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Commit 8312e0fa
authored
Nov 17, 2023
by
Ren Ping
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feat:移除不满足工程师时间窗强约束的订单
1 parent
f83b0d31
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7 changed files
with
508 additions
and
488 deletions
project-dispatch/src/main/java/com/dituhui/pea/dispatch/constraint/DispatchConstraintProvider.java
project-dispatch/src/main/java/com/dituhui/pea/dispatch/pojo/Customer.java
project-dispatch/src/main/java/com/dituhui/pea/dispatch/quartz/dispatch/AutoDispatchJob.java
project-dispatch/src/main/java/com/dituhui/pea/dispatch/service/impl/SchedulerServiceImpl.java
project-dispatch/src/main/java/com/dituhui/pea/dispatch/service/impl/SolveServiceImpl.java
project-dispatch/src/main/java/com/dituhui/pea/dispatch/utils/DispatchSolutionUtils.java
project-dispatch/src/main/resources/application-dev.yaml
project-dispatch/src/main/java/com/dituhui/pea/dispatch/constraint/DispatchConstraintProvider.java
View file @
8312e0f
...
@@ -76,6 +76,9 @@ public class DispatchConstraintProvider implements ConstraintProvider {
...
@@ -76,6 +76,9 @@ public class DispatchConstraintProvider implements ConstraintProvider {
if
(!
in
)
{
if
(!
in
)
{
// 到达时间在日历窗口外,惩罚得分
// 到达时间在日历窗口外,惩罚得分
ret
=
true
;
ret
=
true
;
customer
.
setInTechnicianTimeWindows
(
false
);
}
else
{
customer
.
setInTechnicianTimeWindows
(
true
);
}
}
}
}
}
}
...
@@ -93,18 +96,18 @@ public class DispatchConstraintProvider implements ConstraintProvider {
...
@@ -93,18 +96,18 @@ public class DispatchConstraintProvider implements ConstraintProvider {
.
asConstraint
(
ConstraintNameEnum
.
technicianCapacityMatch
.
name
());
.
asConstraint
(
ConstraintNameEnum
.
technicianCapacityMatch
.
name
());
}
}
protected
Constraint
dispatchedMatch
(
ConstraintFactory
factory
)
{
protected
Constraint
dispatchedMatch
(
ConstraintFactory
factory
)
{
return
factory
.
forEach
(
Customer
.
class
).
filter
(
customer
->
return
factory
.
forEach
(
Customer
.
class
).
filter
(
customer
->
// 已分配但是分给了别人
// 已分配但是分给了别人
(
customer
.
getDispatchedTechnicianCode
()
!=
null
&&
customer
.
getTechnician
()
!=
null
(
customer
.
getDispatchedTechnicianCode
()
!=
null
&&
customer
.
getTechnician
()
!=
null
&&
!
StringUtils
.
equals
(
customer
.
getDispatchedTechnicianCode
(),
customer
.
getTechnician
().
getCode
()))
||
&&
!
StringUtils
.
equals
(
customer
.
getDispatchedTechnicianCode
(),
customer
.
getTechnician
().
getCode
()))
||
// 已排除但是分给了这个人
// 已排除但是分给了这个人
(
customer
.
getExclusiveTechnicianCode
()
!=
null
&&
customer
.
getTechnician
()
!=
null
(
customer
.
getExclusiveTechnicianCode
()
!=
null
&&
customer
.
getTechnician
()
!=
null
&&
StringUtils
.
equals
(
customer
.
getExclusiveTechnicianCode
(),
&&
StringUtils
.
equals
(
customer
.
getExclusiveTechnicianCode
(),
customer
.
getTechnician
().
getCode
())))
customer
.
getTechnician
().
getCode
())))
.
penalizeLong
(
HardSoftLongScore
.
ONE_HARD
,
customer
->
50
)
.
penalizeLong
(
HardSoftLongScore
.
ONE_HARD
,
customer
->
50
)
.
asConstraint
(
ConstraintNameEnum
.
dispatchedMatch
.
name
());
.
asConstraint
(
ConstraintNameEnum
.
dispatchedMatch
.
name
());
}
}
// protected Constraint customerTimeWindowsMatch1(ConstraintFactory factory) {
// protected Constraint customerTimeWindowsMatch1(ConstraintFactory factory) {
// return factory.forEach(Customer.class).filter(
// return factory.forEach(Customer.class).filter(
...
...
project-dispatch/src/main/java/com/dituhui/pea/dispatch/pojo/Customer.java
View file @
8312e0f
...
@@ -21,12 +21,12 @@ public class Customer {
...
@@ -21,12 +21,12 @@ public class Customer {
private
long
id
;
private
long
id
;
private
String
code
;
private
String
code
;
// 已分配
// 已分配
private
String
dispatchedTechnicianCode
;
private
String
dispatchedTechnicianCode
;
// 已排除
// 已排除
private
String
exclusiveTechnicianCode
;
private
String
exclusiveTechnicianCode
;
// orderid(code)+dt 确定唯一一条工单
// orderid(code)+dt 确定唯一一条工单
private
String
dt
;
private
String
dt
;
@JsonIgnore
@JsonIgnore
...
@@ -50,6 +50,8 @@ public class Customer {
...
@@ -50,6 +50,8 @@ public class Customer {
// 离开时间
// 离开时间
// private Integer departureTime;
// private Integer departureTime;
private
boolean
isInTechnicianTimeWindows
=
true
;
public
Customer
()
{
public
Customer
()
{
}
}
...
@@ -135,9 +137,9 @@ public class Customer {
...
@@ -135,9 +137,9 @@ public class Customer {
// throw new IllegalStateException("This method must not be called when the shadow variables are not initialized yet.");
// throw new IllegalStateException("This method must not be called when the shadow variables are not initialized yet.");
}
}
if
(
previousCustomer
==
null
)
{
if
(
previousCustomer
==
null
)
{
return
technician
.
getDepot
().
getLocation
().
getDistanceTo
(
technician
.
getVehicleType
(),
location
);
return
technician
.
getDepot
().
getLocation
().
getDistanceTo
(
technician
.
getVehicleType
(),
location
);
}
}
return
previousCustomer
.
getLocation
().
getDistanceTo
(
technician
.
getVehicleType
(),
location
);
return
previousCustomer
.
getLocation
().
getDistanceTo
(
technician
.
getVehicleType
(),
location
);
}
}
/**
/**
...
@@ -151,9 +153,9 @@ public class Customer {
...
@@ -151,9 +153,9 @@ public class Customer {
// throw new IllegalStateException("This method must not be called when the shadow variables are not initialized yet.");
// throw new IllegalStateException("This method must not be called when the shadow variables are not initialized yet.");
}
}
if
(
previousCustomer
==
null
)
{
if
(
previousCustomer
==
null
)
{
return
technician
.
getDepot
().
getLocation
().
getPathTimeTo
(
technician
.
getVehicleType
(),
location
);
return
technician
.
getDepot
().
getLocation
().
getPathTimeTo
(
technician
.
getVehicleType
(),
location
);
}
}
return
previousCustomer
.
getLocation
().
getPathTimeTo
(
technician
.
getVehicleType
(),
location
);
return
previousCustomer
.
getLocation
().
getPathTimeTo
(
technician
.
getVehicleType
(),
location
);
}
}
@Override
@Override
...
...
project-dispatch/src/main/java/com/dituhui/pea/dispatch/quartz/dispatch/AutoDispatchJob.java
View file @
8312e0f
package
com
.
dituhui
.
pea
.
dispatch
.
quartz
.
dispatch
;
package
com
.
dituhui
.
pea
.
dispatch
.
quartz
.
dispatch
;
import
com.dituhui.pea.dispatch.common.RedissonUtil
;
import
com.dituhui.pea.dispatch.service.SchedulerService
;
import
com.dituhui.pea.dispatch.service.SchedulerService
;
import
lombok.extern.slf4j.Slf4j
;
import
lombok.extern.slf4j.Slf4j
;
import
org.quartz.DisallowConcurrentExecution
;
import
org.quartz.DisallowConcurrentExecution
;
...
@@ -23,7 +24,7 @@ import javax.annotation.Resource;
...
