update for alphazero, not tested

ELO_client_test.py

+#!/usr/bin/python
+# coding=utf-8
+import os
+from PK import pk
+import time
+import random
+import re
+import sys
+import zmq
+
+def main():
+    mlu_id = int(sys.argv[1])
+    assert(mlu_id < 4 and mlu_id >= 0)
+    context = zmq.Context()
+    socket =  context.socket(zmq.REQ)
+    socket.connect('tcp://10.34.134.204:1238')
+    socket.send('')
+    while True:
+        task = socket.recv().split('-')
+        black, white = task[0:2]
+        if len(task) == 2:
+            bwin = pk(black, white, 1, mlu_id)
+        elif len(task) == 4:
+            bwin = pk(black, white, 1, mlu_id, task[2].strip(), task[3].strip())
+        socket.send('-'.join([str(black), str(white), str(bwin)]))
+if __name__ == '__main__':
+    main()

ELO_server.py

@@ -3,6 +3,7 @@ from elorating import EloRatingSystem
 import numpy as np 
 import random
 import os
+import sys
 import re
 import time
 
@@ -44,7 +45,13 @@ def main():
     if os.path.exists(cd('stop.txt')):
         os.remove(cd('stop.txt'))
 
-    if os.path.exists('gameRecord.txt'):
+    if os.path.exists('output.txt'):
+        print('\n output.txt has found!')
+        if askYes('read it? if not,will delete it and create a new one <y/n> :'):
+            elo.readELO('output.txt')
+        else:
+            os.remove('output.txt')
+    elif os.path.exists('gameRecord.txt'):
         print('\n game records has found!')
         if askYes('read it? if not,will delete it and create a new one <y/n> :'):
             elo.readRecords('gameRecord.txt')
@@ -80,7 +87,12 @@ def play(total_game):
     def choose():
         #挑选比赛对手，选择分数相近的作为比赛对手
         while True:
-            players=elo.getPlayers(sortByRank=True) 
+            players=elo.getPlayers(sortByRank=False) 
+            # maxgame = 10000
+            # players=elo.getPlayersWithLessGames(sortByRank=False, maxgame = maxgame) 
+            # if (len(players) == 0):
+            #     print("player with num_game <= {} Not found!".format(maxgame))
+            #     assert(False)
             black=random.choice(players).name
             matchList=elo.getNearPlayer(black)
             if matchList:        
@@ -113,7 +125,10 @@ def play(total_game):
                 # white=res.group(2)
                 # winrate=int(res.group(3))
                 elo.playgame(black,white,winrate)
-                os.remove(cd(os.path.join('comm',d)))
+                try:
+                    os.remove(cd(os.path.join('comm',d)))
+                except:
+                    pass
                 count+=1
         return count
 
@@ -144,8 +159,11 @@ def play(total_game):
             create_game(min(max_game - num, total_game - complete_game - num + 10))
         elif num == 0:
             break
+
+        sys.stdout.write('{}/{} games completed, taking {:.1f}s\r'.format(complete_game,total_game, time.time() - tstart))
+        sys.stdout.flush()
         if (complete_game >= save_step_id * save_step):
-            print('{}/{} games completed, taking {}s'.format(complete_game,total_game, time.time() - tstart))
+            # print('{}/{} games completed, taking {}s'.format(complete_game,total_game, time.time() - tstart))
             if (save_step_id > 0):
                 elo.save(saveFile='output.txt',sortByRank=True)
             save_step_id = complete_game / save_step + 1

