def getMatchQuality(self, player1, player2): matchup = [player1, player2] gameInfo = GameInfo() calculator = FactorGraphTrueSkillCalculator() return calculator.calculateMatchQuality(gameInfo, matchup)
def getMatchQuality(self): try : gameInfo = GameInfo() calculator = FactorGraphTrueSkillCalculator() return calculator.calculateMatchQuality(gameInfo, self.finalTeams) except : return None
def getMatchQuality(self): try: gameInfo = GameInfo() calculator = FactorGraphTrueSkillCalculator() return calculator.calculateMatchQuality(gameInfo, self.finalTeams) except: return None
def on_draw(self): """ Redraws the figure """ str = unicode(self.textbox.text()) x = self.mu + self.sigma*np(50000) self.axes.clear() self.axes.grid(self.grid_cb.isChecked()) self.axes.set_xlabel("Skill") self.axes.set_ylabel("Probability %") #self.ylabel('') self.axes.set_title("performance graph of %s"% self.name) # ## the histogram of the data n, bins, patches = self.axes.hist(x, 100, normed=1, facecolor='green', alpha=0.55) y = normpdf( bins, self.mu, self.sigma) * 100 text ="This is the potential rating of %s.\n66 percent chances to be between %i and %i." % (self.name,int(self.mu-self.sigma), int(self.mu+self.sigma)) self.textbox.setText(text + "\n%.2f percent chances to be %i" % (round((max(y)*100),2), int(self.mu))) self.textbox.setText(self.textbox.text() + "\nThe worst rating possible is the one in the leaderboard : %i" % int(self.mu-3*self.sigma)) self.axes.axis([self.mu-4*self.sigma, self.mu+4*self.sigma, 0, (100 + (max(y)*100)*1.5) / 2]) #self.axes.hist(x, bins, normed=1, facecolor='green',) self.axes.plot(bins, y*100, linewidth=.5, linestyle = 'None', color = 'red', alpha = 1.0) self.axes.fill(bins, y*100, 'r--', linewidth=0, alpha=.5, facecolor='red') self.axes.annotate(('%s maximum rating (%i)' % (self.name, self.mu)), xy=(self.mu, max(y)*100), xycoords='data', xytext=(-50, 30), textcoords='offset points', arrowprops=dict(arrowstyle="wedge", facecolor='red', linewidth=0), size = 7, alpha = 0.5, backgroundcolor='lightgrey') if not self.compare_cb.isChecked() : self.axes.fill_between(bins, y*100 ,0, where=bins>self.mu+self.sigma, facecolor='darkred', interpolate=True) self.axes.fill_between(bins, y*100 ,0, where=bins<self.mu-self.sigma, facecolor='darkred', interpolate=True ) if self.compare_cb.isChecked() : self.axes.set_title("performance graph of %s VS you " % self.name ) x = self.playermu + self.playersigma*np(50000) n, bins, patches = self.axes.hist(x, 100, normed=1, facecolor='green', alpha=0.55) y2 = normpdf( bins, self.playermu, self.playersigma) * 100 self.axes.axis([min(self.mu-4*self.sigma, self.playermu-4*self.playersigma) , max(self.mu+4*self.sigma, self.playermu+4*self.playersigma), 0, max((100 + (max(y)*100)*1.5) / 2,(100 + (max(y2)*100)*1.5) / 2)]) self.axes.plot(bins, y2*100, linewidth=.5, linestyle = 'None', color = 'blue', alpha = 1.0) self.axes.fill(bins, y2*100, 'r--', linewidth=0, alpha=.5, facecolor='blue') #self.axes.fill_between(bins, y2*100 ,0, where=bins>self.playermu+self.playersigma, facecolor='darkblue', interpolate=True) #self.axes.fill_between(bins, y2*100 ,0, where=bins<self.playermu-self.playersigma, facecolor='darkblue', interpolate=True ) self.axes.annotate('Your most probable rating (%i)' % int(self.playermu), xy=(self.playermu, max(y2)*100), xycoords='data', xytext=(-50, 30), textcoords='offset points', arrowprops=dict(arrowstyle="wedge", facecolor='blue', linewidth=0), size = 7, alpha = 0.5, backgroundcolor='lightgrey') text ="This is the potential rating of %s.