@@ -23,7 +24,7 @@ import javax.annotation.Resource;
@DisallowConcurrentExecution
@DisallowConcurrentExecution
public
class
AutoDispatchJob
extends
QuartzJobBean
{
public
class
AutoDispatchJob
extends
QuartzJobBean
{
public
static
final
String
TEAM_JOB_PREFIX
=
"BOXI_TEAM_"
;
public
static
final
String
TEAM_JOB_PREFIX
=
"BOXI_TEAM_"
;
@Resource
@Resource
private
SchedulerService
schedulerService
;
private
SchedulerService
schedulerService
;
...
@@ -36,6 +37,9 @@ public class AutoDispatchJob extends QuartzJobBean {
...
@@ -36,6 +37,9 @@ public class AutoDispatchJob extends QuartzJobBean {
String
teamId
=
name
.
substring
(
TEAM_JOB_PREFIX
.
length
());
String
teamId
=
name
.
substring
(
TEAM_JOB_PREFIX
.
length
());
long
start
=
System
.
currentTimeMillis
();
long
start
=
System
.
currentTimeMillis
();
log
.
info
(
">>> 自动派工(teamId:{}) 自动任务开始"
,
teamId
);
log
.
info
(
">>> 自动派工(teamId:{}) 自动任务开始"
,
teamId
);
/*RedissonUtil.lockOperation(AutoDispatchJob.TEAM_JOB_PREFIX + teamId, 60, () -> {
schedulerService.dispatchRun2(teamId);
});*/
schedulerService
.
dispatchRun2
(
teamId
);
schedulerService
.
dispatchRun2
(
teamId
);
long
end
=
System
.
currentTimeMillis
();
long
end
=
System
.
currentTimeMillis
();
log
.
info
(
">>> 自动派工(teamId:{}) 自动任务结束,耗时:{}"
,
teamId
,
end
-
start
);
log
.
info
(
">>> 自动派工(teamId:{}) 自动任务结束,耗时:{}"
,
teamId
,
end
-
start
);
...
...
project-dispatch/src/main/java/com/dituhui/pea/dispatch/service/impl/SchedulerServiceImpl.java
View file @
8312e0f
...
@@ -113,52 +113,45 @@ public class SchedulerServiceImpl implements SchedulerService {
...
@@ -113,52 +113,45 @@ public class SchedulerServiceImpl implements SchedulerService {
for
(
int
i
=
1
;
i
<=
nextDaysLimit
;
i
++)
{
for
(
int
i
=
1
;
i
<=
nextDaysLimit
;
i
++)
{
String
currDay
=
LocalDate
.
now
().
plusDays
(
i
).
format
(
DateTimeFormatter
.
ISO_LOCAL_DATE
);
String
currDay
=
LocalDate
.
now
().
plusDays
(
i
).
format
(
DateTimeFormatter
.
ISO_LOCAL_DATE
);
boolean
finalCutOff
=
cutOff
;
Optional
<
DispatchBatch
>
optional
=
dispatchBatchRepository
.
findByTeamIdAndBatchDate
(
teamId
,
currDay
);
RedissonUtil
.
lockOperation
(
AutoDispatchJob
.
TEAM_JOB_PREFIX
+
teamId
,
60
,
()
->
{
if
(
optional
.
isPresent
()
dispatchRun2OneDay
(
teamId
,
currDay
,
today
,
finalCutOff
);
&&
Objects
.
nonNull
(
optional
.
get
().
getCutoffedTime
())
});
&&
DateUtil
.
format
(
optional
.
get
().
getCutoffedTime
(),
"yyyy-MM-dd"
).
equals
(
today
))
{
}
//自动任务截止
}
log
.
error
(
">>> teamId:{}, day:{} 自动任务已截止"
,
teamId
,
currDay
);
private
void
dispatchRun2OneDay
(
String
teamId
,
String
currDay
,
String
today
,
boolean
cutOff
)
{
Optional
<
DispatchBatch
>
optional
=
dispatchBatchRepository
.
findByTeamIdAndBatchDate
(
teamId
,
currDay
);
if
(
optional
.
isPresent
()
&&
Objects
.
nonNull
(
optional
.
get
().
getCutoffedTime
())
&&
DateUtil
.
format
(
optional
.
get
().
getCutoffedTime
(),
"yyyy-MM-dd"
).
equals
(
today
))
{
//自动任务截止
log
.
error
(
">>> teamId:{}, day:{} 自动任务已截止"
,
teamId
,
currDay
);
return
;
}
try
{
log
.
info
(
"dispatchRun begin----- teamId:{}, day:{}"
,
teamId
,
currDay
);
String
batchNo
=
batchService
.
buildBatchData2
(
teamId
,
currDay
,
cutOff
);
UUID
problemId
=
solveService
.
generateProblemId
(
teamId
,
batchNo
);
log
.
info
(
"dispatchRun teamId:{}, day:{}, batch:{}, problemId:{}"
,
teamId
,
currDay
,
batchNo
,
problemId
);
DispatchSolution
problem
=
solveService
.
prepareSolution2
(
teamId
,
batchNo
,
currDay
);
if
(
problem
.
getCustomerList
().
size
()
<=
0
)
{
log
.
info
(
"dispatchRun 当前批次没有待指派工单 , teamId:{}, day:{}, batch:{}, problemId:{}, order-size:{}"
,
teamId
,
currDay
,
batchNo
,
problemId
,
problem
.
getCustomerList
().
size
());
return
;
return
;
}
}
log
.
info
(
"dispatchRun prepare done, teamId:{}, day:{}, batch:{}, problemId:{}"
,
teamId
,
currDay
,
batchNo
,
problemId
);
Solver
<
DispatchSolution
>
solver
=
solverFactory
.
buildSolver
();
try
{
DispatchSolution
solution
=
solver
.
solve
(
problem
);
log
.
info
(
"dispatchRun begin----- teamId:{}, day:{}"
,
teamId
,
currDay
);
DispatchSolutionUtils
.
removeHardConstraintCustomer
(
solution
,
solverFactory
);
log
.
info
(
"dispatchRun solve done, teamId:{}, day:{}, batch:{}, problemId:{}, score:{}"
,
teamId
,
currDay
,
batchNo
,
problemId
,
solution
.
getScore
().
toShortString
());
String
batchNo
=
batchService
.
buildBatchData2
(
teamId
,
currDay
,
cutOff
);
this
.
solveService
.
saveSolutionWrp2
(
solution
);
UUID
problemId
=
solveService
.
generateProblemId
(
teamId
,
batchNo
);
this
.
extractService
.
extractDispatchToOrder2
(
teamId
,
batchNo
,
cutOff
);
log
.
info
(
"dispatchRun teamId:{}, day:{}, batch:{}, problemId:{}"
,
teamId
,
currDay
,
batchNo
,
problemId
);
log
.
info
(
"dispatchRun done ------ teamId:{}, day:{}"
,
teamId
,
currDay
);
DispatchSolution
problem
=
solveService
.
prepareSolution2
(
teamId
,
batchNo
,
currDay
);
JacksonSolutionFileIO
<
DispatchSolution
>
exporter
=
new
JacksonSolutionFileIO
<
DispatchSolution
>(
DispatchSolution
.
class
);
exporter
.
write
(
solution
,
new
File
(
String
.
format
(
"dispatchSolution_%s_%s.json"
,
teamId
,
currDay
)));
if
(
problem
.
getCustomerList
().
size
()
<=
0
)
{
log
.
info
(
"dispatchRun 当前批次没有待指派工单 , teamId:{}, day:{}, batch:{}, problemId:{}, order-size:{}"
,
teamId
,
currDay
,
batchNo
,
problemId
,
problem
.
getCustomerList
().
size
());
//log.info("dispatchRun group:{}, team:{} done", groupId, teamId);
return
;
}
catch
(
Exception
e
)
{
}
log
.
error
(
">>> (teamId:{}, day:{})自动排班失败:{}"
,
teamId
,
currDay
,
e
.
getMessage
(),
e
);
log
.
info
(
"dispatchRun prepare done, teamId:{}, day:{}, batch:{}, problemId:{}"
,
teamId
,
currDay
,
batchNo
,
problemId
);
//throw e;
Solver
<
DispatchSolution
>
solver
=
solverFactory
.
buildSolver
();
DispatchSolution
solution
=
solver
.
solve
(
problem
);
DispatchSolutionUtils
.
removeHardConstraintCustomer
(
solution
,
solverFactory
);
log
.
