From 0ef1ced753ddd1f88f6980db7f3a2666e349d76b Mon Sep 17 00:00:00 2001 From: wjsjwr Date: Fri, 22 Jul 2022 21:36:12 +0800 Subject: [PATCH] new --- calc_coopr_rate.py | 22 +++--- calc_survivals.py | 17 +++-- eid_calc.py | 83 +++++++++++------------ eid_plot.py | 37 ++++++++--- fc_plot.py | 39 +++++++---- gen_neighborhood_new.py | 18 +++++ island/match.py | 11 +++ island/matches.py | 18 +++-- outputs/CRAW_NEW.json | 1 + outputs/CRAW_NEW_BA.json | 1 + outputs/CRAW_NEW_WS.json | 1 + outputs/CR_NEW.csv | 1 + outputs/CR_NEW_BA.csv | 1 + outputs/CR_NEW_WS.csv | 1 + outputs/EID_$NEW_BA.csv | 1 + outputs/EID_$NEW_WS.csv | 1 + outputs/EID_NEW_BA.csv | 1 + outputs/EID_NEW_WS.csv | 1 + outputs/EID_new_detail.json | 1 + outputs/neighborhood_new.json | 1 + outputs/survivals_new.json | 1 + theta_plot.py | 22 +++--- theta_r.py | 122 ++++++++++++++++++++++++++++++++++ 23 files changed, 302 insertions(+), 100 deletions(-) create mode 100644 gen_neighborhood_new.py create mode 100644 outputs/CRAW_NEW.json create mode 100644 outputs/CRAW_NEW_BA.json create mode 100644 outputs/CRAW_NEW_WS.json create mode 100644 outputs/CR_NEW.csv create mode 100644 outputs/CR_NEW_BA.csv create mode 100644 outputs/CR_NEW_WS.csv create mode 100644 outputs/EID_$NEW_BA.csv create mode 100644 outputs/EID_$NEW_WS.csv create mode 100644 outputs/EID_NEW_BA.csv create mode 100644 outputs/EID_NEW_WS.csv create mode 100644 outputs/EID_new_detail.json create mode 100644 outputs/neighborhood_new.json create mode 100644 outputs/survivals_new.json create mode 100644 theta_r.py diff --git a/calc_coopr_rate.py b/calc_coopr_rate.py index 1a11956..e40a6c0 100644 --- a/calc_coopr_rate.py +++ b/calc_coopr_rate.py @@ -5,10 +5,12 @@ import csv import json -def calcAndSave(mode): - matches = Matches.from_profile(mode) - times = np.zeros(15) - cs = np.zeros(15) +def calcAndSave(mode, network_type=None): + MAX_ROUND = 30 + # matches = Matches.from_profile(mode) + matches = Matches('wos-data-2022', network_type=network_type) + times = np.zeros(MAX_ROUND) + cs = np.zeros(MAX_ROUND) crs = [] for m in matches.data: maxr = int(m.query('game', 'created').first()['info']['game_end_at']) @@ -26,17 +28,19 @@ def calcAndSave(mode): cs[r-1] += coop c[r - 1] = coop / (len(rows) * 2) crs.append(c) - for i in range(15): + for i in range(MAX_ROUND): if(times[i] == 0): times[i] = 1 cs /= times - with open("outputs/CR_%s.csv"%mode, 'w') as f: + with open("outputs/CR_%s_%s.csv"%(mode, network_type), 'w') as f: csv.writer(f).writerow(cs) - with open("outputs/CRAW_%s.json"%mode, 'w') as f: + with open("outputs/CRAW_%s_%s.json"%(mode, network_type), 'w') as f: json.dump(crs, f) if __name__ == '__main__': - calcAndSave('CLASSIC') - calcAndSave('SURVIVE') + # calcAndSave('CLASSIC') + # calcAndSave('SURVIVE') + calcAndSave('NEW', 'BA') + calcAndSave('NEW', 'WS') diff --git a/calc_survivals.py b/calc_survivals.py index a72e254..81b0740 100644 --- a/calc_survivals.py +++ b/calc_survivals.py @@ -4,7 +4,9 @@ from island.match import Match result = {} -for f in Path('wos-data-compete').iterdir(): +MAX_ROUND = 30 + +for f in Path('wos-data-2022').iterdir(): p = Path(f) if p.suffix == '.json': name = p.stem @@ -18,7 +20,7 @@ for f in Path('wos-data-compete').iterdir(): for p in m.query('player', 'join').select('pid').raw_data: foods[p['pid']] = conf['start_resource'] survivals[0].append(p['pid']) - + for i in range(1, game_end_at+1): survivals[i] = [] for a in m.query('action', 'done').where(lambda x: x['rno'] == i).raw_data: @@ -28,22 +30,25 @@ for f in Path('wos-data-compete').iterdir(): foods[j] -= conf['rounds']['consumption'] if foods[j] > 0: survivals[i].append(j) - + result[name] = survivals # print(json.dumps(result)) -average = [0]*20 +with open("outputs/survivals_new.json", 'w') as f: + json.dump(result, f) + +average = [0]*MAX_ROUND for k, v in result.items(): for r, l in v.items(): average[int(r)] += len(l) -for i in range(20): +for i in range(MAX_ROUND): average[i] /= len(result) idx=[] s=[] -for i in range(1,16): +for i in range(1,MAX_ROUND): idx.append(str(i)) s.append("%.1f"%average[i]) diff --git a/eid_calc.py b/eid_calc.py index aee29a1..18f13dd 100644 --- a/eid_calc.py +++ b/eid_calc.py @@ -16,21 +16,29 @@ E_{i,D}=所有邻居的剩余时间 - (背叛对象的剩余时间 + 与背叛 import csv import json from functools import reduce +from sre_constants import MAX_REPEAT +from tkinter.tix import MAX import numpy as np from island.match import Match from island.matches import Matches +MAX_ROUND = 28 class Eid: def __init__(self): + self.details = {} self.survivals = {} - with open('outputs/survivals.json','r') as f: + with open('outputs/survivals_new.json','r') as f: self.survivals = json.load(f) self.neighbors = {} - with open('outputs/neighborhood.json', 'r') as f: + with open('outputs/neighborhood_new.json', 'r') as f: self.neighbors = json.load(f) - self.seasonSurvive = Matches.from_profile('SURVIVE') - self.seasonClassic = Matches.from_profile('CLASSIC') + self.seasons = [ + dict(season=Matches('wos-data-2022', network_type='BA'), name='NEW_BA'), + dict(season=Matches('wos-data-2022', network_type='WS'), name='NEW_WS') + ] + # self.seasonSurvive = Matches.from_profile('SURVIVE') + # self.seasonClassic = Matches.from_profile('CLASSIC') def getNeighborTR(self, m, r, p, s, d): @@ -135,46 +143,35 @@ class Eid: sigma += e return (sigma, ans) + def calc_season(self, season, name): + """ + calc E_i,D + """ + avg = np.zeros(MAX_ROUND) + cnt = np.zeros(MAX_ROUND) + for m in season.data: + d = {} + maxr = int(m.query('game', 'created').first()['info']['game_end_at']) + for r in range(1, maxr): + sigma, ans = self.calcRoundData(m, r) + d[r] = ans + avg[r-1] += sigma + cnt[r-1] += len(ans) + self.details[m.name] = d + print(cnt) + for i in range(MAX_ROUND): + if cnt[i] == 0: + cnt[i] = 1 + avg /= cnt + with open(f'outputs/EID_{name}.csv', 'w') as f: + csv.writer(f).writerow(avg) + return avg + def