ELO_server_test.py

+# coding=utf-8
+from elorating import EloRatingSystem
+import numpy as np 
+import random
+import os
+import sys
+import re
+import time
+import zmq
+import threading
+from Queue import Queue
+
+commdir='share' #共享目录
+def cd(path):
+    return os.path.join(commdir,path)
+elo=EloRatingSystem(recordSaveFile='gameRecord.txt') #初始化
+save_step = 1000
+
+def askYes(str):
+    ans=''
+    while True:
+        ans=raw_input(str)
+        ans=ans.lower()
+        if ans=='y' or ans=='yes':
+            return True
+        elif ans=='n' or ans=='no':
+            return False
+        else:
+            print('please input <y|n>')
+
+
+def main():
+    print('--------------ELO rating system---------------')
+    if os.path.exists('models.txt'):
+        print('read models from models.txt')
+        with open('models.txt','r') as f:
+            lines=f.readlines()
+            models=[l.strip() for l in lines]
+    else:
+        models=[str(i) for i in range(300)] #模型的名字
+        print('default models:range(0,300,1) or [0,299]')
+    elo.addModels(models) #添加模型
+    elo.summary()         #查看现有模型
+
+    os.system('touch '+cd('pause.txt')) #通知client先不必行动
+    if not os.path.exists(cd('comm')):
+        os.mkdir(cd('comm'))
+    if os.path.exists(cd('stop.txt')):
+        os.remove(cd('stop.txt'))
+
+    if os.path.exists('output.txt'):
+        print('\n output.txt has found!')
+        if askYes('read it? if not,will delete it and create a new one <y/n> :'):
+            elo.readELO('output.txt')
+        else:
+            os.remove('output.txt')
+    elif os.path.exists('gameRecord.txt'):
+        print('\n game records has found!')
+        if askYes('read it? if not,will delete it and create a new one <y/n> :'):
+            elo.readRecords('gameRecord.txt')
+        else:
+            os.remove('gameRecord.txt')
+
+    commandList=[r'play (\d+)','summary','stop','save']
+    print('commandList:\n    '+'\n    '.join(commandList))
+    ans=raw_input('>>')
+    while True:
+        if ans=='stop':
+            os.system('touch '+cd('stop.txt'))
+            break
+        elif ans=='summary':
+            elo.summary()
+        elif ans=='save':
+            elo.save(saveFile='output.txt',sortByRank=True)
+        else:
+            matchRes=re.match(r'play (\d+)',ans)
+            if matchRes:
+                num=matchRes.group(1)
+                play(int(num))
+        print('commandList:\n    '+'\n    '.join(commandList))
+        ans=raw_input('>>')
+    
+def play(total_game):   
+    max_game=800
+    complete_game=0
+    pause_flag='pause.txt'
+    if os.path.exists(cd(pause_flag)):
+        os.remove(cd(pause_flag)) #去掉上次的暂停标志
+
+    rolloutMap = {}
+    if os.path.exists('rollout_map.txt'):
+        with open('rollout_map.txt', 'r') as f:
+            for lines in f.readlines():
+                ls = lines.split(':')
+                rlen = ls[1].split(',')
+                if rlen < 162:
+                    ls[1] += [',200'] * (162 - rlen)
+                rolloutMap[ls[0]] = ls[1]
+    def getRolloutMap(model):
+        base_r = 200
+        max_step = 162
+        if model in rolloutMap:
+            return rolloutMap[model] 
+        else:
+            return ','.join([str(base_r)]*max_step)
+
+    def choose():
+        while True:
+            # players=elo.getPlayers(sortByRank=False) 
+            players = elo.players.values()
+            new_player_thres = 500
+            try_select_new_player = 1
+            while try_select_new_player > 0:
+                black=random.choice(players)
+                if black.num_game < new_player_thres:
+                    break
+                try_select_new_player -= 1
+            black = black.name
+            matchList=elo.getNearPlayer(black)
+            if matchList:        
+                white=random.choice(matchList)
+                if 'DR' in black or 'DR' in white:
+                    return black, white, getRolloutMap(black), getRolloutMap(white)
+                else:
+                    return black,white
+            else:
+                continue
+
+    idx=0
+    elo.save(saveFile='output.txt',sortByRank=True)
+    save_step_id = 0
+    context = zmq.Context()
+    socket =  context.socket(zmq.REP)
+    socket.bind("tcp://*:1238")
+    work_pool = Queue(1000)
+    def produce_work(q):
+        while True:
+            q.put(choose())
+
+    # def auto_add_model():
+    #     monitor = ['share-1', 'share-2', 'share-3', 'share-4']
+    #     player_prefix = {m:m.replace('-', '') + '_' for m in monitor}
+    #     model_iter = {m:0 for m in monitor}
+    #     model_iter_delta = 1000
+    #     def getModelName(share, m):
+    #         if share == 'share-1':
+    #             share = 'share'
+    #         return '/'+str(share)+'/go9_data/caffemodel/received/agz9_iter_'+str(m)+'.cambricon'
+    #     def getPlayerName(share, m):
+    #         return player_prefix[share] + str(m)
+    #     while True:
+    #         for share in monitor:
+    #             model_path = getModelName(share, model_iter[share]) 
+    #             if os.path.exists(model_path):
+    #                 model_iter[share] += model_iter_delta
+    #                 player_name = getPlayerName(share, model_iter[share])
+    #                 if player_name not in elo.players:
+    #                     os.symlink(model_path, 'models/'+player_name)
+    #                     with open('models.txt', 'a+') as f:
+    #                         f.write(player_name +'\n')
+    #                     elo.addModel(player_name)
+    #                     print('\nadd player ' + player_name)
+    #             
+    # model_monitor = threading.Thread(target=auto_add_model, args=())
+    # model_monitor.setDaemon(True)
+    # model_monitor.start()
+
+    work_producers = []
+    for i in range(16):
+        work_producers.append(threading.Thread(target=produce_work, args=(work_pool,)))
+        work_producers[i].setDaemon(True)
+        work_producers[i].start() 
+    tstart = time.time()
+    complete_game = 0
+    while True:
+        m = socket.recv()
+        socket.send('-'.join(work_pool.get()))
+        if m == '':
+            continue
+        black, white, bwin = m.split('-')
+        elo.playgame(black, white, float(bwin))
+        complete_game += 1
+        sys.stdout.write('{}/{} games completed, taking {:.1f}s\r'.format(complete_game, total_game, time.time() - tstart))
+        sys.stdout.flush()
+        if (complete_game >= save_step_id * save_step):
+            if (save_step_id > 0):
+                elo.save(saveFile='output.txt',sortByRank=True)
+            save_step_id = complete_game / save_step + 1
+if __name__ == '__main__':
+    main()

PK.py

@@ -4,46 +4,53 @@ import time
 import os
 import commands as cmd
 
-pj_dir = "/share/sxk_mlu_alphago"
+pj_dir = "/share/2_sxk_mlu_alphago_"
 data_dir = "/share/data_sxk"
 model_dir = "/share/elo-rating/models/"
-def get_cmd(num_games, mlu, model1, model2, rollout, c_puct):
+def get_cmd(num_games, mlu, model1, model2, rollout, c_puct, rollouts0 = '-1', rollouts1 = '-1'):
     cmd_str = ""
     cmd_str += "%s " % (os.path.join(pj_dir, "build", "pk"))
     cmd_str += "--eval_game_num %d " %(num_games)
     cmd_str += "--mlu_list_0 %d "%(mlu)
     cmd_str += "--mlu_list_1 %d "%(mlu)
-    cmd_str += "--config_path_0 %s "%(os.path.join(pj_dir, "etc", "9_pk_offline.conf"))
-    cmd_str += "--config_path_1 %s "%(os.path.join(pj_dir, "etc", "9_pk_offline.conf"))
+    cmd_str += "--config_path_0 %s "%(os.path.join('/share/elo-rating', "etc", "9_pk_offline_1.4.0.conf"))
+    cmd_str += "--config_path_1 %s "%(os.path.join('/share/elo-rating', "etc", "9_pk_offline_1.4.0.conf"))
     cmd_str += "--model_path_0 %s "%(model1)
     cmd_str += "--model_path_1 %s "%(model2)
     cmd_str += "--rollout_0 %d "%(rollout)
     cmd_str += "--rollout_1 %d "%(rollout)
-    cmd_str += "--rollouts_0 %s "%("-1")
-    cmd_str += "--rollouts_1 %s "%("-1")
+    cmd_str += "--rollouts_0 %s "%(rollouts0)
+    cmd_str += "--rollouts_1 %s "%(rollouts1)
     cmd_str += "--c_puct_0 %f "%(c_puct)
     cmd_str += "--c_puct_1 %f "%(c_puct)
     # TODO: check this
     # cmd_str += "--result_path %s "%("-1")
     return cmd_str
 