info
(
"dispatchRun solve done, teamId:{}, day:{}, batch:{}, problemId:{}, score:{}"
,
teamId
,
currDay
,
batchNo
,
problemId
,
solution
.
getScore
().
toShortString
());
this
.
solveService
.
saveSolutionWrp2
(
solution
);
this
.
extractService
.
extractDispatchToOrder2
(
teamId
,
batchNo
,
cutOff
);
log
.
info
(
"dispatchRun done ------ teamId:{}, day:{}"
,
teamId
,
currDay
);
JacksonSolutionFileIO
<
DispatchSolution
>
exporter
=
new
JacksonSolutionFileIO
<
DispatchSolution
>(
DispatchSolution
.
class
);
exporter
.
write
(
solution
,
new
File
(
String
.
format
(
"dispatchSolution_%s_%s.json"
,
teamId
,
currDay
)));
//log.info("dispatchRun group:{}, team:{} done", groupId, teamId);
}
catch
(
Exception
e
)
{
log
.
error
(
">>> (teamId:{}, day:{})自动排班失败:{}"
,
teamId
,
currDay
,
e
.
getMessage
(),
e
);
//throw e;
}
}
}
}
}
}
}
\ No newline at end of file
project-dispatch/src/main/java/com/dituhui/pea/dispatch/service/impl/SolveServiceImpl.java
View file @
8312e0f
...
@@ -553,7 +553,6 @@ public class SolveServiceImpl implements SolveService {
...
@@ -553,7 +553,6 @@ public class SolveServiceImpl implements SolveService {
// Date end = Date.from(localEndTime.atZone(ZoneId.systemDefault()).toInstant());
// Date end = Date.from(localEndTime.atZone(ZoneId.systemDefault()).toInstant());
log
.
info
(
"算法结果回写dispatch, step3-逐个客户处理, teamId:{}, batchNo:{}, employ: {}, customer:{}, service-duration:{} "
,
teamId
,
batchNo
,
technician
.
getCode
(),
customer
.
getCode
(),
customer
.
getServiceDuration
());
log
.
info
(
"算法结果回写dispatch, step3-逐个客户处理, teamId:{}, batchNo:{}, employ: {}, customer:{}, service-duration:{} "
,
teamId
,
batchNo
,
technician
.
getCode
(),
customer
.
getCode
(),
customer
.
getServiceDuration
());
log
.
info
(
customer
.
toString
());
LocalDateTime
customDateTime
=
LocalDateTime
.
parse
(
customer
.
getDt
()
+
" 00:00:00"
,
DateTimeFormatter
.
ofPattern
(
"yyyy-MM-dd HH:mm:ss"
));
LocalDateTime
customDateTime
=
LocalDateTime
.
parse
(
customer
.
getDt
()
+
" 00:00:00"
,
DateTimeFormatter
.
ofPattern
(
"yyyy-MM-dd HH:mm:ss"
));
LocalDateTime
arriveTime
=
customDateTime
.
plusMinutes
(
customer
.
getArrivalTime
());
LocalDateTime
arriveTime
=
customDateTime
.
plusMinutes
(
customer
.
getArrivalTime
());
LocalDateTime
leaveTime
=
customDateTime
.
plusMinutes
(
customer
.
getDepartureTime
());
LocalDateTime
leaveTime
=
customDateTime
.
plusMinutes
(
customer
.
getDepartureTime
());
...
...
project-dispatch/src/main/java/com/dituhui/pea/dispatch/utils/DispatchSolutionUtils.java
View file @
8312e0f
...
@@ -5,13 +5,12 @@ import static java.util.Comparator.comparing;
...
@@ -5,13 +5,12 @@ import static java.util.Comparator.comparing;
import
java.io.File
;
import
java.io.File
;
import
java.io.FileInputStream
;
import
java.io.FileInputStream
;
import
java.io.FileOutputStream
;
import
java.io.FileOutputStream
;
import
java.util.Arrays
;
import
java.util.*
;
import
java.util.List
;
import
java.util.Map
;
import
java.util.Objects
;
import
java.util.concurrent.atomic.AtomicInteger
;
import
java.util.concurrent.atomic.AtomicInteger
;
import
java.util.stream.Collectors
;
import
java.util.stream.Collectors
;
import
cn.hutool.core.collection.CollectionUtil
;
import
cn.hutool.core.util.ObjectUtil
;
import
org.apache.commons.io.IOUtils
;
import
org.apache.commons.io.IOUtils
;
import
org.apache.commons.lang3.StringUtils
;
import
org.apache.commons.lang3.StringUtils
;
import
org.optaplanner.constraint.streams.drools.DroolsConstraintStreamScoreDirector
;
import
org.optaplanner.constraint.streams.drools.DroolsConstraintStreamScoreDirector
;
...
@@ -38,423 +37,442 @@ import com.dituhui.pea.dispatch.pojo.Technician;
...
@@ -38,423 +37,442 @@ import com.dituhui.pea.dispatch.pojo.Technician;
public
class
DispatchSolutionUtils
{
public
class
DispatchSolutionUtils
{
/**
/**
* 打印方案
* 打印方案
*
*
* @param solution
* @param solution
*/
*/
public
static
void
printSolution
(
DispatchSolution
solution
)
{
public
static
void
printSolution
(
DispatchSolution
solution
)
{
System
.
out
.
println
(
"Score: "
+
solution
.
getScore
().
toShortString
());
System
.
out
.
println
(
"Score: "
+
solution
.
getScore
().
toShortString
());
System
.
out
.
println
(
"技能约束:"
);
System
.
out
.
println
(
"技能约束:"
);
solution
.
getTechnicianList
().
forEach
(
technician
->
{
solution
.
getTechnicianList
().
forEach
(
technician
->
{
System
.
out
.
printf
(
"技术员%s(%s) %s%n"
,
technician
.
getId
(),
technician
.
getCode
(),
technician
.
getSkills
());
System
.
out
.
printf
(
"技术员%s(%s) %s%n"
,
technician
.
getId
(),
technician
.
getCode
(),
technician
.
getSkills
());
for
(
Customer
customer
:
technician
.
getCustomerList
())
{
for
(
Customer
customer
:
technician
.
getCustomerList
())
{
if
(!
technician
.
getSkills
().
contains
(
customer
.
getRequiredSkill
()))
{
if
(!
technician
.
getSkills
().
contains
(
customer
.
getRequiredSkill
()))
{
// no match
// no match
System
.
err
.
printf
(
" 预约单%s(%s) %s%n"
,
customer
.
getId
(),
customer
.
getCode
(),
System
.
err
.
printf
(
" 预约单%s(%s) %s%n"
,
customer
.
getId
(),
customer
.
getCode
(),
customer
.
getRequiredSkill
());
customer
.
getRequiredSkill
());
}
else
{
}
else
{
System
.
out
.
printf
(
" 预约单%s(%s) %s%n"
,
customer
.
getId
(),
customer
.
getCode
(),
System
.
out
.
printf
(
" 预约单%s(%s) %s%n"
,
customer
.
getId
(),
customer
.
getCode
(),
customer
.
getRequiredSkill
());
customer
.
getRequiredSkill
());
}
}
}
}
});
});
AtomicInteger
totalNum
=
new
AtomicInteger
(
0
);
AtomicInteger
totalNum
=
new
AtomicInteger
(
0
);
solution
.
getTechnicianList
().
forEach
(
technician
->
{
solution
.
getTechnicianList
().
forEach
(
technician
->
{
System
.
out
.
printf
(
"技术员%s(%s) [%s,%s]%n"
,
technician
.
getId
(),
technician
.
getCode
(),
System
.
out
.
printf
(
"技术员%s(%s) [%s,%s]%n"
,
technician
.
getId
(),
technician
.
getCode
(),
printTime
(
technician
.
getTimeWindows
()[
0
][
0
]),
printTime
(
technician
.
getTimeWindows
()[
0
][
1
]));
printTime
(
technician
.
getTimeWindows
()[
0
][
0
]),
printTime
(
technician
.
getTimeWindows
()[
0
][
1
]));
totalNum
.
addAndGet
(
technician
.
getCustomerList
().
size
());
totalNum
.
addAndGet
(
technician
.
getCustomerList
().
size
());
for
(
Customer
customer
:
technician
.
getCustomerList
())
{
for
(
Customer
customer
:
technician
.
