780 [3065.9402, 3061.2927, 3051.388, 3042.1387, 3067.974]\n",
"1 1\n",
"2022-05-18 20:53:17,576 [3065.9402, 3041.0137, 3053.2432, 3053.1033, 3053.863]\n",
"1 2\n",
"2022-05-18 20:53:22,347 [3065.9402, 3041.0032, 3052.2751, 3050.1904, 3053.8657]\n",
"1 3\n",
"2022-05-18 20:53:27,094 [3065.9402, 3061.2866, 3055.9668, 3060.0898, 3070.5847]\n",
"1 4\n",
"2022-05-18 20:53:31,999 [3021.2388, 3017.9966, 3004.79, 2992.493, 3024.857]\n",
"2 0\n",
"2022-05-18 20:53:36,765 [3021.2388, 2994.833, 3003.6255, 3000.7473, 3010.25]\n",
"2 1\n",
"2022-05-18 20:53:41,578 [3021.2388, 2994.823, 3003.9062, 3001.0193, 3010.253]\n",
"2 2\n",
"2022-05-18 20:53:46,333 [3021.2388, 3027.198, 3008.8643, 3007.6492, 3034.0918]\n",
"2 3\n",
"2022-05-18 20:53:51,252 [2994.887, 2969.6892, 2975.3455, 2973.0103, 2988.8699]\n",
"3 0\n",
"2022-05-18 20:53:56,044 [2994.887, 2969.6804, 2975.3157, 2973.936, 2988.87]\n",
"3 1\n",
"2022-05-18 20:54:00,859 [2994.887, 3007.5938, 2974.8774, 2966.9976, 3011.206]\n",
"3 2\n",
"2022-05-18 20:54:05,787 [3024.92, 3010.8435, 2993.4617, 2989.5176, 3035.492]\n",
"4 0\n",
"2022-05-18 20:54:10,590 [3024.92, 3045.3206, 2998.4854, 2990.0522, 3047.29]\n",
"4 1\n",
"2022-05-18 20:54:15,551 [2956.574, 2972.47, 2922.4736, 2909.5815, 2976.0298]\n",
"5 0\n",
"2022-05-18 20:55:05,673 [3030.235, 3018.9858, 3021.8157, 3016.221, 3037.5889]\n",
"0 0\n",
"2022-05-18 20:55:10,387 [3030.235, 3023.8528, 3015.9932, 3014.775, 3031.5398]\n",
"0 1\n",
"2022-05-18 20:55:15,186 [3030.235, 3031.5718, 3015.5999, 3014.1123, 3034.2012]\n",
"0 2\n",
"2022-05-18 20:55:19,886 [3030.235, 3001.4236, 3021.6995, 3014.814, 3016.3682]\n",
"0 3\n",
"2022-05-18 20:55:24,662 [3030.235, 3025.7354, 3016.7183, 3011.9666, 3030.9197]\n",
"0 4\n",
"2022-05-18 20:55:29,537 [3030.235, 3026.3755, 3026.6306, 3023.9985, 3034.1895]\n",
"0 5\n",
"2022-05-18 20:55:34,695 [3012.9116, 3008.1445, 2998.5518, 2997.3403, 3017.682]\n",
"1 0\n",
"2022-05-18 20:55:39,748 [3012.9116, 3015.856, 2988.888, 2989.2764, 3017.324]\n",
"1 1\n",
"2022-05-18 20:55:44,530 [3012.9116, 2982.905, 2999.614, 2996.0273, 3002.4246]\n",
"1 2\n",
"2022-05-18 20:55:49,453 [3012.9116, 3017.6116, 2993.5288, 2985.9888, 3020.5574]\n",
"1 3\n",
"2022-05-18 20:55:54,183 [3012.9116, 3009.5156, 3006.1611, 3006.0317, 3018.7861]\n",
"1 4\n",
"2022-05-18 20:55:59,133 [2997.4038, 3000.3772, 2974.8872, 2971.8984, 3002.1873]\n",
"2 0\n",
"2022-05-18 20:56:03,918 [2997.4038, 2975.475, 2982.5854, 2976.2322, 2993.0515]\n",
"2 1\n",
"2022-05-18 20:56:08,821 [2997.4038, 2998.711, 2975.7466, 2968.26, 3002.3467]\n",
"2 2\n",
"2022-05-18 20:56:13,785 [2997.4038, 3002.033, 2979.0662, 2981.3796, 3007.1682]\n",
"2 3\n",
"2022-05-18 20:56:18,711 [2962.0386, 2937.9846, 2946.9138, 2939.2222, 2957.1394]\n",
"3 0\n",
"2022-05-18 20:56:23,581 [2962.0386, 2965.4814, 2939.104, 2931.6487, 2968.6536]\n",
"3 1\n",
"2022-05-18 20:56:28,389 [2962.0386, 2965.9026, 2942.402, 2941.3867, 2970.097]\n",
"3 2\n",
"2022-05-18 20:56:33,323 [3029.5757, 3043.9714, 2998.8394, 2990.1753, 3045.7507]\n",
"4 0\n",
"2022-05-18 20:56:38,141 [3029.5757, 3049.458, 3004.6865, 3005.9287, 3051.7673]\n",
"4 1\n",
"2022-05-18 20:56:43,106 [3011.797, 3034.072, 2981.5203, 2984.9082, 3036.0544]\n",
"5 0\n",
"[[[[3033.718, 3021.516, 3027.1863, 3020.9617, 3037.8555], [3033.718, 3025.288, 3017.6064, 3013.8333, 3032.5432], [3033.718, 3035.1772, 3018.2073, 3018.6677, 3037.6438], [3033.718, 3000.205, 3027.769, 3025.363, 3013.8127], [3033.718, 3028.4795, 3020.1318, 3020.41, 3033.3254], [3033.718, 3029.278, 3031.5808, 3019.37, 3036.4897]], [[3005.5046, 3000.849, 2989.905, 2986.5244, 3009.7969], [3005.5046, 3008.694, 2986.0205, 2981.9211, 3010.1323], [3005.5046, 2973.9795, 2995.4863, 2996.9456, 2991.1482], [3005.5046, 3006.5203, 2981.8164, 2985.8533, 3009.1284], [3005.5046, 3002.8496, 3003.1018, 2989.465, 3011.202]], [[2979.046, 2984.929, 2960.515, 2957.3645, 2986.6196], [2979.046, 2953.1233, 2964.4185, 2963.0195, 2970.203], [2979.046, 2979.8394, 2955.0237, 2957.9814, 2983.26], [2979.046, 2988.5159, 2965.227, 2954.8782, 2992.764]], [[2960.2083, 2928.2576, 2942.0337, 2944.9033, 2948.213], [2960.2083, 2960.9675, 2933.1477, 2936.4363, 2964.0593], [2960.2083, 2969.54, 2942.4905, 2931.6006, 2972.9087]], [[3035.1707, 3050.5786, 3000.5264, 3008.3145, 3052.0178], [3035.1707, 3055.772, 3011.7424, 3002.8928, 3057.716]], [[3027.4133, 3050.5605, 3000.5674, 2989.9187, 3052.711]]], [[[3039.9688, 3021.497, 3036.904, 3028.809, 3039.3574], [3039.9688, 3030.2551, 3025.239, 3018.987, 3037.703], [3039.9688, 3041.8384, 3027.4976, 3022.0457, 3044.3782], [3039.9688, 3007.712, 3028.8633, 3028.601, 3022.0276], [3039.9688, 3036.146, 3025.863, 3021.7114, 3041.108], [3039.9688, 3037.3657, 3031.2693, 3028.6663, 3044.6868]], [[3044.534, 3040.6099, 3027.8325, 3020.0168, 3046.5166], [3044.534, 3040.609, 3029.7178, 3021.203, 3046.5117], [3044.534, 3024.8137, 3029.5503, 3027.2195, 3036.173], [3044.534, 3024.8318, 3029.673, 3021.5583, 3036.173], [3044.534, 3042.0537, 3037.0723, 3030.2441, 3050.544]], [[3001.9712, 3000.4326, 2985.5862, 2977.1582, 3006.9626], [3001.9712, 2978.502, 2983.2495, 2981.4392, 2992.7776], [3001.9712, 2978.5254, 2982.5193, 2974.6912, 2992.7776], [3001.9712, 3008.8423, 2990.522, 2982.4822, 3014.7805]], [[2966.7712, 2938.295, 2945.298, 2944.9556, 2955.5806], [2966.7712, 2938.3245, 2946.01, 2939.0007, 2955.5808], [2966.7712, 2983.7983, 2950.3147, 2940.7524, 2986.38]], [[2996.1855, 2981.7153, 2966.3416, 2957.6387, 3004.8706], [2996.1855, 3015.4792, 2968.218, 2962.3416, 3016.9377]], [[2929.7063, 2948.9229, 2895.8394, 2889.8413, 2951.3345]]], [[[3067.0476, 3055.9404, 3059.8901, 3060.4536, 3073.5583], [3067.0476, 3058.9197, 3048.8745, 3051.2664, 3066.668], [3067.0476, 3068.708, 3056.3506, 3047.9695, 3071.3577], [3067.0476, 3032.6658, 3058.9646, 3059.2861, 3047.1965], [3067.0476, 3060.9983, 3057.1006, 3054.3428, 3066.2087], [3067.0476, 3063.1135, 3058.818, 3064.5405, 3070.7593]], [[3065.9402, 3061.2915, 3044.203, 3046.3428, 3067.9753], [3065.9402, 3061.2927, 3051.388, 3042.1387, 3067.974], [3065.9402, 3041.0137, 3053.2432, 3053.1033, 3053.863], [3065.9402, 3041.0032, 3052.2751, 3050.1904, 3053.8657], [3065.9402, 3061.2866, 3055.9668, 3060.0898, 3070.5847]], [[3021.2388, 3017.9966, 3004.79, 2992.493, 3024.857], [3021.2388, 2994.833, 3003.6255, 3000.7473, 3010.25], [3021.2388, 2994.823, 3003.9062, 3001.0193, 3010.253], [3021.2388, 3027.198, 3008.8643, 3007.6492, 3034.0918]], [[2994.887, 2969.6892, 2975.3455, 2973.0103, 2988.8699], [2994.887, 2969.6804, 2975.3157, 2973.936, 2988.87], [2994.887, 3007.5938, 2974.8774, 2966.9976, 3011.206]], [[3024.92, 3010.8435, 2993.4617, 2989.5176, 3035.492], [3024.92, 3045.3206, 2998.4854, 2990.0522, 3047.29]], [[2956.574, 2972.47, 2922.4736, 2909.5815, 2976.0298]]], [[[3030.235, 3018.9858, 3021.8157, 3016.221, 3037.5889], [3030.235, 3023.8528, 3015.9932, 3014.775, 3031.5398], [3030.235, 3031.5718, 3015.5999, 3014.1123, 3034.2012], [3030.235, 3001.4236, 3021.6995, 3014.814, 3016.3682], [3030.235, 3025.7354, 3016.7183, 3011.9666, 3030.9197], [3030.235, 3026.3755, 3026.6306, 3023.9985, 3034.1895]], [[3012.9116, 3008.1445, 2998.5518, 2997.3403, 3017.682], [3012.9116, 3015.856, 2988.888, 2989.2764, 3017.324], [3012.9116, 2982.905, 2999.614, 2996.0273, 3002.4246], [3012.9116, 3017.6116, 2993.5288, 2985.9888, 3020.5574]
]
}
],
"source": [
"d = '../experiments/corr_time/'\n",
"\n",
"seeds_zc_post = []\n",
"for fname in ['post_pt_0.txt','post_pt_1.txt','post_pt_2.txt','post_pt_3.txt']:\n",
" f = os.path.join(d,fname)\n",
" res_zcpt_post = [[]]\n",
" curr_edge = 0\n",
" curr_iter = 0\n",
" for l in open(f,'r'):\n",
" if '[' in l:\n",
" print(l, end='')\n",
" sc = parse_zc(l)\n",
" #print(sc)\n",
" print(curr_iter,curr_edge)\n",
" res_zcpt_post[curr_iter].append(sc)\n",
" curr_edge += 1\n",
" if curr_edge == 6-curr_iter:\n",
" curr_iter += 1\n",
" curr_edge = 0# curr_iter\n",
" if curr_iter == 6:\n",
" break\n",
" res_zcpt_post.append([])\n",
" seeds_zc_post.append(res_zcpt_post)\n",
"print(seeds_zc_post)"
]
},
{
"cell_type": "code",
"execution_count": 267,
"id": "f0b9d38b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2022-05-18 20:48:30,925 [3033.718, 3021.516, 3027.1863, 3020.9617, 3037.8555]\n",
"0 0\n",
"2022-05-18 20:48:35,654 [3033.718, 3025.288, 3017.6064, 3013.8333, 3032.5432]\n",
"0 1\n",
"2022-05-18 20:48:40,536 [3033.718, 3035.1772, 3018.2073, 3018.6677, 3037.6438]\n",
"0 2\n",
"2022-05-18 20:48:45,261 [3033.718, 3000.205, 3027.769, 3025.363, 3013.8127]\n",
"0 3\n",
"2022-05-18 20:48:50,567 [3033.718, 3028.4795, 3020.1318, 3020.41, 3033.3254]\n",
"0 4\n",
"2022-05-18 20:48:55,942 [3033.718, 3029.278, 3031.5808, 3019.37, 3036.4897]\n",
"0 5\n",
"2022-05-18 20:49:00,858 [3005.5046, 3000.849, 2989.905, 2986.5244, 3009.7969]\n",
"1 0\n",
"2022-05-18 20:49:05,706 [3005.5046, 3008.694, 2986.0205, 2981.9211, 3010.1323]\n",
"1 1\n",
"2022-05-18 20:49:10,458 [3005.5046, 2973.9795, 2995.4863, 2996.9456, 2991.1482]\n",
"1 2\n",
"2022-05-18 20:49:15,285 [3005.5046, 3006.5203, 2981.8164, 2985.8533, 3009.1284]\n",
"1 3\n",
"2022-05-18 20:49:20,127 [3005.5046, 3002.8496, 3003.1018, 2989.465, 3011.202]\n",
"1 4\n",
"2022-05-18 20:49:25,074 [2979.046, 2984.929, 2960.515, 2957.3645, 2986.6196]\n",
"2 0\n",
"2022-05-18 20:49:30,040 [2979.046, 2953.1233, 2964.4185, 2963.0195, 2970.203]\n",
"2 1\n",
"2022-05-18 20:49:34,876 [2979.046, 2979.8394, 2955.0237, 2957.9814, 2983.26]\n",
"2 2\n",
"2022-05-18 20:49:39,998 [2979.046, 2988.5159, 2965.227, 2954.8782, 2992.764]\n",
"2 3\n",
"2022-05-18 20:49:44,966 [2960.2083, 2928.2576, 2942.0337, 2944.9033, 2948.213]\n",
"3 0\n",
"2022-05-18 20:49:49,805 [2960.2083, 2960.9675, 2933.1477, 2936.4363, 2964.0593]\n",
"3 1\n",
"2022-05-18 20:49:54,814 [2960.2083, 2969.54, 2942.4905, 2931.6006, 2972.9087]\n",
"3 2\n",
"2022-05-18 20:49:59,791 [3035.1707, 3050.5786, 3000.5264, 3008.3145, 3052.0178]\n",
"4 0\n",
"2022-05-18 20:50:04,623 [3035.1707, 3055.772, 3011.7424, 3002.8928, 3057.716]\n",
"4 1\n",
"2022-05-18 20:50:09,611 [3027.4133, 3050.5605, 3000.5674, 2989.9187, 3052.711]\n",
"5 0\n",
"2022-05-18 20:50:34,753 [3039.9688, 3021.497, 3036.904, 3028.809, 3039.3574]\n",
"0 0\n",
"2022-05-18 20:50:39,477 [3039.9688, 3030.2551, 3025.239, 3018.987, 3037.703]\n",
"0 1\n",
"2022-05-18 20:50:44,311 [3039.9688, 3041.8384, 3027.4976, 3022.0457, 3044.3782]\n",
"0 2\n",
"2022-05-18 20:50:49,022 [3039.9688, 3007.712, 3028.8633, 3028.601, 3022.0276]\n",
"0 3\n",
"2022-05-18 20:50:53,824 [3039.9688, 3036.146, 3025.863, 3021.7114, 3041.108]\n",
"0 4\n",
"2022-05-18 20:50:59,423 [3039.9688, 3037.3657, 3031.2693, 3028.6663, 3044.6868]\n",
"0 5\n",
"2022-05-18 20:51:04,302 [3044.534, 3040.6099, 3027.8325, 3020.0168, 3046.5166]\n",
"1 0\n",
"2022-05-18 20:51:09,090 [3044.534, 3040.609, 3029.7178, 3021.203, 3046.5117]\n",
"1 1\n",
"2022-05-18 20:51:13,829 [3044.534, 3024.8137, 3029.5503, 3027.2195, 3036.173]\n",
"1 2\n",
"2022-05-18 20:51:18,706 [3044.534, 3024.8318, 3029.673, 3021.5583, 3036.173]\n",
"1 3\n",
"2022-05-18 20:51:23,447 [3044.534, 3042.0537, 3037.0723, 3030.2441, 3050.544]\n",
"1 4\n",
"2022-05-18 20:51:28,390 [3001.9712, 3000.4326, 2985.5862, 2977.1582, 3006.9626]\n",
"2 0\n",
"2022-05-18 20:51:33,198 [3001.9712, 2978.502, 2983.2495, 2981.4392, 2992.7776]\n",
"2 1\n",
"2022-05-18 20:51:38,016 [3001.9712, 2978.5254, 2982.5193, 2974.6912, 2992.7776]\n",
"2 2\n",
"2022-05-18 20:51:42,796 [3001.9712, 3008.8423, 2990.522, 2982.4822, 3014.7805]\n",
"2 3\n",
"2022-05-18 20:51:47,799 [2966.7712, 2938.295, 2945.298, 2944.9556, 2955.5806]\n",
"3 0\n",
"2022-05-18 20:51:52,721 [2966.7712, 2938.3245, 2946.01, 2939.0007, 2955.5808]\n",
"3 1\n",
"2022-05-18 20:51:57,549 [2966.7712, 2983.7983, 2950.3147, 2940.7524, 2986.38]\n",
"3 2\n",
"2022-05-18 20:52:02,486 [2996.1855, 2981.7153, 2966.3416, 2957.6387, 3004.8706]\n",
"4 0\n",
"2022-05-18 20:52:07,274 [2996.1855, 3015.4792, 2968.218, 2962.3416, 3016.9377]\n",
"4 1\n",
"2022-05-18 20:52:12,261 [2929.7063, 2948.9229, 2895.8394, 2889.8413, 2951.3345]\n",
"5 0\n",
"2022-05-18 20:52:38,145 [3067.0476, 3055.9404, 3059.8901, 3060.4536, 3073.5583]\n",
"0 0\n",
"2022-05-18 20:52:42,974 [3067.0476, 3058.9197, 3048.8745, 3051.2664, 3066.668]\n",
"0 1\n",
"2022-05-18 20:52:47,758 [3067.0476, 3068.708, 3056.3506, 3047.9695, 3071.3577]\n",
"0 2\n",
"2022-05-18 20:52:52,735 [3067.0476, 3032.6658, 3058.9646, 3059.2861, 3047.1965]\n",
"0 3\n",
"2022-05-18 20:52:58,335 [3067.0476, 3060.9983, 3057.1006, 3054.3428, 3066.2087]\n",
"0 4\n",
"2022-05-18 20:53:03,179 [3067.0476, 3063.1135, 3058.818, 3064.5405, 3070.7593]\n",
"0 5\n",
"2022-05-18 20:53:08,056 [3065.9402, 3061.2915, 3044.203, 3046.3428, 3067.9753]\n",
"1 0\n",
"2022-05-18 20:53:12,780 [3065.9402, 3061.2927, 3051.388, 3042.1387, 3067.974]\n",
"1 1\n",
"2022-05-18 20:53:17,576 [3065.9402, 3041.0137, 3053.2432, 3053.1033, 3053.863]\n",
"1 2\n",
"2022-05-18 20:53:22,347 [3065.9402, 3041.0032, 3052.2751, 3050.1904, 3053.8657]\n",
"1 3\n",
"2022-05-18 20:53:27,094 [3065.9402, 3061.2866, 3055.9668, 3060.0898, 3070.5847]\n",
"1 4\n",
