diff --git a/calc_avg_tr.py b/calc_avg_tr.py new file mode 100644 index 0000000..10a8935 --- /dev/null +++ b/calc_avg_tr.py @@ -0,0 +1,24 @@ +from island.match import Match +from island.matches import Matches +import numpy as np +import csv + + +def calc(mode): + matches = Matches.from_profile_expr(lambda a: mode in a) + trs = 0 + acts = 0 + for m in matches.data: + maxr = int(m.query('game', 'created').first()['info']['game_end_at']) + for r in range(1, maxr+1): + rows = m.query('action', 'done').where(lambda x: x['rno'] == r).raw_data + for row in rows: + trs += row['tr'] + acts += len(rows) + return trs, acts, trs / acts + + +if __name__ == '__main__': + print(calc('CLASSIC')) + print(calc('SURVIVE')) + diff --git a/calc_coopr_rate.py b/calc_coopr_rate.py new file mode 100644 index 0000000..f1f45ac --- /dev/null +++ b/calc_coopr_rate.py @@ -0,0 +1,35 @@ +from island.match import Match +from island.matches import Matches +import numpy as np +import csv + + +def calcAndSave(mode): + matches = Matches.from_profile(mode) + times = np.zeros(15) + cs = np.zeros(15) + for m in matches.data: + maxr = int(m.query('game', 'created').first()['info']['game_end_at']) + for r in range(1, maxr+1): + rows = m.query('action', 'done').where(lambda x: x['rno'] == r).raw_data + coop = 0 + for row in rows: + if row['act_a'] == 'C': + coop += 1 + if row['act_b'] == 'C': + coop += 1 + if rows: + times[r-1] += len(rows) * 2 + cs[r-1] += coop + for i in range(15): + if(times[i] == 0): + times[i] = 1 + cs /= times + with open("outputs/CR_%s.csv"%mode, 'w') as f: + csv.writer(f).writerow(cs) + +if __name__ == '__main__': + calcAndSave('CLASSIC') + calcAndSave('SURVIVE') + + diff --git a/coopr_per_round.py b/coopr_per_round.py deleted file mode 100644 index b9ea353..0000000 --- a/coopr_per_round.py +++ /dev/null @@ -1,50 +0,0 @@ -import json -from matplotlib import pyplot as plt -from island.match import Match -from island.matches import Matches -import numpy as np - - -matches = Matches.from_profile_expr(lambda r: 'CLASSIC' in r) -max_round = 15 - -coopr = [] -yerr_min = [] -yerr_max = [] -x = np.arange(1, max_round+1) -bx = [] - -survivals = {} -with open('survivals.json','r') as f: - survivals = json.load(f) - -for i in range(max_round): - co = [] - for j in range(len(matches.data)): - coop = 0 - rows = matches.data[j].query('action', 'done').where(lambda x: x['rno']==i+1).raw_data - for row in rows: - if row['act_a'] == 'C' and row['act_b'] == 'C': - coop += 1 - - if rows: - co.append(float(coop) / float(len(rows))) - - bx.append(co) - - if co: - coopr.append(sum(co) / len(co)) - - yerr_min.append(coopr[-1] - min(co)) - yerr_max.append(max(co) - coopr[-1]) - print("%f, %f, %f"%(yerr_min[-1], yerr_max[-1], coopr[-1])) - else: - coopr.append(0) - - -plt.figure() -# plt.errorbar(x, coopr, yerr=[yerr_min, yerr_max], fmt='o', capsize=4) -# plt.boxplot(bx, showmeans=True, meanline=True) -plt.plot(x, coopr) -plt.show() -# plt.savefig('graph/co_per_round.png') diff --git a/eid_calc.py b/eid_calc.py new file mode 100644 index 0000000..b78ac73 --- /dev/null +++ b/eid_calc.py @@ -0,0 +1,168 @@ +""" +计算E_{i,D} +E_{i,D}=所有邻居的剩余时间 - (背叛对象的剩余时间 + 与背叛对象的上轮交互时间) + =除去背叛对象的剩余时间 - 背叛对象的上一轮交互时间 +输出： +1. json格式(详细) +{ + "GID": { + "RID": { + "PID": EID, + } + } +} +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 +import numpy as np +from island.match import Match +from island.matches import Matches + + +class Eid: + def __init__(self): + self.survivals = {} + with open('outputs/survivals.json','r') as f: + self.survivals = json.load(f) + self.neighbors = {} + with open('outputs/neighborhood.json', 'r') as f: + self.neighbors = json.load(f) + self.seasonSurvive = Matches.from_profile('SURVIVE') + self.seasonClassic = Matches.from_profile('CLASSIC') + + + def getNeighborTR(self, m, r, p, s, d): + """ + 获取该玩家所有邻居中，除去背叛对象的剩余时间 + + :param m: Match + :param r: Round ID + :param p: PID + :param s: Survivals list(neighborhood) + :param d: list of victim + :returns: E_{i} + """ + truenb = [i for i in s if i not in d] + trs = dict.fromkeys(truenb, 1440) + req = m.query('action', 'request').where(lambda x: x['rno'] == r and x['from'] in truenb and x['to'] != p) + for d in req.raw_data: + trs[d['from']] -= d['tr'] + + for d in m.query('action', 'approve').where(lambda x: x['rno'] == r and x['from'] in truenb and x['to'] != p).raw_data: + trs[d['from']] -= d['tr'] + + for d in m.query('action', 'cancel').where(lambda x: x['rno'] == r and x['from'] in truenb and x['to'] != p).raw_data: + trs[d['from']] += req.where(lambda x: x['from'] == d['from'] and x['to'] == d['to'] and x['log_id'] < d['log_id']).orderby('log_id').raw_data[-1]['tr'] + + for d in m.query('action', 'deny').where(lambda x: x['rno'] == r and x['to'] in truenb and x['from'] != p).raw_data: + trs[d['to']] += req.where(lambda x: x['from'] == d['to'] and x['to'] == d['from'] and x['log_id'] < d['log_id']).orderby('log_id').raw_data[-1]['tr'] + + return reduce(lambda x,y: x + max(0,min(y,1440)), trs.values(), 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 getVictims(self, m, r, p): + """ + 获取该玩家当轮的背叛对象，以及与他们的博弈时间资源之和 + + :param m: Match + :param r: Round ID + :param p: PID + :returns: sum of tr and a list of victim + """ + victim = [] + ans = 0 + for d in m.query('action', 'done').where(lambda x: x['rno'] == r and (x['a'] == p or x['b'] == p)).raw_data: + if d['a'] == p and d['act_a'] == 'D': + victim.append(d['b']) + ans += d['tr'] + elif d['b'] == p and d['act_b'] == 'D': + victim.append(d['a']) + ans += d['tr'] + return (ans, victim) + + def getVictims2(self, m, r, p): + """ + 获取该玩家当轮的背叛对象，以及与他们的博弈时间资源之和 + ## 悲观假设背叛上一轮所有博弈对象 + + :param m: Match + :param r: Round ID + :param p: PID + :returns: sum of tr and a list of victim + """ + victim = [] + ans = 0 + for d in m.query('action', 'done').where(lambda x: x['rno'] == r-1 and (x['a'] == p or x['b'] == p)).raw_data: + victim.append(d['b'] if d['a'] == p else d['a']) + ans += d['tr'] + return (ans, victim) + + def calcRoundData(self, m, r): + """ + 计算某场比赛，某一轮的Eid值 + + :param m: Match + :param r: Round ID + :param p: PID + :returns: an average value and a detail dict + """ + ans = {} + sigma = 0.0 + for p in self.survivals[m.name][str(r)]: + u, v = self.getVictims2(m, r+1, p) + e = max(0, min(1440, self.getNeighborTR(m, r, p, self.getNeighborhood(m, r, p), v))) - u + ans[p] = e + sigma += e + return (sigma, ans) + + 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+1): + sigma, ans = self.calcRoundData(m, r) + d[r] = ans + avgC[r-1] += sigma + cnt[r-1] += len(ans) + detail[m.name] = d + 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+1): + sigma, ans = self.calcRoundData(m, r) + d[r] = ans + avgS[r-1] += sigma + cnt[r-1] += len(ans) + detail[m.name] = d + 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) + +if __name__ == '__main__': + e = Eid() + e.calc() \ No newline at end of file diff --git a/eid_plot.py b/eid_plot.py new file mode 100644 index 0000000..e9025dc --- /dev/null +++ b/eid_plot.py @@ -0,0 +1,99 @@ +import numpy as np +from matplotlib import pyplot as plt +import scipy as sp +from scipy.stats import pearsonr +from matplotlib import markers +blue = '#0984e3' +red = '#d63031' + +def error(f,x,y): + return sp.sum((f(x)-y)**2) +def p1(x, coopr, e, postfix, show=True): + fig = plt.figure(figsize=(4.5, 3)) + ax = fig.gca() + ax.plot(x, coopr, color=blue, linewidth=2, label="$f_c$") + ax.set_ylim(0, 1) + ax.set_yticks(sp.linspace(0, 1, 5)) + ax2 = ax.twinx() + ax2.plot(x, e, color=red, linewidth=2, label=r"$E_{i,D}$") + # ax2.set_ylim(0, 1440) + # ax2.set_yticks(sp.linspace(0, 1440, 5)) + ax2.tick_params(labelsize=18) + ax.tick_params(labelsize=18) + ax.set_xlim(1, 15) + ax.set_xlabel("Rounds", size=22) + ax.set_ylabel(r"$f_c$", family='sans-serif', color=blue, size=22) + ax.tick_params(axis='y', labelcolor=blue) + ax2.set_ylabel(r"$E_{i,D}$", family='sans-serif', color=red, size=22) + ax2.tick_params(axis='y', labelcolor=red) + + plt.tight_layout() + if show: + plt.show() + else: + plt.savefig("graph/eid_co_plot_%s.eps" % postfix) + +def p2(e, coopr, postfix, show=True): + # p2散点图 + fig = plt.figure(figsize=(4, 3)) + ax = fig.gca() + fp1,residuals,rank,sv,rcond = sp.polyfit(e, coopr, 1, full=True) + print("残差：",residuals) + print('Model parameter:',fp1) + print("Other parameters: rank=%s, sv=%s, rcond=%s"%(str(rank), str(sv), str(rcond))) + f1 = sp.poly1d(fp1) + print("error= %f" % error(f1, e, coopr)) + fx = sp.linspace(np.min(e), np.max(e), 2) + + plt.plot(fx,f1(fx),linewidth=2,color=red, ls='--', zorder=0) + + + plt.scatter(e, coopr, color='white', edgecolors=blue, linewidths=2, zorder=101) + ax.set_xlabel(r'$E_{i,D}$', family='sans-serif', size=20) + ax.set_ylabel(r'$f_{c}$', family='sans-serif', size=20) + # ax.set_xlim(0, 1440) + # ax.set_xticks(sp.linspace(0, 1440, 5)) + ax.tick_params(labelsize=14) + ax.set_ylim(0.5, 1) + ax.set_yticks(sp.linspace(0.5, 1, 5)) + plt.tight_layout() + if show: + plt.show() + else: + plt.savefig("graph/eid_co_sca_%s.eps" % postfix) + + # 皮尔逊相关系数 + print("pearson: %f, p-value: %f" % pearsonr(e, coopr)) + +if __name__ == '__main__': + mode = 'CLASSIC' + mode = 'SURVIVE' + + show = False + show = True + + coopr = np.loadtxt("outputs/CR_%s.csv"%mode, delimiter=',') + x = np.arange(1, 16) + e = np.loadtxt("outputs/EID_%s.csv"%mode, delimiter=',') + + p1(x,coopr, e, mode, show) + # p2(e, coopr, mode, show) + + + + """ +SURVIVE +残差： [ 0.10769174] +Model parameter: [ 1.33390242e-04 7.29761895e-01] +Other parameters: rank=2, sv=[ 1.37254846 0.34075025], rcond=3.33066907388e-15 +error= 0.107692 +pearson: 0.709599, p-value: 0.003045 + + +CLASSIC +残差： [ 0.00992721] +Model parameter: [ 3.14661037e-05 7.35284315e-01] +Other parameters: rank=2, sv=[ 1.41231835 0.07319068], rcond=3.33066907388e-15 +error= 0.009927 +pearson: 0.309326, p-value: 0.261915 + """ \ No newline at end of file diff --git a/gen_neighborhood.py b/gen_neighborhood.py new file mode 100644 index 0000000..582cdf5 --- /dev/null +++ b/gen_neighborhood.py @@ -0,0 +1,25 @@ +import json +from island.matches import Matches + + +matches = Matches.from_profile_expr(lambda r:True) + +neighbors = {} + +for i in range(len(matches.data)): + m = matches.data[i] + n = {} + for r in m.query('neighbor', 'create').raw_data: + if r['a'] in n: + n[r['a']].append(r['b']) + else: + n[r['a']] = [r['b']] + + if r['b'] in n: + n[r['b']].append(r['a']) + else: + n[r['b']] = [r['a']] + neighbors[matches.names[i]] = n + +with open('outputs/neighborhood.json', 'w') as f: + json.dump(neighbors, f) \ No newline at end of file diff --git a/outputs/CR_CLASSIC.csv b/outputs/CR_CLASSIC.csv new file mode 100644 index 0000000..738adb7 --- /dev/null +++ b/outputs/CR_CLASSIC.csv @@ -0,0 +1 @@ +0.771505376344,0.8,0.825980392157,0.848258706468,0.828431372549,0.829383886256,0.837320574163,0.847087378641,0.842592592593,0.842723004695,0.820754716981,0.80487804878,0.783018867925,0.766666666667,0.788461538462 diff --git a/outputs/CR_SURVIVE.csv b/outputs/CR_SURVIVE.csv new file mode 100644 index 0000000..b66a687 --- /dev/null +++ b/outputs/CR_SURVIVE.csv @@ -0,0 +1 @@ +0.820512820513,0.784722222222,0.842465753425,0.879581151832,0.939024390244,0.949324324324,0.97265625,0.995833333333,0.987288135593,0.973214285714,0.972602739726,0.872549019608,0.518518518519,0.857142857143,1.0 diff --git a/outputs/EID_CLASSIC.csv b/outputs/EID_CLASSIC.csv new file mode 100644 index 0000000..a535850 --- /dev/null +++ b/outputs/EID_CLASSIC.csv @@ -0,0 +1 @@ +180.0,-41.8604651163,-124.186046512,-69.7674418605,-44.6511627907,-164.651162791,-69.7674418605,-92.0930232558,-97.6744186047,-101.860465116,-209.032258065,-213.71024735,-104.939271255,-165.755395683,-649.411764706 diff --git a/outputs/EID_SURVIVE.csv b/outputs/EID_SURVIVE.csv new file mode 100644 index 0000000..ada2743 --- /dev/null +++ b/outputs/EID_SURVIVE.csv @@ -0,0 +1 @@ +-58.293956044,-788.740365112,-833.236533958,-1329.43820225,-1278.73417722,-1369.30909091,-1370.60240964,-1343.59832636,-1427.42358079,-1392.89719626,-1440.0,-1440.0,-1390.34482759,-1440.0,-1152.0 diff --git a/outputs/EID_detail.json b/outputs/EID_detail.json new file mode 100644 index 0000000..5ece453 --- /dev/null +++ b/outputs/EID_detail.json @@ -0,0 +1 @@ +{"G443": {"1": {"6033": -1440, "6034": -1440, "6035": -1440, "6036": -1440, "6037": -1440, "6038": -1440, "6039": -1440, "6040": -1440, "6041": -1440, "6042": -1440}, "2": {"6033": -1440, "6034": 0, "6035": -1440, "6036": -1440, "6037": -1440, "6038": -1440, "6039": 0, "6040": -1440, "6041": 0, "6042": -1440}, "3": {"6033": -1440, "6034": 1440, "6035": 0, "6036": 1440, "6037": 0, "6038": 0, "6039": -1440, "6040": -1440, "6041": 0, "6042": 0}, "4": {"6033": -1440, "6034": -1440, "6035": 0, "6036": -1440, "6037": -1440, "6038": 0, "6039": -1440, "6040": 0, "6041": 0, "6042": -1440}, "5": {"6033": 0, "6034": 0, "6035": 0, "6036": 0, "6037": 0, "6038": 0, "6039": 0, "6040": 1440, "6041": 1440, "6042": 0}, "6": {"6033": -1440, "6034": -1440, "6035": -1440, "6036": 0, "6037": -1440, "6038": -1440, "6039": 0, "6040": 0, "6041": -1440, "6042": 0}, "7": {"6033": -1440, "6034": 0, "6035": -1440, "6036": 0, "6037": -1440, "6038": 0, "6039": 0, "6040": 1440, "6041": 0, "6042": 0}, "8": {"6033": -1440, "6034": -1440, "6035": -1440, "6036": -1440, "6037": -1440, "6038": 0, "6039": 