getCustomerList
())
{
Customer
previousCustomer
=
customer
.
getPreviousCustomer
();
Customer
previousCustomer
=
customer
.
getPreviousCustomer
();
int
startPath
,
endPath
;
// 路上时间
int
startPath
,
endPath
;
// 路上时间
if
(
null
==
previousCustomer
)
{
if
(
null
==
previousCustomer
)
{
startPath
=
technician
.
getDepot
().
getStartTime
();
startPath
=
technician
.
getDepot
().
getStartTime
();
// endPath = startPath +
// endPath = startPath +
// customer.getLocation().getPathTimeTo(technician.getDepot().getLocation());
// customer.getLocation().getPathTimeTo(technician.getDepot().getLocation());
endPath
=
startPath
+
technician
.
getDepot
().
getLocation
().
getPathTimeTo
(
technician
.
getVehicleType
(),
customer
.
getLocation
());
endPath
=
startPath
+
technician
.
getDepot
().
getLocation
().
getPathTimeTo
(
technician
.
getVehicleType
(),
customer
.
getLocation
());
}
else
{
}
else
{
startPath
=
previousCustomer
.
getDepartureTime
();
startPath
=
previousCustomer
.
getDepartureTime
();
// endPath = startPath +
// endPath = startPath +
// customer.getLocation().getPathTimeTo(previousCustomer.getLocation());
// customer.getLocation().getPathTimeTo(previousCustomer.getLocation());
endPath
=
startPath
+
previousCustomer
.
getLocation
().
getPathTimeTo
(
technician
.
getVehicleType
(),
customer
.
getLocation
());
endPath
=
startPath
+
previousCustomer
.
getLocation
().
getPathTimeTo
(
technician
.
getVehicleType
(),
customer
.
getLocation
());
}
}
if
(
customer
.
getArrivalTime
()
>
customer
.
getEndTime
())
{
if
(
customer
.
getArrivalTime
()
>
customer
.
getEndTime
())
{
// 迟到
// 迟到
System
.
err
.
printf
(
System
.
err
.
printf
(
" 预约单%s(%s) 预约时间窗[%s=>%s] 路上时间[%s=>%s] 早到等待时间[%s=>%s] 派工时间[%s=>%s] 迟到时间[%s=>%s]%n"
,
" 预约单%s(%s) 预约时间窗[%s=>%s] 路上时间[%s=>%s] 早到等待时间[%s=>%s] 派工时间[%s=>%s] 迟到时间[%s=>%s]%n"
,
customer
.
getId
(),
customer
.
getCode
(),
customer
.
getId
(),
customer
.
getCode
(),
// 预约时间窗
// 预约时间窗
printTime
(
customer
.
getStartTime
()),
printTime
(
customer
.
getEndTime
()),
printTime
(
customer
.
getStartTime
()),
printTime
(
customer
.
getEndTime
()),
// 路上时间
// 路上时间
printTime
(
startPath
),
printTime
(
endPath
),
printTime
(
startPath
),
printTime
(
endPath
),
// 早到等待时间
// 早到等待时间
customer
.
getArrivalTime
()
<
customer
.
getStartTime
()
?
printTime
(
endPath
)
:
""
,
customer
.
getArrivalTime
()
<
customer
.
getStartTime
()
?
printTime
(
endPath
)
:
""
,
customer
.
getArrivalTime
()
<
customer
.
getStartTime
()
?
printTime
(
customer
.
getStartTime
())
customer
.
getArrivalTime
()
<
customer
.
getStartTime
()
?
printTime
(
customer
.
getStartTime
())
:
""
,
:
""
,
// 派工时间
// 派工时间
printTime
(
customer
.
getArrivalTime
()),
printTime
(
customer
.
getDepartureTime
()),
printTime
(
customer
.
getArrivalTime
()),
printTime
(
customer
.
getDepartureTime
()),
// 迟到时间
// 迟到时间
printTime
(
customer
.
getEndTime
()),
printTime
(
customer
.
getArrivalTime
()));
printTime
(
customer
.
getEndTime
()),
printTime
(
customer
.
getArrivalTime
()));
}
else
{
}
else
{
System
.
out
.
printf
(
System
.
out
.
printf
(
" 预约单%s(%s) 预约时间窗[%s=>%s] 路上时间[%s=>%s] 早到等待时间[%s=>%s] 派工时间[%s=>%s] 迟到时间[%s=>%s]%n"
,
" 预约单%s(%s) 预约时间窗[%s=>%s] 路上时间[%s=>%s] 早到等待时间[%s=>%s] 派工时间[%s=>%s] 迟到时间[%s=>%s]%n"
,
customer
.
getId
(),
customer
.
getCode
(),
customer
.
getId
(),
customer
.
getCode
(),
// 预约时间窗
// 预约时间窗
printTime
(
customer
.
getStartTime
()),
printTime
(
customer
.
getEndTime
()),
printTime
(
customer
.
getStartTime
()),
printTime
(
customer
.
getEndTime
()),
// 路上时间
// 路上时间
printTime
(
startPath
),
printTime
(
endPath
),
printTime
(
startPath
),
printTime
(
endPath
),
// 早到等待时间
// 早到等待时间
customer
.
getArrivalTime
()
<
customer
.
getStartTime
()
?
printTime
(
endPath
)
:
""
,
customer
.
getArrivalTime
()
<
customer
.
getStartTime
()
?
printTime
(
endPath
)
:
""
,
customer
.
getArrivalTime
()
<
customer
.
getStartTime
()
?
printTime
(
customer
.
getStartTime
())
customer
.
getArrivalTime
()
<
customer
.
getStartTime
()
?
printTime
(
customer
.
getStartTime
())
:
""
,
:
""
,
// 派工时间
// 派工时间
printTime
(
customer
.
getArrivalTime
()),
printTime
(
customer
.
getDepartureTime
()),
printTime
(
customer
.
getArrivalTime
()),
printTime
(
customer
.
getDepartureTime
()),
// 迟到时间
// 迟到时间
""
,
""
);
""
,
""
);
}
}
}
}
});
});
}
}
private
static
String
printTime
(
int
startTime
)
{
private
static
String
printTime
(
int
startTime
)
{
int
hour
=
startTime
/
60
;
int
hour
=
startTime
/
60
;
int
minite
=
startTime
%
60
;
int
minite
=
startTime
%
60
;
return
StringUtils
.
leftPad
(
""
+
hour
,
2
,
'0'
)
+
":"
+
StringUtils
.
leftPad
(
""
+
minite
,
2
,
'0'
);
return
StringUtils
.
leftPad
(
""
+
hour
,
2
,
'0'
)
+
":"
+
StringUtils
.
leftPad
(
""
+
minite
,
2
,
'0'
);
}
}
/**
/**
* 生成方案地图页
* 生成方案地图页
*
*
* @param solution
* @param solution
* @param filename
* @param filename
*/
*/
public
static
void
exportMapHtml
(
DispatchSolution
solution
,
String
filename
)
{
public
static
void
exportMapHtml
(
DispatchSolution
solution
,
String
filename
)
{
try
{
try
{
// 仓库起点
// 仓库起点
String
depot
=
"\""
+
solution
.
getDepot
().
getLocation
().
getX
()
+
","
String
depot
=
"\""
+
solution
.
getDepot
().
getLocation
().
getX
()
+
","
+
solution
.
getDepot
().
getLocation
().
getY
()
+
"\""
;
+
solution
.
getDepot
().
getLocation
().
getY
()
+
"\""
;
// 技术员路线
// 技术员路线
String
lines_
=
"["
;
String
lines_
=
"["
;
for
(
Technician
technician
:
solution
.
getTechnicianList
())
{
for
(
Technician
technician
:
solution
.
getTechnicianList
())
{
if
(
technician
.
getCustomerList
().
size
()
>
0
)
{
if
(
technician
.
getCustomerList
().
size
()
>
0
)
{
lines_
+=
"\""
+
technician
.
getCustomerList
().
stream
()
lines_
+=
"\""
+
technician
.
getCustomerList
().
stream
()
.
map
(
c
->
c
.
getLocation
().
getX
()
+
","
+
c
.
getLocation
().
getY
())
.
map
(
c
->
c
.
getLocation
().
getX
()
+
","
+
c
.
getLocation
().
getY
())
.
reduce
((
a
,
b
)
->
a
+
";"
+
b
).
get
()
+
"\","
;
.
reduce
((
a
,
b
)
->
a
+
";"
+
b
).
get
()
+
"\","
;
}
}
}
}
lines_
+=
"]"
;
lines_
+=
"]"
;
final
String
lines
=
lines_
;
final
String
lines
=
lines_
;
// 技术员偏好中心点
// 技术员偏好中心点
String
preferredlocation
=
"\""
+
solution
.
getTechnicianList
().
stream
()
String
preferredlocation
=
"\""
+
solution
.
getTechnicianList
().
stream
()
.
map
(
c
->
(
c
.
getPreferredlocation
()
==
null
?