"2022-05-18 20:53:31,999 [3021.2388, 3017.9966, 3004.79, 2992.493, 3024.857]\n",
"2 0\n",
"2022-05-18 20:53:36,765 [3021.2388, 2994.833, 3003.6255, 3000.7473, 3010.25]\n",
"2 1\n",
"2022-05-18 20:53:41,578 [3021.2388, 2994.823, 3003.9062, 3001.0193, 3010.253]\n",
"2 2\n",
"2022-05-18 20:53:46,333 [3021.2388, 3027.198, 3008.8643, 3007.6492, 3034.0918]\n",
"2 3\n",
"2022-05-18 20:53:51,252 [2994.887, 2969.6892, 2975.3455, 2973.0103, 2988.8699]\n",
"3 0\n",
"2022-05-18 20:53:56,044 [2994.887, 2969.6804, 2975.3157, 2973.936, 2988.87]\n",
"3 1\n",
"2022-05-18 20:54:00,859 [2994.887, 3007.5938, 2974.8774, 2966.9976, 3011.206]\n",
"3 2\n",
"2022-05-18 20:54:05,787 [3024.92, 3010.8435, 2993.4617, 2989.5176, 3035.492]\n",
"4 0\n",
"2022-05-18 20:54:10,590 [3024.92, 3045.3206, 2998.4854, 2990.0522, 3047.29]\n",
"4 1\n",
"2022-05-18 20:54:15,551 [2956.574, 2972.47, 2922.4736, 2909.5815, 2976.0298]\n",
"5 0\n",
"2022-05-18 20:55:05,673 [3030.235, 3018.9858, 3021.8157, 3016.221, 3037.5889]\n",
"0 0\n",
"2022-05-18 20:55:10,387 [3030.235, 3023.8528, 3015.9932, 3014.775, 3031.5398]\n",
"0 1\n",
"2022-05-18 20:55:15,186 [3030.235, 3031.5718, 3015.5999, 3014.1123, 3034.2012]\n",
"0 2\n",
"2022-05-18 20:55:19,886 [3030.235, 3001.4236, 3021.6995, 3014.814, 3016.3682]\n",
"0 3\n",
"2022-05-18 20:55:24,662 [3030.235, 3025.7354, 3016.7183, 3011.9666, 3030.9197]\n",
"0 4\n",
"2022-05-18 20:55:29,537 [3030.235, 3026.3755, 3026.6306, 3023.9985, 3034.1895]\n",
"0 5\n",
"2022-05-18 20:55:34,695 [3012.9116, 3008.1445, 2998.5518, 2997.3403, 3017.682]\n",
"1 0\n",
"2022-05-18 20:55:39,748 [3012.9116, 3015.856, 2988.888, 2989.2764, 3017.324]\n",
"1 1\n",
"2022-05-18 20:55:44,530 [3012.9116, 2982.905, 2999.614, 2996.0273, 3002.4246]\n",
"1 2\n",
"2022-05-18 20:55:49,453 [3012.9116, 3017.6116, 2993.5288, 2985.9888, 3020.5574]\n",
"1 3\n",
"2022-05-18 20:55:54,183 [3012.9116, 3009.5156, 3006.1611, 3006.0317, 3018.7861]\n",
"1 4\n",
"2022-05-18 20:55:59,133 [2997.4038, 3000.3772, 2974.8872, 2971.8984, 3002.1873]\n",
"2 0\n",
"2022-05-18 20:56:03,918 [2997.4038, 2975.475, 2982.5854, 2976.2322, 2993.0515]\n",
"2 1\n",
"2022-05-18 20:56:08,821 [2997.4038, 2998.711, 2975.7466, 2968.26, 3002.3467]\n",
"2 2\n",
"2022-05-18 20:56:13,785 [2997.4038, 3002.033, 2979.0662, 2981.3796, 3007.1682]\n",
"2 3\n",
"2022-05-18 20:56:18,711 [2962.0386, 2937.9846, 2946.9138, 2939.2222, 2957.1394]\n",
"3 0\n",
"2022-05-18 20:56:23,581 [2962.0386, 2965.4814, 2939.104, 2931.6487, 2968.6536]\n",
"3 1\n",
"2022-05-18 20:56:28,389 [2962.0386, 2965.9026, 2942.402, 2941.3867, 2970.097]\n",
"3 2\n",
"2022-05-18 20:56:33,323 [3029.5757, 3043.9714, 2998.8394, 2990.1753, 3045.7507]\n",
"4 0\n",
"2022-05-18 20:56:38,141 [3029.5757, 3049.458, 3004.6865, 3005.9287, 3051.7673]\n",
"4 1\n",
"2022-05-18 20:56:43,106 [3011.797, 3034.072, 2981.5203, 2984.9082, 3036.0544]\n",
"5 0\n",
"[[[[3033.718, 3021.516, 3027.1863, 3020.9617, 3037.8555], [3033.718, 3025.288, 3017.6064, 3013.8333, 3032.5432], [3033.718, 3035.1772, 3018.2073, 3018.6677, 3037.6438], [3033.718, 3000.205, 3027.769, 3025.363, 3013.8127], [3033.718, 3028.4795, 3020.1318, 3020.41, 3033.3254], [3033.718, 3029.278, 3031.5808, 3019.37, 3036.4897]], [[3005.5046, 3000.849, 2989.905, 2986.5244, 3009.7969], [3005.5046, 3008.694, 2986.0205, 2981.9211, 3010.1323], [3005.5046, 2973.9795, 2995.4863, 2996.9456, 2991.1482], [3005.5046, 3006.5203, 2981.8164, 2985.8533, 3009.1284], [3005.5046, 3002.8496, 3003.1018, 2989.465, 3011.202]], [[2979.046, 2984.929, 2960.515, 2957.3645, 2986.6196], [2979.046, 2953.1233, 2964.4185, 2963.0195, 2970.203], [2979.046, 2979.8394, 2955.0237, 2957.9814, 2983.26], [2979.046, 2988.5159, 2965.227, 2954.8782, 2992.764]], [[2960.2083, 2928.2576, 2942.0337, 2944.9033, 2948.213], [2960.2083, 2960.9675, 2933.1477, 2936.4363, 2964.0593], [2960.2083, 2969.54, 2942.4905, 2931.6006, 2972.9087]], [[3035.1707, 3050.5786, 3000.5264, 3008.3145, 3052.0178], [3035.1707, 3055.772, 3011.7424, 3002.8928, 3057.716]], [[3027.4133, 3050.5605, 3000.5674, 2989.9187, 3052.711]]], [[[3039.9688, 3021.497, 3036.904, 3028.809, 3039.3574], [3039.9688, 3030.2551, 3025.239, 3018.987, 3037.703], [3039.9688, 3041.8384, 3027.4976, 3022.0457, 3044.3782], [3039.9688, 3007.712, 3028.8633, 3028.601, 3022.0276], [3039.9688, 3036.146, 3025.863, 3021.7114, 3041.108], [3039.9688, 3037.3657, 3031.2693, 3028.6663, 3044.6868]], [[3044.534, 3040.6099, 3027.8325, 3020.0168, 3046.5166], [3044.534, 3040.609, 3029.7178, 3021.203, 3046.5117], [3044.534, 3024.8137, 3029.5503, 3027.2195, 3036.173], [3044.534, 3024.8318, 3029.673, 3021.5583, 3036.173], [3044.534, 3042.0537, 3037.0723, 3030.2441, 3050.544]], [[3001.9712, 3000.4326, 2985.5862, 2977.1582, 3006.9626], [3001.9712, 2978.502, 2983.2495, 2981.4392, 2992.7776], [3001.9712, 2978.5254, 2982.5193, 2974.6912, 2992.7776], [3001.9712, 3008.8423, 2990.522, 2982.4822, 3014.7805]], [[2966.7712, 2938.295, 2945.298, 2944.9556, 2955.5806], [2966.7712, 2938.3245, 2946.01, 2939.0007, 2955.5808], [2966.7712, 2983.7983, 2950.3147, 2940.7524, 2986.38]], [[2996.1855, 2981.7153, 2966.3416, 2957.6387, 3004.8706], [2996.1855, 3015.4792, 2968.218, 2962.3416, 3016.9377]], [[2929.7063, 2948.9229, 2895.8394, 2889.8413, 2951.3345]]], [[[3067.0476, 3055.9404, 3059.8901, 3060.4536, 3073.5583], [3067.0476, 3058.9197, 3048.8745, 3051.2664, 3066.668], [3067.0476, 3068.708, 3056.3506, 3047.9695, 3071.3577], [3067.0476, 3032.6658, 3058.9646, 3059.2861, 3047.1965], [3067.0476, 3060.9983, 3057.1006, 3054.3428, 3066.2087], [3067.0476, 3063.1135, 3058.818, 3064.5405, 3070.7593]], [[3065.9402, 3061.2915, 3044.203, 3046.3428, 3067.9753], [3065.9402, 3061.2927, 3051.388, 3042.1387, 3067.974], [3065.9402, 3041.0137, 3053.2432, 3053.1033, 3053.863], [3065.9402, 3041.0032, 3052.2751, 3050.1904, 3053.8657], [3065.9402, 3061.2866, 3055.9668, 3060.0898, 3070.5847]], [[3021.2388, 3017.9966, 3004.79, 2992.493, 3024.857], [3021.2388, 2994.833, 3003.6255, 3000.7473, 3010.25], [3021.2388, 2994.823, 3003.9062, 3001.0193, 3010.253], [3021.2388, 3027.198, 3008.8643, 3007.6492, 3034.0918]], [[2994.887, 2969.6892, 2975.3455, 2973.0103, 2988.8699], [2994.887, 2969.6804, 2975.3157, 2973.936, 2988.87], [2994.887, 3007.5938, 2974.8774, 2966.9976, 3011.206]], [[3024.92, 3010.8435, 2993.4617, 2989.5176, 3035.492], [3024.92, 3045.3206, 2998.4854, 2990.0522, 3047.29]], [[2956.574, 2972.47, 2922.4736, 2909.5815, 2976.0298]]], [[[3030.235, 3018.9858, 3021.8157, 3016.221, 3037.5889], [3030.235, 3023.8528, 3015.9932, 3014.775, 3031.5398], [3030.235, 3031.5718, 3015.5999, 3014.1123, 3034.2012], [3030.235, 3001.4236, 3021.6995, 3014.814, 3016.3682], [3030.235, 3025.7354, 3016.7183, 3011.9666, 3030.9197], [3030.235, 3026.3755, 3026.6306, 3023.9985, 3034.1895]], [[3012.9116, 3008.1445, 2998.5518, 2997.3403, 3017.682], [3012.9116, 3015.856, 2988.888, 2989.2764, 3017.324], [3012.9116, 2982.905, 2999.614, 2996.0273, 3002.4246], [3012.9116, 3017.6116, 2993.5288, 2985.9888, 3020.5574]
]
}
],
"source": [
"d = '../experiments/corr_time/'\n",
"\n",
"seeds_disc_post = []\n",
"for fname in ['post_pt_0.txt','post_pt_1.txt','post_pt_2.txt','post_pt_3.txt']:\n",
" f = os.path.join(d,fname)\n",
" res_disc_post = [[]]\n",
" curr_edge = 0\n",
" curr_iter = 0\n",
" for l in open(f,'r'):\n",
" if '[' in l:\n",
" print(l, end='')\n",
" sc = parse_zc(l)\n",
" #print(sc)\n",
" print(curr_iter,curr_edge)\n",
" res_disc_post[curr_iter].append(sc)\n",
" curr_edge += 1\n",
" if curr_edge == 6-curr_iter:\n",
" curr_iter += 1\n",
" curr_edge = 0# curr_iter\n",
" if curr_iter == 6:\n",
" break\n",
" res_disc_post.append([])\n",
" seeds_disc_post.append(res_disc_post)\n",
"print(seeds_disc_post)"
]
},
{
"cell_type": "code",
"execution_count": 268,
"id": "7b9ceceb",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 100 0\n",
"0 100 1\n",
"0 100 2\n",
"0 100 3\n",
"0 100 4\n",
"0 100 5\n",
"1 125 1\n",
"1 125 2\n",
"1 125 3\n",
"1 125 4\n",
"1 125 5\n",
"2 150 2\n",
"2 150 3\n",
"2 150 4\n",
"2 150 5\n",
"3 175 3\n",
"3 175 4\n",
"3 175 5\n",
"4 200 4\n",
"4 200 5\n",
"5 225 5\n",
"0 100 0\n",
"0 100 1\n",
"0 100 2\n",
"0 100 3\n",
"0 100 4\n",
"0 100 5\n",
"1 125 1\n",
"1 125 2\n",
"1 125 3\n",
"1 125 4\n",
"1 125 5\n",
"2 150 2\n",
"2 150 3\n",
"2 150 4\n",
"2 150 5\n",
"3 175 3\n",
"3 175 4\n",
"3 175 5\n",
"4 200 4\n",
"4 200 5\n",
"5 225 5\n",
"0 100 0\n",
"0 100 1\n",
"0 100 2\n",
"0 100 3\n",
"0 100 4\n",
"0 100 5\n",
"1 125 1\n",
"1 125 2\n",
"1 125 3\n",
"1 125 4\n",
"1 125 5\n",
"2 150 2\n",
"2 150 3\n",
"2 150 4\n",
"2 150 5\n",
"3 175 3\n",
"3 175 4\n",
"3 175 5\n",
"4 200 4\n",
"4 200 5\n",
"5 225 5\n",
"0 100 0\n",
"0 100 1\n",
"0 100 2\n",
"0 100 3\n",
"0 100 4\n",
"0 100 5\n",
"1 125 1\n",
"1 125 2\n",
"1 125 3\n",
"1 125 4\n",
"1 125 5\n",
"2 150 2\n",
"2 150 3\n",
"2 150 4\n",
"2 150 5\n",
"3 175 3\n",
"3 175 4\n",
"3 175 5\n",
"4 200 4\n",
"4 200 5\n",
"5 225 5\n"
]
}
],
"source": [
"seeds_discacc = []\n",
"for dacc in [disc_acc_raw_25_s0,disc_acc_raw_25_s1,disc_acc_raw_25_s2,disc_acc_raw_25_s3]:\n",
" res_discacc = []\n",
" for ite in range(100,250,25):\n",
" it = (ite-100)//25\n",
" res_discacc.append([])\n",
" for e in range(it, 6):\n",
" print(it,ite,e)\n",
" res_discacc[it].append([])\n",
" for o in range(5):\n",
" res_discacc[it][e-it].append(dacc[ite][e][o])\n",
" seeds_discacc.append(res_discacc)"
]
},
{
"cell_type": "code",
"execution_count": 269,
"id": "76f5e9f4",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['none', 'skip_connect', 'nor_conv_1x1', 'nor_conv_3x3', 'avg_pool_3x3']\n"
]
}
],
"source": [
"import csv\n",
"m_names = {\n",
" 'acc':'avg-acc',\n",
" 'best-acc':'best-acc',\n",
" 'discrete acc darts':'disc-acc',\n",
" 'best_nwot':'best_zc(nwot)',\n",
" 'best_synflow':'best_zc(synflow)',\n",
" 'dartspt':'darts-pt',\n",
" 'zc pt':'zc-pt(nwot)',\n",
" 'discrete zc':'disc-zc(nwot)',\n",
" 'alpha':'darts-100',\n",
" 'alpha-60':'darts',\n",
" 'tenaspt':'tenas',\n",
" 'synflow':'zc-pt(synflow)',\n",
" 'synflow_disc':'disc-zc(synflow)',\n",
" 'zc-pt-post':'zc-pt-post',\n",
" 'zc-disc-post':'zc-disc-post'\n",
"}\n",
"ops=[]\n",
"edge = 0\n",
"num_edges = 6\n",
"op_strengths = []\n",
"for e in range(num_edges):\n",
" op_strengths.append({})\n",
"\n",
"with open('op_strength_src.csv') as csv_file:\n",
" csv_reader = csv.reader(csv_file, delimiter=',')\n",
" line_count = 0\n",
" for row in csv_reader:\n",
" if line_count == 0:\n",
" ops = row[1:-1]\n",
" line_count += 1\n",
" else:\n",
" #print(row)\n",
" if row == ['', '', '', '', '', '', '']:\n",
" edge += 1\n",
" line_count += 1\n",
" continue\n",
" #parse row\n",
" method = m_names[row[0]]\n",
" op_strengths[edge][method] = []\n",
" for r in row[1:-1]:\n",
" if '±' in r:\n",
" r1 = r.split('±')[0]\n",
" r2 = r.split('±')[1]\n",
" r=r1\n",
" metric = float(r)\n",
" op_strengths[edge][method].append(metric)\n",
" line_count += 1\n",
"print(ops)"
]
},
{
"cell_type": "code",
"execution_count": 270,
"id": "1b21952d",
"metadata": {},
"outputs": [],
"source": [
"sq_op_strengths = {}\n",
"for k in op_strengths[0].keys():\n",
" if 'acc' not in k:\n",
" continue\n",
" sq_op_strengths[k] = []\n",
"for e in op_strengths:\n",
" for k,v in e.items():\n",
" if 'acc' not in k:\n",
" continue\n",
" if 'pt' in k or 'tenas' in k:\n",
" sq_op_strengths[k].append([-vv for vv in v])\n",
" else:\n",
" sq_op_strengths[k].append(v)"
]
},
{
"cell_type": "code",
"execution_count": 271,
"id": "d4c12b27",
"metadata": {},
"outputs": [],
"source": [
"xx_op_strengths = {}\n",
"for k in op_strengths[0].keys():\n",
" if 'nwot' not in k:\n",
" continue\n",
" xx_op_strengths[k] = []\n",
"for e in op_strengths:\n",
" for k,v in e.items():\n",
" if 'nwot' not in k:\n",
" continue\n",
" if 'pt' in k or 'tenas' in k:\n",
" xx_op_strengths[k].append([-vv for vv in v])\n",
" else:\n",
" xx_op_strengths[k].append(v)"
]
},
{
"cell_type": "code",
"execution_count": 272,
"id": "ebb71818",
"metadata": {},
"outputs": [],
"source": [
"yy_op_strengths = {}\n",
"for k in op_strengths[0].keys():\n",
" if 'synflow' not in k:\n",
" continue\n",
" yy_op_strengths[k] = []\n",
"for e in op_strengths:\n",
" for k,v in e.items():\n",
" if 'synflow' not in k:\n",
" continue\n",
" if 'pt' in k or 'tenas' in k:\n",
" yy_op_strengths[k].append([-vv for vv in v])\n",
" else:\n",
" yy_op_strengths[k].append(v)"
]
},
{
"cell_type": "code",
"execution_count": 273,
"id": "d9d5104c",
"metadata": {},
"outputs": [],
"source": [
"res_bestacc = []\n",
"for ite in range(6):\n",
" res_bestacc.append([])\n",
" for i,edges in enumerate(sq_op_strengths['best-acc']):\n",
" if i >= ite:\n",
" res_bestacc[ite].append(edges)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 274,
"id": "120352bf",
"metadata": {},
"outputs": [],
"source": [
"res_bestnwot = []\n",
"for ite in range(6):\n",
" res_bestnwot.append([])\n",
" for i,edges in enumerate(xx_op_strengths['best_zc(nwot)']):\n",
" if i >= ite:\n",
" res_bestnwot[ite].append(edges)"
]
},
{
"cell_type": "code",
"execution_count": 275,
"id": "4d250085",
"metadata": {},
"outputs": [],
"source": [
"res_bestsynflow = []\n",
"for ite in range(6):\n",
" res_bestsynflow.append([])\n",