\n66 percent chances to be between %i and %i. (you : between %i and %i)" % (self.name,int(self.mu-self.sigma), int(self.mu+self.sigma), int(self.playermu-self.playersigma), int(self.playermu+self.playersigma)) self.textbox.setText(text + "\n%.2f percent chances to be %i (You : \n%.2f percent chances to be %i)" % (round((max(y)*100),2), int(self.mu), round((max(y2)*100),2), int(self.playermu))) self.textbox.setText(self.textbox.text() + "\nThe worst rating possible is the one in the leaderboard : %i (you : %i)" % (int(self.mu-3*self.sigma), int(self.playermu-3*self.playersigma))) teamsTrueskill = [] Team1 = Team() Team1.addPlayer("1", Rating(self.mu, self.sigma)) Team2 = Team() Team2.addPlayer("2", Rating(self.playermu, self.playersigma)) teamsTrueskill.append(Team1) teamsTrueskill.append(Team2) gameInfo = GameInfo() calculator = FactorGraphTrueSkillCalculator() gamequality = calculator.calculateMatchQuality(gameInfo, teamsTrueskill) * 100 self.textbox.setText(self.textbox.text() + "\nProbabilites of having a even match : %.2f percent" % gamequality ) self.canvas.draw()
def getBestMatchup(self): #getting number of current teams nTeams = self.getTeamsCount() if nTeams == 0: return "No teams formed yet" gameInfo = GameInfo() calculator = FactorGraphTrueSkillCalculator() if len(self.trueSkillPlayers) % nTeams: return "Missing players for this number of teams (%i)" % ( int(nTeams)) platoon = len(self.trueSkillPlayers) / nTeams matchs = [] for perm in list(self.permutations(self.trueSkillPlayers)): match = [] for j in range(nTeams): team = [] for i in range(platoon): index = i + platoon * j team.append(perm[index]) team = sorted(team) match.append(team) matchs.append(match) a = [] matchQuality = 0 winningTeam = None for item in matchs: if not item[0] in a: a.append(item[0]) Teams = [] for i in range(nTeams): resultTeam = Team() for j in range(len(item[i])): for player in item[i][j].getAllPlayers(): resultTeam.addPlayer(player, item[i][j].getRating()) Teams.append(resultTeam) curQual = calculator.calculateMatchQuality(gameInfo, Teams) if curQual > matchQuality: matchQuality = curQual winningTeam = Teams msg = "The best composition for teams is \n" for teams in winningTeam: msg = msg + 'team %i' % i + '\n' for player in teams.getAllPlayers(): msg = msg + "player " + str(player.getId()) + "(" + str( teams.getRating(player)) + ")\n" i = i + 1 msg = msg + "Game Quality : " + str(matchQuality * 100) + '%' return msg
def getBestMatchup(self): if not self.state == "open": return "game in play" nTeams = 0 for t in self.teamlist : if t != -1 : nTeams += 1 if nTeams != 2 or len(self.players) <= 2 : return "No teams formed yet" if len(self.players) % nTeams : return "Missing players for this number of teams (%i)" % (int(nTeams)) if (len(self.players) / nTeams) == 1 : return "Only one player per team" playerlist = {} for player in self.players : mean = self.client.players[player]["rating_mean"] dev = self.client.players[player]["rating_deviation"] rating = mean - 3 * dev playerlist[player] = rating i = 0 bestTeams = {} bestTeams[1] = [] bestTeams[2] = [] for key, value in sorted(playerlist.iteritems(), key=lambda (k,v): (v,k), reverse=True): bestTeams[self.assignToTeam(i)].append(key) i = i + 1 msg = "" # i = 0 # for teams in winningTeam : # msg += ", ".join(bestTeams[1]) # i = i + 1 # if i != len(winningTeam) : msg += "<br/>Vs<br/>" msg += ", ".join(bestTeams[2]) teamsTrueskill = [] invalidTS = False for player in bestTeams[1] : curTeam = Team() if player in self.client.players : mean = self.client.players[player]["rating_mean"] dev = self.client.players[player]["rating_deviation"] curTeam.addPlayer(player, Rating(mean, dev)) else : self.invalidTS = True teamsTrueskill.append(curTeam) for player in bestTeams[2] : curTeam = Team() if player in self.client.players : mean = self.client.players[player]["rating_mean"] dev = self.client.players[player]["rating_deviation"] curTeam.addPlayer(player, Rating(mean, dev)) else : self.invalidTS = True teamsTrueskill.append(curTeam) # computing game quality : if invalidTS == False : gameInfo = GameInfo() calculator = FactorGraphTrueSkillCalculator() gamequality = calculator.calculateMatchQuality(gameInfo, teamsTrueskill) if gamequality < 1 : gamequality = round((gamequality * 100), 2) msg = msg + "<br/>Game Quality will be : " + str(gamequality) + '%' return msg
def update(self, message, client): ''' Updates this item from the message dictionary supplied ''' foo = message message = copy.deepcopy(foo) self.client = client self.title = message['title'] self.host = message['host'] self.teams = dict.copy(message['teams']) self.access = message.get('access', 'public') self.mod = message['featured_mod'] self.modVersion = message.get('featured_mod_versions', []) self.mods = message.get('sim_mods',{}) self.options = message.get('options', []) self.numplayers = message.get('num_players', 0) self.slots = message.get('max_players',12) oldstate = self.state self.state = message['state'] # Assemble a players & teams lists self.teamlist = [] self.observerlist = [] self.realPlayers = [] self.teamsTrueskill = [] self.gamequality = 0 self.invalidTS = False self.nTeams = 0 #HACK: Visibility field not supported yet. self.private = self.title.lower().find("private") != -1 self.setHidden((self.state != 'open') or (self.mod in mod_invisible)) # Clear the status for all involved players (url may change, or players may have left, or game closed) for player in self.players: if player in client.urls: del client.urls[player] # Just jump out if we've left the game, but tell the client that all players need their states updated if self.state == "closed": client.usersUpdated.emit(self.players) return self.players = [] for team in self.teams: self.players.extend(self.teams[team]) # Map preview code if self.mapname != message['mapname']: self.mapname = message['mapname'] self.mapdisplayname = maps.getDisplayName(self.mapname) refresh_icon = True else: refresh_icon = False #Resolve pretty display name self.moddisplayname = self.mod self.modoptions = [] if self.mod in mods : self.moddisplayname = mods[self.mod].name self.modoptions = mods[self.mod].options #Checking if the mod has options #Alternate icon: If private game, use game_locked icon. Otherwise, use preview icon from map library. if refresh_icon: if self.access == "password" or self.private: icon = util.icon("games/private_game.png") else: icon = maps.preview(self.mapname) if not icon: self.client.downloader.downloadMap(self.mapname, self) icon = util.icon("games/unknown_map.png") self.setIcon(icon) # Used to differentiate between newly added / removed and previously present players oldplayers = set(self.players) self.playerIncluded = False if self.state == "open" : if "1" in self.teams and "2" in self.teams and self.client.login != None and self.client.login not in self.teams["1"] and self.client.login not in self.teams["2"] : if len(self.teams["1"]) < len(self.teams["2"]) : self.teams["1"].append(self.client.login) self.playerIncluded = True elif len(self.teams["1"]) > len(self.teams["2"]) : self.teams["2"].append(self.client.login) self.playerIncluded = True if self.state == "open" and "1" in self.teams and "2" in self.teams : for team in self.teams: if team != "-1" : self.realPlayers.extend(self.teams[team]) if team == 0 : for