データセットの構築

S01用データセット

RCPSP6_data_all

データセットの検証1


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#rcpsp61.py 場所取り実績確認(415個)
from optseq import *
import math
#=======================================================================
prob=Model()
CS=["CS","CC","SS","SC"]
#=======================================================================
#リソースの定義(usuki)
file_path = 'RCPSP_u.res.txt'
with open(file_path, 'r', encoding='utf-8') as file:
    prog=file.read()
exec(prog)
#=======================================================================
#データセットの定義(S01)
# data_BC1, data_BC2, data_BC3, data_BC4, data_BC5, data_BC6, data_BC7
file_path = 'RCPSP6_data_all.txt'
with open(file_path, 'r', encoding='utf-8') as file:
    prog=file.read()
exec(prog)
#=======================================================================
data={}
data.update(data_BC1); 
data.update(data_BC2); 
data.update(data_BC3); 
data.update(data_BC4); 
data.update(data_BC5); 
data.update(data_BC6); 
data.update(data_BC7);
#-----
def extact(data):
    w=[]
    for i in data.keys():
        if data[i][1]>=0:  w.append(i)
    return w
#-----
idata_BC1=extact(data_BC1)
idata_BC2=extact(data_BC2)
idata_BC3=extact(data_BC3)
idata_BC4=extact(data_BC4)
idata_BC5=extact(data_BC5)
idata_BC6=extact(data_BC6)
idata_BC7=extact(data_BC7)
idata=idata_BC1+idata_BC2+idata_BC3+idata_BC4+idata_BC5+idata_BC6+idata_BC7
#print(len(idata))     
#=======================================================================
def L1L2B1B2lb(R,data,i,j,no):
    no1=data[i][j][no][0]; #j=6,7
    L=R[no1][1]; B=R[no1][2];
    l=math.floor(data[i][8][0]); b=math.floor(data[i][8][1]);   
    L1=data[i][j][no][1]; L2=data[i][j][no][2]; 
    if L1<0: l=l-abs(L1); L1=0;
    if L2>L: l=l-abs(L2-L); L2=L;         
    B1=data[i][j][no][3]; B2=data[i][j][no][4];   
    if B1<0: b=b-abs(B1); B1=0
    if B2>B: b=b-abs(B2-B); B2=B;  
    ll=L2-L1; bb=B2-B1; 
    if L2-L1>l: ll=l 
    if B2-B1>b: bb=b  
    return [no1,L1,L2,B1,B2,ll,bb] 