" for i,edges in enumerate(yy_op_strengths['best_zc(synflow)']):\n",
" if i >= ite:\n",
" res_bestsynflow[ite].append(edges)"
]
},
{
"cell_type": "code",
"execution_count": 276,
"id": "e8490253",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(6,) (6,)\n",
"darts-pt 0 6 0.4333333333333333\n",
"darts-pt 1 5 0.45999999999999996\n",
"darts-pt 2 4 0.44999999999999996\n",
"darts-pt 3 3 0.25476269788227823\n",
"darts-pt 4 2 0.25\n",
"darts-pt 5 1 0.6\n",
"zc-pt 0 6 0.7833333333333332\n",
"zc-pt 1 5 0.7599999999999999\n",
"zc-pt 2 4 0.7999999999999999\n",
"zc-pt 3 3 0.7999999999999998\n",
"zc-pt 4 2 0.8999999999999998\n",
"zc-pt 5 1 0.7999999999999999\n",
"disc-zc 0 6 0.4333333333333333\n",
"disc-zc 1 5 0.5599999999999998\n",
"disc-zc 2 4 0.3499999999999999\n",
"disc-zc 3 3 0.16666666666666666\n",
"disc-zc 4 2 0.5\n",
"disc-zc 5 1 0.7\n",
"disc-acc 0 6 -0.4944809881425583\n",
"disc-acc 1 5 0.21999999999999997\n",
"disc-acc 2 4 0.15\n",
"disc-acc 3 3 0.19999999999999998\n",
"disc-acc 4 2 -0.6499999999999999\n",
"disc-acc 5 1 0.7999999999999999\n",
"tenas 0 6 -0.016666666666666663\n",
"tenas 1 5 0.2\n",
"tenas 2 4 0.5634741882031932\n",
"tenas 3 3 -0.44907119849998595\n",
"tenas 4 2 -0.30638779556033097\n",
"tenas 5 1 0.6\n",
"synflow-pt 0 6 0.5833333333333333\n",
"synflow-pt 1 5 0.41999999999999993\n",
"synflow-pt 2 4 0.6\n",
"synflow-pt 3 3 0.6666666666666665\n",
"synflow-pt 4 2 0.7\n",
"synflow-pt 5 1 0.7999999999999999\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/hongkaiw/anaconda2/envs/darts/lib/python3.6/site-packages/ipykernel_launcher.py:2: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray\n",
" \n"
]
}
],
"source": [
"synflow_pt = [[[1.9254546997703658e+31, 7.550824082577545e+30, 1.1723004900851509e+30, 8.792926979292114e+26, 7.761097516638681e+30], [3.315644898238902e+30, 2.364990995395807e+30, 1.3944189408575636e+30, 2.7860638611627277e+29, 2.4449139154865387e+30], [1.027821362609695e+31, 4.60339619278827e+30, 1.3596304579543698e+30, 1.0153355739194138e+28, 5.288227733405575e+30], [2.2246311555904013e+30, 1.9221789522629679e+30, 1.5145494011018092e+30, 7.758504048243155e+29, 1.9084319544482122e+30], [3.30097414765282e+30, 2.4317753487646258e+30, 1.3154927711176233e+30, 2.8553199980410833e+29, 2.635892355076354e+30], [1.8310242389594894e+31, 7.672761253849547e+30, 1.2619444560645407e+30, 8.955410292018776e+26, 7.888486948349449e+30]], [[2.6429034357451325e+36, 2.4201835071162787e+36, 2.082574161801049e+36, 1.0581597364709278e+36, 2.2268849373862722e+36], [1.9084231586756567e+37, 8.630932098450172e+36, 1.649365102414475e+36, 3.190570356896333e+33, 7.779186730084675e+36], [2.172407837428291e+36, 2.2032109685312798e+36, 1.8951150268682847e+36, 1.5489585936318098e+36, 1.8942854055546243e+36], [4.975185764940793e+36, 3.551904881464992e+36, 1.9379154099552753e+36, 2.307116493213678e+35, 3.7423730891260665e+36], [2.230225070642387e+37, 1.0063697919565774e+37, 1.4716318854577188e+36, 1.1356311220147188e+33, 1.0247858280081403e+37]], [[1.4411809186273965e+38, 7.610273872297572e+37, 1.485454189974876e+37, 8.867389682907663e+34, 6.694319809870732e+37], [2.2360291743496667e+37, 2.1822286312565687e+37, 1.958605167501125e+37, 1.6526352243486487e+37, 2.2685386904115774e+37], [4.642566819942127e+37, 3.340228707451924e+37, 1.8136250034691332e+37, 3.771342847042008e+36, 3.2533439183061095e+37], [2.6113192960276024e+38, 1.1325997105418525e+38, 1.4224306580359635e+37, 7.366254555856491e+33, 1.0495650586557928e+38]], [[2.6289442260421542e+42, 2.759583313322214e+42, 2.8465901547928366e+42, 2.4796126715622784e+42, 2.7939468238154254e+42], [3.9044443493234464e+42, 2.929031675907644e+42, 2.502270473367994e+42, 1.2182978568020103e+42, 2.958130286132567e+42], [5.489939426278009e+43, 1.7362965508110916e+43, 1.8853367715424757e+42, 1.5069732289658475e+38, 1.7910834920386312e+43]], [[5.5081687888793165e+42, 4.454629474625495e+42, 3.714018522842759e+42, 1.7230675729486142e+42, 4.5466463594476375e+42], [7.021086500714562e+43, 2.476832962484626e+43, 2.683217167979067e+42, 3.0033541214485753e+38, 2.3808025802826726e+43]], [[7.425118324010795e+44, 2.7570207200206626e+44, 4.50005208275713e+43, 3.423283542381966e+40, 2.5539606709526e+44]]]\n",
"print(np.array(synflow_pt).shape, np.array(res_disczc).shape)\n",
"from scipy import stats\n",
"correls = {}\n",
"for n,res in [('darts-pt',res_dartspt), ('zc-pt',res_zcpt), ('disc-zc',res_disczc), ('disc-acc',res_discacc),('tenas', res_tenas),('synflow-pt', synflow_pt)]:\n",
" correls[n] = []\n",
" for i,ite in enumerate(res):\n",
" #compute correlation per edge\n",
" to_avg = []\n",
" for j in range(len(ite)):\n",
" cr = stats.spearmanr(ite[j],res_bestacc[i][j]).correlation\n",
" if 'pt' in n or 'tenas' in n:\n",
" cr = -cr\n",
" #print(n,i,j,cr)\n",
" to_avg.append(cr)\n",
" #print()\n",
" \n",
" #average over all edges\n",
" avgcr = sum(to_avg)/len(to_avg)\n",
" print(n,i,len(to_avg),avgcr)\n",
" correls[n].append(avgcr)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 277,
"id": "28dd8f5e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import random\n",
"\n",
"for k,v in correls.items():\n",
" r = random.random()\n",
" b = random.random()\n",
" g = random.random()\n",
" color = (r, g, b)\n",
" plt.plot(v,label=k, color=color)\n",
"plt.xlabel('iteration')\n",
"plt.ylabel('Spearman-$\\\\rho$')\n",
"plt.legend()\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 278,
"id": "9c9ab090",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[[[3454.2227, 3448.5942, 3439.917, 3443.5508, 3459.2842], [3454.2227, 3451.5684, 3442.229, 3443.3025, 3456.3674], [3454.2227, 3453.9937, 3443.8208, 3443.2834, 3455.4973], [3454.2227, 3437.5054, 3446.7268, 3446.9026, 3448.9456], [3454.2227, 3450.4873, 3444.7363, 3444.004, 3453.9998], [3454.2227, 3450.7974, 3445.511, 3442.5146, 3455.8496]], [[3410.4263, 3398.2515, 3399.248, 3399.6084, 3406.341], [3410.4263, 3412.3748, 3400.7766, 3399.6194, 3413.2373], [3410.4263, 3388.5095, 3411.0461, 3396.8948, 3405.5454], [3410.4263, 3413.923, 3399.1729, 3396.2065, 3415.4045], [3410.4263, 3407.433, 3396.2961, 3396.5044, 3414.144]], [[3407.7637, 3410.3164, 3397.7993, 3396.4685, 3410.7139], [3407.7637, 3394.416, 3407.1438, 3397.2485, 3409.7224], [3407.7637, 3413.7717, 3397.677, 3393.7932, 3414.63], [3407.7637, 3396.2178, 3391.5396, 3390.6956, 3412.6257]], [[3411.9246, 3395.106, 3408.9714, 3400.6265, 3411.457], [3411.9246, 3410.2097, 3402.102, 3398.2625, 3410.8896], [3411.9246, 3396.0486, 3396.4329, 3397.1685, 3412.3145]], [[3420.9126, 3418.6077, 3406.8176, 3407.9004, 3418.7434], [3420.9126, 3419.215, 3406.6326, 3402.9668, 3438.223]], [[3398.0125, 3395.5862, 3386.5527, 3382.1787, 3415.7268]]], [[[3455.2336, 3449.8987, 3449.5383, 3441.8157, 3461.1794], [3455.2336, 3452.0488, 3444.8074, 3443.643, 3457.1467], [3455.2336, 3456.1172, 3444.3286, 3445.1277, 3457.6875], [3455.2336, 3437.8433, 3445.892, 3446.7576, 3448.9878], [3455.2336, 3453.3945, 3446.955, 3445.5383, 3456.8743], [3455.2336, 3452.2458, 3445.8218, 3447.6575, 3457.1719]], [[3432.2466, 3421.224, 3424.2947, 3418.4517, 3429.7644], [3432.2466, 3433.9812, 3424.7913, 3420.903, 3435.017], [3432.2466, 3398.7742, 3437.5159, 3429.6768, 3419.9104], [3432.2466, 3435.862, 3427.0771, 3424.7644, 3437.833], [3432.2466, 3426.113, 3419.593, 3424.1943, 3433.4993]], [[3412.7212, 3414.2988, 3404.197, 3401.6191, 3415.7085], [3412.7212, 3364.226, 3415.5835, 3412.1497, 3389.125], [3412.7212, 3414.928, 3404.2593, 3405.9949, 3417.7905], [3412.7212, 3417.69, 3399.8599, 3403.5298, 3420.8538]], [[3403.024, 3348.0261, 3400.9155, 3397.694, 3379.5696], [3403.024, 3406.2808, 3390.7632, 3391.8262, 3408.2861], [3403.024, 3410.9895, 3391.5903, 3391.9119, 3413.236]], [[3462.2537, 3461.3962, 3449.4395, 3448.4968, 3461.9895], [3462.2537, 3468.3677, 3450.1323, 3450.3123, 3468.6287]], [[3439.2002, 3442.873, 3426.961, 3426.1606, 3443.2004]]], [[[3459.1682, 3454.2397, 3449.2122, 3449.0579, 3465.5217], [3459.1682, 3456.3445, 3446.3127, 3447.499, 3461.774], [3459.1682, 3459.4285, 3449.3945, 3447.647, 3461.099], [3459.1682, 3446.3042, 3451.9297, 3449.8296, 3458.2988], [3459.1682, 3456.9915, 3447.8384, 3449.793, 3460.7205], [3459.1682, 3455.902, 3451.3115, 3446.9766, 3461.12]], [[3437.6409, 3432.1074, 3426.015, 3426.1157, 3439.9636], [3437.6409, 3440.3376, 3428.1497, 3426.093, 3441.0642], [3437.6409, 3406.7253, 3426.825, 3426.115, 3423.9216], [3437.6409, 3443.6592, 3428.0698, 3427.6174, 3445.0134], [3437.6409, 3436.7107, 3431.0183, 3423.3228, 3442.9155]], [[3413.1362, 3414.8523, 3405.0566, 3402.8164, 3416.169], [3413.1362, 3376.8943, 3403.8745, 3405.4243, 3398.116], [3413.1362, 3420.1438, 3402.628, 3403.6082, 3422.7097], [3413.1362, 3428.71, 3400.2727, 3401.8542, 3430.9348]], [[3401.1736, 3356.4858, 3391.6997, 3387.4841, 3389.5005], [3401.1736, 3406.941, 3390.8125, 3391.6816, 3409.1763], [3401.1736, 3418.0437, 3388.7666, 3391.6228, 3419.707]], [[3451.6353, 3455.2854, 3439.805, 3439.194, 3456.2227], [3451.6353, 3455.228, 3440.4011, 3439.2266, 3455.5227]], [[3440.9548, 3443.5757, 3427.7446, 3427.5088, 3443.739]]], [[[3413.4504, 3413.149, 3404.6685, 3407.8464, 3425.5908], [3413.4504, 3410.3176, 3406.0159, 3405.6038, 3416.2107], [3413.4504, 3414.7605, 3402.0935, 3403.1653, 3416.6396], [3413.4504, 3395.1143, 3413.446, 3395.74, 3408.8445], [3413.4504, 3413.7048, 3406.3977, 3403.493, 3417.9602], [3413.4504, 3412.2334, 3401.6907, 3408.7856, 3418.1448]], [[3398.4065, 3390.9949, 3388.8643, 3385.8757, 3400.8545], [3398.4065, 3402.0562, 3386.9802, 3387.4404, 3403.2632], [3398.4065, 3347.9915, 3399.4255, 3383.92, 3373.1965], [3398.40
]
}
],
"source": [
"print(seeds_zc)"
]
},
{
"cell_type": "code",
"execution_count": 279,
"id": "222093c7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[[[[3033.718, 3021.516, 3027.1863, 3020.9617, 3037.8555],\n",
" [3033.718, 3025.288, 3017.6064, 3013.8333, 3032.5432],\n",
" [3033.718, 3035.1772, 3018.2073, 3018.6677, 3037.6438],\n",
" [3033.718, 3000.205, 3027.769, 3025.363, 3013.8127],\n",
" [3033.718, 3028.4795, 3020.1318, 3020.41, 3033.3254],\n",
" [3033.718, 3029.278, 3031.5808, 3019.37, 3036.4897]],\n",
" [[3005.5046, 3000.849, 2989.905, 2986.5244, 3009.7969],\n",
" [3005.5046, 3008.694, 2986.0205, 2981.9211, 3010.1323],\n",
" [3005.5046, 2973.9795, 2995.4863, 2996.9456, 2991.1482],\n",
" [3005.5046, 3006.5203, 2981.8164, 2985.8533, 3009.1284],\n",
" [3005.5046, 3002.8496, 3003.1018, 2989.465, 3011.202]],\n",
" [[2979.046, 2984.929, 2960.515, 2957.3645, 2986.6196],\n",
" [2979.046, 2953.1233, 2964.4185, 2963.0195, 2970.203],\n",
" [2979.046, 2979.8394, 2955.0237, 2957.9814, 2983.26],\n",
" [2979.046, 2988.5159, 2965.227, 2954.8782, 2992.764]],\n",
" [[2960.2083, 2928.2576, 2942.0337, 2944.9033, 2948.213],\n",
" [2960.2083, 2960.9675, 2933.1477, 2936.4363, 2964.0593],\n",
" [2960.2083, 2969.54, 2942.4905, 2931.6006, 2972.9087]],\n",
" [[3035.1707, 3050.5786, 3000.5264, 3008.3145, 3052.0178],\n",
" [3035.1707, 3055.772, 3011.7424, 3002.8928, 3057.716]],\n",
" [[3027.4133, 3050.5605, 3000.5674, 2989.9187, 3052.711]]],\n",
" [[[3039.9688, 3021.497, 3036.904, 3028.809, 3039.3574],\n",
" [3039.9688, 3030.2551, 3025.239, 3018.987, 3037.703],\n",
" [3039.9688, 3041.8384, 3027.4976, 3022.0457, 3044.3782],\n",
" [3039.9688, 3007.712, 3028.8633, 3028.601, 3022.0276],\n",
" [3039.9688, 3036.146, 3025.863, 3021.7114, 3041.108],\n",
" [3039.9688, 3037.3657, 3031.2693, 3028.6663, 3044.6868]],\n",
" [[3044.534, 3040.6099, 3027.8325, 3020.0168, 3046.5166],\n",
" [3044.534, 3040.609, 3029.7178, 3021.203, 3046.5117],\n",
" [3044.534, 3024.8137, 3029.5503, 3027.2195, 3036.173],\n",
" [3044.534, 3024.8318, 3029.673, 3021.5583, 3036.173],\n",
" [3044.534, 3042.0537, 3037.0723, 3030.2441, 3050.544]],\n",
" [[3001.9712, 3000.4326, 2985.5862, 2977.1582, 3006.9626],\n",
" [3001.9712, 2978.502, 2983.2495, 2981.4392, 2992.7776],\n",
" [3001.9712, 2978.5254, 2982.5193, 2974.6912, 2992.7776],\n",
" [3001.9712, 3008.8423, 2990.522, 2982.4822, 3014.7805]],\n",
" [[2966.7712, 2938.295, 2945.298, 2944.9556, 2955.5806],\n",
" [2966.7712, 2938.3245, 2946.01, 2939.0007, 2955.5808],\n",
" [2966.7712, 2983.7983, 2950.3147, 2940.7524, 2986.38]],\n",
" [[2996.1855, 2981.7153, 2966.3416, 2957.6387, 3004.8706],\n",
" [2996.1855, 3015.4792, 2968.218, 2962.3416, 3016.9377]],\n",
" [[2929.7063, 2948.9229, 2895.8394, 2889.8413, 2951.3345]]],\n",
" [[[3067.0476, 3055.9404, 3059.8901, 3060.4536, 3073.5583],\n",
" [3067.0476, 3058.9197, 3048.8745, 3051.2664, 3066.668],\n",
" [3067.0476, 3068.708, 3056.3506, 3047.9695, 3071.3577],\n",
" [3067.0476, 3032.6658, 3058.9646, 3059.2861, 3047.1965],\n",
" [3067.0476, 3060.9983, 3057.1006, 3054.3428, 3066.2087],\n",
" [3067.0476, 3063.1135, 3058.818, 3064.5405, 3070.7593]],\n",
" [[3065.9402, 3061.2915, 3044.203, 3046.3428, 3067.9753],\n",
" [3065.9402, 3061.2927, 3051.388, 3042.1387, 3067.974],\n",
" [3065.9402, 3041.0137, 3053.2432, 3053.1033, 3053.863],\n",
" [3065.9402, 3041.0032, 3052.2751, 3050.1904, 3053.8657],\n",
" [3065.9402, 3061.2866, 3055.9668, 3060.0898, 3070.5847]],\n",