player in self.teams[team] : curTeam = Team() if player in self.client.players : mean = self.client.players[player]["rating_mean"] dev = self.client.players[player]["rating_deviation"] curTeam.addPlayer(player, Rating(mean, dev)) else : self.invalidTS = True self.teamsTrueskill.append(curTeam) else : curTeam = Team() if team == "1" and (len(self.teams["1"]) < len(self.teams["2"])) and self.playerIncluded == True : if self.client.login in self.client.players : curTeam.addPlayer(self.client.login, Rating(self.client.players[self.client.login]["rating_mean"], self.client.players[self.client.login]["rating_deviation"])) if team == "2" and (len(self.teams["1"]) > len(self.teams["2"])) and self.playerIncluded == True : if self.client.login in self.client.players : curTeam.addPlayer(self.client.login, Rating(self.client.players[self.client.login]["rating_mean"], self.client.players[self.client.login]["rating_deviation"])) for player in self.teams[team] : if player in self.client.players : if self.client.isFoe(player) : self.hasFoe = True mean = self.client.players[player]["rating_mean"] dev = self.client.players[player]["rating_deviation"] curTeam.addPlayer(player, Rating(mean, dev)) else : self.invalidTS = True self.teamsTrueskill.append(curTeam) # computing game quality : if len(self.teamsTrueskill) > 1 and self.invalidTS == False : self.nTeams = 0 for t in self.teams : if int(t) != -1 : self.nTeams += 1 realPlayers = len(self.realPlayers) if realPlayers % self.nTeams == 0 : gameInfo = GameInfo() calculator = FactorGraphTrueSkillCalculator() gamequality = calculator.calculateMatchQuality(gameInfo, self.teamsTrueskill) if gamequality < 1 : self.gamequality = round((gamequality * 100), 2) strQuality = "" if self.gamequality == 0 : strQuality = "? %" else : strQuality = str(self.gamequality)+" %" if len(self.players) == 1: playerstring = "player" else: playerstring = "players" self.numplayers = len(self.players) self.playerIncludedTxt = "" if self.playerIncluded : self.playerIncludedTxt = "(with you)" color = client.getUserColor(self.host) for player in self.players : if self.client.isFoe(player) : color = client.getUserColor(player) self.editTooltip() if self.mod == "faf" or self.mod == "balancetesting" and not self.mods: self.setText(self.FORMATTER_FAF.format(color=color, mapslots = self.slots, mapdisplayname=self.mapdisplayname, title=self.title, host=self.host, players=self.numplayers, playerstring=playerstring, gamequality = strQuality, playerincluded = self.playerIncludedTxt)) else: if not self.mods: modstr = self.mod else: if self.mod == 'faf': modstr = ", ".join(self.mods.values()) else: modstr = self.mod + " & " + ", ".join(self.mods.values()) if len(modstr) > 20: modstr = modstr[:15] + "..." self.setText(self.FORMATTER_MOD.format(color=color, mapslots = self.slots, mapdisplayname=self.mapdisplayname, title=self.title, host=self.host, players=self.numplayers, playerstring=playerstring, gamequality = strQuality, playerincluded = self.playerIncludedTxt, mod=modstr)) if self.uid == 0: return #Spawn announcers: IF we had a gamestate change, show replay and hosting announcements if (oldstate != self.state): if (self.state == "playing"): QtCore.QTimer.singleShot(5*60000, self.announceReplay) #The delay is there because we have a 5 minutes delay in the livereplay server elif (self.state == "open"): QtCore.QTimer.singleShot(35000, self.announceHosting) #The delay is there because we currently the host needs time to choose a map # Update player URLs for player in self.players: client.urls[player] = self.url(player) # Determine which players are affected by this game's state change newplayers = set(self.players) affectedplayers = oldplayers | newplayers client.usersUpdated.emit(list(affectedplayers))