calc(self): - detail = {} - avgC = np.zeros(15) - avgS = np.zeros(15) - cnt = np.zeros(15) - for m in self.seasonClassic.data: - d = {} - maxr = int(m.query('game', 'created').first()['info']['game_end_at']) - for r in range(1, maxr): - sigma, ans = self.calcRoundData(m, r) - d[r] = ans - avgC[r-1] += sigma - cnt[r-1] += len(ans) - detail[m.name] = d - print(cnt) - for i in range(15): - if cnt[i] == 0: - cnt[i] = 1 - avgC /= cnt - cnt = np.zeros(15) - for m in self.seasonSurvive.data: - d = {} - maxr = int(m.query('game', 'created').first()['info']['game_end_at']) - for r in range(1, maxr): - sigma, ans = self.calcRoundData(m, r) - d[r] = ans - avgS[r-1] += sigma - cnt[r-1] += len(ans) - detail[m.name] = d - print(cnt) - for i in range(15): - if cnt[i] == 0: - cnt[i] = 1 - avgS /= cnt - with open('outputs/EID_CLASSIC.csv', 'w') as f: - csv.writer(f).writerow(avgC) - with open('outputs/EID_SURVIVE.csv', 'w') as f: - csv.writer(f).writerow(avgS) - with open('outputs/EID_detail.json', 'w') as f: - json.dump(detail, f) + for s in self.seasons: + self.calc_season(s['season'], s['name']) + with open('outputs/EID_new_detail.json', 'w') as f: + json.dump(self.details, f) if __name__ == '__main__': e = Eid() diff --git a/eid_plot.py b/eid_plot.py index cf35aed..41a8921 100644 --- a/eid_plot.py +++ b/eid_plot.py @@ -9,7 +9,7 @@ red = '#d63031' def error(f,x,y): return sp.sum((f(x)-y)**2) -def p1(x, coopr, e, postfix, show=True): +def p1(x, coopr, e, postfix, show=True, max_round=15): fig = plt.figure(figsize=(3, 2)) ax = fig.gca() ax.plot(x, coopr, color=blue, linewidth=2, label=r"f$_{\rm c}$") @@ -21,7 +21,7 @@ def p1(x, coopr, e, postfix, show=True): ax2.set_yticks(sp.linspace(-1500, 200, 5)) ax2.tick_params(labelsize=10) ax.tick_params(labelsize=10) - ax.set_xlim(1, 15) + ax.set_xlim(1, max_round) ax.set_xlabel("Rounds", size=11) ax.set_ylabel(r"f$_{\rm c}$", color=blue, size=11) ax.tick_params(axis='y', labelcolor=blue) @@ -71,25 +71,40 @@ def p2(e, coopr, postfix, show=True, showline=True): def p2c(e,c,m,s): p2(e,c,m,s,False) -def plot(mode, show, isp1): - coopr = np.loadtxt("outputs/CR_%s.csv" % mode, delimiter=',') - x = np.arange(1, 16) - e = np.loadtxt("outputs/EID_%s.csv" % mode, delimiter=',') +def plot(mode, show, network_type, isp1): + coopr = np.loadtxt("outputs/CR_%s_%s.csv" % (mode, network_type), delimiter=',') + e = np.loadtxt("outputs/EID_%s_%s.csv" % (mode, network_type), delimiter=',') if isp1: - p1(x, coopr, e, mode, show) + if mode == 'NEW': + x = np.arange(1, 29) + else: + x = np.arange(1, 16) + p1(x, coopr[:28], e, mode, show, max_round=28) else: if mode == 'SURVIVE': p2(e[:-1], coopr[:-1], mode, show) - else: + elif mode == 'CLASSIC': p2c(e[:-1], coopr[:-1], mode, show) + else: + p2(e[:-1], coopr[:27], f'{mode}_{network_type}', show) if __name__ == '__main__': - # eid_plot c/s 1/2 t/f - mode = 'CLASSIC' if argv[1] == 'c' else 'SURVIVE' + # eid_plot c/s/nw/nb 1/2 t/f + network_type = None + if argv[1] == 'c': + mode = 'CLASSIC' + elif argv[1] == 's': + mode = 'SURVIVE' + elif argv[1] == 'nb': + mode = 'NEW' + network_type = 'BA' + else: + mode = 'NEW' + network_type = 'WS' isp1 = argv[2] == '1' show = argv[3] == 't' - plot(mode, show, isp1) + plot(mode, show, network_type, isp1) """ SURVIVE diff --git a/fc_plot.py b/fc_plot.py index 2008a97..af6a7ce 100644 --- a/fc_plot.py +++ b/fc_plot.py @@ -19,7 +19,7 @@ nowak_survive = [0.50017833, 0.26068193, 0.88939394, 0.9595738, 0.99796403, 0.99 santos_survive = [0.50071587, 0.27929701, 0.9098483, 0.938, 0.99437628, 0.99861352, 0.99877322, 1, 1, 1, 1, 1, 1, None, None] santos_classic = [0.49821874, 0.2757036, 0.26718917, 0.26270039, 0.25895974, 0.2562166, 0.25439971, 0.25290346, 0.25187032, 0.25097969, 0.25037406, 0.24983969, 0.24919843, 0.24884218, 0.24862843] - +MAX_ROUND = 28 def p1(x, coopr, crawx, crawy, postfix, show=True): fig = plt.figure(figsize=(5, 2)) @@ -29,17 +29,17 @@ def p1(x, coopr, crawx, crawy, postfix, show=True): ax.plot(x, ana, marker='^', linestyle='dotted', markerfacecolor='none', color=green, linewidth=2, label="Analytical") ax.plot(x, santos_survive, marker='x', linestyle='dotted', markerfacecolor='none', color=kikyo, linewidth=2, label="Baseline#1") ax.plot(x, nowak_survive, marker='*', linestyle='dotted', markerfacecolor='none', color=hanaba, linewidth=2, label="Baseline#2") - else: + elif postfix == 'CLASSIC': ax.plot(x, santos_classic, marker='x', linestyle='dotted', markerfacecolor='none', color=kikyo, linewidth=2, label="Baseline#1") ax.plot(x, nowak_classic, marker='*', linestyle='dotted', markerfacecolor='none', color=hanaba, linewidth=2, label="Baseline#2") ax.plot(x, coopr, marker='o', linestyle='dotted', markerfacecolor='none', color=blue, linewidth=2, label="Human") - ax.scatter(crawx, crawy, s=15, c='dimgray', marker='x', linewidth=0.5, alpha=0.4) + ax.scatter(crawx, crawy, s=MAX_ROUND, c='dimgray', marker='x', linewidth=0.5, alpha=0.4) ax.set_ylim(-0.05, 1.05) - ax.set_yticks(sp.linspace(0, 1, 5)) + ax.set_yticks(np.linspace(0, 1, 5)) ax.tick_params(labelsize=10) ax.tick_params(direction='in') - ax.set_xlim(0, 16) - ax.set_xticks([1, 5, 10, 15]) + ax.set_xlim(0, MAX_ROUND+1) + ax.set_xticks([1, 5, 10, 15, 20, 25, 30]) # ax.set_xticklabels(['']) ax.set_xlabel("Rounds", size=11) ax.set_ylabel(r"f$_{\rm c}$", size=11, fontstyle='normal') @@ -54,20 +54,31 @@ def p1(x, coopr, crawx, crawy, postfix, show=True): plt.savefig("graph/fc_plot_%s.pdf" % postfix) -def plot(mode, show): - coopr = np.loadtxt("outputs/CR_%s.csv" % mode, delimiter=',') +def plot(mode, show, network_type=None): + coopr = np.loadtxt("outputs/CR_%s_%s.csv" % (mode, network_type), delimiter=',') crawx, crawy = [],[] - with open("outputs/CRAW_%s.json" % mode) as f: + with open("outputs/CRAW_%s_%s.json" % (mode, network_type)) as f: data = json.load(f) for l in data: for i in range(len(l)): crawx.append((i + 