" [[3021.2388, 3017.9966, 3004.79, 2992.493, 3024.857],\n",
" [3021.2388, 2994.833, 3003.6255, 3000.7473, 3010.25],\n",
" [3021.2388, 2994.823, 3003.9062, 3001.0193, 3010.253],\n",
" [3021.2388, 3027.198, 3008.8643, 3007.6492, 3034.0918]],\n",
" [[2994.887, 2969.6892, 2975.3455, 2973.0103, 2988.8699],\n",
" [2994.887, 2969.6804, 2975.3157, 2973.936, 2988.87],\n",
" [2994.887, 3007.5938, 2974.8774, 2966.9976, 3011.206]],\n",
" [[3024.92, 3010.8435, 2993.4617, 2989.5176, 3035.492],\n",
" [3024.92, 3045.3206, 2998.4854, 2990.0522, 3047.29]],\n",
" [[2956.574, 2972.47, 2922.4736, 2909.5815, 2976.0298]]],\n",
" [[[3030.235, 3018.9858, 3021.8157, 3016.221, 3037.5889],\n",
" [3030.235, 3023.8528, 3015.9932, 3014.775, 3031.5398],\n",
" [3030.235, 3031.5718, 3015.5999, 3014.1123, 3034.2012],\n",
" [3030.235, 3001.4236, 3021.6995, 3014.814, 3016.3682],\n",
" [3030.235, 3025.7354, 3016.7183, 3011.9666, 3030.9197],\n",
" [3030.235, 3026.3755, 3026.6306, 3023.9985, 3034.1895]],\n",
" [[3012.9116, 3008.1445, 2998.5518, 2997.3403, 3017.682],\n",
" [3012.9116, 3015.856, 2988.888, 2989.2764, 3017.324],\n",
" [3012.9116, 2982.905, 2999.614, 2996.0273, 3002.4246],\n",
" [3012.9116, 3017.6116, 2993.5288, 2985.9888, 3020.5574],\n",
" [3012.9116, 3009.5156, 3006.1611, 3006.0317, 3018.7861]],\n",
" [[2997.4038, 3000.3772, 2974.8872, 2971.8984, 3002.1873],\n",
" [2997.4038, 2975.475, 2982.5854, 2976.2322, 2993.0515],\n",
" [2997.4038, 2998.711, 2975.7466, 2968.26, 3002.3467],\n",
" [2997.4038, 3002.033, 2979.0662, 2981.3796, 3007.1682]],\n",
" [[2962.0386, 2937.9846, 2946.9138, 2939.2222, 2957.1394],\n",
" [2962.0386, 2965.4814, 2939.104, 2931.6487, 2968.6536],\n",
" [2962.0386, 2965.9026, 2942.402, 2941.3867, 2970.097]],\n",
" [[3029.5757, 3043.9714, 2998.8394, 2990.1753, 3045.7507],\n",
" [3029.5757, 3049.458, 3004.6865, 3005.9287, 3051.7673]],\n",
" [[3011.797, 3034.072, 2981.5203, 2984.9082, 3036.0544]]]]"
]
},
"execution_count": 279,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"seeds_zc_post"
]
},
{
"cell_type": "code",
"execution_count": 280,
"id": "ad2e9315",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/hongkaiw/anaconda2/envs/darts/lib/python3.6/site-packages/ipykernel_launcher.py:4: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray\n",
" after removing the cwd from sys.path.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1, 6) (6,)\n",
"darts-pt 0 5 6 0.46666666666666656\n",
"darts-pt 1 4 5 0.45999999999999996\n",
"darts-pt 2 3 4 0.44999999999999996\n",
"darts-pt 3 2 3 0.3333333333333333\n",
"darts-pt 4 1 2 0.25\n",
"darts-pt 5 0 1 0.6\n",
"darts-pt 0 5 6 0.4333333333333333\n",
"darts-pt 1 4 5 0.43999999999999995\n",
"darts-pt 2 3 4 0.5249999999999999\n",
"darts-pt 3 2 3 0.4333333333333333\n",
"darts-pt 4 1 2 0.25\n",
"darts-pt 5 0 1 0.6\n",
"darts-pt 0 5 6 0.3833333333333333\n",
"darts-pt 1 4 5 0.36\n",
"darts-pt 2 3 4 0.475\n",
"darts-pt 3 2 3 0.26666666666666666\n",
"darts-pt 4 1 2 0.19999999999999998\n",
"darts-pt 5 0 1 0.6\n",
"darts-pt 0 5 6 0.4333333333333333\n",
"darts-pt 1 4 5 0.45999999999999996\n",
"darts-pt 2 3 4 0.44999999999999996\n",
"darts-pt 3 2 3 0.25476269788227823\n",
"darts-pt 4 1 2 0.25\n",
"darts-pt 5 0 1 0.6\n",
"disc-acc 0 5 6 -0.16666666666666666\n",
"disc-acc 1 4 5 0.07999999999999999\n",
"disc-acc 2 3 4 0.15\n",
"disc-acc 3 2 3 -0.06666666666666668\n",
"disc-acc 4 1 2 0.6499999999999999\n",
"disc-acc 5 0 1 -0.49999999999999994\n",
"disc-acc 0 5 6 -0.5\n",
"disc-acc 1 4 5 -2.2204460492503132e-17\n",
"disc-acc 2 3 4 0.32499999999999996\n",
"disc-acc 3 2 3 -0.3333333333333333\n",
"disc-acc 4 1 2 -0.25\n",
"disc-acc 5 0 1 0.09999999999999999\n",
"disc-acc 0 5 6 -0.38333333333333336\n",
"disc-acc 1 4 5 0.019999999999999973\n",
"disc-acc 2 3 4 0.07499999999999993\n",
"disc-acc 3 2 3 -0.36666666666666664\n",
"disc-acc 4 1 2 -0.6\n",
"disc-acc 5 0 1 -0.6\n",
"disc-acc 0 5 6 -0.4944809881425583\n",
"disc-acc 1 4 5 0.21999999999999997\n",
"disc-acc 2 3 4 0.15\n",
"disc-acc 3 2 3 0.19999999999999998\n",
"disc-acc 4 1 2 -0.6499999999999999\n",
"disc-acc 5 0 1 0.7999999999999999\n",
"zc-pt(nwot) 0 5 6 0.7333333333333333\n",
"zc-pt(nwot) 1 4 5 0.6599999999999999\n",
"zc-pt(nwot) 2 3 4 0.8249999999999998\n",
"zc-pt(nwot) 3 2 3 0.5333333333333333\n",
"zc-pt(nwot) 4 1 2 0.6499999999999999\n",
"zc-pt(nwot) 5 0 1 0.7999999999999999\n",
"zc-pt(nwot) 0 5 6 0.7666666666666665\n",
"zc-pt(nwot) 1 4 5 0.7\n",
"zc-pt(nwot) 2 3 4 0.6749999999999998\n",
"zc-pt(nwot) 3 2 3 0.5333333333333333\n",
"zc-pt(nwot) 4 1 2 0.6499999999999999\n",
"zc-pt(nwot) 5 0 1 0.6\n",
"zc-pt(nwot) 0 5 6 0.75\n",
"zc-pt(nwot) 1 4 5 0.7\n",
"zc-pt(nwot) 2 3 4 0.5999999999999999\n",
"zc-pt(nwot) 3 2 3 0.6\n",
"zc-pt(nwot) 4 1 2 0.7499999999999999\n",
"zc-pt(nwot) 5 0 1 0.6\n",
"zc-pt(nwot) 0 5 6 0.7833333333333332\n",
"zc-pt(nwot) 1 4 5 0.7599999999999999\n",
"zc-pt(nwot) 2 3 4 0.7999999999999999\n",
"zc-pt(nwot) 3 2 3 0.7999999999999998\n",
"zc-pt(nwot) 4 1 2 0.8999999999999998\n",
"zc-pt(nwot) 5 0 1 0.7999999999999999\n",
"disc-zc(nwot) 0 5 6 0.24999999999999997\n",
"disc-zc(nwot) 1 4 5 0.23999999999999994\n",
"disc-zc(nwot) 2 3 4 0.02500000000000001\n",
"disc-zc(nwot) 3 2 3 0.06666666666666667\n",
"disc-zc(nwot) 4 1 2 0.39999999999999997\n",
"disc-zc(nwot) 5 0 1 0.19999999999999998\n",
"disc-zc(nwot) 0 5 6 0.06666666666666664\n",
"disc-zc(nwot) 1 4 5 0.13999999999999996\n",
"disc-zc(nwot) 2 3 4 0.175\n",
"disc-zc(nwot) 3 2 3 -0.06666666666666664\n",
"disc-zc(nwot) 4 1 2 0.19999999999999998\n",
"disc-zc(nwot) 5 0 1 0.7\n",
"disc-zc(nwot) 0 5 6 0.36666666666666664\n",
"disc-zc(nwot) 1 4 5 0.47999999999999987\n",
"disc-zc(nwot) 2 3 4 0.19999999999999996\n",
"disc-zc(nwot) 3 2 3 -0.06666666666666668\n",
"disc-zc(nwot) 4 1 2 0.3\n",
"disc-zc(nwot) 5 0 1 0.6\n",
"disc-zc(nwot) 0 5 6 0.4333333333333333\n",
"disc-zc(nwot) 1 4 5 0.5599999999999998\n",
"disc-zc(nwot) 2 3 4 0.3499999999999999\n",
"disc-zc(nwot) 3 2 3 0.16666666666666666\n",
"disc-zc(nwot) 4 1 2 0.5\n",
"disc-zc(nwot) 5 0 1 0.7\n",
"zc-pt(synflow) 0 5 6 0.5833333333333333\n",
"zc-pt(synflow) 1 4 5 0.41999999999999993\n",
"zc-pt(synflow) 2 3 4 0.6\n",
"zc-pt(synflow) 3 2 3 0.6666666666666665\n",
"zc-pt(synflow) 4 1 2 0.7\n",
"zc-pt(synflow) 5 0 1 0.7999999999999999\n",
"disc-zc(synflow) 0 5 6 0.6166666666666666\n",
"disc-zc(synflow) 1 4 5 0.5199999999999999\n",
"disc-zc(synflow) 2 3 4 0.5999999999999999\n",
"disc-zc(synflow) 3 2 3 0.33333333333333326\n",
"disc-zc(synflow) 4 1 2 0.7499999999999999\n",
"disc-zc(synflow) 5 0 1 0.8999999999999998\n"
]
}
],
"source": [
"synflow_pt = [[[[1.9254546997703658e+31, 7.550824082577545e+30, 1.1723004900851509e+30, 8.792926979292114e+26, 7.761097516638681e+30], [3.315644898238902e+30, 2.364990995395807e+30, 1.3944189408575636e+30, 2.7860638611627277e+29, 2.4449139154865387e+30], [1.027821362609695e+31, 4.60339619278827e+30, 1.3596304579543698e+30, 1.0153355739194138e+28, 5.288227733405575e+30], [2.2246311555904013e+30, 1.9221789522629679e+30, 1.5145494011018092e+30, 7.758504048243155e+29, 1.9084319544482122e+30], [3.30097414765282e+30, 2.4317753487646258e+30, 1.3154927711176233e+30, 2.8553199980410833e+29, 2.635892355076354e+30], [1.8310242389594894e+31, 7.672761253849547e+30, 1.2619444560645407e+30, 8.955410292018776e+26, 7.888486948349449e+30]], [[2.6429034357451325e+36, 2.4201835071162787e+36, 2.082574161801049e+36, 1.0581597364709278e+36, 2.2268849373862722e+36], [1.9084231586756567e+37, 8.630932098450172e+36, 1.649365102414475e+36, 3.190570356896333e+33, 7.779186730084675e+36], [2.172407837428291e+36, 2.2032109685312798e+36, 1.8951150268682847e+36, 1.5489585936318098e+36, 1.8942854055546243e+36], [4.975185764940793e+36, 3.551904881464992e+36, 1.9379154099552753e+36, 2.307116493213678e+35, 3.7423730891260665e+36], [2.230225070642387e+37, 1.0063697919565774e+37, 1.4716318854577188e+36, 1.1356311220147188e+33, 1.0247858280081403e+37]], [[1.4411809186273965e+38, 7.610273872297572e+37, 1.485454189974876e+37, 8.867389682907663e+34, 6.694319809870732e+37], [2.2360291743496667e+37, 2.1822286312565687e+37, 1.958605167501125e+37, 1.6526352243486487e+37, 2.2685386904115774e+37], [4.642566819942127e+37, 3.340228707451924e+37, 1.8136250034691332e+37, 3.771342847042008e+36, 3.2533439183061095e+37], [2.6113192960276024e+38, 1.1325997105418525e+38, 1.4224306580359635e+37, 7.366254555856491e+33, 1.0495650586557928e+38]], [[2.6289442260421542e+42, 2.759583313322214e+42, 2.8465901547928366e+42, 2.4796126715622784e+42, 2.7939468238154254e+42], [3.9044443493234464e+42, 2.929031675907644e+42, 2.502270473367994e+42, 1.2182978568020103e+42, 2.958130286132567e+42], [5.489939426278009e+43, 1.7362965508110916e+43, 1.8853367715424757e+42, 1.5069732289658475e+38, 1.7910834920386312e+43]], [[5.5081687888793165e+42, 4.454629474625495e+42, 3.714018522842759e+42, 1.7230675729486142e+42, 4.5466463594476375e+42], [7.021086500714562e+43, 2.476832962484626e+43, 2.683217167979067e+42, 3.0033541214485753e+38, 2.3808025802826726e+43]], [[7.425118324010795e+44, 2.7570207200206626e+44, 4.50005208275713e+43, 3.423283542381966e+40, 2.5539606709526e+44]]]]\n",
"#synflow_pt =[[[[1.9066491244233891e+31, 7.59086596476774e+30, 1.2761640042327054e+30, 9.368294369443349e+26, 8.276941479350743e+30], [2.8970789261653136e+30, 2.4705082188769494e+30, 1.5286197967988062e+30, 2.9235170710997047e+29, 2.4385251086295768e+30], [1.0391507788942851e+31, 5.233770252005386e+30, 1.3011283998914977e+30, 1.0630061122776848e+28, 4.976010830574419e+30], [2.022079389765763e+30, 1.8000107764501034e+30, 1.4098724823520374e+30, 8.922637773448431e+29, 1.7104923770491843e+30], [3.3355671264569285e+30, 2.5179258091370368e+30, 1.5152904968441106e+30, 2.7245380286443705e+29, 2.3867956651433377e+30], [1.918337635492544e+31, 7.653624088948745e+30, 1.1300517153806335e+30, 9.25963905253768e+26, 7.271727745383374e+30]], [[4.8194524504076234e+33, 1.7728678564045847e+33, 2.29248219119843e+32, 6.407673166755515e+28, 1.8500120595133873e+33], [4.911606144231398e+32, 3.925418732774886e+32, 2.8462312243489455e+32, 9.37463265130125e+31, 4.208173192566885e+32], [1.1929662168931389e+33, 7.205815004585994e+32, 2.749436432247935e+32, 9.57830836578603e+30, 7.221122076538115e+32], [3.513621699095887e+32, 3.8069505562796564e+32, 3.082892793870103e+32, 2.0931757152477817e+32, 3.4392953370944175e+32], [1.9501109133712884e+33, 9.96417544088967e+32, 2.5016443545719166e+32, 2.2951100039046091e+30, 9.668392177318337e+32]], [[1.2318913968752236e+39, 1.1978634469108956e+39, 9.84589560854048e+38, 7.472994059420544e+38, 1.1779537857027303e+39], [5.14634417376659e+39, 2.8117582760442484e+39, 9.473161011657448e+38, 2.1078149802609e+37, 2.748851756575773e+39], [1.2053492915153252e+39, 1.1544750726051102e+39, 1.026151191043824e+39, 8.493280346989709e+38, 1.2078321349155028e+39], [5.785819430637556e+39, 3.207629495638249e+39, 8.570643025297522e+38, 1.1735609744146942e+37, 3.262796948668575e+39]], [[5.701479816047024e+43, 5.158180313846472e+43, 4.112639859919638e+43, 2.261904638639082e+43, 5.036130404500024e+43], [4.234775696372864e+44, 1.837441054956865e+44, 3.115736654316421e+43, 5.355129290021907e+40, 1.93571409167039e+44], [5.072722814352137e+43, 4.59787234786339e+43, 4.514633413761941e+43, 3.6782452155952935e+43, 4.442309155218625e+43]], [[2.668019504414336e+49, 2.461547797962873e+49, 2.0608339160616422e+49, 1.9688435029638068e+49, 2.848113686648506e+49], [2.311479162069844e+49, 2.498357758649868e+49, 2.1706785837600433e+49, 2.242587998421618e+49, 2.2264088311049933e+49]], [[3.0927247391095333e+49, 2.912081666284467e+49, 2.6104309405912703e+49, 2.0936145338723704e+49, 2.7428746399147645e+49]]], [[[1.776843359898102e+31, 7.517645391412051e+30, 1.2272437953778574e+30, 9.067067507575539e+26, 7.723792847496024e+30], [3.2943051799310346e+30, 2.4443039231932252e+30, 1.5630715173939474e+30, 2.8207292472098616e+29, 2.6002011700948495e+30], [1.0683286611860239e+31, 4.8882826041037043e+30, 1.2847923173464627e+30, 1.0034314489657176e+28, 5.119309872326821e+30], [2.2719439915636618e+30, 1.8741561003451363e+30, 1.4363732787417998e+30, 8.32067194737174e+29, 1.8905760754585434e+30], [3.5842258202068357e+30, 2.569998872209628e+30, 1.4231414163664872e+30, 2.866219125369357e+29, 2.3756996499004796e+30], [2.037132202287789e+31, 7.685515621466079e+30, 1.2495983034970054e+30, 8.742744556513892e+26, 8.375984306300483e+30]], [[2.39003778413706e+37, 8.903986451341369e+36, 1.486948991729688e+36, 1.2167134662866284e+33, 9.489513141290193e+36], [4.961596807107977e+36, 3.241052467270218e+36, 2.0033366381637494e+36, 2.4964415792341598e+35, 3.3791218593692875e+36], [1.837039675867386e+37, 8.983050621024438e+36, 1.4207748452469987e+36, 3.12219073103596e+33, 9.179994459896991e+36], [2.0972453465502828e+36, 2.055213959598781e+36, 1.9832810604970986e+36, 1.4558674077691342e+36, 2.005672473721588e+36], [2.706306539543075e+36, 2.3728165834070852e+36, 1.838251372886203e+36, 1.0050413446998262e+36, 2.1271203520296836e+36]], [[3.460265292224195e+42, 3.3452770458288777e+42, 2.5071954050290788e+42, 1.1650024819588083e+42, 3.297170846930471e+42], [3.4068273531014904e+43, 1.5123934074662815e+43, 2.0078097378387393e+42, 5.911801088257426e+38, 1.513001342276376e+43], [2.75967621