1440, "6040": -1440, "6041": 0, "6042": -1440}, "9": {"6033": -1440, "6034": 0, "6035": -720, "6036": -1440, "6037": -1440, "6038": -1440, "6039": 0, "6040": -720, "6041": 0, "6042": -1440}, "10": {"6033": -1440, "6034": 1440, "6035": -1440, "6036": 1440, "6037": 0, "6038": 0, "6039": 0, "6040": -720, "6041": 1440, "6042": 0}, "11": {"6033": -1440, "6034": -1440, "6035": -1440, "6036": 0, "6037": -1440, "6038": -1440, "6039": -1440, "6040": -1440, "6041": -1440, "6042": 0}, "12": {"6033": -1440, "6034": -1440, "6035": -1440, "6036": -1440, "6037": -1440, "6038": 0, "6039": -1440, "6040": -1440, "6041": 0, "6042": -1440}, "13": {"6033": -1440, "6034": 0, "6035": -1440, "6036": 0, "6037": -1440, "6038": 0, "6039": 0, "6040": 0, "6041": 0, "6042": 0}}, "G447": {"1": {"6103": 0, "6104": 0, "6105": 0, "6106": 0, "6107": 0, "6108": 0, "6109": 1440, "6110": 0, "6111": 1440, "6112": 0, "6113": 1440, "6114": 1440, "6115": 1440, "6116": 1440, "6117": 0, "6118": 0, "6119": 0, "6120": 0, "6121": 1440, "6122": 0, "6123": 0}, "2": {"6103": 0, "6104": 0, "6105": 0, "6106": -1440, "6107": 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6129, 6130, 6131, 6132, 6133, 6134, 6135, 6136, 6137, 6138, 6139, 6140, 6141, 6142, 6143], "13": [6124, 6125, 6126, 6127, 6128, 6129, 6130, 6131, 6132, 6133, 6134, 6135, 6136, 6137, 6138, 6139, 6140, 6141, 6142, 6143]}} diff --git a/outputs/winner.json b/outputs/winner.json new file mode 100644 index 0000000..c4d06d9 --- /dev/null +++ b/outputs/winner.json @@ -0,0 +1 @@ +{"G153": [], "G203": [], "G254": [], "G272": [3170], "G285": [], "G295": [], "G299": [3558, 3559, 3563, 3575], "G302": [3649], "G307": [3896, 3901], "G318": [3965, 3967, 3970, 3973], "G337": [], "G341": [4462, 4463, 4464, 4476], "G349": [4558, 4559], "G354": [4614, 4615, 4616, 4618, 4623, 4624], "G54": [], "G68": [], "G72": [], "G75": [], "G86": []} \ No newline at end of file diff --git a/tau_f_co.py b/tau_f_co.py index 878eb0c..6d70f1c 100644 --- a/tau_f_co.py +++ b/tau_f_co.py @@ -33,7 +33,7 @@ def p1(x, coopr, tau, postfix, show=True): ax2.set_ylabel(r"$\tau_{f}$", family='sans-serif', color=red, size=22) ax2.tick_params(axis='y', labelcolor=red) - fig.legend(fontsize=18) + # fig.legend(fontsize=18) plt.tight_layout() if show: plt.show() @@ -154,7 +154,8 @@ if __name__ == '__main__': print("[%s(%d)] alone: %d" % (matches.names[j], i+1, k)) else: t = 1440 * len(neighbors[matches.names[j]][k]) - tp.append(t if t < 1440 else 1440) + # tp.append(t if t < 1440 else 1440) + tp.append(t) mwTau["%s-%d"%(j,i)] = tp[-1] else: if str(i) not in survivals[matches.names[j]]: @@ -167,8 +168,9 @@ if __name__ == '__main__': trs = matches.data[j].get_tr(i, k, neighbors[matches.names[j]][k], survivals[matches.names[j]][str(i)]) for l in neighbors[matches.names[j]][k]: if l in trs and trs[l] > 0: - t += trs[l] + t += trs[l] if trs[l] < 1440 else 1440 tp.append(t if t < 1440 else 1440) + # tp.append(t) mwTau["%s-%d"%(j,i)] = tp[-1] if tp: @@ -182,10 +184,10 @@ if __name__ == '__main__': # p1折线图 # p1(x, coopr, tau, 'classic', False) - # p1(x, coopr, tau, 'survive', False) + # p1(x, coopr, tau, 'survive', True) - p2(tau[:12], coopr[:12], 720, 'survive', False) - # p2(tau, coopr, 720, 'classic', False) + p2(tau[:12], coopr[:12], 1322, 'survive', True) + # p2(tau, coopr, 1399, 'classic', True) '''