1) + random.uniform(-0.25, 0.25)) crawy.append(l[i]) - x = np.arange(1, 16) - p1(x, coopr, crawx, crawy, mode, show) + x = np.arange(1, MAX_ROUND + 1) + p1(x, coopr[:MAX_ROUND], crawx, crawy, f'{mode}_{network_type}', show) if __name__ == '__main__': - # fc_plot c/s t/f - mode = 'CLASSIC' if argv[1] == 'c' else 'SURVIVE' + # fc_plot c/s/nb/nw t/f + network_type = None + if argv[1] == 'c': + mode = 'CLASSIC' + elif argv[1] == 's': + mode = 'SURVIVE' + elif argv[1] == 'nb': + mode = 'NEW' + network_type = 'BA' + else: + mode = 'NEW' + network_type = 'WS' + show = argv[2] == 't' - plot(mode, show) + plot(mode, show, network_type) diff --git a/gen_neighborhood_new.py b/gen_neighborhood_new.py new file mode 100644 index 0000000..f3468a2 --- /dev/null +++ b/gen_neighborhood_new.py @@ -0,0 +1,18 @@ +import json +from island.matches import Matches + + +# matches = Matches.from_profile_expr(lambda r:True) +matches = Matches('wos-data-2022') + +neighbors = {} + +for i in range(len(matches.data)): + m = matches.data[i] + n = {} + for r in m.query('player', 'sight').raw_data: + n[r['player']] = r['sight'] + neighbors[matches.names[i]] = n + +with open('outputs/neighborhood_new.json', 'w') as f: + json.dump(neighbors, f) \ No newline at end of file diff --git a/island/match.py b/island/match.py index d5f1421..7cf7802 100644 --- a/island/match.py +++ b/island/match.py @@ -149,6 +149,17 @@ class Match: return trs + + def network_type(self): + """ + 返回网络类型，如果找不到，则返回None + """ + try: + return json.loads(self.query('game', 'created').first()['info']['config'])['network']['type'] + except: + print("Can't get network: %s" % json.loads(self.query('game', 'created').first())) + return None + @staticmethod def read_from_json(json_path): """ diff --git a/island/matches.py b/island/matches.py index 3e1ff97..891c10e 100644 --- a/island/matches.py +++ b/island/matches.py @@ -5,20 +5,24 @@ import csv class Matches: - def __init__(self, source, from_list=False): + def __init__(self, source, from_list=False, network_type=None): self.data = [] self.names = [] if from_list: for l in source: - self.data.append(Match.read_from_json(l)) - self.data[-1].name = Path(l).stem - self.names.append(Path(l).stem) + m = Match.read_from_json(l) + if network_type == None or m.network_type() == network_type: + self.data.append(m) + self.data[-1].name = Path(l).stem + self.names.append(Path(l).stem) else: for f in Path(source).iterdir(): if Path(f).suffix == '.json': - self.data.append(Match.read_from_json(str(f))) - self.data[-1].name = Path(f).stem - self.names.append(Path(f).stem) + m = Match.read_from_json(str(f)) + if network_type == None or m.network_type() == network_type: + self.data.append(m) + self.data[-1].name = Path(f).stem + self.names.append(Path(f).stem) @staticmethod def from_profile(pname, ppos='profile.csv'): diff --git a/outputs/CRAW_NEW.json b/outputs/CRAW_NEW.json new file mode 100644 index 0000000..0637a08 --- /dev/null +++ b/outputs/CRAW_NEW.json @@ -0,0 +1 @@ +[] \ No newline at end of file diff --git a/outputs/CRAW_NEW_BA.json b/outputs/CRAW_NEW_BA.json new file mode 100644 index 0000000..32d26c5 --- /dev/null +++ b/outputs/CRAW_NEW_BA.json @@ -0,0 +1 @@ +[[0.7837837837837838, 0.6785714285714286, 0.76, 0.7727272727272727, 0.7843137254901961, 0.7363636363636363, 0.7653061224489796, 0.7608695652173914, 0.7325581395348837, 0.6794871794871795, 0.7307692307692307], [0.8166666666666667, 0.73, 0.7941176470588235, 0.8292682926829268, 0.75, 0.7159090909090909, 0.7674418604651163, 0.7631578947368421, 0.7, 0.7051282051282052, 0.6219512195121951, 0.6309523809523809, 0.6351351351351351, 0.5697674418604651, 0.48484848484848486, 0.625, 0.6447368421052632, 0.6621621621621622, 0.6125, 0.578125, 0.5714285714285714, 0.5285714285714286, 0.5925925925925926, 0.5833333333333334, 0.5833333333333334, 0.5645161290322581, 0.6212121212121212, 0.65625], [0.9433962264150944, 0.8974358974358975, 0.8461538461538461, 0.8103448275862069, 0.8260869565217391, 0.8636363636363636, 0.8333333333333334, 0.8529411764705882, 0.9047619047619048, 0.8809523809523809, 0.8235294117647058, 0.7777777777777778, 0.75, 0.825, 0.8095238095238095, 0.6666666666666666, 0.7105263157894737, 0.78125], [1.0, 0.9210526315789473, 0.8333333333333334, 0.9166666666666666, 0.875, 0.9166666666666666, 0.8636363636363636, 0.8846153846153846, 0.8571428571428571, 0.8333333333333334, 0.7727272727272727, 0.8181818181818182, 0.8846153846153846, 0.7692307692307693, 0.8333333333333334, 0.8125, 0.78125, 0.8333333333333334, 0.8333333333333334, 0.8333333333333334, 0.6666666666666666, 0.8333333333333334, 0.7083333333333334, 0.75, 0.7, 0.8125]] \ No newline at end of file diff --git a/outputs/CRAW_NEW_WS.json b/outputs/CRAW_NEW_WS.json new file mode 100644 index 0000000..97f08f3 --- /dev/null +++ b/outputs/CRAW_NEW_WS.json @@ -0,0 +1 @@ +[[0.984375, 0.9705882352941176, 0.96875, 0.9230769230769231, 0.90625, 0.9333333333333333, 0.9, 0.75, 0.9117647058823529, 0.9117647058823529, 0.90625, 0.96875, 0.8666666666666667, 0.8888888888888888, 0.8888888888888888, 0.8125, 0.7666666666666667, 0.8214285714285714, 0.7142857142857143, 0.7058823529411765, 0.5769230769230769, 0.6666666666666666, 0.5625, 0.5769230769230769, 0.5769230769230769, 0.59375, 0.7142857142857143, 0.47058823529411764], [0.8809523809523809, 0.8055555555555556, 0.8333333333333334, 0.85, 0.8823529411764706, 0.8823529411764706, 0.8125, 0.8333333333333334, 0.8076923076923077, 0.9, 0.8846153846153846, 0.7916666666666666, 0.75, 0.75, 0.85, 0.8076923076923077, 0.75, 0.6923076923076923, 0.8, 0.7307692307692307, 0.75, 0.5416666666666666, 0.5, 0.5909090909090909], [0.8, 0.625, 0.7777777777777778, 0.8888888888888888, 0.7857142857142857, 0.8888888888888888, 0.875, 0.9090909090909091, 0.9, 0.8888888888888888], [0.7222222222222222, 0.7777777777777778, 0.8333333333333334, 0.8333333333333334, 0.8571428571428571, 0.9285714285714286, 0.8571428571428571, 