"synflow_disc=[[[[4.6477771740411294e+21, 1.638221073776286e+26, 3.7120972761436067e+30, 2.2121739908281778e+36, 1.5429837376401191e+26], [5.728472199374466e+28, 2.6706198805435412e+29, 1.9639601079996833e+30, 2.953167143416738e+32, 2.2241144543732024e+29], [1.6568394149892187e+25, 3.379148651026692e+27, 3.003344679888645e+30, 1.2013956825907959e+35, 3.489988972605547e+27], [4.618516371183269e+29, 8.13675786303107e+29, 1.5886518641369077e+30, 1.3344265678066146e+31, 7.724266558798499e+29], [5.638031609162397e+28, 2.3425948140068046e+29, 1.9250330545229328e+30, 3.100408369400939e+32, 2.360481437039695e+29], [4.806418631717294e+21, 1.5233948560396852e+26, 3.7286128619859886e+30, 1.9400081289930884e+36, 1.5284530135270584e+26]], [[6.412672317152485e+35, 9.064617086254448e+35, 2.171823600255246e+36, 1.8623842013941647e+37, 9.62717914858624e+35], [2.4938874526607413e+29, 7.410839308298575e+32, 4.407436123456554e+36, 9.391304849189127e+41, 6.452576392384583e+32], [1.2082260597456044e+36, 1.5723081561718573e+36, 1.9823083496684162e+36, 4.759338871984022e+36, 1.64153109759379e+36], [2.9401906169254404e+34, 1.73525197255657e+35, 2.8625753786558897e+36, 1.1822218290481326e+39, 1.8109438769427832e+35], [6.318428944973411e+27, 2.0679252465883123e+32, 4.962587211499646e+36, 2.4864097296933388e+42, 2.0244027096500256e+32]], [[8.96662402715568e+31, 3.113577559525079e+34, 4.0976071603608377e+37, 2.490487386710096e+42, 2.958170482546736e+34], [1.4125561385079335e+37, 1.6418475320152707e+37, 1.8880649238845422e+37, 4.472875189330242e+37, 1.5594518824458112e+37], [6.299859074717689e+35, 2.5825655454098366e+36, 2.617502729069636e+37, 5.2115072954741736e+39, 2.741618935567401e+36], [6.33614022237554e+27, 1.10514128640263e+33, 5.219361753117607e+37, 4.673248679405304e+43, 1.0183311102100683e+33]], [[1.9873242500704884e+42, 2.0287516042295433e+42, 2.6282374032382896e+42, 3.48406626190435e+42, 2.3555512676058643e+42], [5.482375046477959e+41, 1.0626900200254589e+42, 2.978079883346189e+42, 4.103325094539178e+43, 9.516538498208192e+41], [6.856031560104211e+27, 1.1846133938901633e+37, 9.795335881752053e+42, 2.1685954533636858e+49, 1.071296007945726e+37]], [[7.842337998313534e+41, 1.699725062412889e+42, 4.628245279200227e+42, 6.239688259918128e+43, 1.5500155032246935e+42], [1.355025577059643e+29, 2.735908634662456e+37, 1.0051909500915113e+43, 2.631515939947248e+49, 2.4133044167019315e+37]], [[1.811643669832596e+35, 5.613372594541716e+39, 1.3590884723211202e+44, 7.297674470800365e+49, 5.49356041950238e+39]]]]\n",
"print(np.array(synflow_pt).shape, np.array(res_disczc).shape)\n",
"from scipy import stats\n",
"correl_seeds = {}\n",
"#,('tenas', seeds_tenas)\n",
"for n,reses in [('darts-pt',seeds_dartspt), ('disc-acc',seeds_discacc), ('zc-pt(nwot)',seeds_zc), ('disc-zc(nwot)',seeds_disczc),('zc-pt(synflow)', synflow_pt), ('disc-zc(synflow)',synflow_disc)]:#,('zc-pt-post',seeds_zc_post),('zc-disc-post',seeds_disc_post)]:\n",
" correl_seeds[n] = []\n",
" for k,res in enumerate(reses):\n",
" correl_seeds[n].append([])\n",
" for i,ite in enumerate(res):\n",
" #compute correlation per edge\n",
" to_avg = []\n",
" for j in range(len(ite)):\n",
" cr = stats.spearmanr(ite[j],res_bestacc[i][j]).correlation\n",
" if 'pt' in n:\n",
" cr = -cr\n",
" #print(n,i,j,cr)\n",
" to_avg.append(cr)\n",
" #print()\n",
"\n",
" #average over all edges\n",
" avgcr = sum(to_avg)/len(to_avg)\n",
" print(n,i,j,len(to_avg),avgcr)\n",
" correl_seeds[n][k].append(avgcr)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 281,
"id": "370756dc",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 612x396 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import random\n",
"import statistics as stat\n",
"import itertools\n",
"marker = itertools.cycle(('^', 'x', 'o', 's', '*', '+', '1')) \n",
"color = itertools.cycle(('r', 'g', 'b', 'c', 'y', 'm', 'k')) \n",
"plt.figure(figsize=(8.5,5.5))\n",
"x = np.array([0, 1, 2, 3, 4, 5])\n",
"for k,v in correl_seeds.items():\n",
" mline = [] \n",
" err = []\n",
" for i in range(len(v[0])):\n",
" mline.append(stat.mean([x[i] for x in v]))\n",
" if len(v) == 1:\n",
" err.append(0)\n",
" else:\n",
" err.append(stat.stdev([x[i] for x in v]))\n",
" #print(v)\n",
" #print(mline)\n",
" plt.errorbar(x, mline, err, marker=next(marker),label=k, color=next(color),capsize=5.0)\n",
" #plt.plot(v,label=k, color=color)\n",
"plt.xlabel('iteration')\n",
"plt.ylabel('Spearman-$\\\\rho$')\n",
"plt.legend(bbox_to_anchor=(0.4, 0.43), prop={'size': 13})\n",
"plt.grid()\n",
"plt.savefig(pathlib.Path('op_correl_time').with_suffix('.pdf'), bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 282,
"id": "76dd982e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1, 6) (6,)\n",
"zc-pt(nwot) 0 5 6 0.7333333333333333\n",
"zc-pt(nwot) 1 4 5 0.41999999999999993\n",
"zc-pt(nwot) 2 3 4 0.575\n",
"zc-pt(nwot) 3 2 3 0.5666666666666665\n",
"zc-pt(nwot) 4 1 2 0.75\n",
"zc-pt(nwot) 5 0 1 0.7999999999999999\n",
"zc-pt(nwot) 0 5 6 0.7833333333333332\n",
"zc-pt(nwot) 1 4 5 0.41999999999999993\n",
"zc-pt(nwot) 2 3 4 0.3\n",
"zc-pt(nwot) 3 2 3 0.2333333333333333\n",
"zc-pt(nwot) 4 1 2 0.6499999999999999\n",
"zc-pt(nwot) 5 0 1 0.6\n",
"zc-pt(nwot) 0 5 6 0.7333333333333333\n",
"zc-pt(nwot) 1 4 5 0.48\n",
"zc-pt(nwot) 2 3 4 0.39999999999999997\n",
"zc-pt(nwot) 3 2 3 0.3333333333333333\n",
"zc-pt(nwot) 4 1 2 0.35\n",
"zc-pt(nwot) 5 0 1 0.6\n",
"zc-pt(nwot) 0 5 6 0.6499999999999999\n",
"zc-pt(nwot) 1 4 5 0.47999999999999987\n",
"zc-pt(nwot) 2 3 4 0.475\n",
"zc-pt(nwot) 3 2 3 0.5\n",
"zc-pt(nwot) 4 1 2 0.4999999999999999\n",
"zc-pt(nwot) 5 0 1 0.7999999999999999\n",
"disc-zc(nwot) 0 5 6 0.18333333333333332\n",
"disc-zc(nwot) 1 4 5 0.19999999999999993\n",
"disc-zc(nwot) 2 3 4 -0.05\n",
"disc-zc(nwot) 3 2 3 0.09999999999999998\n",
"disc-zc(nwot) 4 1 2 0.7\n",
"disc-zc(nwot) 5 0 1 0.19999999999999998\n",
"disc-zc(nwot) 0 5 6 0.033333333333333326\n",
"disc-zc(nwot) 1 4 5 0.12\n",
"disc-zc(nwot) 2 3 4 0.27499999999999997\n",
"disc-zc(nwot) 3 2 3 0.13333333333333333\n",
"disc-zc(nwot) 4 1 2 0.5\n",
"disc-zc(nwot) 5 0 1 0.7\n",
"disc-zc(nwot) 0 5 6 0.34999999999999987\n",
"disc-zc(nwot) 1 4 5 0.58\n",
"disc-zc(nwot) 2 3 4 0.1\n",
"disc-zc(nwot) 3 2 3 0.3\n",
"disc-zc(nwot) 4 1 2 0.6\n",
"disc-zc(nwot) 5 0 1 0.6\n",
"disc-zc(nwot) 0 5 6 0.4166666666666666\n",
"disc-zc(nwot) 1 4 5 0.36\n",
"disc-zc(nwot) 2 3 4 0.32499999999999996\n",
"disc-zc(nwot) 3 2 3 0.19999999999999998\n",
"disc-zc(nwot) 4 1 2 0.5\n",
"disc-zc(nwot) 5 0 1 0.7\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/hongkaiw/anaconda2/envs/darts/lib/python3.6/site-packages/ipykernel_launcher.py:4: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray\n",
" after removing the cwd from sys.path.\n"
]
}
],
"source": [
"synflow_pt = [[[[1.9254546997703658e+31, 7.550824082577545e+30, 1.1723004900851509e+30, 8.792926979292114e+26, 7.761097516638681e+30], [3.315644898238902e+30, 2.364990995395807e+30, 1.3944189408575636e+30, 2.7860638611627277e+29, 2.4449139154865387e+30], [1.027821362609695e+31, 4.60339619278827e+30, 1.3596304579543698e+30, 1.0153355739194138e+28, 5.288227733405575e+30], [2.2246311555904013e+30, 1.9221789522629679e+30, 1.5145494011018092e+30, 7.758504048243155e+29, 1.9084319544482122e+30], [3.30097414765282e+30, 2.4317753487646258e+30, 1.3154927711176233e+30, 2.8553199980410833e+29, 2.635892355076354e+30], [1.8310242389594894e+31, 7.672761253849547e+30, 1.2619444560645407e+30, 8.955410292018776e+26, 7.888486948349449e+30]], [[2.6429034357451325e+36, 2.4201835071162787e+36, 2.082574161801049e+36, 1.0581597364709278e+36, 2.2268849373862722e+36], [1.9084231586756567e+37, 8.630932098450172e+36, 1.649365102414475e+36, 3.190570356896333e+33, 7.779186730084675e+36], [2.172407837428291e+36, 2.2032109685312798e+36, 1.8951150268682847e+36, 1.5489585936318098e+36, 1.8942854055546243e+36], [4.975185764940793e+36, 3.551904881464992e+36, 1.9379154099552753e+36, 2.307116493213678e+35, 3.7423730891260665e+36], [2.230225070642387e+37, 1.0063697919565774e+37, 1.4716318854577188e+36, 1.1356311220147188e+33, 1.0247858280081403e+37]], [[1.4411809186273965e+38, 7.610273872297572e+37, 1.485454189974876e+37, 8.867389682907663e+34, 6.694319809870732e+37], [2.2360291743496667e+37, 2.1822286312565687e+37, 1.958605167501125e+37, 1.6526352243486487e+37, 2.2685386904115774e+37], [4.642566819942127e+37, 3.340228707451924e+37, 1.8136250034691332e+37, 3.771342847042008e+36, 3.2533439183061095e+37], [2.6113192960276024e+38, 1.1325997105418525e+38, 1.4224306580359635e+37, 7.366254555856491e+33, 1.0495650586557928e+38]], [[2.6289442260421542e+42, 2.759583313322214e+42, 2.8465901547928366e+42, 2.4796126715622784e+42, 2.7939468238154254e+42], [3.9044443493234464e+42, 2.929031675907644e+42, 2.502270473367994e+42, 1.2182978568020103e+42, 2.958130286132567e+42], [5.489939426278009e+43, 1.7362965508110916e+43, 1.8853367715424757e+42, 1.5069732289658475e+38, 1.7910834920386312e+43]], [[5.5081687888793165e+42, 4.454629474625495e+42, 3.714018522842759e+42, 1.7230675729486142e+42, 4.5466463594476375e+42], [7.021086500714562e+43, 2.476832962484626e+43, 2.683217167979067e+42, 3.0033541214485753e+38, 2.3808025802826726e+43]], [[7.425118324010795e+44, 2.7570207200206626e+44, 4.50005208275713e+43, 3.423283542381966e+40, 2.5539606709526e+44]]]]\n",
"#synflow_pt =[[[[1.9066491244233891e+31, 7.59086596476774e+30, 1.2761640042327054e+30, 9.368294369443349e+26, 8.276941479350743e+30], [2.8970789261653136e+30, 2.4705082188769494e+30, 1.5286197967988062e+30, 2.9235170710997047e+29, 2.4385251086295768e+30], [1.0391507788942851e+31, 5.233770252005386e+30, 1.3011283998914977e+30, 1.0630061122776848e+28, 4.976010830574419e+30], [2.022079389765763e+30, 1.8000107764501034e+30, 1.4098724823520374e+30, 8.922637773448431e+29, 1.7104923770491843e+30], [3.3355671264569285e+30, 2.5179258091370368e+30, 1.5152904968441106e+30, 2.7245380286443705e+29, 2.3867956651433377e+30], [1.918337635492544e+31, 7.653624088948745e+30, 1.1300517153806335e+30, 9.25963905253768e+26, 7.271727745383374e+30]], [[4.8194524504076234e+33, 1.7728678564045847e+33, 2.29248219119843e+32, 6.407673166755515e+28, 1.8500120595133873e+33], [4.911606144231398e+32, 3.925418732774886e+32, 2.8462312243489455e+32, 9.37463265130125e+31, 4.208173192566885e+32], [1.1929662168931389e+33, 7.205815004585994e+32, 2.749436432247935e+32, 9.57830836578603e+30, 7.221122076538115e+32], [3.513621699095887e+32, 3.8069505562796564e+32, 3.082892793870103e+32, 2.0931757152477817e+32, 3.4392953370944175e+32], [1.9501109133712884e+33, 9.96417544088967e+32, 2.5016443545719166e+32, 2.2951100039046091e+30, 9.668392177318337e+32]], [[1.2318913968752236e+39, 1.1978634469108956e+39, 9.84589560854048e+38, 7.472994059420544e+38, 1.1779537857027303e+39], [5.14634417376659e+39, 2.8117582760442484e+39, 9.473161011657448e+38, 2.1078149802609e+37, 2.748851756575773e+39], [1.2053492915153252e+39, 1.1544750726051102e+39, 1.026151191043824e+39, 8.493280346989709e+38, 1.2078321349155028e+39], [5.785819430637556e+39, 3.207629495638249e+39, 8.570643025297522e+38, 1.1735609744146942e+37, 3.262796948668575e+39]], [[5.701479816047024e+43, 5.158180313846472e+43, 4.112639859919638e+43, 2.261904638639082e+43, 5.036130404500024e+43], [4.234775696372864e+44, 1.837441054956865e+44, 3.115736654316421e+43, 5.355129290021907e+40, 1.93571409167039e+44], [5.072722814352137e+43, 4.59787234786339e+43, 4.514633413761941e+43, 3.6782452155952935e+43, 4.442309155218625e+43]], [[2.668019504414336e+49, 2.461547797962873e+49, 2.0608339160616422e+49, 1.9688435029638068e+49, 2.848113686648506e+49], [2.311479162069844e+49, 2.498357758649868e+49, 2.1706785837600433e+49, 2.242587998421618e+49, 2.2264088311049933e+49]], [[3.0927247391095333e+49, 2.912081666284467e+49, 2.6104309405912703e+49, 2.0936145338723704e+49, 2.7428746399147645e+49]]], [[[1.776843359898102e+31, 7.517645391412051e+30, 1.2272437953778574e+30, 9.067067507575539e+26, 7.723792847496024e+30], [3.2943051799310346e+30, 2.4443039231932252e+30, 1.5630715173939474e+30, 2.8207292472098616e+29, 2.6002011700948495e+30], [1.0683286611860239e+31, 4.8882826041037043e+30, 1.2847923173464627e+30, 1.0034314489657176e+28, 5.119309872326821e+30], [2.2719439915636618e+30, 1.8741561003451363e+30, 1.4363732787417998e+30, 8.32067194737174e+29, 1.8905760754585434e+30], [3.5842258202068357e+30, 2.569998872209628e+30, 1.4231414163664872e+30, 2.866219125369357e+29, 2.3756996499004796e+30], [2.037132202287789e+31, 7.685515621466079e+30, 1.2495983034970054e+30, 8.742744556513892e+26, 8.375984306300483e+30]], [[2.39003778413706e+37, 8.903986451341369e+36, 1.486948991729688e+36, 1.2167134662866284e+33, 9.489513141290193e+36], [4.961596807107977e+36, 3.241052467270218e+36, 2.0033366381637494e+36, 2.4964415792341598e+35, 3.3791218593692875e+36], [1.837039675867386e+37, 8.983050621024438e+36, 1.4207748452469987e+36, 3.12219073103596e+33, 9.179994459896991e+36], [2.0972453465502828e+36, 2.055213959598781e+36, 1.9832810604970986e+36, 1.4558674077691342e+36, 2.005672473721588e+36], [2.706306539543075e+36, 2.3728165834070852e+36, 1.838251372886203e+36, 1.0050413446998262e+36, 2.1271203520296836e+36]], [[3.460265292224195e+42, 3.3452770458288777e+42, 2.5071954050290788e+42, 1.1650024819588083e+42, 3.297170846930471e+42], [3.4068273531014904e+43, 1.5123934074662815e+43, 2.0078097378387393e+42, 5.911801088257426e+38, 1.513001342276376e+43], [2.75967621