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#=======================================================================   
iwhich=1 #場所取り実績確認(415個)
if iwhich==1: #rcpsp71_1.csv
    idata=[]
    for i in data.keys():
        if data[i][1]<0: #<0,==-1,-2
            idata.append(i)
#-----------------------------------------------------------------------
#[1.1]作業の定義
#-----------------------------------------------------------------------
    act={}
    for i in idata:    
        if data[i][6]!=0:    
            act[i]=prob.addActivity(data[i][0])
#-----------------------------------------------------------------------
#[1.2]先行制約
#-----------------------------------------------------------------------
   #-----日程固定
    for i in idata:
        if data[i][6]!=0:    
            prob.addTemporal("source",act[i],tempType="SS",delay= data[i][3])       
            prob.addTemporal(act[i],"source",tempType="SS",delay=-data[i][3])           
#-----------------------------------------------------------------------
#[1.4]資源制約(作業場所)      
#-----------------------------------------------------------------------
    mode={}
    for i in idata:      
        if data[i][6]!=0:
            for no in range(len(data[i][6])): 
                w=L1L2B1B2lb(R,data,i,6,no)
                no1,L1,L2,B1,B2,l,b=w[0],w[1],w[2],w[3],w[4],w[5],w[6]
               #L1=0; L2=R[no1][1]; B1=0; B2=R[no1][2];  
               #L1=0; B1=0;
                skipL=1; skipB=1;
                for j in range(L1,L2-l+1,skipL): 
                    for k in range(B1,B2-b+1,skipB):     
                        mode[i,no1,j,k]=Mode(\
                        "mode["+i+"]_R[{0:03d}][{1:03d}_{2:03d}][{3:03d}_{4:03d}]"\
                        .format(no1,j,k,l,b),duration=data[i][2])
                        for s in range(0,l):
                            for t in range(0,b):
                                mode[i,no1,j,k].addResource(res3PL[no1,j+s,k+t],1) 
                        mode[i,no1,j,k].addResource(res2S[no1],l*b)
                        act[i].addModes(mode[i,no1,j,k])       
        else:
            mode[i]=Mode("mode["+i+"]",duration=data[i][2]) 
            act[i].addModes(mode[i])     
#-----------------------------------------------------------------------
#[1.5]問題求解  
#-----------------------------------------------------------------------
    A=[]
    for a in prob.act: A.append(a.name) 
   #print("アクティビティ:",A)  
    N=len(prob.act)
    print("アクティビティ総数(含待機数):",N)  
    M=[]
    for a in prob.act: M.append(len(a.modes)) 
    #print("モード数:",M)  
    print("平均モード数:",round(sum(M)/N))
    P=math.ceil(math.log10(round(sum(M)/N)**N))
    print("問題の規模: 10**",P)                        
#-----------------------------------------------------------------------
   #prob.Params.Makespan=Ture
   #prob.Params.Initial=False
   #prob.Params.OutputFlag=False
   #prob.Params.Neighborhood=20
   #prob.Params.RandomSeed=1
    prob.Params.TimeLimit=10
    prob.optimize()
    filename="rcpsp61.csv"
   #print("writing "+filename) 
    prob.writeExcel(filename)   
#sys.exit()  
#=======================================================================
#eof