""
:
c
.
getPreferredlocation
().
getX
())
+
","
.
map
(
c
->
(
c
.
getPreferredlocation
()
==
null
?
""
:
c
.
getPreferredlocation
().
getX
())
+
","
+
(
c
.
getPreferredlocation
()
==
null
?
""
:
c
.
getPreferredlocation
().
getY
()))
+
(
c
.
getPreferredlocation
()
==
null
?
""
:
c
.
getPreferredlocation
().
getY
()))
.
reduce
((
a
,
b
)
->
a
+
";"
+
b
).
get
()
+
"\""
;
.
reduce
((
a
,
b
)
->
a
+
";"
+
b
).
get
()
+
"\""
;
// 技术员名称
// 技术员名称
String
names
=
"\""
+
solution
.
getTechnicianList
().
stream
()
String
names
=
"\""
+
solution
.
getTechnicianList
().
stream
()
.
map
(
c
->
(
c
.
getPreferredlocation
()
==
null
?
""
:
c
.
getPreferredlocation
().
getX
())
+
","
.
map
(
c
->
(
c
.
getPreferredlocation
()
==
null
?
""
:
c
.
getPreferredlocation
().
getX
())
+
","
+
(
c
.
getPreferredlocation
()
==
null
?
""
:
c
.
getPreferredlocation
().
getY
())
+
","
+
(
c
.
getPreferredlocation
()
==
null
?
""
:
c
.
getPreferredlocation
().
getY
())
+
","
+
c
.
getCode
())
+
c
.
getCode
())
.
reduce
((
a
,
b
)
->
a
+
";"
+
b
).
get
()
+
"\""
;
.
reduce
((
a
,
b
)
->
a
+
";"
+
b
).
get
()
+
"\""
;
List
<
String
>
dispatchMapLines
=
IOUtils
.
readLines
(
new
FileInputStream
(
"data/dispatchMap.html"
),
"GBK"
);
List
<
String
>
dispatchMapLines
=
IOUtils
.
readLines
(
new
FileInputStream
(
"data/dispatchMap.html"
),
"GBK"
);
dispatchMapLines
=
dispatchMapLines
.
stream
().
map
(
line
->
{
dispatchMapLines
=
dispatchMapLines
.
stream
().
map
(
line
->
{
if
(
StringUtils
.
startsWith
(
line
,
" var depot = "
))
{
if
(
StringUtils
.
startsWith
(
line
,
" var depot = "
))
{
return
" var depot = "
+
depot
;
return
" var depot = "
+
depot
;
}
else
if
(
StringUtils
.
startsWith
(
line
,
" var preferredlocation = "
))
{
}
else
if
(
StringUtils
.
startsWith
(
line
,
" var preferredlocation = "
))
{
return
" var preferredlocation = "
+
preferredlocation
;
return
" var preferredlocation = "
+
preferredlocation
;
}
else
if
(
StringUtils
.
startsWith
(
line
,
" var lines = "
))
{
}
else
if
(
StringUtils
.
startsWith
(
line
,
" var lines = "
))
{
return
" var lines = "
+
lines
;
return
" var lines = "
+
lines
;
}
else
if
(
StringUtils
.
startsWith
(
line
,
" var names = "
))
{
}
else
if
(
StringUtils
.
startsWith
(
line
,
" var names = "
))
{
return
" var names = "
+
names
;
return
" var names = "
+
names
;
}
else
{
}
else
{
return
line
;
return
line
;
}
}
}).
collect
(
Collectors
.
toList
());
}).
collect
(
Collectors
.
toList
());
IOUtils
.
writeLines
(
dispatchMapLines
,
"\r\n"
,
new
FileOutputStream
(
filename
+
".html"
),
"GBK"
);
IOUtils
.
writeLines
(
dispatchMapLines
,
"\r\n"
,
new
FileOutputStream
(
filename
+
".html"
),
"GBK"
);
System
.
out
.
println
(
"output map : "
+
filename
);
System
.
out
.
println
(
"output map : "
+
filename
);
}
catch
(
Exception
e
)
{
}
catch
(
Exception
e
)
{
e
.
printStackTrace
();
e
.
printStackTrace
();
}
}
}
}
/**
/**
* 计算方案分数
* 计算方案分数
*
*
* @param solution
* @param solution
* @return
* @return
*/
*/
public
static
HardSoftLongScore
getScore
(
DispatchSolution
solution
)
{
public
static
HardSoftLongScore
getScore
(
DispatchSolution
solution
)
{
DefaultSolverFactory
<
DispatchSolution
>
solverFactory
=
getSolverFactory
();
DefaultSolverFactory
<
DispatchSolution
>
solverFactory
=
getSolverFactory
();
ScoreDirectorFactory
<
DispatchSolution
>
scoreDirectorFactory
=
solverFactory
.
getScoreDirectorFactory
();
ScoreDirectorFactory
<
DispatchSolution
>
scoreDirectorFactory
=
solverFactory
.
getScoreDirectorFactory
();
DroolsConstraintStreamScoreDirector
<
DispatchSolution
,
HardSoftLongScore
>
scoreDirector
=
(
DroolsConstraintStreamScoreDirector
<
DispatchSolution
,
HardSoftLongScore
>)
scoreDirectorFactory
DroolsConstraintStreamScoreDirector
<
DispatchSolution
,
HardSoftLongScore
>
scoreDirector
=
(
DroolsConstraintStreamScoreDirector
<
DispatchSolution
,
HardSoftLongScore
>)
scoreDirectorFactory
.
buildScoreDirector
();
.
buildScoreDirector
();
// Set the working solution of the ScoreDirector object.
// Set the working solution of the ScoreDirector object.
scoreDirector
.
setWorkingSolution
(
solution
);
scoreDirector
.
setWorkingSolution
(
solution
);
// Iterate over the constraints in your problem and call the
// Iterate over the constraints in your problem and call the
// `addConstraintMatch()` method
// `addConstraintMatch()` method
// for each constraint that is violated by the solution.
// for each constraint that is violated by the solution.
// for (Constraint constraint : myConstraints) {
// for (Constraint constraint : myConstraints) {
// if (constraint.isViolated(mySolution)) {
// if (constraint.isViolated(mySolution)) {
// scoreDirector.addConstraintMatch(constraint, constraint.getScore());
// scoreDirector.addConstraintMatch(constraint, constraint.getScore());
// }
// }
// }
// }
// Calculate the score of the solution.
// Calculate the score of the solution.
HardSoftLongScore
score
=
(
HardSoftLongScore
)
scoreDirector
.
calculateScore
();
HardSoftLongScore
score
=
(
HardSoftLongScore
)
scoreDirector
.
calculateScore
();
return
score
;
return
score
;
}
}
/**
/**
* 移动某个技术员的订单,返回新方案<br>
* 移动某个技术员的订单,返回新方案<br>
* FIXME 没有成功
* FIXME 没有成功
*
*
* @param solution
* @param solution
* @param source 技术员
* @param source 技术员
* @param sourceIndex 0开始
* @param sourceIndex 0开始
* @param destinationIndex 0开始
* @param destinationIndex 0开始
* @return
* @return
*/
*/
public
static
DispatchSolution
moveCustomer
(
DefaultSolverFactory
<
DispatchSolution
>
solverFactory
,
public
static
DispatchSolution
moveCustomer
(
DefaultSolverFactory
<
DispatchSolution
>
solverFactory
,
DispatchSolution
solution
,
Technician
source
,
int
sourceIndex
,
int
destinationIndex
)
{
DispatchSolution
solution
,
Technician
source
,
int
sourceIndex
,
int
destinationIndex
)
{
if
(
null
==
solverFactory
)
{
if
(
null
==
solverFactory
)
{
solverFactory
=
getSolverFactory
();
solverFactory
=
getSolverFactory
();
}
}
ScoreDirectorFactory
<
DispatchSolution
>
scoreDirectorFactory
=
solverFactory
.
getScoreDirectorFactory
();
ScoreDirectorFactory
<
DispatchSolution
>
scoreDirectorFactory
=
solverFactory
.
getScoreDirectorFactory
();
DroolsConstraintStreamScoreDirector
<
DispatchSolution
,
HardSoftLongScore
>
scoreDirector
=
(
DroolsConstraintStreamScoreDirector
<
DispatchSolution
,
HardSoftLongScore
>)
scoreDirectorFactory
DroolsConstraintStreamScoreDirector
<
DispatchSolution
,
HardSoftLongScore
>
scoreDirector
=
(
DroolsConstraintStreamScoreDirector
<
DispatchSolution
,
HardSoftLongScore
>)
scoreDirectorFactory
.
buildScoreDirector
();
.
buildScoreDirector
();
// Make a change to the solution.