"synflow_disc=[[[[4.6477771740411294e+21, 1.638221073776286e+26, 3.7120972761436067e+30, 2.2121739908281778e+36, 1.5429837376401191e+26], [5.728472199374466e+28, 2.6706198805435412e+29, 1.9639601079996833e+30, 2.953167143416738e+32, 2.2241144543732024e+29], [1.6568394149892187e+25, 3.379148651026692e+27, 3.003344679888645e+30, 1.2013956825907959e+35, 3.489988972605547e+27], [4.618516371183269e+29, 8.13675786303107e+29, 1.5886518641369077e+30, 1.3344265678066146e+31, 7.724266558798499e+29], [5.638031609162397e+28, 2.3425948140068046e+29, 1.9250330545229328e+30, 3.100408369400939e+32, 2.360481437039695e+29], [4.806418631717294e+21, 1.5233948560396852e+26, 3.7286128619859886e+30, 1.9400081289930884e+36, 1.5284530135270584e+26]], [[6.412672317152485e+35, 9.064617086254448e+35, 2.171823600255246e+36, 1.8623842013941647e+37, 9.62717914858624e+35], [2.4938874526607413e+29, 7.410839308298575e+32, 4.407436123456554e+36, 9.391304849189127e+41, 6.452576392384583e+32], [1.2082260597456044e+36, 1.5723081561718573e+36, 1.9823083496684162e+36, 4.759338871984022e+36, 1.64153109759379e+36], [2.9401906169254404e+34, 1.73525197255657e+35, 2.8625753786558897e+36, 1.1822218290481326e+39, 1.8109438769427832e+35], [6.318428944973411e+27, 2.0679252465883123e+32, 4.962587211499646e+36, 2.4864097296933388e+42, 2.0244027096500256e+32]], [[8.96662402715568e+31, 3.113577559525079e+34, 4.0976071603608377e+37, 2.490487386710096e+42, 2.958170482546736e+34], [1.4125561385079335e+37, 1.6418475320152707e+37, 1.8880649238845422e+37, 4.472875189330242e+37, 1.5594518824458112e+37], [6.299859074717689e+35, 2.5825655454098366e+36, 2.617502729069636e+37, 5.2115072954741736e+39, 2.741618935567401e+36], [6.33614022237554e+27, 1.10514128640263e+33, 5.219361753117607e+37, 4.673248679405304e+43, 1.0183311102100683e+33]], [[1.9873242500704884e+42, 2.0287516042295433e+42, 2.6282374032382896e+42, 3.48406626190435e+42, 2.3555512676058643e+42], [5.482375046477959e+41, 1.0626900200254589e+42, 2.978079883346189e+42, 4.103325094539178e+43, 9.516538498208192e+41], [6.856031560104211e+27, 1.1846133938901633e+37, 9.795335881752053e+42, 2.1685954533636858e+49, 1.071296007945726e+37]], [[7.842337998313534e+41, 1.699725062412889e+42, 4.628245279200227e+42, 6.239688259918128e+43, 1.5500155032246935e+42], [1.355025577059643e+29, 2.735908634662456e+37, 1.0051909500915113e+43, 2.631515939947248e+49, 2.4133044167019315e+37]], [[1.811643669832596e+35, 5.613372594541716e+39, 1.3590884723211202e+44, 7.297674470800365e+49, 5.49356041950238e+39]]]]\n",
"print(np.array(synflow_pt).shape, np.array(res_disczc).shape)\n",
"from scipy import stats\n",
"correl_seeds = {}\n",
"#,('tenas', seeds_tenas)\n",
"for n,reses in [('zc-pt(nwot)',seeds_zc), ('disc-zc(nwot)',seeds_disczc)]:#,('zc-pt-post',seeds_zc_post),('zc-disc-post',seeds_disc_post)]:\n",
" correl_seeds[n] = []\n",
" for k,res in enumerate(reses):\n",
" correl_seeds[n].append([])\n",
" for i,ite in enumerate(res):\n",
" #compute correlation per edge\n",
" to_avg = []\n",
" for j in range(len(ite)):\n",
" cr = stats.spearmanr(ite[j],res_bestnwot[i][j]).correlation\n",
" if 'pt' in n:\n",
" cr = -cr\n",
" #print(n,i,j,cr)\n",
" to_avg.append(cr)\n",
" #print()\n",
"\n",
" #average over all edges\n",
" avgcr = sum(to_avg)/len(to_avg)\n",
" print(n,i,j,len(to_avg),avgcr)\n",
" correl_seeds[n][k].append(avgcr)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 286,
"id": "cdb9f155",
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 612x396 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import random\n",
"import statistics as stat\n",
"import itertools\n",
"marker = itertools.cycle(('^', 'x', 'o', 's', '*', '+')) \n",
"color = itertools.cycle(('r', 'g', 'b', 'c', 'y', 'm')) \n",
"plt.figure(figsize=(8.5,5.5))\n",
"x = np.array([0, 1, 2, 3, 4, 5])\n",
"for k,v in correl_seeds.items():\n",
" mline = [] \n",
" err = []\n",
" for i in range(len(v[0])):\n",
" mline.append(stat.mean([x[i] for x in v]))\n",
" if len(v) == 1:\n",
" err.append(0)\n",
" else:\n",
" err.append(stat.stdev([x[i] for x in v]))\n",
" #print(v)\n",
" #print(mline)\n",
" plt.errorbar(x, mline, err, marker=next(marker),label=k, color=next(color),capsize=5.0)\n",
" #plt.plot(v,label=k, color=color)\n",
"plt.xlabel('iteration')\n",
"plt.ylabel('Spearman-$\\\\rho$')\n",
"plt.legend(bbox_to_anchor=(0.7, 0.18), prop={'size': 13})\n",
"plt.grid()\n",
"plt.savefig(pathlib.Path('op_correl_time_nwot').with_suffix('.pdf'), bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 287,
"id": "7edf79c9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1, 6) (6,)\n",
"zc-pt(synflow) 0 5 6 0.5499999999999999\n",
"zc-pt(synflow) 1 4 5 0.5199999999999999\n",
"zc-pt(synflow) 2 3 4 0.27499999999999997\n",
"zc-pt(synflow) 3 2 3 0.5\n",
"zc-pt(synflow) 4 1 2 0.6\n",
"zc-pt(synflow) 5 0 1 0.39999999999999997\n",
"zc-pt(synflow) 0 5 6 0.5333333333333333\n",
"zc-pt(synflow) 1 4 5 0.48\n",
"zc-pt(synflow) 2 3 4 0.5\n",
"zc-pt(synflow) 3 2 3 0.5666666666666665\n",
"zc-pt(synflow) 4 1 2 0.6\n",
"zc-pt(synflow) 5 0 1 0.3\n",
"zc-pt(synflow) 0 5 6 0.5333333333333333\n",
"zc-pt(synflow) 1 4 5 0.5399999999999998\n",
"zc-pt(synflow) 2 3 4 0.525\n",
"zc-pt(synflow) 3 2 3 0.5333333333333333\n",
"zc-pt(synflow) 4 1 2 0.39999999999999997\n",
"zc-pt(synflow) 5 0 1 0.3\n",
"zc-pt(synflow) 0 5 6 0.6\n",
"zc-pt(synflow) 1 4 5 0.5599999999999999\n",
"zc-pt(synflow) 2 3 4 0.25\n",
"zc-pt(synflow) 3 2 3 0.19999999999999996\n",
"zc-pt(synflow) 4 1 2 0.35\n",
"zc-pt(synflow) 5 0 1 0.39999999999999997\n",
"disc-zc(synflow) 0 5 6 0.2666666666666666\n",
"disc-zc(synflow) 1 4 5 0.15999999999999992\n",
"disc-zc(synflow) 2 3 4 -2.7755575615628914e-17\n",
"disc-zc(synflow) 3 2 3 0.03333333333333333\n",
"disc-zc(synflow) 4 1 2 0.6499999999999999\n",
"disc-zc(synflow) 5 0 1 0.09999999999999999\n",
"disc-zc(synflow) 0 5 6 0.09999999999999999\n",
"disc-zc(synflow) 1 4 5 0.12\n",
"disc-zc(synflow) 2 3 4 0.32499999999999996\n",
"disc-zc(synflow) 3 2 3 0.3333333333333333\n",
"disc-zc(synflow) 4 1 2 0.44999999999999996\n",
"disc-zc(synflow) 5 0 1 0.6\n",
"disc-zc(synflow) 0 5 6 0.3833333333333333\n",
"disc-zc(synflow) 1 4 5 0.41999999999999993\n",
"disc-zc(synflow) 2 3 4 0.07499999999999998\n",
"disc-zc(synflow) 3 2 3 -0.03333333333333333\n",
"disc-zc(synflow) 4 1 2 0.5999999999999999\n",
"disc-zc(synflow) 5 0 1 0.3\n",
"disc-zc(synflow) 0 5 6 0.5333333333333332\n",
"disc-zc(synflow) 1 4 5 0.4\n",
"disc-zc(synflow) 2 3 4 0.3999999999999999\n",
"disc-zc(synflow) 3 2 3 0.2333333333333333\n",
"disc-zc(synflow) 4 1 2 0.44999999999999996\n",
"disc-zc(synflow) 5 0 1 0.6\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/hongkaiw/anaconda2/envs/darts/lib/python3.6/site-packages/ipykernel_launcher.py:4: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray\n",
" after removing the cwd from sys.path.\n"
]
}
],
"source": [
"synflow_pt = [[[[1.9254546997703658e+31, 7.550824082577545e+30, 1.1723004900851509e+30, 8.792926979292114e+26, 7.761097516638681e+30], [3.315644898238902e+30, 2.364990995395807e+30, 1.3944189408575636e+30, 2.7860638611627277e+29, 2.4449139154865387e+30], [1.027821362609695e+31, 4.60339619278827e+30, 1.3596304579543698e+30, 1.0153355739194138e+28, 5.288227733405575e+30], [2.2246311555904013e+30, 1.9221789522629679e+30, 1.5145494011018092e+30, 7.758504048243155e+29, 1.9084319544482122e+30], [3.30097414765282e+30, 2.4317753487646258e+30, 1.3154927711176233e+30, 2.8553199980410833e+29, 2.635892355076354e+30], [1.8310242389594894e+31, 7.672761253849547e+30, 1.2619444560645407e+30, 8.955410292018776e+26, 7.888486948349449e+30]], [[2.6429034357451325e+36, 2.4201835071162787e+36, 2.082574161801049e+36, 1.0581597364709278e+36, 2.2268849373862722e+36], [1.9084231586756567e+37, 8.630932098450172e+36, 1.649365102414475e+36, 3.190570356896333e+33, 7.779186730084675e+36], [2.172407837428291e+36, 2.2032109685312798e+36, 1.8951150268682847e+36, 1.5489585936318098e+36, 1.8942854055546243e+36], [4.975185764940793e+36, 3.551904881464992e+36, 1.9379154099552753e+36, 2.307116493213678e+35, 3.7423730891260665e+36], [2.230225070642387e+37, 1.0063697919565774e+37, 1.4716318854577188e+36, 1.1356311220147188e+33, 1.0247858280081403e+37]], [[1.4411809186273965e+38, 7.610273872297572e+37, 1.485454189974876e+37, 8.867389682907663e+34, 6.694319809870732e+37], [2.2360291743496667e+37, 2.1822286312565687e+37, 1.958605167501125e+37, 1.6526352243486487e+37, 2.2685386904115774e+37], [4.642566819942127e+37, 3.340228707451924e+37, 1.8136250034691332e+37, 3.771342847042008e+36, 3.2533439183061095e+37], [2.6113192960276024e+38, 1.1325997105418525e+38, 1.4224306580359635e+37, 7.366254555856491e+33, 1.0495650586557928e+38]], [[2.6289442260421542e+42, 2.759583313322214e+42, 2.8465901547928366e+42, 2.4796126715622784e+42, 2.7939468238154254e+42], [3.9044443493234464e+42, 2.929031675907644e+42, 2.502270473367994e+42, 1.2182978568020103e+42, 2.958130286132567e+42], [5.489939426278009e+43, 1.7362965508110916e+43, 1.8853367715424757e+42, 1.5069732289658475e+38, 1.7910834920386312e+43]], [[5.5081687888793165e+42, 4.454629474625495e+42, 3.714018522842759e+42, 1.7230675729486142e+42, 4.5466463594476375e+42], [7.021086500714562e+43, 2.476832962484626e+43, 2.683217167979067e+42, 3.0033541214485753e+38, 2.3808025802826726e+43]], [[7.425118324010795e+44, 2.7570207200206626e+44, 4.50005208275713e+43, 3.423283542381966e+40, 2.5539606709526e+44]]]]\n",
"#synflow_pt =[[[[1.9066491244233891e+31, 7.59086596476774e+30, 1.2761640042327054e+30, 9.368294369443349e+26, 8.276941479350743e+30], [2.8970789261653136e+30, 2.4705082188769494e+30, 1.5286197967988062e+30, 2.9235170710997047e+29, 2.4385251086295768e+30], [1.0391507788942851e+31, 5.233770252005386e+30, 1.3011283998914977e+30, 1.0630061122776848e+28, 4.976010830574419e+30], [2.022079389765763e+30, 1.8000107764501034e+30, 1.4098724823520374e+30, 8.922637773448431e+29, 1.7104923770491843e+30], [3.3355671264569285e+30, 2.5179258091370368e+30, 1.5152904968441106e+30, 2.7245380286443705e+29, 2.3867956651433377e+30], [1.918337635492544e+31, 7.653624088948745e+30, 1.1300517153806335e+30, 9.25963905253768e+26, 7.271727745383374e+30]], [[4.8194524504076234e+33, 1.7728678564045847e+33, 2.29248219119843e+32, 6.407673166755515e+28, 1.8500120595133873e+33], [4.911606144231398e+32, 3.925418732774886e+32, 2.8462312243489455e+32, 9.37463265130125e+31, 4.208173192566885e+32], [1.1929662168931389e+33, 7.205815004585994e+32, 2.749436432247935e+32, 9.57830836578603e+30, 7.221122076538115e+32], [3.513621699095887e+32, 3.8069505562796564e+32, 3.082892793870103e+32, 2.0931757152477817e+32, 3.4392953370944175e+32], [1.9501109133712884e+33, 9.96417544088967e+32, 2.5016443545719166e+32, 2.2951100039046091e+30, 9.668392177318337e+32]], [[1.2318913968752236e+39, 1.1978634469108956e+39, 9.84589560854048e+38, 7.472994059420544e+38, 1.1779537857027303e+39], [5.14634417376659e+39, 2.8117582760442484e+39, 9.473161011657448e+38, 2.1078149802609e+37, 2.748851756575773e+39], [1.2053492915153252e+39, 1.1544750726051102e+39, 1.026151191043824e+39, 8.493280346989709e+38, 1.2078321349155028e+39], [5.785819430637556e+39, 3.207629495638249e+39, 8.570643025297522e+38, 1.1735609744146942e+37, 3.262796948668575e+39]], [[5.701479816047024e+43, 5.158180313846472e+43, 4.112639859919638e+43, 2.261904638639082e+43, 5.036130404500024e+43], [4.234775696372864e+44, 1.837441054956865e+44, 3.115736654316421e+43, 5.355129290021907e+40, 1.93571409167039e+44], [5.072722814352137e+43, 4.59787234786339e+43, 4.514633413761941e+43, 3.6782452155952935e+43, 4.442309155218625e+43]], [[2.668019504414336e+49, 2.461547797962873e+49, 2.0608339160616422e+49, 1.9688435029638068e+49, 2.848113686648506e+49], [2.311479162069844e+49, 2.498357758649868e+49, 2.1706785837600433e+49, 2.242587998421618e+49, 2.2264088311049933e+49]], [[3.0927247391095333e+49, 2.912081666284467e+49, 2.6104309405912703e+49, 2.0936145338723704e+49, 2.7428746399147645e+49]]], [[[1.776843359898102e+31, 7.517645391412051e+30, 1.2272437953778574e+30, 9.067067507575539e+26, 7.723792847496024e+30], [3.2943051799310346e+30, 2.4443039231932252e+30, 1.5630715173939474e+30, 2.8207292472098616e+29, 2.6002011700948495e+30], [1.0683286611860239e+31, 4.8882826041037043e+30, 1.2847923173464627e+30, 1.0034314489657176e+28, 5.119309872326821e+30], [2.2719439915636618e+30, 1.8741561003451363e+30, 1.4363732787417998e+30, 8.32067194737174e+29, 1.8905760754585434e+30], [3.5842258202068357e+30, 2.569998872209628e+30, 1.4231414163664872e+30, 2.866219125369357e+29, 2.3756996499004796e+30], [2.037132202287789e+31, 7.685515621466079e+30, 1.2495983034970054e+30, 8.742744556513892e+26, 8.375984306300483e+30]], [[2.39003778413706e+37, 8.903986451341369e+36, 1.486948991729688e+36, 1.2167134662866284e+33, 9.489513141290193e+36], [4.961596807107977e+36, 3.241052467270218e+36, 2.0033366381637494e+36, 2.4964415792341598e+35, 3.3791218593692875e+36], [1.837039675867386e+37, 8.983050621024438e+36, 1.4207748452469987e+36, 3.12219073103596e+33, 9.179994459896991e+36], [2.0972453465502828e+36, 2.055213959598781e+36, 1.9832810604970986e+36, 1.4558674077691342e+36, 2.005672473721588e+36], [2.706306539543075e+36, 2.3728165834070852e+36, 1.838251372886203e+36, 1.0050413446998262e+36, 2.1271203520296836e+36]], [[3.460265292224195e+42, 3.3452770458288777e+42, 2.5071954050290788e+42, 1.1650024819588083e+42, 3.297170846930471e+42], [3.4068273531014904e+43, 1.5123934074662815e+43, 2.0078097378387393e+42, 5.911801088257426e+38, 1.513001342276376e+43], [2.75967621