0.8571428571428571, 0.8571428571428571, 0.8], [0.9, 0.7, 0.75, 0.9, 0.8571428571428571, 0.75, 0.8571428571428571, 0.7857142857142857, 0.6875, 0.5, 0.5, 0.6666666666666666, 0.8333333333333334, 0.8, 0.75, 0.9, 0.6666666666666666, 0.75, 0.75, 0.75, 0.8, 0.75, 0.8333333333333334, 0.6666666666666666, 0.75]] \ No newline at end of file diff --git a/outputs/CR_NEW.csv b/outputs/CR_NEW.csv new file mode 100644 index 0000000..1cc271c --- /dev/null +++ b/outputs/CR_NEW.csv @@ -0,0 +1 @@ +0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 diff --git a/outputs/CR_NEW_BA.csv b/outputs/CR_NEW_BA.csv new file mode 100644 index 0000000..745c7d3 --- /dev/null +++ b/outputs/CR_NEW_BA.csv @@ -0,0 +1 @@ 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[15448, 15449, 15450, 15451, 15452, 15453, 15454, 15455, 15456], "19": [15448, 15449, 15450, 15451, 15452, 15453, 15454, 15455, 15456], "20": [15448, 15449, 15450, 15451, 15452, 15453, 15454, 15455, 15456], "21": [15448, 15449, 15450, 15451, 15452, 15453, 15454, 15455, 15456], "22": [15448, 15449, 15450, 15451, 15452, 15453, 15454, 15455, 15456], "23": [15448, 15449, 15450, 15451, 15452, 15453, 15454, 15455, 15456], "24": [15448, 15449, 15450, 15451, 15452, 15453, 15454, 15455, 15456], "25": [15448, 15449, 15450, 15451, 15452, 15453, 15454, 15455, 15456]}} \ No newline at end of file diff --git a/theta_plot.py b/theta_plot.py index e3582ea..7172a95 100644 --- a/theta_plot.py +++ b/theta_plot.py @@ -5,20 +5,21 @@ from matplotlib import markers blue = '#0984e3' red = '#d63031' -x = np.arange(1, 16) -tc = np.loadtxt("outputs/EID_CLASSIC.csv", delimiter=',') -ts = np.loadtxt("outputs/EID_SURVIVE.csv", delimiter=',') +MAX_ROUND = 28 +x = np.arange(1, MAX_ROUND+1) +tc = np.loadtxt("outputs/EID_NEW_BA.csv", delimiter=',') +ts = np.loadtxt("outputs/EID_NEW_WS.csv", delimiter=',') fig = plt.figure(figsize=(6,4.5)) ax = fig.gca() -ax.plot(x[:-1], tc[:-1], 'o--', color='limegreen', linewidth=2, label=r"Classic") -ax.plot(x[:-1], ts[:-1], 'o-', color='darkorange', linewidth=2, label=r"Dissipative") +ax.plot(x[:-1], tc[:-1], 'o--', color='limegreen', linewidth=2, label=r"BA") +ax.plot(x[:-1], ts[:-1], 'o-', color='darkorange', linewidth=2, label=r"WS") -ax.set_ylim(-1500, 500) -ax.set_yticks(sp.linspace(-1500, 500, 6)) +# ax.set_ylim(-1500, 500) +# ax.set_yticks(sp.linspace(-1500, 500, 6)) ax.tick_params(labelsize=14) -ax.set_xlim(1, 15) -ax.set_xticks(sp.linspace(1,15,8, dtype=int)) +ax.set_xlim(1, MAX_ROUND) +ax.set_xticks(sp.linspace(1,MAX_ROUND,8, dtype=int)) ax.set_xlabel("Rounds", size=22) ax.set_ylabel(r"$\theta$", family='sans-serif', size=22) # ax.tick_params(axis='y', labelcolor=red) @@ -26,4 +27,5 @@ ax.set_ylabel(r"$\theta$", family='sans-serif', size=22) plt.legend(numpoints=2, fontsize=14) plt.tight_layout() # plt.show() -plt.savefig("graph/theta_plot.eps") +# plt.savefig("graph/theta_plot.eps") +plt.savefig("graph/theta_plot_new.pdf") diff --git