-def pk(model1, model2, num_games = 1, mlu_id = 0):
-   rollout = 400
-   c_puct = 0.8
-   model1 = model_dir + model1
-   model2 = model_dir + model2
-   cmd_str = get_cmd(num_games, mlu_id, model1, model2, rollout, c_puct)
-   s, o = cmd.getstatusoutput(cmd_str)
-   win = 0
-   assert(s == 0)
-   win = 1 - float(o.strip().split(":")[-1])
-   print("%s vs %s, win_rate = %f" % (model1.split('/')[-1], model2.split('/')[-1], win))
-   return win
+def pk(model1, model2, num_games = 1, mlu_id = 0, rollouts1='-1', rollouts2 = '-1'):
+    rollout = 200
+    if rollouts1 != '-1':
+        assert(rollouts2 != '-1')
+        rollout = -1
+    c_puct = 1.5
+    model1 = model_dir + model1
+    model2 = model_dir + model2
+    cmd_str = get_cmd(num_games, mlu_id, model1, model2, rollout, c_puct, rollouts1, rollouts2)
+    s, o = cmd.getstatusoutput(cmd_str)
+    # os.system(cmd_str)
+    if (s != 0):
+        print(o)
+    assert(s == 0)
+    # print(o)
+    win = 1 - float(o.strip().split(":")[-1])
+    print("%s vs %s, win_rate = %f" % (model1.split('/')[-1], model2.split('/')[-1], win))
+    return win
 
 if __name__ == "__main__":
-    model1 = "R1600_M1600_600000"
-    model2 = "R400_M400_180000"
-    res = pk(model1, model2, 100, 3)
+    model1 = "test"
+    # model1 = "R1600_M1600_600000"
+    model2 = "test"
+    res = pk(model1, model2, 1, 3)
 
 #测试用pk函数
 # def pk(model1,model2,num_games=1):

R400_M100_best

+0, 73.91
+1, 289.22
+2, 357.78
+3, 397.51
+4, 517.34
+5, 665.53
+6, 676.59
+7, 797.3
+8, 928.37
+9, 950.17
+10, 1030.65
+11, 993.63
+12, 1040.76
+13, 1080.45
+14, 1271.51
+15, 1312.31
+16, 1249.38
+17, 1308.56
+18, 1345.12
+19, 1464.62
+20, 1567.62
+21, 1547.04
+22, 1657.79
+23, 1676.79
+24, 1733.06
+25, 1719.56
+26, 1841.36
+27, 1892.69
+28, 1989.22
+29, 1991.27
+30, 2057.95
+31, 2122.06
+32, 2143.92
+33, 2241.52
+34, 2204.19
+35, 2229.15
+36, 2236.97
+37, 2251.55
+38, 2240.42
+39, 2325.32
+40, 2325.18
+41, 2414.34
+42, 2384.25
+43, 2419.9
+44, 2373.72
+45, 2428.2
+46, 2467.21
+47, 2402.1
+48, 2455.92
+49, 2415.19
+50, 2451.3
+51, 2418.11
+52, 2429.11
+53, 2442.6
+54, 2449.93
+55, 2514.59

a.py

+import os
+best_num = 0
+rec = list(range(100))
+with open('output.txt', 'r') as f:
+    lines = f.readlines()
+    for l in lines:
+        if l.startswith('R400_M100'):
+            idx = int(l.split()[0].split('_')[-1])
+            if idx > 0 and idx < 1000:
+                rec[idx - 1]= float(l.split()[1])
+                best_num += 1
+with open("R400_M100_best", 'w') as f:
+    for i in range(best_num):
+        f.write("{}, {}\n".format(i, rec[i]))
+    

analysis.py

+#!/usr/bin/python
+import numpy as np
+import sys
 import matplotlib
 matplotlib.use('Agg')
 import matplotlib.pyplot as plt
 model={}
-with open('bak/output.txt_bak', 'r') as f:
+routines = []
+labels = routines
+smooth_window = 10
+# labels = ['test17', 'test18']
+filename = 'output.txt'
+filename = 'outputs/10-09_00-30-47'
+if len(sys.argv) == 2:
+    filename = sys.argv[1]
+with open(filename, 'r') as f:
     lines = f.readlines()
-    for l in lines:
-        if l.startswith('R'):
-            l = l.strip()
-            model[l.split()[0]] = float(l.split()[1])
+    for l in lines[1:]:
+        #if l.startswith('R') or l.startswith('D') or l.startswith('s'):
+        #    l = l.strip()
+        #    model[l.split()[0]] = float(l.split()[1])
+        model_name = l.strip().split()[0]
+        if int(model_name.split("_")[1]) > 150000:
+            continue
+        model[model_name] = float(l.split()[1])
+        routine = model_name.split('_')[0]
+        if routine not in routines:
+            routines.append(routine)
+
+print (model)
 