"synflow_disc=[[[[4.6477771740411294e+21, 1.638221073776286e+26, 3.7120972761436067e+30, 2.2121739908281778e+36, 1.5429837376401191e+26], [5.728472199374466e+28, 2.6706198805435412e+29, 1.9639601079996833e+30, 2.953167143416738e+32, 2.2241144543732024e+29], [1.6568394149892187e+25, 3.379148651026692e+27, 3.003344679888645e+30, 1.2013956825907959e+35, 3.489988972605547e+27], [4.618516371183269e+29, 8.13675786303107e+29, 1.5886518641369077e+30, 1.3344265678066146e+31, 7.724266558798499e+29], [5.638031609162397e+28, 2.3425948140068046e+29, 1.9250330545229328e+30, 3.100408369400939e+32, 2.360481437039695e+29], [4.806418631717294e+21, 1.5233948560396852e+26, 3.7286128619859886e+30, 1.9400081289930884e+36, 1.5284530135270584e+26]], [[6.412672317152485e+35, 9.064617086254448e+35, 2.171823600255246e+36, 1.8623842013941647e+37, 9.62717914858624e+35], [2.4938874526607413e+29, 7.410839308298575e+32, 4.407436123456554e+36, 9.391304849189127e+41, 6.452576392384583e+32], [1.2082260597456044e+36, 1.5723081561718573e+36, 1.9823083496684162e+36, 4.759338871984022e+36, 1.64153109759379e+36], [2.9401906169254404e+34, 1.73525197255657e+35, 2.8625753786558897e+36, 1.1822218290481326e+39, 1.8109438769427832e+35], [6.318428944973411e+27, 2.0679252465883123e+32, 4.962587211499646e+36, 2.4864097296933388e+42, 2.0244027096500256e+32]], [[8.96662402715568e+31, 3.113577559525079e+34, 4.0976071603608377e+37, 2.490487386710096e+42, 2.958170482546736e+34], [1.4125561385079335e+37, 1.6418475320152707e+37, 1.8880649238845422e+37, 4.472875189330242e+37, 1.5594518824458112e+37], [6.299859074717689e+35, 2.5825655454098366e+36, 2.617502729069636e+37, 5.2115072954741736e+39, 2.741618935567401e+36], [6.33614022237554e+27, 1.10514128640263e+33, 5.219361753117607e+37, 4.673248679405304e+43, 1.0183311102100683e+33]], [[1.9873242500704884e+42, 2.0287516042295433e+42, 2.6282374032382896e+42, 3.48406626190435e+42, 2.3555512676058643e+42], [5.482375046477959e+41, 1.0626900200254589e+42, 2.978079883346189e+42, 4.103325094539178e+43, 9.516538498208192e+41], [6.856031560104211e+27, 1.1846133938901633e+37, 9.795335881752053e+42, 2.1685954533636858e+49, 1.071296007945726e+37]], [[7.842337998313534e+41, 1.699725062412889e+42, 4.628245279200227e+42, 6.239688259918128e+43, 1.5500155032246935e+42], [1.355025577059643e+29, 2.735908634662456e+37, 1.0051909500915113e+43, 2.631515939947248e+49, 2.4133044167019315e+37]], [[1.811643669832596e+35, 5.613372594541716e+39, 1.3590884723211202e+44, 7.297674470800365e+49, 5.49356041950238e+39]]]]\n",
"print(np.array(synflow_pt).shape, np.array(res_disczc).shape)\n",
"from scipy import stats\n",
"correl_seeds = {}\n",
"#,('tenas', seeds_tenas)\n",
"for n,reses in [('zc-pt(synflow)',seeds_zc), ('disc-zc(synflow)',seeds_disczc)]:#,('zc-pt-post',seeds_zc_post),('zc-disc-post',seeds_disc_post)]:\n",
" correl_seeds[n] = []\n",
" for k,res in enumerate(reses):\n",
" correl_seeds[n].append([])\n",
" for i,ite in enumerate(res):\n",
" #compute correlation per edge\n",
" to_avg = []\n",
" for j in range(len(ite)):\n",
" cr = stats.spearmanr(ite[j],res_bestsynflow[i][j]).correlation\n",
" if 'pt' in n:\n",
" cr = -cr\n",
" #print(n,i,j,cr)\n",
" to_avg.append(cr)\n",
" #print()\n",
"\n",
" #average over all edges\n",
" avgcr = sum(to_avg)/len(to_avg)\n",
" print(n,i,j,len(to_avg),avgcr)\n",
" correl_seeds[n][k].append(avgcr)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 288,
"id": "cd718226",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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
"text/plain": [
"<Figure size 612x396 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import random\n",
"import statistics as stat\n",
"import itertools\n",
"marker = itertools.cycle(('^', 'x', 'o', 's', '*', '+')) \n",
"color = itertools.cycle(('r', 'g', 'b', 'c', 'y', 'm')) \n",
"plt.figure(figsize=(8.5,5.5))\n",
"x = np.array([0, 1, 2, 3, 4, 5])\n",
"for k,v in correl_seeds.items():\n",
" mline = [] \n",
" err = []\n",
" for i in range(len(v[0])):\n",
" mline.append(stat.mean([x[i] for x in v]))\n",
" if len(v) == 1:\n",
" err.append(0)\n",
" else:\n",
" err.append(stat.stdev([x[i] for x in v]))\n",
" #print(v)\n",
" #print(mline)\n",
" plt.errorbar(x, mline, err, marker=next(marker),label=k, color=next(color),capsize=5.0)\n",
" #plt.plot(v,label=k, color=color)\n",
"plt.xlabel('iteration')\n",
"plt.ylabel('Spearman-$\\\\rho$')\n",
"plt.legend(bbox_to_anchor=(0.7, 0.18), prop={'size': 13})\n",
"plt.grid()\n",
"plt.savefig(pathlib.Path('op_correl_time_synflow').with_suffix('.pdf'), bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c418c56a",
"metadata": {},
"outputs": [],
"source": [
"!pwd"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f3559007",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 228,
"id": "37812d1a",
"metadata": {},
"outputs": [],
"source": [
"disc_acc_raw_s1 = {100: {0: {0: 83.267998,\n",
" 1: 82.239998,\n",
" 2: 64.995995,\n",
" 3: 71.755997,\n",
" 4: 54.307999},\n",
" 1: {0: 84.935997,\n",
" 1: 83.231995,\n",
" 2: 73.231995,\n",
" 3: 76.771996,\n",
" 4: 83.451996},\n",
" 2: {0: 83.867996,\n",
" 1: 83.727997,\n",
" 2: 77.332001,\n",
" 3: 76.832001,\n",
" 4: 83.251999},\n",
" 3: {0: 65.767998,\n",
" 1: 84.444,\n",
" 2: 75.816002,\n",
" 3: 78.68,\n",
" 4: 62.703999},\n",
" 4: {0: 83.571999,\n",
" 1: 82.028,\n",
" 2: 75.023994,\n",
" 3: 76.087997,\n",
" 4: 82.563995},\n",
" 5: {0: 83.947998,\n",
" 1: 82.447998,\n",
" 2: 66.692001,\n",
" 3: 71.363998,\n",
" 4: 80.311996}},\n",
" 105: {1: {0: 81.568001,\n",
" 1: 80.867996,\n",
" 2: 63.287998,\n",
" 3: 68.956001,\n",
" 4: 79.568001},\n",
" 2: {0: 83.264,\n",
" 1: 83.900002,\n",
" 2: 83.091995,\n",
" 3: 83.507996,\n",
" 4: 83.231995},\n",
" 3: {0: 65.103996,\n",
" 1: 82.327995,\n",
" 2: 61.32,\n",
" 3: 70.596001,\n",
" 4: 79.484001},\n",
" 4: {0: 83.587997,\n",
" 1: 83.251999,\n",
" 2: 83.947998,\n",
" 3: 83.243996,\n",
" 4: 83.916},\n",
" 5: {0: 82.051994,\n",
" 1: 80.687996,\n",
" 2: 65.776001,\n",
" 3: 72.795998,\n",
" 4: 78.671997}},\n",
" 110: {2: {0: 82.907997,\n",
" 1: 82.255997,\n",
" 2: 82.551994,\n",
" 3: 82.136002,\n",
" 4: 82.339996},\n",
" 3: {0: 10.084,\n",
" 1: 61.68,\n",
" 2: 61.051998,\n",
" 3: 62.375999,\n",
" 4: 42.952},\n",
" 4: {0: 82.103996,\n",
" 1: 81.891998,\n",
" 2: 82.423996,\n",
" 3: 82.431999,\n",
" 4: 82.723999},\n",
" 5: {0: 82.563995,\n",
" 1: 82.019997,\n",
" 2: 81.739998,\n",
" 3: 82.459999,\n",
" 4: 82.327995}},\n",
" 115: {3: {0: 10.084,\n",
" 1: 62.743999,\n",
" 2: 60.143997,\n",
" 3: 64.223999,\n",
" 4: 43.596001},\n",
" 4: {0: 82.556,\n",
" 1: 81.959999,\n",
" 2: 82.199997,\n",
" 3: 81.944,\n",
" 4: 82.556},\n",
" 5: {0: 81.5,\n",
" 1: 82.192001,\n",
" 2: 82.515999,\n",
" 3: 82.911995,\n",
" 4: 82.307999}},\n",
" 120: {4: {0: 71.068001,\n",
" 1: 72.563995,\n",
" 2: 72.911995,\n",
" 3: 72.860001,\n",
" 4: 71.192001},\n",
" 5: {0: 72.295998,\n",
" 1: 71.995995,\n",
" 2: 72.515999,\n",
" 3: 72.327995,\n",
" 4: 72.203995}},\n",
" 125: {5: {0: 75.403999,\n",
" 1: 75.723999,\n",
" 2: 76.099998,\n",
" 3: 75.951996,\n",
" 4: 76.051994}}}\n",
"\n",
"disc_acc_raw_s0 = {100: {0: {0: 83.647995,\n",
" 1: 81.751999,\n",
" 2: 63.887997,\n",
" 3: 71.451996,\n",
" 4: 78.32},\n",
" 1: {0: 84.984001,\n",
" 1: 83.519997,\n",
" 2: 73.692001,\n",
" 3: 72.860001,\n",
" 4: 84.823997},\n",
" 2: {0: 83.403999,\n",
" 1: 83.323997,\n",
" 2: 75.007996,\n",
" 3: 73.739998,\n",
" 4: 82.587997},\n",
" 3: {0: 71.811996,\n",
" 1: 83.479996,\n",
" 2: 67.495995,\n",
" 3: 77.711998,\n",
" 4: 60.283997},\n",
" 4: {0: 85.311996,\n",
" 1: 83.164001,\n",
" 2: 73.040001,\n",
" 3: 76.495995,\n",
" 4: 83.267998},\n",
" 5: {0: 83.612,\n",
" 1: 82.155998,\n",
" 2: 72.755997,\n",
" 3: 72.832001,\n",
" 4: 79.963997}},\n",
" 105: {1: {0: 81.304001,\n",
" 1: 81.811996,\n",
" 2: 64.323997,\n",
" 3: 66.552002,\n",
" 4: 79.675995},\n",
" 2: {0: 84.208,\n",
" 1: 84.431999,\n",
" 2: 84.307999,\n",
" 3: 83.720001,\n",
" 4: 83.928001},\n",
" 3: {0: 63.119999,\n",
" 1: 83.159996,\n",
" 2: 61.039997,\n",
" 3: 74.528,\n",
" 4: 77.367996},\n",
" 4: {0: 83.575996,\n",
" 1: 83.907997,\n",
" 2: 84.307999,\n",
" 3: 83.799995,\n",
" 4: 84.283997},\n",
" 5: {0: 81.975998,\n",
" 1: 81.251999,\n",
" 2: 62.236,\n",
" 3: 71.835999,\n",
" 4: 79.103996}},\n",
" 110: {2: {0: 81.367996,\n",
" 1: 82.043999,\n",
" 2: 81.967995,\n",
" 3: 80.767998,\n",
" 4: 82.687996},\n",
" 3: {0: 67.028,\n",
" 1: 79.287994,\n",
" 2: 61.599998,\n",
" 3: 77.040001,\n",
" 4: 55.607998},\n",
" 4: {0: 80.547997,\n",
" 1: 81.795998,\n",
" 2: 80.075996,\n",
" 3: 82.019997,\n",
" 4: 82.556},\n",
" 5: {0: 82.115997,\n",
" 1: 79.435997,\n",
" 2: 60.523998,\n",
" 3: 69.851997,\n",
" 4: 77.348}},\n",
" 115: {3: {0: 70.171997,\n",
" 1: 77.827995,\n",
" 2: 61.208,\n",
" 3: 72.416,\n",
" 4: 57.087997},\n",
" 4: {0: 81.827995,\n",
" 1: 81.279999,\n",
" 2: 82.271996,\n",
" 3: 81.551994,\n",
" 4: 82.259995},\n",
" 5: {0: 82.164001,\n",
" 1: 80.063995,\n",
" 2: 62.076,\n",
" 3: 68.720001,\n",
" 4: 78.159996}},\n",
" 120: {4: {0: 80.736,\n",
" 1: 78.447998,\n",
" 2: 80.195999,\n",
" 3: 78.848,\n",
" 4: 80.495995},\n",
" 5: {0: 61.695999,\n",
" 1: 45.815998,\n",
" 2: 60.891998,\n",
" 3: 77.003998,\n",
" 4: 35.896}},\n",
" 125: {5: {0: 61.335999,\n",
" 1: 46.503998,\n",
" 2: 59.327999,\n",
" 3: 76.215996,\n",
" 4: 34.700001}}}\n",
"disc_acc_raw_s2 = {100: {0: {0: 83.967995,\n",
" 1: 81.947998,\n",
" 2: 65.519997,\n",
" 3: 69.979996,\n",
" 4: 79.667999},\n",
" 1: {0: 84.411995,\n",
" 1: 83.043999,\n",
" 2: 66.131996,\n",
" 3: 79.047997,\n",
" 4: 83.759995},\n",
" 2: {0: 83.343994,\n",
" 1: 83.236,\n",
" 2: 79.332001,\n",
" 3: 79.259995,\n",
" 4: 84.075996},\n",
" 3: {0: 65.292,\n",
" 1: 84.203995,\n",
" 2: 77.231995,\n",
" 3: 80.631996,\n",
" 4: 53.559998},\n",
" 4: {0: 84.091995,\n",
" 1: 82.879997,\n",
" 2: 77.568001,\n",
" 3: 79.855995,\n",
" 4: 83.351997},\n",
" 5: {0: 83.963997,\n",
" 1: 81.355995,\n",
" 2: 69.187996,\n",
" 3: 75.580002,\n",
" 4: 80.783997}},\n",
" 105: {1: {0: 81.183998,\n",
" 1: 81.407997,\n",
" 2: 64.503998,\n",
" 3: 69.040001,\n",
" 4: 78.515999},\n",
" 2: {0: 83.907997,\n",
" 1: 83.279999,\n",
" 2: 84.051994,\n",
" 3: 83.484001,\n",
" 4: 83.863998},\n",
" 3: {0: 65.159996,\n",
" 1: 82.755997,\n",
" 2: 63.699997,\n",
" 3: 78.203995,\n",
" 4: 79.895996},\n",
" 4: {0: 84.211998,\n",
" 1: 84.323997,\n",
" 2: 84.315994,\n",
" 3: 84.379997,\n",
" 4: 84.208},\n",
" 5: {0: 80.900002,\n",
" 1: 81.103996,\n",
" 2: 65.068001,\n",
" 3: 72.028,\n",
" 4: 78.587997}},\n",
" 110: {2: {0: 82.599998,\n",
" 1: 82.584,\n",
" 2: 81.991997,\n",
" 3: 82.292,\n",
" 4: 82.631996},\n",
" 3: {0: 68.531998,\n",
" 1: 78.323997,\n",
" 2: 64.059998,\n",
" 3: 79.231995,\n",
" 4: 70.063995},\n",
" 4: {0: 82.159996,\n",
" 1: 81.183998,\n",
" 2: 82.155998,\n",
" 3: 82.559998,\n",
" 4: 82.155998},\n",
" 5: {0: 80.995995,\n",
" 1: 79.736,\n",
" 2: 63.264,\n",
" 3: 70.895996,\n",
" 4: 78.543999}},\n",
" 115: {3: {0: 73.103996,\n",
" 1: 78.596001,\n",
" 2: 63.607998,\n",
" 3: 80.512001,\n",
" 4: 60.699997},\n",
" 4: {0: 81.515999,\n",
" 1: 82.615997,\n",
" 2: 81.155998,\n",
" 3: 82.195999,\n",
" 4: 82.467995},\n",
" 5: {0: 81.647995,\n",
" 1: 80.276001,\n",
" 2: 63.188,\n",
" 3: 70.543999,\n",
" 4: 78.619995}},\n",
" 120: {4: {0: 82.664001,\n",
" 1: 82.687996,\n",
" 2: 82.547997,\n",
" 3: 82.608002,\n",
" 4: 82.695999},\n",
" 5: {0: 79.383995,\n",
" 1: 82.528,\n",
" 2: 69.895996,\n",
" 3: 68.995995,\n",
" 4: 80.755997}},\n",
" 125: {5: {0: 80.372002,\n",
" 1: 83.655998,\n",
" 2: 68.236,\n",
" 3: 69.288002,\n",
" 4: 82.003998}}}\n",
"disc_acc_raw_s3 = {100: {0: {0: 83.743996,\n",
" 1: 81.891998,\n",
" 2: 64.519997,\n",
" 3: 71.683998,\n",
" 4: 55.023998},\n",
" 1: {0: 85.231995,\n",
" 1: 84.031998,\n",
" 2: 74.951996,\n",
" 3: 76.248001,\n",
" 4: 80.835999},\n",
" 2: {0: 84.804001,\n",
" 1: 83.507996,\n",
" 2: 79.519997,\n",
" 3: 78.711998,\n",
" 4: 84.063995},\n",
" 3: {0: 75.248001,\n",
" 1: 83.643997,\n",
" 2: 76.671997,\n",
" 3: 75.779999,\n",
" 4: 83.18},\n",
" 4: {0: 84.047997,\n",
" 1: 82.711998,\n",
" 2: 79.815994,\n",
" 3: 77.484001,\n",
" 4: 83.807999},\n",
" 5: {0: 85.220001,\n",
" 1: 81.624001,\n",
" 2: 71.127998,\n",
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" 4: 81.519997}},\n",
" 105: {1: {0: 82.315994,\n",