a/theta_r.py b/theta_r.py new file mode 100644 index 0000000..5b13dc6 --- /dev/null +++ b/theta_r.py @@ -0,0 +1,122 @@ +""" +计算theta_r +theta_r_i=所有邻居的剩余时间 + +输出： +1. json格式(详细) +{ + "GID": { + "RID": { + "PID": theta_r_i, + } + } +} +2. CSV格式(按轮平均值, CLASSIC/SURVIVE分别对应一个文件) +""" +import csv +import json +from functools import reduce +from sre_constants import MAX_REPEAT +from tkinter.tix import MAX +import numpy as np +from island.match import Match +from island.matches import Matches + +MAX_ROUND = 28 + +class theta_r_i: + def __init__(self): + self.details = {} + self.survivals = {} + with open('outputs/survivals_new.json','r') as f: + self.survivals = json.load(f) + self.neighbors = {} + with open('outputs/neighborhood_new.json', 'r') as f: + self.neighbors = json.load(f) + self.seasons = [ + dict(season=Matches('wos-data-2022', network_type='BA'), name='NEW_BA'), + dict(season=Matches('wos-data-2022', network_type='WS'), name='NEW_WS') + ] + # self.seasonSurvive = Matches.from_profile('SURVIVE') + # self.seasonClassic = Matches.from_profile('CLASSIC') + + + def getNeighborTR(self, m, r, p, s): + """ + 获取该玩家所有邻居的剩余时间 + + :param m: Match + :param r: Round ID + :param p: PID + :param s: Survivals list(neighborhood) + :returns: theta_{r}_{i} + """ + return 1440*len(s) - reduce(lambda a, b: a + b['tr'], m.query('action', 'done').where(lambda x: x['rno'] == r and ((x['a'] in s)or(x['b']in s))).raw_data, 0) + + + def getNeighborhood(self, m, r, p): + """ + 获取该玩家当轮存活邻居 + + :param m: Match + :param r: Round ID + :param p: PID + :returns: Survivals list(neighborhood) + """ + if str(p) not in self.neighbors[m.name]: + print("Alone(%d)!" % p) + return [] + return [i for i in self.survivals[m.name][str(r)] if i in self.neighbors[m.name][str(p)]] + + + def calcRoundData(self, m, r): + """ + 计算某场比赛，某一轮的theta值 + + :param m: Match + :param r: Round ID + :param p: PID + :returns: an average value and a detail dict + """ + r += 1 + ans = {} + sigma = 0.0 + for p in self.survivals[m.name][str(r)]: + e = max(0, min(144000000, self.getNeighborTR(m, r, p, self.getNeighborhood(m, r, p)))) + ans[p] = e + sigma += e + return (sigma, ans) + + def calc_season(self, season, name): + """ + calc E_i,D + """ + avg = np.zeros(MAX_ROUND) + cnt = np.zeros(MAX_ROUND) + for m in season.data: + d = {} + maxr = int(m.query('game', 'created').first()['info']['game_end_at']) + for r in range(1, maxr): + sigma, ans = self.calcRoundData(m, r) + d[r] = ans + avg[r-1] += sigma + cnt[r-1] += len(ans) + self.details[m.name] = d + print(cnt) + for i in range(MAX_ROUND): + if cnt[i] == 0: + cnt[i] = 1 + avg /= cnt + with open(f'outputs/EID_{name}.csv', 'w') as f: + csv.writer(f).writerow(avg) + return avg + + def calc(self): + for s in self.seasons: + self.calc_season(s['season'], s['name']) + with open('outputs/EID_new_detail.json', 'w') as f: + json.dump(self.details, f) + +if __name__ == '__main__': + e = theta_r_i() + e.calc()