 def getInfo(k):
     ks = k.split('_')
-    r = int(ks[0].lstrip('R'))
-    m = int(ks[1].lstrip('M'))
-    i = int(ks[2])
-    return r, m, i
+    key = '_'.join(ks[0:len(ks) - 1])
+    i = int(ks[-1])
+    return key, i
     
 def cmpKey(k1, k2):
     k1 = k1[0]
     k2 = k2[0]
-    r1, m1, i1 = getInfo(k1)
-    r2, m2, i2 = getInfo(k2)
-    if (r1 != r2):
-        return r1 - r2
-    elif (m1 != m2):
-        return m1 - m2
+    key1, i1 = getInfo(k1)
+    key2, i2 = getInfo(k2)
+    if (key1 != key2):
+        return -1 if key1 < key2 else 1
     else:
         return i1 - i2
 
 smodel = model.items()
+print(smodel)
 smodel.sort(cmp = cmpKey)
 print(smodel)
 
-def getPlot(mp, r, m):
+def smooth(x, N):
+    y = []
+    for i in range(len(x)):
+        y.append(np.average([x[i+j] for j in range(N) if i+j >= 0 and i+j < len(x)]))
+    return y
+
+from scipy.interpolate import spline
+def getPlot(mp, key):
     x = []
     y = []
     for k, v in mp:
-        kr, km, ki = getInfo(k)
-        if km == m and kr == r:
-            x.append(ki)
-            y.append(v)
-    return x, y
-def getStr(r, m):
-    return "R%d_M%d" % (r, m)
-routines = [[400, 400],[400, 1600],[1600,400],[1600, 1600]]
-colors   = ['red', 'blue', 'black', 'yellow', 'green', 'cyan', 'slateblue', 'peru', 'slategrey']
-for i in range(len(routines)):
-    plt.plot(*getPlot(smodel, *routines[i]), color = colors[i], linestyle='--', label=getStr(*routines[i]))
-# plt.plot(*getPlot(smodel, *routines[0]), color = colors[0], linestyle='--', label=getStr(*routines[0]))
-# plt.plot(*getPlot(smodel, *routines[1]), color = colors[1], linestyle='--', label=getStr(*routines[1]))
-# plt.plot(*getPlot(smodel, *routines[2]), color = colors[2], linestyle='--', label=getStr(*routines[2]))
-# plt.plot(*getPlot(smodel, *routines[3]), color = colors[3], linestyle='--', label=getStr(*routines[3]))
-plt.legend()
+        kkey, ki = getInfo(k)
+        if kkey == key:
+            if ki > 500 or ki == 0:
+                x.append(ki)
+                y.append(v)
+	# new_x = np.linspace(min(x), max(x), 300)	
+	# new_y = spline(x, y, new_x)
+    new_x = x
+    # new_y = y
+    new_y = smooth(y, smooth_window)
+    return new_x, new_y
+# def getStr(key):
+#     if pre == None or pre == '':
+#         return "R%d_M%d" % (r, m)
+#     else:
+#         return pre + "_" + "R%d_M%d" % (r, m)
+# routines = [[400, 400],[400, 1600],[1600,400],[1600, 1600], [1600, 100], [400, 100]]
+#colors   = ['red', 'blue', 'black', 'yellow', 'green', 'cyan', 'slateblue', 'peru', 'slategrey']
+# plt.figure(figsize=(16,12), dpi=200)
+#plt.xlim(0,50000)
+font_size = 12
+labels_ = {73: "100", 74: "200", 77: "50", 78: "1600", 79: "400", 80: "800"}
+# for i in range(len(routines)):
+for i in [0]:
+    # if not int(routines[i].split("test")[-1]) in [90, 92, 93]:
+    #     continue
+    if int(routines[i].split("test")[-1]) not in labels_.keys():
+        continue
+    plt.plot(*getPlot(smodel, routines[i]), linestyle='-', label=labels_[int(routines[i].split("test")[-1])])
+    # plt.plot(*getPlot(smodel, routines[i]), linestyle='-', label=routines[i])
+plt.xlabel("Training Iteration", fontsize=font_size)
+plt.ylabel("Elo-Rating", fontsize=font_size)
+# plt.legend(loc="lower left", fontsize=font_size)
 plt.show()
 plt.savefig('figure.png')
-# x_data = ['2011','2012','2013','2014','2015','2016','2017']
-# y_data = [58000,60200,63000,71000,84000,90500,107000]
-# y_data2 = [52000,54200,51500,58300,56800,59500,62700]
-# 
-# plt.plot(x_data,y_data,color='red',linewidth=2.0,linestyle='--')
-# plt.plot(x_data,y_data2,color='blue',linewidth=3.0,linestyle='-.')
-# plt.show()
-
-# table = Texttable()
-# table.add_rows()
-# print(table.draw())
-
-# def getRoutine(k):
-#     k = k[0]
-#     return k.split('_')[0] + '_' + k.split('_')[1]
-# rm = {}
-# for k in smodel:
-#     krm = getRoutine(k)
-#     if krm not in rm:
-#         rm[krm] = list()
-#     rm[krm].append(k[1])
-# print(rm) 
-# print(max_iter)

elorating.py

@@ -161,15 +161,28 @@ class EloRatingSystem:
         k=choose_k(R2)
         player2.rating=R2+k*(1-winrate-E2)
         
-        if player1.rating<0:
-            player1.rating=0
-        elif player2.rating<0:
-            player2.rating=0
+        # if player1.rating<0:
+        #     player1.rating=0
+        # elif player2.rating<0:
+        #     player2.rating=0
         
         if online:
             # print('winrate: {}. {}\'s rating:{}->{} ; {}\'s rating:{}->{}'.format(winrate, p1,R1,player1.rating,p2,R2,player2.rating))
             pass 
         