// Make a change to the solution.
// doMove(), doSwap(), or doChangeVariable()
// doMove(), doSwap(), or doChangeVariable()
// Create a variable descriptor for the "customerList" list property
// Create a variable descriptor for the "customerList" list property
ListVariableDescriptor
<
DispatchSolution
>
customerDescriptor
=
(
ListVariableDescriptor
<
DispatchSolution
>)
scoreDirector
ListVariableDescriptor
<
DispatchSolution
>
customerDescriptor
=
(
ListVariableDescriptor
<
DispatchSolution
>)
scoreDirector
.
getSolutionDescriptor
().
getEntityDescriptorStrict
(
Technician
.
class
)
.
getSolutionDescriptor
().
getEntityDescriptorStrict
(
Technician
.
class
)
.
getVariableDescriptor
(
"customerList"
);
.
getVariableDescriptor
(
"customerList"
);
// Create the ListChangeMove
// Create the ListChangeMove
ListChangeMove
<
DispatchSolution
>
move
=
new
ListChangeMove
<
DispatchSolution
>(
customerDescriptor
,
source
,
ListChangeMove
<
DispatchSolution
>
move
=
new
ListChangeMove
<
DispatchSolution
>(
customerDescriptor
,
source
,
sourceIndex
,
source
,
destinationIndex
);
sourceIndex
,
source
,
destinationIndex
);
// apply the move and re-evaluate the score
// apply the move and re-evaluate the score
scoreDirector
.
doAndProcessMove
(
move
,
true
);
scoreDirector
.
doAndProcessMove
(
move
,
true
);
return
scoreDirector
.
getWorkingSolution
();
return
scoreDirector
.
getWorkingSolution
();
}
}
public
static
DefaultSolverFactory
<
DispatchSolution
>
getSolverFactory
()
{
public
static
DefaultSolverFactory
<
DispatchSolution
>
getSolverFactory
()
{
return
getSolverFactory
(
0
,
0
);
return
getSolverFactory
(
0
,
0
);
}
}
public
static
DefaultSolverFactory
<
DispatchSolution
>
getSolverFactory
(
long
unimprovedSecondsSpentLimit
,
public
static
DefaultSolverFactory
<
DispatchSolution
>
getSolverFactory
(
long
unimprovedSecondsSpentLimit
,
long
secondsSpentLimit
)
{
long
secondsSpentLimit
)
{
// 创建求解器配置
// 创建求解器配置
// 创建 SolverConfig 对象,并设置求解器配置
// 创建 SolverConfig 对象,并设置求解器配置
SolverConfig
solverConfig
=
new
SolverConfig
();
SolverConfig
solverConfig
=
new
SolverConfig
();
solverConfig
.
setSolutionClass
(
DispatchSolution
.
class
);
solverConfig
.
setSolutionClass
(
DispatchSolution
.
class
);
solverConfig
.
withEntityClassList
(
Arrays
.
asList
(
Technician
.
class
,
Customer
.
class
));
// 这里不能漏掉,否则约束不生效
solverConfig
.
withEntityClassList
(
Arrays
.
asList
(
Technician
.
class
,
Customer
.
class
));
// 这里不能漏掉,否则约束不生效
TerminationConfig
terminationConfig
=
new
TerminationConfig
();
TerminationConfig
terminationConfig
=
new
TerminationConfig
();
terminationConfig
terminationConfig
.
setUnimprovedSecondsSpentLimit
(
unimprovedSecondsSpentLimit
<=
0
?
5
:
unimprovedSecondsSpentLimit
);
// XX秒没有找到更好方案
.
setUnimprovedSecondsSpentLimit
(
unimprovedSecondsSpentLimit
<=
0
?
5
:
unimprovedSecondsSpentLimit
);
// XX秒没有找到更好方案
terminationConfig
.
setSecondsSpentLimit
(
secondsSpentLimit
<=
0
?
60
:
secondsSpentLimit
);
// 总时间不能超过XXs
terminationConfig
.
setSecondsSpentLimit
(
secondsSpentLimit
<=
0
?
60
:
secondsSpentLimit
);
// 总时间不能超过XXs
solverConfig
.
withTerminationConfig
(
terminationConfig
);
solverConfig
.
withTerminationConfig
(
terminationConfig
);
// 约束条件
// 约束条件
solverConfig
.
withConstraintProviderClass
(
DispatchConstraintProvider
.
class
);
solverConfig
.
withConstraintProviderClass
(
DispatchConstraintProvider
.
class
);
solverConfig
.
setScoreDirectorFactoryConfig
(
solverConfig
.
setScoreDirectorFactoryConfig
(
new
ScoreDirectorFactoryConfig
().
withConstraintProviderClass
(
DispatchConstraintProvider
.
class
));
new
ScoreDirectorFactoryConfig
().
withConstraintProviderClass
(
DispatchConstraintProvider
.
class
));
DefaultSolverFactory
<
DispatchSolution
>
solverFactory
=
(
DefaultSolverFactory
<
DispatchSolution
>)
SolverFactory
DefaultSolverFactory
<
DispatchSolution
>
solverFactory
=
(
DefaultSolverFactory
<
DispatchSolution
>)
SolverFactory
.<
DispatchSolution
>
create
(
solverConfig
);
.<
DispatchSolution
>
create
(
solverConfig
);
return
solverFactory
;
return
solverFactory
;
}
}
/**
/**
* 打印详细约束得分
* 打印详细约束得分
*
*
* @param solution
* @param solution
* @param solverFactory
* @param solverFactory
*/
*/
public
static
void
explainSolutionConstraintDetail
(
DispatchSolution
solution
,
DefaultSolverFactory
<
DispatchSolution
>
solverFactory
)
{
public
static
void
explainSolutionConstraintDetail
(
DispatchSolution
solution
,
DefaultSolverFactory
<
DispatchSolution
>
solverFactory
)
{
// Obtain a ScoreExplanation object for the best solution
// Obtain a ScoreExplanation object for the best solution
// Using score calculation outside the Solver
// Using score calculation outside the Solver
// https://www.optaplanner.org/docs/optaplanner/latest/score-calculation/score-calculation.html
// https://www.optaplanner.org/docs/optaplanner/latest/score-calculation/score-calculation.html
SolutionManager
<
DispatchSolution
,
HardSoftLongScore
>
scoreManager
=
SolutionManager
.
create
(
solverFactory
);
SolutionManager
<
DispatchSolution
,
HardSoftLongScore
>
scoreManager
=
SolutionManager
.
create
(
solverFactory
);
ScoreExplanation
<
DispatchSolution
,
HardSoftLongScore
>
scoreExplanation
=
scoreManager
.
explain
(
solution
);
ScoreExplanation
<
DispatchSolution
,
HardSoftLongScore
>
scoreExplanation
=
scoreManager
.
explain
(
solution
);
// System.out.println(scoreExplanation.getSummary());
// System.out.println(scoreExplanation.getSummary());
Map
<
String
,
ConstraintMatchTotal
<
HardSoftLongScore
>>
constraintMatchTotalMap
=
scoreExplanation
Map
<
String
,
ConstraintMatchTotal
<
HardSoftLongScore
>>
constraintMatchTotalMap
=
scoreExplanation
.
getConstraintMatchTotalMap
();
.
getConstraintMatchTotalMap
();
constraintMatchTotalMap
.