データセットの検証2a



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#rcpsp62a.py 実績の日程計画と定盤計画の下で配員計画が可能か? (プッシュ型)
 :
#=======================================================================   
iwhich=2 #実績の日程計画と定盤計画の下で配員計画が可能か? (プッシュ型)
if iwhich==2: 
#=======================================================================
    wplace=[]    #計画上の待機なし
   #wplace=idata #計画上の待機あり   
#-----------------------------------------------------------------------
#[2.1]作業の定義
#-----------------------------------------------------------------------
    act={}
    print("*** push in [2] ***") 
    for i in data:
        if data[i][1]>=0:
            act[i]=prob.addActivity(data[i][0])
        else:
            act[i]=prob.addActivity("場所_for_"+i) 
    # print("*** pull in [1]***") 
    # for i in data:
    #     if data[i][1]>=0:
    #         act[i]=prob.addActivity(data[i][0],duedate=98,backward=True)  
    #     else:
    #         act[i]=prob.addActivity("場所_for_"+i)             
#-----------------------------------------------------------------------
#[2.2]先行制約
#-----------------------------------------------------------------------
    for i in  data:
        for iw in [0,1,2,3,4]:
            if data[i][4][iw] in idata:
                prob.addTemporal(act[i],act[data[i][4][iw]], tempType=CS[data[i][5][iw][0]], delay=data[i][5][iw][1])                
   #-----日程固定
    for i in data:
   # 0搭載, 2入荷, 6入ブ, 7出ブ, 9合体, 1開始, 3正, 4反, 5出棟, 8運搬,       
        if data[i][1] in [-2,-1,0,2,6,7,9,1,3,4,5,8]:     
            prob.addTemporal("source",act[i],tempType="SS",delay= data[i][3])   
            prob.addTemporal(act[i],"source",tempType="SS",delay=-data[i][3])          
#-----------------------------------------------------------------------
#[2.3]資源制約(配員) 
#-----------------------------------------------------------------------   
    mode={}
    wno1=0;wno2=0;wno3=0;wno4=0;wno5=0;wno6=0;wno7=0
    for i in idata:
   #10 F #11 W #12 C #13 CC #15 鉄艤 #16 甲配 #17 機配 #18 内塗 #19 外塗   
        if data[i][1] in [10,12,11,13,15,16,17,18,19]: 
            hours=10
            n=math.ceil(data[i][9]/hours)  #1人で何日かかるか
            mode[i]=Mode("mode["+i+"]",duration=n)
            mode[i].addBreak(0,"inf",maxtime=10)   
            if data[i][1] in [10,12]:      #取付28人
                mode[i].addResource(res1W[1],{(0,n):hours})
                if n>7 : mode[i].addParallel(1,n,8)      
                else:    mode[i].addParallel(1,n,4)                    
                wno1+=1
            elif data[i][1] in [11,13]:    #溶接43人
                mode[i].addResource(res1W[2],{(0,n):hours})
                if n>11 : mode[i].addParallel(1,n,12)      
                else:     mode[i].addParallel(1,n,8)                  
                wno2+=1
            elif data[i][1] in [15]:       #鉄艤装5人
                mode[i].addResource(res1W[4],{(0,n):hours})
                if n>2 : mode[i].addParallel(1,n,5)      
                else:    mode[i].addParallel(1,n,3)   
                wno3+=1
            elif data[i][1] in [16]:       #甲板配管7人
                mode[i].addResource(res1W[5],{(0,n):hours})
                if n>6 : mode[i].addParallel(1,n,7)      
                else:    mode[i].addParallel(1,n,4)          
                wno4+=1
            elif data[i][1] in [17]:       #機関配管5人
                mode[i].addResource(res1W[6],{(0,n):hours})
                if n>14: mode[i].addParallel(1,n,5)      
                else:    mode[i].addParallel(1,n,3)  
                wno5+=1
            elif data[i][1] in [18]:       #塗装12人
                mode[i].addResource(res1W[3], {(0,n):hours})
                if n>8 : mode[i].addParallel(1,n,9)      
                else:    mode[i].addParallel(1,n,8)        
                wno6+=1
            elif data[i][1] in [19]:       #塗装12人
                mode[i].addResource(res1W[3], {(0,n):hours})
                if n>3 : mode[i].addParallel(1,n,8)      
                else:    mode[i].addParallel(1,n,4)        
                wno6+=1                
            act[i].addModes(mode[i])       
   # 0搭載, 1開始, 2入荷, 3正, 4反, 5出棟, 6入ブ, 7出ブ, 8運搬, 9合体; 14ダミー
        else:
            mode[i]=Mode("mode["+i+"]",duration=data[i][2]) 
            act[i].addModes(mode[i])              
    print(wno1,wno2,wno3,wno4,wno5,wno6) 
#-----------------------------------------------------------------------
#[2.4]資源制約(作業場所)      
#-----------------------------------------------------------------------
   #----- 作業場所    
    for i in data:
        if data[i][1] in [-1,-2] and data[i][6]!=0:
            ii=i[0:11]+"0"
            for no in range(len(data[i][6])):  
                w=L1L2B1B2lb(R,data,i,6,no)
                no1,L1,L2,B1,B2,l,b=w[0],w[1],w[2],w[3],w[4],w[5],w[6]
               #L1=0; L2=R[no1][1]; B1=0; B2=R[no1][2]; #点->面のとき 
                skipL=1; skipB=1;        
                for j in range(L1,L2-l+1,skipL): 
                    for k in range(B1,B2-b+1,skipB):
                        mode[i,no1,j,k]=Mode("mode["+ii+"]1_R[{0:03d}][{1:03d}_{2:03d}][{3:03d}_{4:03d}]".format(no1,j,k,l,b),duration=data[i][2]) 
                        for s in range(0,l):
                            for t in range(0,b):
                                mode[i,no1,j,k].addResource(res3PL[no1,j+s,k+t],1)       
                                mode[i,no1,j,k].addResource(res2S[no1],l*b)                                                            
                        act[i].addModes(mode[i,no1,j,k])   
#-----------------------------------------------------------------------
#[2.5]問題求解
#-----------------------------------------------------------------------
    A=[]
    for a in prob.act: A.append(a.name) 
   #print("アクティビティ:",A)  
    N=len(prob.act)
    print("アクティビティ総数(含待機数):",N)  
    M=[]
    for a in prob.act: M.append(len(a.modes)) 
   #print("モード数:",M)  
    print("平均モード数:",round(sum(M)/N))
    P=math.ceil(math.log10(round(sum(M)/N)**N))
    print("問題の規模: 10**",P)                        
#-----
   #prob.Params.Makespan=Ture
   #prob.Params.Initial=False
   #prob.Params.OutputFlag=False
   #prob.Params.Neighborhood=20
   #prob.Params.RandomSeed=1
    prob.Params.TimeLimit=300  #100 or 300
    prob.optimize()
    filename="rcpsp62a.csv"
   #print("writing "+filename) 
    prob.writeExcel(filename) 
#sys.exit()
#=======================================================================
#eof

