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Maxime Morge
scata
Commits
f666539d
Commit
f666539d
authored
5 months ago
by
Maxime MORGE
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Start implementing CBAA
parent
4b2f88c7
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README.md
+1
-1
1 addition, 1 deletion
README.md
src/main/scala/org/scata/algorithm/CBAA.scala
+26
-23
26 additions, 23 deletions
src/main/scala/org/scata/algorithm/CBAA.scala
src/main/scala/org/scata/core/Worker.scala
+7
-1
7 additions, 1 deletion
src/main/scala/org/scata/core/Worker.scala
with
34 additions
and
25 deletions
README.md
+
1
−
1
View file @
f666539d
## What is S
MAS
TA
+
?
## What is S
CA
TA ?
SCATA is a Scala implementation of the Consensus-Based Algorithms for Task Allocation.
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src/main/scala/org/scata/algorithm/CBAA.scala
+
26
−
23
View file @
f666539d
// Copyright (C) Maxime MORGE, 2024
package
org.scata.algorithm
import
org.scata.core.
{
SingleAssignmentProblem
,
Task
,
Worker
}
import
org.scata.core.
_
/**
* The Consensus-Based Auction Algorithm (CBAA) is
...
...
@@ -9,28 +9,32 @@ import org.scata.core.{SingleAssignmentProblem, Task, Worker}
*/
class
CBAA
(
pb
:
SingleAssignmentProblem
)
{
var
neighbours
:
Map
[
Worker
,
List
[
Worker
]]
=
fullyConnected
()
var
neighbours
:
Map
[
Worker
,
List
[
Worker
]]
=
Map
[
Worker
,
List
[
Worker
]]()
/* pb.workers.foreach{ worker =>
neighbours = neighbours.updated(worker, pb.workers.toList)
}*/
var
workerTaskList
:
Map
[(
Worker
,
Task
)
,
Boolean
]
=
Map
[(
Worker
,
Task
)
,
Boolean
]()
var
winningBid
:
Map
[(
Worker
,
Task
)
,
Int
]
=
Map
[(
Worker
,
Task
)
,
Int
]()
private
var
workerTaskList
:
Map
[
Worker
,
Map
[
Task
,
Boolean
]]
=
pb
.
workers
.
toList
.
map
{
worker
=>
worker
->
pb
.
tasks
.
toList
.
map
{
task
=>
task
->
false
}.
toMap
}.
toMap
pb
.
workers
.
foreach
{
worker
=>
pb
.
tasks
.
foreach
{
task
=>
workerTaskList
=
workerTaskList
.
updated
((
worker
,
task
),
false
)
winningBid
=
winningBid
.
updated
((
worker
,
task
),
0
)
}
}
private
var
winningBid
:
Map
[
Worker
,
Map
[
Task
,
(
Worker
,
Int
)]]
=
pb
.
workers
.
toList
.
map
{
worker
=>
worker
->
pb
.
tasks
.
toList
.
map
{
task
=>
task
->
(
NoWorker
,
0
)
}.
toMap
}.
toMap
/**
* Generate a fully connect communication network
*/
private
def
fullyConnected
()
:
Map
[
Worker
,
List
[
Worker
]]
=
{
var
neighbour
=
Map
[
Worker
,
List
[
Worker
]]()
pb
.
workers
.
foreach
{
worker
=>
neighbour
=
neighbour
.
updated
(
worker
,
pb
.
workers
.
toList
)
}
neighbour
}
//private def fullyConnected : Map[Worker, List[Worker]] =
/**
* Returns true if the worker has no task assigned
*/
private
def
isFree
(
worker
:
Worker
)
:
Boolean
=
!
pb
.
tasks
.
exists
(
task
=>
workerTaskList
(
worker
)(
task
))
/**
* Checks if two workers are neighbors
...
...
@@ -38,8 +42,7 @@ class CBAA(pb : SingleAssignmentProblem) {
* @param worker2 the second worker
* @return true if they are neighbors, false otherwise
*/
def
isNeighbor
(
worker1
:
Worker
,
worker2
:
Worker
)
:
Boolean
=
neighbours
(
worker1
).
contains
(
worker2
)
private
def
isNeighbor
(
worker1
:
Worker
,
worker2
:
Worker
)
:
Boolean
=
neighbours
(
worker1
).
contains
(
worker2
)
/**
* CBAA Phase 1 for worker i
...
...
@@ -49,12 +52,12 @@ class CBAA(pb : SingleAssignmentProblem) {
def
selectTask
(
i
:
Int
)
:
Unit
=
{
val
worker
=
pb
.
workers
.
toIndexedSeq
(
i
)
// Check if the worker has no tasks assigned
if
(
!
pb
.
tasks
.
exists
(
task
=>
workerTaskList
((
worker
,
task
))
))
{
if
(
isFree
(
worker
))
{
// Determine valid tasks based on cost comparison
var
validTasks
:
Map
[
Task
,
Boolean
]
=
Map
[
Task
,
Boolean
]()
pb
.
tasks
.
foreach
{
task
=>
if
(
pb
.
cost
(
worker
,
task
)
<
=
winningBid
(
worker
,
task
))
{
if
(
pb
.
cost
(
worker
,
task
)
<
winningBid
(
worker
)(
task
)
.
_2
)
{
validTasks
=
validTasks
.
updated
(
task
,
true
)
}
else
{
validTasks
=
validTasks
.
updated
(
task
,
false
)
...
...
@@ -63,8 +66,8 @@ class CBAA(pb : SingleAssignmentProblem) {
// If there are valid tasks, select the one with the minimum cost
if
(
pb
.
tasks
.
exists
(
task
=>
validTasks
(
task
)))
{
val
bestTask
=
validTasks
.
filter
(
_
.
_2
).
keys
.
minBy
(
task
=>
pb
.
cost
(
worker
,
task
))
workerTaskList
=
workerTaskList
.
updated
(
(
worker
,
bestTask
)
,
true
)
winningBid
=
winningBid
.
updated
(
(
worker
,
bestTask
)
,
pb
.
cost
(
worker
,
bestTask
))
workerTaskList
(
worker
)
=
workerTaskList
(
worker
)
.
updated
(
bestTask
,
true
)
winningBid
(
worker
)
=
winningBid
(
worker
)
.
updated
(
bestTask
,
(
worker
,
pb
.
cost
(
worker
,
bestTask
))
)
}
}
}
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src/main/scala/org/scata/core/Worker.scala
+
7
−
1
View file @
f666539d
...
...
@@ -5,7 +5,7 @@ package org.scata.core
* Class representing a worker
* @param name of the worker
*/
final
class
Worker
(
val
name
:
String
)
extends
Ordered
[
Worker
]{
class
Worker
(
val
name
:
String
)
extends
Ordered
[
Worker
]{
override
def
toString
:
String
=
name
...
...
@@ -27,3 +27,9 @@ final class Worker(val name : String) extends Ordered[Worker]{
}
}
/**
* The default worker
*/
object
NoWorker
extends
Worker
(
"NoWorker"
){
override
def
toString
:
String
=
"NoWorker"
}
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