forEach
((
key
,
value
)
->
{
constraintMatchTotalMap
.
forEach
((
key
,
value
)
->
{
if
(!
value
.
getScore
().
isFeasible
())
{
if
(!
value
.
getScore
().
isFeasible
())
{
// 违反硬约束
// 违反硬约束
System
.
out
.
printf
(
"%s 匹配%s次 hard得分:%s%n"
,
value
.
getConstraintName
(),
value
.
getConstraintMatchCount
(),
System
.
out
.
printf
(
"%s 匹配%s次 hard得分:%s%n"
,
value
.
getConstraintName
(),
value
.
getConstraintMatchCount
(),
value
.
getScore
().
hardScore
());
value
.
getScore
().
hardScore
());
}
else
{
}
else
{
// 软约束
// 软约束
System
.
out
.
printf
(
"%s 匹配%s次 soft得分:%s%n"
,
value
.
getConstraintName
(),
value
.
getConstraintMatchCount
(),
System
.
out
.
printf
(
"%s 匹配%s次 soft得分:%s%n"
,
value
.
getConstraintName
(),
value
.
getConstraintMatchCount
(),
value
.
getScore
().
softScore
());
value
.
getScore
().
softScore
());
}
}
value
.
getConstraintMatchSet
().
stream
().
sorted
(
comparing
(
ConstraintMatch:
:
getScore
))
value
.
getConstraintMatchSet
().
stream
().
sorted
(
comparing
(
ConstraintMatch:
:
getScore
))
.
forEach
(
constraintMatch
->
{
.
forEach
(
constraintMatch
->
{
String
text
=
""
;
String
text
=
""
;
switch
(
ConstraintNameEnum
.
valueOf
(
value
.
getConstraintName
()))
{
switch
(
ConstraintNameEnum
.
valueOf
(
value
.
getConstraintName
()))
{
case
skillMatch:
case
skillMatch:
case
customerTimeWindowsMatch:
case
customerTimeWindowsMatch:
case
dispatchedMatch:
case
dispatchedMatch:
for
(
Object
indictedObject
:
constraintMatch
.
getIndictedObjectList
())
{
for
(
Object
indictedObject
:
constraintMatch
.
getIndictedObjectList
())
{
// 违反硬约束对象,根据具体约束返回不同类型对象
// 违反硬约束对象,根据具体约束返回不同类型对象
if
(
indictedObject
instanceof
Customer
)
{
if
(
indictedObject
instanceof
Customer
)
{
Customer
customer
=
(
Customer
)
indictedObject
;
Customer
customer
=
(
Customer
)
indictedObject
;
text
+=
customer
.
getCode
()
+
","
;
text
+=
customer
.
getCode
()
+
","
;
}
}
}
}
System
.
out
.
printf
(
" 预约单(%s)违反约束,扣分%s%n"
,
text
,
constraintMatch
.
getScore
().
toShortString
());
System
.
out
.
printf
(
" 预约单(%s)违反约束,扣分%s%n"
,
text
,
constraintMatch
.
getScore
().
toShortString
());
break
;
break
;
case
totalDistance:
case
totalDistance:
case
preferredTotalDistance:
case
preferredTotalDistance:
for
(
Object
indictedObject
:
constraintMatch
.
getIndictedObjectList
())
{
for
(
Object
indictedObject
:
constraintMatch
.
getIndictedObjectList
())
{
// 违反软约束对象,根据具体约束返回不同类型对象
// 违反软约束对象,根据具体约束返回不同类型对象
if
(
indictedObject
instanceof
Technician
)
{
if
(
indictedObject
instanceof
Technician
)
{
Technician
technician
=
(
Technician
)
indictedObject
;
Technician
technician
=
(
Technician
)
indictedObject
;
text
+=
technician
.
getCode
()
+
","
;
text
+=
technician
.
getCode
()
+
","
;
}
}
}
}
System
.
out
.
printf
(
" 技术员(%s)总路程得分%s%n"
,
text
,
constraintMatch
.
getScore
().
toShortString
());
System
.
out
.
printf
(
" 技术员(%s)总路程得分%s%n"
,
text
,
constraintMatch
.
getScore
().
toShortString
());
break
;
break
;
case
technicianBalanceSoft:
case
technicianBalanceSoft:
if
(
constraintMatch
.
getScore
().
softScore
()
<
0
)
{
if
(
constraintMatch
.
getScore
().
softScore
()
<
0
)
{
for
(
Object
indictedObject
:
constraintMatch
.
getIndictedObjectList
())
{
for
(
Object
indictedObject
:
constraintMatch
.
getIndictedObjectList
())
{
// 违反软约束对象,根据具体约束返回不同类型对象
// 违反软约束对象,根据具体约束返回不同类型对象
if
(
indictedObject
instanceof
Technician
)
{
if
(
indictedObject
instanceof
Technician
)
{
Technician
technician
=
(
Technician
)
indictedObject
;
Technician
technician
=
(
Technician
)
indictedObject
;
text
+=
technician
.
getCode
()
+
","
;
text
+=
technician
.
getCode
()
+
","
;
}
}
}
}
System
.
out
.
printf
(
" 技术员(%s)订单量差距得分%s%n"
,
text
,
System
.
out
.
printf
(
" 技术员(%s)订单量差距得分%s%n"
,
text
,
constraintMatch
.
getScore
().
toShortString
());
constraintMatch
.
getScore
().
toShortString
());
}
}
break
;
break
;
default
:
default
:
break
;
break
;
}
}
});
});
});
});
}
}
/**
/**
* 导出json结构
* 导出json结构
*
*
* @param solution
* @param solution
* @param fileName
* @param fileName
*/
*/
public
static
void
exportSolutionJson
(
DispatchSolution
solution
,
String
fileName
)
{
public
static
void
exportSolutionJson
(
DispatchSolution
solution
,
String
fileName
)
{
// Create a JacksonSolutionFileIO instance.
// Create a JacksonSolutionFileIO instance.
JacksonSolutionFileIO
<
DispatchSolution
>
exporter
=
new
JacksonSolutionFileIO
<
DispatchSolution
>(
JacksonSolutionFileIO
<
DispatchSolution
>
exporter
=
new
JacksonSolutionFileIO
<
DispatchSolution
>(
DispatchSolution
.
class
);
DispatchSolution
.
class
);
// Set the output file.
// Set the output file.
exporter
.
write
(
solution
,
new
File
(
fileName
));
exporter
.
write
(
solution
,
new
File
(
fileName
));
}
}
/**
/**
* 移除hard约束元素订单
* 移除hard约束元素订单
*
*
* @param solution
* @param solution
* @param solverFactory
* @param solverFactory
*/
*/
public
static
void
removeHardConstraintCustomer
(
DispatchSolution
solution
,
public
static
void
removeHardConstraintCustomer
(
DispatchSolution
solution
,
SolverFactory
<
DispatchSolution
>
solverFactory
)
{
SolverFactory
<
DispatchSolution
>
solverFactory
)
{
SolutionManager
<
DispatchSolution
,
HardSoftLongScore
>
scoreManager
=
SolutionManager
.
create
(
solverFactory
);
if
(
"1719308075152764928"
.
equals
(
solution
.
getTeamId
()))
{
ScoreExplanation
<
DispatchSolution
,
HardSoftLongScore
>
scoreExplanation
=
scoreManager
.
explain
(
solution
);
System
.
out
.
println
(
solution
.
getTeamId
());
Map
<
String
,
ConstraintMatchTotal
<
HardSoftLongScore
>>
constraintMatchTotalMap
=
scoreExplanation
}
.
getConstraintMatchTotalMap
();
SolutionManager
<
DispatchSolution
,
HardSoftLongScore
>
scoreManager
=
SolutionManager
.
create
(
solverFactory
);
constraintMatchTotalMap
.
forEach
((
key
,
value
)
->
{
ScoreExplanation
<
DispatchSolution
,
HardSoftLongScore
>
scoreExplanation
=
scoreManager
.
explain
(
solution
);
if
(!
value
.
getScore
().
isFeasible
())
{
Map
<
String
,
ConstraintMatchTotal
<
HardSoftLongScore
>>
constraintMatchTotalMap
=
scoreExplanation
// 违反硬约束
.
getConstraintMatchTotalMap
();
value
.
getConstraintMatchSet
().