+    def readELO(self, fname):
+        with open(fname, 'r') as f:
+            for l in f.readlines():
+                player, rating, num_game, wins, losses = l.split()[0:5]
+                if player not in self.players:
+                    print("player {} not exist!".format(player))
+                    continue
+                self.players[player].rating = float(rating)
+                self.players[player].num_game = int(num_game)
+                self.players[player].wins = int(wins)
+                self.players[player].losses = int(losses)
+                
+                
     def readRecords(self,filename):
         '''
            读取比赛记录
@@ -213,6 +226,17 @@ class EloRatingSystem:
                 return p.rating
             players.sort(key=sortKey,reverse=True)
         return players     
+    def getPlayersWithLessGames(self,sortByRank=False, maxgame=100000):
+        players = []
+        for p in self.players.values():
+            if p.num_game < maxgame:
+                players.append(p)
+        if sortByRank:           
+            def sortKey(p):
+                return p.rating
+            players.sort(key=sortKey,reverse=True)
+        return players
+        
     
     def getRating(self):
         #获取分数,按模型输入顺序排,用来画图

etc/9_pk_offline_1.4.0.conf

+num_eval_threads: 1
+
+num_search_threads: 128
+max_children_per_node: 16
+max_search_tree_size: 400000000
+timeout_ms_per_step: 5000
+max_simulations_per_step: 400 # rolluot
+# clear_search_tree_per_move: 1 # clear moves
+
+eval_batch_size: 128
+eval_wait_batch_timeout_us: 100
+model_config {
+    model_type: Offline # Offline
+
+    device_type: "mlu" # "cpu", "gpu", "mlu"
+    mlu_core: "MLU270" # "MLU100", "1H16", "1H8", "MLU220", "MLU270"
+    mlu_option: 2 # 0: cpu, 1: mlu, 2: mfus(mlu with fusion);
+    mlu_caffemodel_path: "/share/go9_data/caffemodel/best_models_6b/agz9_6b_int8_best.caffemodel"
+    mlu_caffedeploy_path: "/share/go9_data/caffemodel/best_models_6b/agz9_6b_int8_best_mlu.prototxt"
+    core_number: 16
+    output_dtype: "FLOAT32"
+
+    mlu_offline_model_path: "/share/go9_data/caffemodel/best_models/agz9_best.cambricon"
+    subnet_name: "subnet0"
+}
+mlu_list: "0"
+c_puct: 1.5
+virtual_loss: 1.0
+enable_resign: 1
+v_resign: -0.9
+enable_dirichlet_noise: 0
+dirichlet_noise_alpha: 0.03
+dirichlet_noise_ratio:  0.25
+monitor_log_every_ms: 0
+get_best_move_mode: 0
+enable_background_search: 0
+enable_policy_temperature: 0
+policy_temperature: 0.67
+inherit_default_act: 1
+early_stop {
+    enable: 1
+    check_every_ms: 100
+    sims_factor: 1.0
+    sims_threshold: 2000
+}
+unstable_overtime {
+    enable: 1
+    time_factor: 0.3
+}
+behind_overtime {
+    enable: 1
+    act_threshold: 0.0
+    time_factor: 0.3
+}
+time_control {
+    enable: 1
+    c_denom: 20
+    c_maxply: 40
+    reserved_time: 1.0
+}
+
+genmove_temperature: 1.0
+soft_pick_move: 10
+disable_resign_percentage: 1.0

getBestModels.py

+import os
+step_delta = 1
+models_file = "../models.txt"
+routines = ["R1600_M1600", "R400_M1600", "R400_M400", "R1600_M400", "R1600_M100", "R400_M100"]
+# routines = ["R400_M100"]
+# pwd = "/share/go9_data/routines/R1600_M1600/test1/caffemodel/received_9b/"
+# prefix = "R1600_M1600_"
+def getModels(pwd, prefix):
+    models = []
+    with open(pwd + "time_record", 'r') as f:
+        lines = f.readlines()
+        for l in lines:
+            l = l.strip().split(':')[0]
+            if "cambricon" in l:
+                step_iter = int(l.split('.')[0].split('_')[-1])
+                if step_iter % step_delta == 0:
+                    m_name = prefix + str(1 + step_iter)
+                    os.system("ln -s %s %s" %(pwd + l, m_name))
+                    models.append(m_name)
+    with open(models_file, 'a+') as f:
+        for m in models:
+            f.write(m + "\n")
+def getPwd(routine):
+    pwd = "/share/go9_data/routines/" + routine + "/test1/caffemodel/best_models_9b/"
+    prefix = routine + "_"
+    return pwd, prefix
+
+if __name__ == "__main__":
+    for routine in routines:
+        pwd, prefix = getPwd(routine)
+        getModels(pwd, prefix)