def getMatchQuality(self, team1, team2): matchup = [team1.getTrueskillTeam(), team2.getTrueskillTeam()] gameInfo = GameInfo() calculator = FactorGraphTrueSkillCalculator() return calculator.calculateMatchQuality(gameInfo, matchup)
def getBestMatchup(self): if not self.state == "open": return "game in play" nTeams = 0 for t in self.teamlist: if t != -1: nTeams += 1 if nTeams != 2 or len(self.players) <= 2: return "No teams formed yet" if len(self.players) % nTeams: return "Missing players for this number of teams (%i)" % ( int(nTeams)) if (len(self.players) / nTeams) == 1: return "Only one player per team" playerlist = {} for player in self.players: mean = self.client.players[player]["rating_mean"] dev = self.client.players[player]["rating_deviation"] rating = mean - 3 * dev playerlist[player] = rating i = 0 bestTeams = {} bestTeams[1] = [] bestTeams[2] = [] for key, value in sorted(playerlist.iteritems(), key=lambda (k, v): (v, k), reverse=True): bestTeams[self.assignToTeam(i)].append(key) i = i + 1 msg = "" # i = 0 # for teams in winningTeam : # msg += ", ".join(bestTeams[1]) # i = i + 1 # if i != len(winningTeam) : msg += "<br/>Vs<br/>" msg += ", ".join(bestTeams[2]) teamsTrueskill = [] invalidTS = False for player in bestTeams[1]: curTeam = Team() if player in self.client.players: mean = self.client.players[player]["rating_mean"] dev = self.client.players[player]["rating_deviation"] curTeam.addPlayer(player, Rating(mean, dev)) else: self.invalidTS = True teamsTrueskill.append(curTeam) for player in bestTeams[2]: curTeam = Team() if player in self.client.players: mean = self.client.players[player]["rating_mean"] dev = self.client.players[player]["rating_deviation"] curTeam.addPlayer(player, Rating(mean, dev)) else: self.invalidTS = True teamsTrueskill.append(curTeam) # computing game quality : if invalidTS == False: gameInfo = GameInfo() calculator = FactorGraphTrueSkillCalculator() gamequality = calculator.calculateMatchQuality( gameInfo, teamsTrueskill) if gamequality < 1: gamequality = round((gamequality * 100), 2) msg = msg + "<br/>Game Quality will be : " + str( gamequality) + '%' return msg
def update(self, message, client): ''' Updates this item from the message dictionary supplied ''' foo = message message = copy.deepcopy(foo) self.client = client self.title = message['title'] self.host = message['host'] self.teams = dict.copy(message['teams']) self.access = message.get('access', 'public') self.mod = message['featured_mod'] self.modVersion = message.get('featured_mod_versions', []) self.mods = message.get('sim_mods', {}) self.options = message.get('options', []) self.numplayers = message.get('num_players', 0) self.slots = message.get('max_players', 12) oldstate = self.state self.state = message['state'] # Assemble a players & teams lists self.teamlist = [] self.observerlist = [] self.realPlayers = [] self.teamsTrueskill = [] self.gamequality = 0 self.invalidTS = False self.nTeams = 0 #HACK: Visibility field not supported yet. self.private = self.title.lower().find("private") != -1 self.setHidden((self.state != 'open') or (self.mod in mod_invisible)) # Clear the status for all involved players (url may change, or players may have left, or game closed) for player in self.players: if player in client.urls: del client.urls[player] # Just jump out if we've left the game, but tell the client that all players need their states updated if self.state == "closed": client.usersUpdated.emit(self.players) return self.players = [] for team in self.teams: self.players.extend(self.teams[team]) # Map preview code if self.mapname != message['mapname']: self.mapname = message['mapname'] self.mapdisplayname = maps.getDisplayName(self.mapname) refresh_icon = True else: refresh_icon = False #Resolve pretty display name self.moddisplayname = self.mod self.modoptions = [] if self.mod in mods: self.moddisplayname = mods[self.mod].name self.modoptions = mods[self.mod].options #Checking if the mod has options #Alternate icon: If private game, use game_locked icon. Otherwise, use preview icon from map library. if refresh_icon: if self.access == "password" or self.private: icon = util.icon("games/private_game.png") else: icon = maps.preview(self.mapname) if not icon: self.client.downloader.downloadMap(self.mapname, self) icon = util.icon("games/unknown_map.png") self.setIcon(icon) # Used to differentiate between newly added / removed and previously present players oldplayers = set(self.players) self.playerIncluded = False if self.state == "open": if "1" in self.teams and "2" in self.teams and self.client.login != None and self.client.login not in self.teams[ "1"] and self.client.login not in self.teams["2"]: if len(self.teams["1"]) < len(self.teams["2"]): self.teams["1"].append(self.client.login) self.playerIncluded = True elif len(self.teams["1"]) > len(self.teams["2"]): self.teams["2"].append(self.client.login) self.playerIncluded = True if self.state == "open" and "1" in self.teams and "2" in self.teams: for team in self.teams: if team != "-1": self.realPlayers.extend(self.teams[team]) if team == 0: for player in self.teams[team]: curTeam = Team() if player in self.client.players: mean = self.client.players[player][ "rating_mean"] dev = self.client.players[player][ "rating_deviation"] curTeam.addPlayer(player, Rating(mean, dev)) else: self.invalidTS = True self.teamsTrueskill.append(curTeam) else: curTeam = Team() if team == "1" and (len(self.teams["1"]) < len( self.teams["2"]) ) and self.playerIncluded == True: if self.client.login in self.client.players: curTeam.addPlayer( self.client.login, Rating( self.client.players[ self.client.login]["rating_mean"], self.client.players[self.client.login] ["rating_deviation"])) if team == "2" and (len(self.teams["1"]) > len( self.teams["2"]) ) and self.playerIncluded == True: if self.client.login in self.client.players: curTeam.addPlayer( self.client.login, Rating( self.client.players[ self.client.login]["rating_mean"], self.client.players[self.client.login] ["rating_deviation"])) for player in self.teams[team]: if player in self.client.players: if self.client.isFoe(player): self.hasFoe = True mean = self.client.players[player][ "rating_mean"] dev = self.client.players[player][ "rating_deviation"] curTeam.addPlayer(player, Rating(mean, dev)) else: self.invalidTS = True self.teamsTrueskill.append(curTeam) # computing game quality : if len(self.teamsTrueskill) > 1 and self.invalidTS == False: self.nTeams = 0 for t in self.teams: if int(t) != -1: self.nTeams += 1 realPlayers = len(self.realPlayers) if realPlayers % self.nTeams == 0: gameInfo = GameInfo() calculator = FactorGraphTrueSkillCalculator() gamequality = calculator.calculateMatchQuality( gameInfo, self.teamsTrueskill) if gamequality < 1: self.gamequality = round((gamequality * 100), 2) strQuality = "" if self.gamequality == 0: strQuality = "? %" else: strQuality = str(self.gamequality) + " %" if len(self.players) == 1: playerstring = "player" else: playerstring = "players" self.numplayers = len(self.players) self.playerIncludedTxt = "" if self.playerIncluded: self.playerIncludedTxt = "(with you)" color = client.getUserColor(self.host) for player in self.players: if self.client.isFoe(player): color = client.getUserColor(player) self.editTooltip() if self.mod == "faf" or self.mod == "balancetesting" and not self.mods: self.setText( self.FORMATTER_FAF.format( color=color, mapslots=self.slots, mapdisplayname=self.mapdisplayname, title=self.title, host=self.host, players=self.numplayers, playerstring=playerstring, gamequality=strQuality, playerincluded=self.playerIncludedTxt)) else: if not self.mods: modstr = self.mod else: if self.mod == 'faf': modstr = ", ".join(self.mods.values()) else: modstr = self.mod + " & " + ", ".join(self.mods.values()) if len(modstr) > 20: modstr = modstr[:15] + "..." self.setText( self.FORMATTER_MOD.format( color=color, mapslots=self.slots, mapdisplayname=self.mapdisplayname, title=self.title, host=self.host, players=self.numplayers, playerstring=playerstring, gamequality=strQuality, playerincluded=self.playerIncludedTxt, mod=modstr)) if self.uid == 0: return #Spawn announcers: IF we had a gamestate change, show replay and hosting announcements if (oldstate != self.state): if (self.state == "playing"): QtCore.QTimer.singleShot( 5 * 60000, self.announceReplay ) #The delay is there because we have a 5 minutes delay in the livereplay server elif (self.state == "open"): QtCore.QTimer.singleShot( 35000, self.announceHosting ) #The delay is there because we currently the host needs time to choose a map # Update player URLs for player in self.players: client.urls[player] = self.url(player) # Determine which players are affected by this game's state change newplayers = set(self.players) affectedplayers = oldplayers | newplayers client.usersUpdated.emit(list(affectedplayers))
def on_draw(self): """ Redraws the figure """ str = unicode(self.textbox.text()) x = self.mu + self.sigma * np(50000) self.axes.clear() self.axes.grid(self.grid_cb.isChecked()) self.axes.set_xlabel("Skill") self.axes.set_ylabel("Probability %") #self.ylabel('') self.axes.set_title("performance graph of %s" % self.name) # ## the histogram of the data n, bins, patches = self.axes.hist(x, 100, normed=1, facecolor='green', alpha=0.55) y = normpdf(bins, self.mu, self.sigma) * 100 text = "This is the potential rating of %s.\n66 percent chances to be between %i and %i." % ( self.name, int(self.mu - self.sigma), int(self.mu + self.sigma)) self.textbox.setText(text + "\n%.2f percent chances to be %i" % (round((max(y) * 100), 2), int(self.mu))) self.textbox.setText( self.textbox.text() + "\nThe worst rating possible is the one in the leaderboard : %i" % int(self.mu - 3 * self.sigma)) self.axes.axis([ self.mu - 4 * self.sigma, self.mu + 4 * self.sigma, 0, (100 + (max(y) * 100) * 1.5) / 2 ]) #self.axes.hist(x, bins, normed=1, facecolor='green',) self.axes.plot(bins, y * 100, linewidth=.5, linestyle='None', color='red', alpha=1.0) self.axes.fill(bins, y * 100, 'r--', linewidth=0, alpha=.5, facecolor='red') self.axes.annotate(('%s maximum rating (%i)' % (self.name, self.mu)), xy=(self.mu, max(y) * 100), xycoords='data', xytext=(-50, 30), textcoords='offset points', arrowprops=dict(arrowstyle="wedge", facecolor='red', linewidth=0), size=7, alpha=0.5, backgroundcolor='lightgrey') if not self.compare_cb.isChecked(): self.axes.fill_between(bins, y * 100, 0, where=bins > self.mu + self.sigma, facecolor='darkred', interpolate=True) self.axes.fill_between(bins, y * 100, 0, where=bins < self.mu - self.sigma, facecolor='darkred', interpolate=True) if self.compare_cb.isChecked(): self.axes.set_title("performance graph of %s VS you " % self.name) x = self.playermu + self.playersigma * np(50000) n, bins, patches = self.axes.hist(x, 100, normed=1, facecolor='green', alpha=0.55) y2 = normpdf(bins, self.playermu, self.playersigma) * 100 self.axes.axis([ min(self.mu - 4 * self.sigma, self.playermu - 4 * self.playersigma), max(self.mu + 4 * self.sigma, self.playermu + 4 * self.playersigma), 0, max((100 + (max(y) * 100) * 1.5) / 2, (100 + (max(y2) * 100) * 1.5) / 2) ]) self.axes.plot(bins, y2 * 100, linewidth=.5, linestyle='None', color='blue', alpha=1.0) self.axes.fill(bins, y2 * 100, 'r--', linewidth=0, alpha=.5, facecolor='blue') #self.axes.fill_between(bins, y2*100 ,0, where=bins>self.playermu+self.playersigma, facecolor='darkblue', interpolate=True) #self.axes.fill_between(bins, y2*100 ,0, where=bins<self.playermu-self.playersigma, facecolor='darkblue', interpolate=True ) self.axes.annotate('Your most probable rating (%i)' % int(self.playermu), xy=(self.playermu, max(y2) * 100), xycoords='data', xytext=(-50, 30), textcoords='offset points', arrowprops=dict(arrowstyle="wedge", facecolor='blue', linewidth=0), size=7, alpha=0.5, backgroundcolor='lightgrey') text = "This is the potential rating of %s.\n66 percent chances to be between %i and %i. (you : between %i and %i)" % ( self.name, int(self.mu - self.sigma), int(self.mu + self.sigma), int(self.playermu - self.playersigma), int(self.playermu + self.playersigma)) self.textbox.setText( text + "\n%.2f percent chances to be %i (You : \n%.2f percent chances to be %i)" % (round((max(y) * 100), 2), int(self.mu), round((max(y2) * 100), 2), int(self.playermu))) self.textbox.setText( self.textbox.text() + "\nThe worst rating possible is the one in the leaderboard : %i (you : %i)" % (int(self.mu - 3 * self.sigma), int(self.playermu - 3 * self.playersigma))) teamsTrueskill = [] Team1 = Team() Team1.addPlayer("1", Rating(self.mu, self.sigma)) Team2 = Team() Team2.addPlayer("2", Rating(self.playermu, self.playersigma)) teamsTrueskill.append(Team1) teamsTrueskill.append(Team2) gameInfo = GameInfo() calculator = FactorGraphTrueSkillCalculator() gamequality = calculator.calculateMatchQuality( gameInfo, teamsTrueskill) * 100 self.textbox.setText( self.textbox.text() + "\nProbabilites of having a even match : %.2f percent" % gamequality) self.canvas.draw()
def getBestMatchup(self): #getting number of current teams nTeams = self.getTeamsCount() if nTeams == 0 : return "No teams formed yet" gameInfo = GameInfo() calculator = FactorGraphTrueSkillCalculator() if len(self.trueSkillPlayers) % nTeams : return "Missing players for this number of teams (%i)" % (int(nTeams)) platoon = len(self.trueSkillPlayers) / nTeams matchs = [] for perm in list(self.permutations(self.trueSkillPlayers)) : match = [] for j in range(nTeams) : team = [] for i in range(platoon) : index = i+platoon*j team.append(perm[index]) team=sorted(team) match.append(team) matchs.append(match) a = [] matchQuality = 0 winningTeam = None for item in matchs: if not item[0] in a: a.append(item[0]) Teams = [] for i in range(nTeams) : resultTeam = Team() for j in range(len(item[i])) : for player in item[i][j].getAllPlayers() : resultTeam.addPlayer(player, item[i][j].getRating()) Teams.append(resultTeam) curQual = calculator.calculateMatchQuality(gameInfo, Teams) if curQual > matchQuality : matchQuality = curQual winningTeam = Teams msg = "The best composition for teams is \n" for teams in winningTeam : msg = msg + 'team %i' %i + '\n' for player in teams.getAllPlayers() : msg = msg + "player " + str(player.getId()) + "(" + str(teams.getRating(player)) + ")\n" i = i + 1 msg = msg + "Game Quality : " + str(matchQuality * 100) + '%' return msg