stream
().
sorted
(
comparing
(
ConstraintMatch:
:
getScore
))
constraintMatchTotalMap
.
forEach
((
key
,
value
)
->
{
.
forEach
(
constraintMatch
->
{
if
(!
value
.
getScore
().
isFeasible
())
{
switch
(
ConstraintNameEnum
.
valueOf
(
value
.
getConstraintName
()))
{
// 违反硬约束
case
skillMatch:
value
.
getConstraintMatchSet
().
stream
().
sorted
(
comparing
(
ConstraintMatch:
:
getScore
))
case
customerTimeWindowsMatch:
.
forEach
(
constraintMatch
->
{
for
(
Object
indictedObject
:
constraintMatch
.
getIndictedObjectList
())
{
switch
(
ConstraintNameEnum
.
valueOf
(
value
.
getConstraintName
()))
{
// 违反硬约束对象,根据具体约束返回不同类型对象
case
skillMatch:
if
(
indictedObject
instanceof
Customer
)
{
case
customerTimeWindowsMatch:
Customer
customer
=
(
Customer
)
indictedObject
;
for
(
Object
indictedObject
:
constraintMatch
.
getIndictedObjectList
())
{
// 违反硬约束对象,根据具体约束返回不同类型对象
// 更新shadow变量
if
(
indictedObject
instanceof
Customer
)
{
updateShadowVariable
(
customer
);
Customer
customer
=
(
Customer
)
indictedObject
;
// 更新shadow变量
// 移除技术员
updateShadowVariable
(
customer
);
customer
.
getTechnician
().
getCustomerList
().
remove
(
customer
);
// 移除技术员
customer
.
getTechnician
().
getCustomerList
().
remove
(
customer
);
solution
.
getUnDispatchedCustomers
().
add
(
customer
);
solution
.
getUnDispatchedCustomers
().
add
(
customer
);
}
}
}
}
break
;
break
;
default
:
case
technicianTimeWindowsMatch:
break
;
for
(
Object
indictedObject
:
constraintMatch
.
getIndictedObjectList
())
{
}
// 违反硬约束对象,根据具体约束返回不同类型对象
});
if
(
indictedObject
instanceof
Technician
}
&&
ObjectUtil
.
isNotEmpty
(((
Technician
)
indictedObject
).
getCustomerList
()))
{
});
List
<
Customer
>
customerList
=
new
ArrayList
<>();
}
customerList
.
addAll
(((
Technician
)
indictedObject
).
getCustomerList
());
for
(
Customer
customer
:
customerList
)
{
if
(!
customer
.
isInTechnicianTimeWindows
())
{
private
static
void
updateShadowVariable
(
Customer
sourceCustomer
)
{
// 更新shadow变量
if
(
sourceCustomer
.
getTechnician
()
==
null
)
{
updateShadowVariable
(
customer
);
if
(
sourceCustomer
.
getArrivalTime
()
!=
null
)
{
// 移除技术员
sourceCustomer
.
setArrivalTime
(
null
);
customer
.
getTechnician
().
getCustomerList
().
remove
(
customer
);
}
solution
.
getUnDispatchedCustomers
().
add
(
customer
);
return
;
}
}
}
}
// 移除当前订单引用
}
Customer
previousCustomer
=
sourceCustomer
.
getPreviousCustomer
();
break
;
Customer
nextCustomer
=
sourceCustomer
.
getNextCustomer
();
default
:
if
(
previousCustomer
==
null
)
{
break
;
// 当前订单是第一个订单
}
if
(
null
!=
nextCustomer
)
{
});
nextCustomer
.
setPreviousCustomer
(
null
);
}
}
});
}
}
if
(
nextCustomer
==
null
)
{
// 当前订单是最后一个订单
if
(
null
!=
previousCustomer
)
{
private
static
void
updateShadowVariable
(
Customer
sourceCustomer
)
{
previousCustomer
.
setNextCustomer
(
null
);
if
(
sourceCustomer
.
getTechnician
()
==
null
)
{
}
if
(
sourceCustomer
.
getArrivalTime
()
!=
null
)
{
}
sourceCustomer
.
setArrivalTime
(
null
);
if
(
previousCustomer
!=
null
&&
null
!=
nextCustomer
)
{
}
previousCustomer
.
setNextCustomer
(
nextCustomer
);
return
;
nextCustomer
.
setPreviousCustomer
(
previousCustomer
);
}
}
// 移除当前订单引用
// 前一个的离开时间
Customer
previousCustomer
=
sourceCustomer
.
getPreviousCustomer
();
Integer
departureTime
;
Customer
nextCustomer
=
sourceCustomer
.
getNextCustomer
();
if
(
previousCustomer
==
null
)
{
if
(
previousCustomer
==
null
)
{
departureTime
=
(
sourceCustomer
.
getTechnician
().
getDepot
()).
getStartTime
();
// 当前订单是第一个订单
}
else
{
if
(
null
!=
nextCustomer
)
{
departureTime
=
previousCustomer
.
getDepartureTime
();
nextCustomer
.
setPreviousCustomer
(
null
);
}
}
if
(
nextCustomer
!=
null
)
{
}
// 更新后续订单
if
(
nextCustomer
==
null
)
{
Customer
shadowCustomer
=
nextCustomer
;
// 当前订单是最后一个订单
Integer
arrivalTime
=
calculateArrivalTime
(
shadowCustomer
,
departureTime
);
if
(
null
!=
previousCustomer
)
{
while
(
shadowCustomer
!=
null
&&
!
Objects
.
equals
(
shadowCustomer
.
getArrivalTime
(),
arrivalTime
))
{
previousCustomer
.
setNextCustomer
(
null
);
shadowCustomer
.
setArrivalTime
(
arrivalTime
);
}
departureTime
=
shadowCustomer
.
getDepartureTime
();
}
shadowCustomer
=
shadowCustomer
.
getNextCustomer
();
if
(
previousCustomer
!=
null
&&
null
!=
nextCustomer
)
{
arrivalTime
=
calculateArrivalTime
(
shadowCustomer
,
departureTime
);
previousCustomer
.
setNextCustomer
(
nextCustomer
);
}
nextCustomer
.
setPreviousCustomer
(
previousCustomer
);
}
}
}
// 前一个的离开时间
private
static
Integer
calculateArrivalTime
(
Customer
customer
,
Integer
previousDepartureTime
)
{
Integer
departureTime
;
if
(
customer
==
null
||
previousDepartureTime
==
null
)
{
if
(
previousCustomer
==
null
)
{
return
null
;
departureTime
=
(
sourceCustomer
.
getTechnician
().
getDepot
()).
getStartTime
();
}
}
else
{
return
previousDepartureTime
+
customer
.
getPathTimeFromPreviousStandstill
();
departureTime
=
previousCustomer
.
getDepartureTime
();
}
}
if
(
nextCustomer
!=
null
)
{
// 更新后续订单
Customer
shadowCustomer
=
nextCustomer
;
Integer
arrivalTime
=
calculateArrivalTime
(
shadowCustomer
,
departureTime
);
while
(
shadowCustomer
!=
null
&&
!
Objects
.
equals
(
shadowCustomer
.
getArrivalTime
(),
arrivalTime
))
{
shadowCustomer
.
setArrivalTime
(
arrivalTime
);
departureTime
=
shadowCustomer
.
getDepartureTime
();
shadowCustomer
=
shadowCustomer
.
getNextCustomer
();
arrivalTime
=
calculateArrivalTime
(
shadowCustomer
,
departureTime
);
}
}
}
private
static
Integer
calculateArrivalTime
(
Customer
customer
,
Integer
previousDepartureTime
)
{
if
(
customer
==
null
||
previousDepartureTime
==
null
)
{
return
null
;
}
return
previousDepartureTime
+
customer
.
getPathTimeFromPreviousStandstill
();
}
}
}
project-dispatch/src/main/resources/application-dev.yaml
View file @
8312e0f
...
@@ -3,8 +3,8 @@ server:
...
@@ -3,8 +3,8 @@ server:
dispatch
:
dispatch
:
cron
:
cron
:
expr
:
0
*/3
8-23 * * ?
expr
:
0
10
8-23 * * ?
next-day-limit
:
2
0
next-day-limit
:
2
scheduler
:
scheduler
:
init-engineer-capacity
:
init-engineer-capacity
:
...
...
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