getModels.py

 import os
 
-step_delta = 10000
+step_delta = 1000
 models_file = "../models.txt"
-routines = ["R1600_M1600", "R400_M1600", "R400_M400", "R1600_M400", "R1600_M100"]
+link_prefix = './'
+model_max_iter = 150000
+routines = []
+runing = ['group4']
 # pwd = "/share/go9_data/routines/R1600_M1600/test1/caffemodel/received_9b/"
 # prefix = "R1600_M1600_"
-def getModels(pwd, prefix):
+def getModels(pwd, prefix, models_file = models_file, step_delta = step_delta,model_max_iter = model_max_iter, link_prefix = link_prefix, model_start = 0):
+    models_map = {}
     models = []
     with open(pwd + "time_record", 'r') as f:
         lines = f.readlines()
@@ -13,15 +17,32 @@ def getModels(pwd, prefix):
             l = l.strip().split(':')[0]
             if "cambricon" in l:
                 step_iter = int(l.split('.')[0].split('_')[-1])
-                if step_iter % step_delta == 0:
-                    m_name = prefix + str(step_iter)
-                    os.system("ln -s %s %s" %(pwd + l, m_name))
+                if (model_start  + step_iter) % step_delta == 0 and (model_start + step_iter) < model_max_iter:
+                    m_name = prefix + str(model_start + step_iter)
+                    os.system("ln -s %s %s" %(pwd + l, link_prefix + m_name))
                     models.append(m_name)
+                    models_map[m_name] = l
     with open(models_file, 'a+') as f:
         for m in models:
             f.write(m + "\n")
+    return models_map
+
+def getRuningModels(model_dir = '/share/go9_data/caffemodel/received/', suffix='.cambricon', model_prefix = runing[0] + '_',models_file = models_file,step_delta = step_delta, model_max_iter = model_max_iter, link_prefix = link_prefix, model_start=0):
+    models = []
+    for f in os.listdir(model_dir):
+            if f.endswith(suffix):
+                step_iter = int(f.split('.')[0].split('_')[-1])
+                if step_iter % step_delta == 0 and step_iter < model_max_iter:
+                    m_name = model_prefix + str(model_start + step_iter)
+                    file_path = model_dir + f
+                    os.system("ln -s {} {}".format(file_path, link_prefix + m_name))
+                    models.append(m_name)
+    with open(models_file, 'a+') as f:
+        for m in models:
+            f.write(m + '\n')
+    
 def getPwd(routine):
-    pwd = "/share/go9_data/routines/" + routine + "/test1/caffemodel/received_9b/"
+    pwd = "/share/routines/" + routine + "/caffemodel/received/"
     prefix = routine + "_"
     return pwd, prefix
 
@@ -29,8 +50,11 @@ if __name__ == "__main__":
     for routine in routines:
         pwd, prefix = getPwd(routine)
         getModels(pwd, prefix)
-    
-
-
-
-
+    # getRuningModels('/share/go9_data/caffemodel/received/', '.cambricon', 'R400_M360_')
+    # getRuningModels('/share-2/go9_data/caffemodel/received/', '.cambricon', 'DR_R400_M360_')
+    # getRuningModels('/share-3/go9_data/caffemodel/received/', '.cambricon', 'DR_R400_M720_')
+    # getRuningModels('/share/go9_data/caffemodel/received/', '.cambricon', 'share1_')
+    # getRuningModels('/share-2/go9_data/caffemodel/received/', '.cambricon', 'share2_')
+    # getRuningModels('/share-3/go9_data/caffemodel/received/', '.cambricon', 'share3_')
+    getRuningModels('/share-4/go9_data/caffemodel/received/', '.cambricon', 'share4_')
+    # getRuningModels('/share-4/go9_data/caffemodel/received/', '.cambricon', 'share4_')

getRolloutMap.py

+import os
+import sys
+def getBestModelMap(test_dir):
+    best_models = []
+    models = [0]
+    with open(test_dir + 'run/eval_results/baseline_eval.csv', 'r') as f:
+        for line in f.readlines():
+            ls = line.split(',')
+            best_model_iter = int(ls[0])
+            model_iter =  int(ls[1])
+            best_models.append(best_model_iter)
+            models.append(model_iter)
+    best_model_map = {}
+    for i, model in enumerate(models):
+        if i < len(best_models):
+            best_model_map[model] = best_models[i]
+    cur_best = 0
+    for model in range(0, 160000, 1000):
+        if model not in best_model_map:
+            best_model_map[model] = cur_best
+        else:
+            cur_best = best_model_map[model]
+    return best_model_map
+
+def getConfigMap(test_dir):
+    config_map = {}
+    best_model_map = getBestModelMap(test_dir)
+    with open(test_dir +  'run/config/result_act.txt', 'r') as f:
+        for i, line in enumerate(f.readlines()):
+            new_win_rate = float(line.split(',')[0].split(':')[-1])
+            best_model = line.split(',')[1].split(':')[1].replace('./','')
+            base_r = line.split('[')[1].split(']')[0].split(',')
+            best_model_iter = int(best_model.split('.')[0].split('_')[-1])
+            base_r = [int(r) for r in base_r]
+            config_map[best_model_iter] = base_r
+            # if new_win_rate > 0.53:
+            #     print(i, new_win_rate)
+            #     print(new_win_rate, base_r)
+    for model in best_model_map:
+        best_model_iter = best_model_map[model]
+        if best_model_iter in config_map:
+            best_model_map[model] = config_map[best_model_iter]
+        else:
+            best_model_map[model] = config_map[best_model_iter+1]
+    return best_model_map
+
+def getRolloutMap(test_dir, m_name):
+    config_map = getConfigMap('/share/routines/' + test_dir + '/')
+    model_config_map = {}
+    for model in config_map:
+        model_config_map[m_name + str(model)] = config_map[model]
+    return model_config_map
+
+if __name__ == '__main__':
+    tests = sys.argv[1:]
+    config_map = getConfigMap('/share/routines/' + tests[0].split(':')[0] + '/')
+    # config_map = getConfigMap(tests[0].split(':')[0] + '/')
+    m_name = tests[0].split(':')[1] + '_'
+    model_config_map = {}
+    for model in config_map:
+        model_config_map[m_name + str(model)] = config_map[model]
+    #print(model_config_map)