データセットの検証2b



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#rcpsp62b.py 実績の日程計画と定盤計画の下で配員計画が可能か? (プル型)
 :
#=======================================================================   
iwhich=2 #実績の日程計画と定盤計画の下で配員計画が可能か? (プッシュ型)
if iwhich==2: 
#=======================================================================
    wplace=[]    #計画上の待機なし
   #wplace=idata #計画上の待機あり   
#-----------------------------------------------------------------------
#[2.1]作業の定義
#-----------------------------------------------------------------------
    act={}
    # print("*** push in [2] ***") 
    # for i in data:
    #     if data[i][1]>=0:
    #         act[i]=prob.addActivity(data[i][0])
    #     else:
    #         act[i]=prob.addActivity("場所_for_"+i) 
    print("*** pull in [1]***") 
    for i in data:
        if data[i][1]>=0:
            act[i]=prob.addActivity(data[i][0],duedate=98,backward=True)  
        else:
            act[i]=prob.addActivity("場所_for_"+i)             
#-----------------------------------------------------------------------
#[2.2]先行制約
#-----------------------------------------------------------------------
    for i in  data:
        for iw in [0,1,2,3,4]:
            if data[i][4][iw] in idata:
                prob.addTemporal(act[i],act[data[i][4][iw]], tempType=CS[data[i][5][iw][0]], delay=data[i][5][iw][1])                
   #-----日程固定
    for i in data:
   # 0搭載, 2入荷, 6入ブ, 7出ブ, 9合体, 1開始, 3正, 4反, 5出棟, 8運搬,       
        # if data[i][1] in [-2,-1,0,2,6,7,9,1,3,4,5,8]:     
        #     prob.addTemporal("source",act[i],tempType="SS",delay= data[i][3])   
        #     prob.addTemporal(act[i],"source",tempType="SS",delay=-data[i][3])     
        if data[i][1] in [-2,-1,0,2,6,7,9]:     
            prob.addTemporal("source",act[i],tempType="SS",delay= data[i][3])   
            prob.addTemporal(act[i],"source",tempType="SS",delay=-data[i][3])             
#-----------------------------------------------------------------------
#[2.3]資源制約(配員) 
#-----------------------------------------------------------------------   
    mode={}
    wno1=0;wno2=0;wno3=0;wno4=0;wno5=0;wno6=0;wno7=0
    for i in idata:
   #10 F #11 W #12 C #13 CC #15 鉄艤 #16 甲配 #17 機配 #18 内塗 #19 外塗   
        if data[i][1] in [10,12,11,13,15,16,17,18,19]: 
            hours=10
            n=math.ceil(data[i][9]/hours)  #1人で何日かかるか
            mode[i]=Mode("mode["+i+"]",duration=n)
            mode[i].addBreak(0,"inf",maxtime=10)   
            if data[i][1] in [10,12]:      #取付28人
                mode[i].addResource(res1W[1],{(0,n):hours})
                if n>7 : mode[i].addParallel(1,n,8)      
                else:    mode[i].addParallel(1,n,4)                    
                wno1+=1
            elif data[i][1] in [11,13]:    #溶接43人
                mode[i].addResource(res1W[2],{(0,n):hours})
                if n>11 : mode[i].addParallel(1,n,12)      
                else:     mode[i].addParallel(1,n,8)                  
                wno2+=1
            elif data[i][1] in [15]:       #鉄艤装5人
                mode[i].addResource(res1W[4],{(0,n):hours})
                if n>2 : mode[i].addParallel(1,n,5)      
                else:    mode[i].addParallel(1,n,3)   
                wno3+=1
            elif data[i][1] in [16]:       #甲板配管7人