" 1: 81.619995,\n",
" 2: 63.607998,\n",
" 3: 71.279999,\n",
" 4: 79.627998},\n",
" 2: {0: 83.959999,\n",
" 1: 83.792,\n",
" 2: 84.087997,\n",
" 3: 84.467995,\n",
" 4: 84.568001},\n",
" 3: {0: 64.563995,\n",
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" 4: 80.547997},\n",
" 4: {0: 84.096001,\n",
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" 4: 79.136002}},\n",
" 110: {2: {0: 82.276001,\n",
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" 4: 82.0}},\n",
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" 125: {5: {0: 76.584,\n",
" 1: 76.215996,\n",
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" 4: 76.835999}}}"
]
},
{
"cell_type": "code",
"execution_count": 229,
"id": "d4ef161f",
"metadata": {},
"outputs": [],
"source": [
"disc_acc_raw_25_s0 = {100: {0: {0: 83.855995,\n",
" 1: 82.695999,\n",
" 2: 79.720001,\n",
" 3: 81.667999,\n",
" 4: 84.287994},\n",
" 1: {0: 84.815994,\n",
" 1: 84.956001,\n",
" 2: 83.720001,\n",
" 3: 81.827995,\n",
" 4: 84.540001},\n",
" 2: {0: 85.5,\n",
" 1: 85.619995,\n",
" 2: 84.0,\n",
" 3: 83.512001,\n",
" 4: 84.403999},\n",
" 3: {0: 84.255997,\n",
" 1: 83.951996,\n",
" 2: 82.647995,\n",
" 3: 83.731995,\n",
" 4: 83.127998},\n",
" 4: {0: 84.159996,\n",
" 1: 83.827995,\n",
" 2: 84.339996,\n",
" 3: 83.579994,\n",
" 4: 83.563995},\n",
" 5: {0: 82.671997,\n",
" 1: 84.568001,\n",
" 2: 83.659996,\n",
" 3: 82.523994,\n",
" 4: 83.372002}},\n",
" 125: {1: {0: 83.423996,\n",
" 1: 84.323997,\n",
" 2: 83.431999,\n",
" 3: 83.031998,\n",
" 4: 82.916},\n",
" 2: {0: 83.416,\n",
" 1: 84.731995,\n",
" 2: 82.028,\n",
" 3: 81.963997,\n",
" 4: 82.584},\n",
" 3: {0: 81.687996,\n",
" 1: 82.167999,\n",
" 2: 80.655998,\n",
" 3: 83.416,\n",
" 4: 81.512001},\n",
" 4: {0: 84.363998,\n",
" 1: 83.771996,\n",
" 2: 75.963997,\n",
" 3: 79.195999,\n",
" 4: 83.951996},\n",
" 5: {0: 82.551994,\n",
" 1: 82.963997,\n",
" 2: 83.531998,\n",
" 3: 84.075996,\n",
" 4: 83.491997}},\n",
" 150: {2: {0: 82.203995,\n",
" 1: 82.059998,\n",
" 2: 83.167999,\n",
" 3: 82.348,\n",
" 4: 82.335999},\n",
" 3: {0: 79.603996,\n",
" 1: 82.664001,\n",
" 2: 74.519997,\n",
" 3: 84.311996,\n",
" 4: 71.652},\n",
" 4: {0: 81.916,\n",
" 1: 80.695999,\n",
" 2: 73.900002,\n",
" 3: 76.916,\n",
" 4: 82.907997},\n",
" 5: {0: 82.208,\n",
" 1: 82.203995,\n",
" 2: 81.276001,\n",
" 3: 84.187996,\n",
" 4: 80.255997}},\n",
" 175: {3: {0: 68.047997,\n",
" 1: 81.315994,\n",
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" 4: 74.515999},\n",
" 4: {0: 83.931999,\n",
" 1: 82.547997,\n",
" 2: 78.699997,\n",
" 3: 80.556,\n",
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" 5: {0: 82.323997,\n",
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" 2: 80.259995,\n",
" 3: 84.040001,\n",
" 4: 66.335999}},\n",
" 200: {4: {0: 85.295998,\n",
" 1: 83.995995,\n",
" 2: 84.579994,\n",
" 3: 84.979996,\n",
" 4: 83.872002},\n",
" 5: {0: 84.279999,\n",
" 1: 83.931999,\n",
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" 4: 83.075996}},\n",
" 225: {5: {0: 84.407997,\n",
" 1: 85.540001,\n",
" 2: 79.779999,\n",
" 3: 79.087997,\n",
" 4: 85.0}}}\n",
"\n",
"disc_acc_raw_25_s1 = {100: {0: {0: 82.655998,\n",
" 1: 83.664001,\n",
" 2: 80.556,\n",
" 3: 81.687996,\n",
" 4: 83.935997},\n",
" 1: {0: 83.931999,\n",
" 1: 83.835999,\n",
" 2: 82.991997,\n",
" 3: 82.664001,\n",
" 4: 84.152},\n",
" 2: {0: 84.779999,\n",
" 1: 84.991997,\n",
" 2: 84.655998,\n",
" 3: 84.127998,\n",
" 4: 84.751999},\n",
" 3: {0: 85.18,\n",
" 1: 84.171997,\n",
" 2: 83.807999,\n",
" 3: 83.795998,\n",
" 4: 84.543999},\n",
" 4: {0: 84.019997,\n",
" 1: 84.931999,\n",
" 2: 84.075996,\n",
" 3: 84.456001,\n",
" 4: 84.879997},\n",
" 5: {0: 83.459999,\n",
" 1: 83.487999,\n",
" 2: 81.332001,\n",
" 3: 83.475998,\n",
" 4: 82.699997}},\n",
" 125: {1: {0: 82.403999,\n",
" 1: 84.360001,\n",
" 2: 83.299995,\n",
" 3: 84.543999,\n",
" 4: 83.467995},\n",
" 2: {0: 83.995995,\n",
" 1: 83.895996,\n",
" 2: 83.243996,\n",
" 3: 83.119995,\n",
" 4: 83.855995},\n",
" 3: {0: 80.575996,\n",
" 1: 84.023994,\n",
" 2: 83.299995,\n",
" 3: 83.223999,\n",
" 4: 82.187996},\n",
" 4: {0: 83.715996,\n",
" 1: 83.843994,\n",
" 2: 78.931999,\n",
" 3: 80.467995,\n",
" 4: 83.703995},\n",
" 5: {0: 80.056,\n",
" 1: 83.599998,\n",
" 2: 84.327995,\n",
" 3: 84.152,\n",
" 4: 81.447998}},\n",
" 150: {2: {0: 83.203995,\n",
" 1: 83.531998,\n",
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" 4: 83.615997},\n",
" 3: {0: 84.428001,\n",
" 1: 83.416,\n",
" 2: 81.451996,\n",
" 3: 85.040001,\n",
" 4: 83.031998},\n",
" 4: {0: 84.711998,\n",
" 1: 83.323997,\n",
" 2: 80.68,\n",
" 3: 81.551994,\n",
" 4: 82.451996},\n",
" 5: {0: 82.631996,\n",
" 1: 83.243996,\n",
" 2: 83.959999,\n",
" 3: 83.187996,\n",
" 4: 81.779999}},\n",
" 175: {3: {0: 82.523994,\n",
" 1: 83.208,\n",
" 2: 82.664001,\n",
" 3: 81.875999,\n",
" 4: 82.639999},\n",
" 4: {0: 85.119995,\n",
" 1: 83.276001,\n",
" 2: 79.472,\n",
" 3: 79.776001,\n",
" 4: 82.431999},\n",
" 5: {0: 81.248001,\n",
" 1: 83.956001,\n",
" 2: 80.047997,\n",
" 3: 80.519997,\n",
" 4: 81.916}},\n",
" 200: {4: {0: 85.147995,\n",
" 1: 80.743996,\n",
" 2: 77.528,\n",
" 3: 76.159996,\n",
" 4: 81.956001},\n",
" 5: {0: 70.891998,\n",
" 1: 84.192001,\n",
" 2: 74.743996,\n",
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" 4: 81.068001}},\n",
" 225: {5: {0: 71.748001,\n",
" 1: 85.199997,\n",
" 2: 79.939995,\n",
" 3: 80.844002,\n",
" 4: 83.327995}}}\n",
"\n",
"disc_acc_raw_25_s2 = {100: {0: {0: 84.155998,\n",
" 1: 83.139999,\n",
" 2: 80.32,\n",
" 3: 81.071999,\n",
" 4: 83.335999},\n",
" 1: {0: 83.112,\n",
" 1: 84.755997,\n",
" 2: 82.035995,\n",
" 3: 83.348,\n",
" 4: 85.131996},\n",
" 2: {0: 83.655998,\n",
" 1: 84.715996,\n",
" 2: 84.456001,\n",
" 3: 83.599998,\n",
" 4: 85.435997},\n",
" 3: {0: 84.447998,\n",
" 1: 84.407997,\n",
" 2: 84.32,\n",
" 3: 82.531998,\n",
" 4: 83.119995},\n",
" 4: {0: 84.779999,\n",
" 1: 84.208,\n",
" 2: 83.947998,\n",
" 3: 84.155998,\n",
" 4: 84.351997},\n",
" 5: {0: 82.963997,\n",
" 1: 83.535995,\n",
" 2: 83.236,\n",
" 3: 82.835999,\n",
" 4: 83.659996}},\n",
" 125: {1: {0: 82.047997,\n",
" 1: 83.411995,\n",
" 2: 79.451996,\n",
" 3: 81.183998,\n",
" 4: 81.619995},\n",
" 2: {0: 80.655998,\n",
" 1: 81.283997,\n",
" 2: 83.655998,\n",
" 3: 83.012001,\n",
" 4: 81.764},\n",
" 3: {0: 78.895996,\n",
" 1: 80.419998,\n",
" 2: 77.379997,\n",
" 3: 84.607994,\n",
" 4: 82.304001},\n",
" 4: {0: 82.711998,\n",
" 1: 82.411995,\n",
" 2: 84.615997,\n",
" 3: 84.375999,\n",
" 4: 82.419998},\n",
" 5: {0: 83.739998,\n",
" 1: 83.315994,\n",
" 2: 80.407997,\n",
" 3: 82.056,\n",
" 4: 81.931999}},\n",
" 150: {2: {0: 80.991997,\n",
" 1: 82.5,\n",
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" 3: {0: 81.444,\n",
" 1: 81.639999,\n",
" 2: 76.804001,\n",
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" 4: 74.995995},\n",
" 4: {0: 81.556,\n",
" 1: 82.723999,\n",
" 2: 82.559998,\n",
" 3: 82.043999,\n",
" 4: 82.872002},\n",
" 5: {0: 83.203995,\n",
" 1: 83.407997,\n",
" 2: 78.903999,\n",
" 3: 81.979996,\n",
" 4: 82.68}},\n",
" 175: {3: {0: 82.895996,\n",
" 1: 81.023994,\n",
" 2: 76.164001,\n",
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" 4: 69.591995},\n",
" 4: {0: 81.379997,\n",
" 1: 83.259995,\n",
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" 4: 82.171997},\n",
" 5: {0: 82.343994,\n",
" 1: 82.103996,\n",
" 2: 78.223999,\n",
" 3: 80.112,\n",
" 4: 82.271996}},\n",
" 200: {4: {0: 85.112,\n",
" 1: 85.568001,\n",
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" 3: 85.227997,\n",
" 4: 85.311996},\n",
" 5: {0: 83.307999,\n",
" 1: 85.136002,\n",
" 2: 80.503998,\n",
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" 4: 84.827995}},\n",
" 225: {5: {0: 81.231995,\n",
" 1: 85.307999,\n",
" 2: 80.127998,\n",
" 3: 80.951996,\n",
" 4: 84.759995}}}\n",
"\n",
"disc_acc_raw_25_s3 = {100: {0: {0: 84.271996,\n",
" 1: 84.523994,\n",
" 2: 79.667999,\n",
" 3: 81.900002,\n",
" 4: 83.823997},\n",
" 1: {0: 83.959999,\n",
" 1: 84.292,\n",
" 2: 84.32,\n",
" 3: 83.451996,\n",
" 4: 84.299995},\n",
" 2: {0: 83.68,\n",
" 1: 84.764,\n",
" 2: 84.587997,\n",
" 3: 84.112,\n",
" 4: 85.339996},\n",
" 3: {0: 82.779999,\n",
" 1: 83.811996,\n",
" 2: 83.832001,\n",
" 3: 83.783997,\n",
" 4: 83.832001},\n",
" 4: {0: 84.579994,\n",
" 1: 84.587997,\n",
" 2: 84.843994,\n",
" 3: 84.096001,\n",
" 4: 83.715996},\n",
" 5: {0: 85.075996,\n",
" 1: 84.304001,\n",
" 2: 83.287994,\n",
" 3: 83.823997,\n",
" 4: 84.559998}},\n",
" 125: {1: {0: 84.068001,\n",
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" 2: {0: 84.147995,\n",
" 1: 83.220001,\n",
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" 3: {0: 84.0,\n",
" 1: 83.967995,\n",
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" 4: 83.591995},\n",
" 4: {0: 84.304001,\n",
" 1: 83.227997,\n",
" 2: 82.056,\n",
" 3: 83.379997,\n",
" 4: 83.547997},\n",
" 5: {0: 82.888,\n",
" 1: 82.612,\n",
" 2: 84.731995,\n",
" 3: 83.815994,\n",
" 4: -1}},\n",
" 150: {2: {0: 83.32,\n",
" 1: 83.675995,\n",
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" 3: {0: 84.875999,\n",
" 1: 84.195999,\n",
" 2: 82.068001,\n",
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" 4: 84.107994},\n",
" 4: {0: 83.075996,\n",
" 1: 83.879997,\n",
" 2: 79.683998,\n",
" 3: 83.096001,\n",
" 4: 83.923996},\n",
" 5: {0: 83.139999,\n",
" 1: 67.435997,\n",
" 2: 82.984001,\n",
" 3: 83.519997,\n",
" 4: 65.540001}},\n",
" 175: {3: {0: 85.287994,\n",
" 1: 83.584,\n",
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" 4: {0: 85.843994,\n",
" 1: 83.767998,\n",
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" 4: 82.720001},\n",
" 5: {0: 82.063995,\n",
" 1: 63.295998,\n",
" 2: 83.523994,\n",
" 3: 83.175995,\n",
" 4: 64.627998}},\n",
" 200: {4: {0: 78.456001,\n",
" 1: 84.727997,\n",
" 2: 75.619995,\n",
" 3: 76.295998,\n",
" 4: 84.159996},\n",
" 5: {0: 82.444,\n",
" 1: 82.367996,\n",
" 2: 80.323997,\n",
" 3: 81.431999,\n",
" 4: 69.383995}},\n",
" 225: {5: {0: 72.18,\n",
" 1: 77.375999,\n",
" 2: 80.659996,\n",
" 3: 80.944,\n",
" 4: 63.379997}}}"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "08cb9f52",
"metadata": {},
"outputs": [],
"source": [
" 225: {5: {0: 72.18, 2\n",
" 1: 77.375999, 3\n",
" 2: 80.659996, 4\n",
" 3: 80.944, 5\n",
" 4: 63.379997}}} 1"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3030842f",
"metadata": {},
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"source": [
" 225: {5: {0: 81.231995, 3\n",
" 1: 85.307999, 5\n",
" 2: 80.127998, 1\n",
" 3: 80.951996, 2 \n",
" 4: 84.759995}}} 4"
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},
{
"cell_type": "code",
"execution_count": null,
"id": "55e436e9",
"metadata": {},
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"source": [
" 225: {5: {0: 71.748001, 1\n",
" 1: 85.199997, 5\n",
" 2: 79.939995, 2\n",
" 3: 80.844002, 3\n",
" 4: 83.327995}}} 4"
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},
{
"cell_type": "code",
"execution_count": null,
"id": "58d0c40b",
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"source": [
" 225: {5: {0: 84.407997,\n",
" 1: 85.540001,\n",
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" 3: 79.087997,\n",
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},
{
"cell_type": "code",
"execution_count": null,
"id": "c4e39870",
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"source": [
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"darts-pt 2 3 4 0.44999999999999996\n",
"darts-pt 3 2 3 0.3333333333333333\n",
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"zc-pt 0 5 6 0.75\n",
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"disc-zc 1 4 5 0.13999999999999996\n",
"disc-zc 2 3 4 0.175\n",
"disc-zc 3 2 3 -0.06666666666666664\n",
"disc-zc 4 1 2 0.19999999999999998\n",
"disc-zc 5 0 1 0.7\n",
"disc-zc 0 5 6 0.36666666666666664\n",
"disc-zc 1 4 5 0.47999999999999987\n",
"disc-zc 2 3 4 0.19999999999999996\n",
"disc-zc 3 2 3 -0.06666666666666668\n",
"disc-zc 4 1 2 0.3\n",
"disc-zc 5 0 1 0.6\n",
"disc-zc 0 5 6 0.4333333333333333\n",
"disc-zc 1 4 5 0.5599999999999998\n",
"disc-zc 2 3 4 0.3499999999999999\n",
"disc-zc 3 2 3 0.16666666666666666\n",
"disc-zc 4 1 2 0.5\n",
"disc-zc 5 0 1 0.7\n",
"disc-acc 0 5 6 -0.16666666666666666\n",
"disc-acc 1 4 5 0.07999999999999999\n",
"disc-acc 2 3 4 0.15\n",
"disc-acc 3 2 3 -0.06666666666666668\n",
"disc-acc 4 1 2 0.6499999999999999\n",
"disc-acc 5 0 1 -0.49999999999999994\n",
"disc-acc 0 5 6 -0.5\n",
"disc-acc 1 4 5 -2.2204460492503132e-17\n",
"disc-acc 2 3 4 0.32499999999999996\n",
"disc-acc 3 2 3 -0.3333333333333333\n",
"disc-acc 4 1 2 -0.25\n",
"disc-acc 5 0 1 0.09999999999999999\n",
"disc-acc 0 5 6 -0.38333333333333336\n",
"disc-acc 1 4 5 0.019999999999999973\n",
"disc-acc 2 3 4 0.07499999999999993\n",
"disc-acc 3 2 3 -0.36666666666666664\n",
"disc-acc 4 1 2 -0.6\n",
"disc-acc 5 0 1 -0.6\n",
"disc-acc 0 5 6 -0.4944809881425583\n",
"disc-acc 1 4 5 0.21999999999999997\n",
"disc-acc 2 3 4 0.15\n",
"disc-acc 3 2 3 0.19999999999999998\n",
"disc-acc 4 1 2 -0.6499999999999999\n",
"disc-acc 5 0 1 0.7999999999999999"
]
}
],
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Reference in New Issue Copy Permalink