get_models_txt.py

+#!/usr/bin/python
+
+import os
+
+test_ids = [0, 1]
+os.system("rm -f models.txt")
+for test_id in test_ids:
+    model_prefix = "/share/backup_data/go9/test_%d/off_models/go9_iter_"%(test_id)
+    model_suffix = ".cambricon"
+    i = 0
+    delta = 10000
+    while True:
+        model_path = "%s%d%s"%(model_prefix, i, model_suffix)
+        if not os.path.exists(model_path):
+            break
+        with open("models.txt", 'a') as f:
+            f.write("%s\n"%(model_path))
+        i += delta

log

+rsync  version 3.1.1  protocol version 31
+Copyright (C) 1996-2014 by Andrew Tridgell, Wayne Davison, and others.
+Web site: http://rsync.samba.org/
+Capabilities:
+    64-bit files, 64-bit inums, 64-bit timestamps, 64-bit long ints,
+    socketpairs, hardlinks, symlinks, IPv6, batchfiles, inplace,
+    append, ACLs, xattrs, iconv, symtimes, prealloc
+
+rsync comes with ABSOLUTELY NO WARRANTY.  This is free software, and you
+are welcome to redistribute it under certain conditions.  See the GNU
+General Public Licence for details.
+
+rsync is a file transfer program capable of efficient remote update
+via a fast differencing algorithm.
+
+Usage: rsync [OPTION]... SRC [SRC]... DEST
+  or   rsync [OPTION]... SRC [SRC]... [USER@]HOST:DEST
+  or   rsync [OPTION]... SRC [SRC]... [USER@]HOST::DEST
+  or   rsync [OPTION]... SRC [SRC]... rsync://[USER@]HOST[:PORT]/DEST
+  or   rsync [OPTION]... [USER@]HOST:SRC [DEST]
+  or   rsync [OPTION]... [USER@]HOST::SRC [DEST]
+  or   rsync [OPTION]... rsync://[USER@]HOST[:PORT]/SRC [DEST]
+The ':' usages connect via remote shell, while '::' & 'rsync://' usages connect
+to an rsync daemon, and require SRC or DEST to start with a module name.
+
+Options
+ -v, --verbose               increase verbosity
+     --info=FLAGS            fine-grained informational verbosity
+     --debug=FLAGS           fine-grained debug verbosity
+     --msgs2stderr           special output handling for debugging
+ -q, --quiet                 suppress non-error messages
+     --no-motd               suppress daemon-mode MOTD (see manpage caveat)
+ -c, --checksum              skip based on checksum, not mod-time & size
+ -a, --archive               archive mode; equals -rlptgoD (no -H,-A,-X)
+     --no-OPTION             turn off an implied OPTION (e.g. --no-D)
+ -r, --recursive             recurse into directories
+ -R, --relative              use relative path names
+     --no-implied-dirs       don't send implied dirs with --relative
+ -b, --backup                make backups (see --suffix & --backup-dir)
+     --backup-dir=DIR        make backups into hierarchy based in DIR
+     --suffix=SUFFIX         set backup suffix (default ~ w/o --backup-dir)
+ -u, --update                skip files that are newer on the receiver
+     --inplace               update destination files in-place (SEE MAN PAGE)
+     --append                append data onto shorter files
+     --append-verify         like --append, but with old data in file checksum
+ -d, --dirs                  transfer directories without recursing
+ -l, --links                 copy symlinks as symlinks
+ -L, --copy-links            transform symlink into referent file/dir
+     --copy-unsafe-links     only "unsafe" symlinks are transformed
+     --safe-links            ignore symlinks that point outside the source tree
+     --munge-links           munge symlinks to make them safer (but unusable)
+ -k, --copy-dirlinks         transform symlink to a dir into referent dir
+ -K, --keep-dirlinks         treat symlinked dir on receiver as dir
+ -H, --hard-links            preserve hard links
+ -p, --perms                 preserve permissions
+ -E, --executability         preserve the file's executability
+     --chmod=CHMOD           affect file and/or directory permissions
+ -A, --acls                  preserve ACLs (implies --perms)
+ -X, --xattrs                preserve extended attributes
+ -o, --owner                 preserve owner (super-user only)
+ -g, --group                 preserve group
+     --devices               preserve device files (super-user only)
+     --specials              preserve special files
+ -D                          same as --devices --specials
+ -t, --times                 preserve modification times
+ -O, --omit-dir-times        omit directories from --times
+ -J, --omit-link-times       omit symlinks from --times
+     --super                 receiver attempts super-user activities
+     --fake-super            store/recover privileged attrs using xattrs
+ -S, --sparse                handle sparse files efficiently
+     --preallocate           allocate dest files before writing them
+ -n, --dry-run               perform a trial run with no changes made
+ -W, --whole-file            copy files whole (without delta-xfer algorithm)
+ -x, --one-file-system       don't cross filesystem boundaries
+ -B, --block-size=SIZE       force a fixed checksum block-size
+ -e, --rsh=COMMAND           specify the remote shell to use
+     --rsync-path=PROGRAM    specify the rsync to run on the remote machine
+     --existing              skip creating new files on receiver
+     --ignore-existing       skip updating files that already exist on receiver
+     --remove-source-files   sender removes synchronized files (non-dirs)
+     --del                   an alias for --delete-during
+     --delete                delete extraneous files from destination dirs
+     --delete-before         receiver deletes before transfer, not during
+     --delete-during         receiver deletes during the transfer
+     --delete-delay          find deletions during, delete after
+     --delete-after          receiver deletes after transfer, not during
+     --delete-excluded       also delete excluded files from destination dirs
+     --ignore-missing-args   ignore missing source args without error
+     --delete-missing-args   delete missing source args from destination
+     --ignore-errors         delete even if there are I/O errors
+     --force                 force deletion of directories even if not empty
+     --max-delete=NUM        don't delete more than NUM files
+     --max-size=SIZE         don't transfer any file larger than SIZE
+     --min-size=SIZE         don't transfer any file smaller than SIZE
+     --partial               keep partially transferred files
+     --partial-dir=DIR       put a partially transferred file into DIR
+     --delay-updates         put all updated files into place at transfer's end
+ -m, --prune-empty-dirs      prune empty directory chains from the file-list
+     --numeric-ids           don't map uid/gid values by user/group name
+     --usermap=STRING        custom username mapping
+     --groupmap=STRING       custom groupname mapping
+     --chown=USER:GROUP      simple username/groupname mapping
+     --timeout=SECONDS       set I/O timeout in seconds
+     --contimeout=SECONDS    set daemon connection timeout in seconds
+ -I, --ignore-times          don't skip files that match in size and mod-time
+ -M, --remote-option=OPTION  send OPTION to the remote side only
+     --size-only             skip files that match in size
+     --modify-window=NUM     compare mod-times with reduced accuracy
+ -T, --temp-dir=DIR          create temporary files in directory DIR
+ -y, --fuzzy                 find similar file for basis if no dest file
+     --compare-dest=DIR      also compare destination files relative to DIR
+     --copy-dest=DIR         ... and include copies of unchanged files
+     --link-dest=DIR         hardlink to files in DIR when unchanged
+ -z, --compress              compress file data during the transfer
+     --compress-level=NUM    explicitly set compression level
+     --skip-compress=LIST    skip compressing files with a suffix in LIST
+ -C, --cvs-exclude           auto-ignore files the same way CVS does
+ -f, --filter=RULE           add a file-filtering RULE
+ -F                          same as --filter='dir-merge /.rsync-filter'
+                             repeated: --filter='- .rsync-filter'
+     --exclude=PATTERN       exclude files matching PATTERN
+     --exclude-from=FILE     read exclude patterns from FILE
+     --include=PATTERN       don't exclude files matching PATTERN
+     --include-from=FILE     read include patterns from FILE
+     --files-from=FILE       read list of source-file names from FILE
+ -0, --from0                 all *-from/filter files are delimited by 0s
+ -s, --protect-args          no space-splitting; only wildcard special-chars
+     --address=ADDRESS       bind address for outgoing socket to daemon
+     --port=PORT             specify double-colon alternate port number
+     --sockopts=OPTIONS      specify custom TCP options
+     --blocking-io           use blocking I/O for the remote shell
+     --stats                 give some file-transfer stats
+ -8, --8-bit-output          leave high-bit chars unescaped in output
+ -h, --human-readable        output numbers in a human-readable format
+     --progress              show progress during transfer
+ -P                          same as --partial --progress
+ -i, --itemize-changes       output a change-summary for all updates
+     --out-format=FORMAT     output updates using the specified FORMAT
+     --log-file=FILE         log what we're doing to the specified FILE
+     --log-file-format=FMT   log updates using the specified FMT
+     --password-file=FILE    read daemon-access password from FILE
+     --list-only             list the files instead of copying them
+     --bwlimit=RATE          limit socket I/O bandwidth
+     --outbuf=N|L|B          set output buffering to None, Line, or Block
+     --write-batch=FILE      write a batched update to FILE
+     --only-write-batch=FILE like --write-batch but w/o updating destination
+     --read-batch=FILE       read a batched update from FILE
+     --protocol=NUM          force an older protocol version to be used
+     --iconv=CONVERT_SPEC    request charset conversion of filenames
+     --checksum-seed=NUM     set block/file checksum seed (advanced)
+     --noatime               do not alter atime when opening source files
+ -4, --ipv4                  prefer IPv4
+ -6, --ipv6                  prefer IPv6
+     --version               print version number
+(-h) --help                  show this help (-h is --help only if used alone)
+
+Use "rsync --daemon --help" to see the daemon-mode command-line options.
+Please see the rsync(1) and rsyncd.conf(5) man pages for full documentation.
+See http://rsync.samba.org/ for updates, bug reports, and answers