                mode[i].addResource(res1W[5],{(0,n):hours})
                if n>6 : mode[i].addParallel(1,n,7)      
                else:    mode[i].addParallel(1,n,4)          
                wno4+=1
            elif data[i][1] in [17]:       #機関配管5人
                mode[i].addResource(res1W[6],{(0,n):hours})
                if n>14: mode[i].addParallel(1,n,5)      
                else:    mode[i].addParallel(1,n,3)  
                wno5+=1
            elif data[i][1] in [18]:       #塗装12人
                mode[i].addResource(res1W[3], {(0,n):hours})
                if n>8 : mode[i].addParallel(1,n,9)      
                else:    mode[i].addParallel(1,n,8)        
                wno6+=1
            elif data[i][1] in [19]:       #塗装12人
                mode[i].addResource(res1W[3], {(0,n):hours})
                if n>3 : mode[i].addParallel(1,n,8)      
                else:    mode[i].addParallel(1,n,4)        
                wno6+=1                
            act[i].addModes(mode[i])       
   # 0搭載, 1開始, 2入荷, 3正, 4反, 5出棟, 6入ブ, 7出ブ, 8運搬, 9合体; 14ダミー
        else:
            mode[i]=Mode("mode["+i+"]",duration=data[i][2]) 
            act[i].addModes(mode[i])              
    print(wno1,wno2,wno3,wno4,wno5,wno6)
#-----------------------------------------------------------------------
#[2.4]資源制約(作業場所)      
#-----------------------------------------------------------------------
   #----- 作業場所    
    for i in data:
        if data[i][1] in [-1,-2] and data[i][6]!=0:
            ii=i[0:11]+"0"
            for no in range(len(data[i][6])):  
                w=L1L2B1B2lb(R,data,i,6,no)
                no1,L1,L2,B1,B2,l,b=w[0],w[1],w[2],w[3],w[4],w[5],w[6]
               #L1=0; L2=R[no1][1]; B1=0; B2=R[no1][2]; #点->面のとき 
                skipL=1; skipB=1;        
                for j in range(L1,L2-l+1,skipL): 
                    for k in range(B1,B2-b+1,skipB):
                        mode[i,no1,j,k]=Mode("mode["+ii+"]1_R[{0:03d}][{1:03d}_{2:03d}][{3:03d}_{4:03d}]".format(no1,j,k,l,b),duration=data[i][2]) 
                        for s in range(0,l):
                            for t in range(0,b):
                                mode[i,no1,j,k].addResource(res3PL[no1,j+s,k+t],1)       
                                mode[i,no1,j,k].addResource(res2S[no1],l*b)                                                            
                        act[i].addModes(mode[i,no1,j,k])   
#-----------------------------------------------------------------------
#[2.5]問題求解
#-----------------------------------------------------------------------
    A=[]
    for a in prob.act: A.append(a.name) 
   #print("アクティビティ:",A)  
    N=len(prob.act)
    print("アクティビティ総数(含待機数):",N)  
    M=[]
    for a in prob.act: M.append(len(a.modes)) 
   #print("モード数:",M)  
    print("平均モード数:",round(sum(M)/N))
    P=math.ceil(math.log10(round(sum(M)/N)**N))
    print("問題の規模: 10**",P)                        
#-----
   #prob.Params.Makespan=Ture
   #prob.Params.Initial=False
   #prob.Params.OutputFlag=False
   #prob.Params.Neighborhood=20
   #prob.Params.RandomSeed=1
    prob.Params.TimeLimit=300  #100 or 300
    prob.optimize()
    filename="rcpsp62b.csv"
   #print("writing "+filename) 
    prob.writeExcel(filename) 
#sys.exit()
#=======================================================================
#eof