models.txt

-0
-1
-2
-3
-4
-5
-6
-7
-8
-9
-10
-11
-12
-13
-14
-15
-16
-17
-18
-19
-20
-21
-22
-23
-24
-25
-26
-27
-28
-29
-30
-31
-32
-33
-34
-35
-36
-37
-38
-39
-40
-41
-42
-43
-44
-45
-46
-47
-48
-49
-50
-51
-52
-53
-54
-55
-56
-57
-58
-59
-60
-61
-62
-63
-64
-65
-66
-67
-68
-69
-70
-71
-72
-73
-74
-75
-76
-77
-78
-79
-80
-81
-82
-83
-84
-85
-86
-87
-88
-89
-90
-91
-92
-93
-94
-95
-96
-97
-98
-99
-100
-101
-102
-103
-104
-105
-106
-107
-108
-109
-110
-111
-112
-113
-114
-115
-116
-117
-118
-119
-120
-121
-122
-123
-124
-125
-126
-127
-128
-129
-130
-131
-132
-133
-134
-135
-136
-137
-138
-139
-140
-141
-142
-143
-144
-145
-146
-147
-148
-149
-150
-151
-152
-153
-154
-155
-156
-157
-158
-159
-160
-161
-162
-163
-164
-165
-166
-167
-168
-169
-170
-171
-172
-173
-174
-175
-176
-177
-178
-179
-180
-181
-182
-183
-184
-185
-186
-187
-188
-189
-190
-191
-192
-193
-194
-195
-196
-197
-198
-199
-200
-201
-202
-203
-204
-205
-206
-207
-208
-209
-210
-211
-212
-213
-214
-215
-216
-217
-218
-219
-220
-221
-222
-223
-224
-225
-226
-227
-228
-229
-230
-231
-232
-233
-234
-235
-236
-237
-238
-239
-240
-241
-242
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