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nexedi
dream
Commits
766a6e6c
Commit
766a6e6c
authored
Mar 23, 2015
by
panos
Committed by
Georgios Dagkakis
Mar 24, 2015
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Insert the scripts for the implementation of Database approachin Jobshop example
parent
7a974453
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dream/KnowledgeExtraction/PilotCases/JobShop/DataExtraction.py
.../KnowledgeExtraction/PilotCases/JobShop/DataExtraction.py
+134
-0
dream/KnowledgeExtraction/PilotCases/JobShop/JobShopInterface.py
...nowledgeExtraction/PilotCases/JobShop/JobShopInterface.py
+330
-0
dream/KnowledgeExtraction/PilotCases/JobShop/WorkplanExtraction.py
...wledgeExtraction/PilotCases/JobShop/WorkplanExtraction.py
+181
-0
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dream/KnowledgeExtraction/PilotCases/JobShop/DataExtraction.py
0 → 100644
View file @
766a6e6c
'''
Created on 27 Jan 2015
@author: Panos
'''
import
ImportDatabase
from
datetime
import
datetime
#connect to the database providing the following data and generate six different cursor variables
cnxn
=
ImportDatabase
.
ConnectionData
(
seekName
=
'ServerData'
,
implicitExt
=
'txt'
,
number_of_cursors
=
6
)
cursor
=
cnxn
.
getCursors
()
#SQL query to extract data from orders table
a
=
cursor
[
0
].
execute
(
"""
select Order_id, ProjectName, Customer, Order_date, Due_date, ProjectManager, Status
from orders
"""
)
#create a dictionary called data and put inside two lists (orders and stations) and a dictionary called WIP
data
=
{}
data
[
'orders'
]
=
[]
data
[
'WIP'
]
=
{}
data
[
'stations'
]
=
[]
order
=
{}
#Another SQL query that extracts data from the machines table
b
=
cursor
[
1
].
execute
(
"""
select MachineName, description
from machines
"""
)
# for every machine of the machines table
for
j
in
range
(
b
.
rowcount
):
#get the next line
ind3
=
b
.
fetchone
()
#and insert in one of the above initiated lists
data
[
'stations'
].
append
(
ind3
.
MachineName
)
# for every order of the orders table
for
j
in
range
(
a
.
rowcount
):
#get the next line
ind0
=
a
.
fetchone
()
#define a variable called status and holds the status of the order (extracted from orders table)
status
=
ind0
.
Status
#check if status is 'accepted' or 'in progress' and move in
if
status
==
'accepted'
or
status
==
'in progress'
:
#insert the following extracted data from the database in order disctionary
order
[
'orderName'
]
=
ind0
.
ProjectName
order
[
'orderID'
]
=
ind0
.
Order_id
order
[
'manager'
]
=
ind0
.
ProjectManager
order
[
'orderDate'
]
=
ind0
.
Order_date
order
[
'dueDate'
]
=
ind0
.
Due_date
order
[
'componentsList'
]
=
[]
#SQL query to extract data from sequence table where order data is given
c
=
cursor
[
2
].
execute
(
"""
select Order_id, WP_id, PartCode, PartName, Operation_Name, ProcessingTime, PersonnelCode, Quantity, step
from sequence where Order_id=?
"""
,
ind0
.
Order_id
)
appended
=
[]
# list that holds the already added components
# for all the lines of c (every component)
for
i
in
range
(
c
.
rowcount
):
# create a comopnent dict
component
=
{}
# and get the next row
ind1
=
c
.
fetchone
()
name
=
ind1
.
PartName
component
[
'componentName'
]
=
name
code
=
ind1
.
PartCode
WP
=
ind1
.
WP_id
component
[
'componentID'
]
=
code
component
[
'route'
]
=
[]
#SQL query that extracts data from sequence table where PartCode is given
d
=
cursor
[
3
].
execute
(
"""
select PartCode, PartName, WP_id, Operation_Name, ProcessingTime, PersonnelCode, Quantity, step
from sequence
where PartCode=?
"""
,
code
)
#SQL query that joins the sequence and prerequisites tables where WP_id is common and PartCode is given
f
=
cursor
[
4
].
execute
(
"""
select sequence.WP_id, sequence.PartCode, prerequisites.PartsNeeded
from sequence, prerequisites
where sequence.WP_id=prerequisites.WP_id
AND sequence.PartCode=?
"""
,
code
)
#loop every line in the sequence table
for
line
in
range
(
d
.
rowcount
):
#create a new dictionary to hold the sequence of this order
step
=
{}
ind2
=
d
.
fetchone
()
step
[
'technology'
]
=
ind2
.
Operation_Name
step
[
'sequence'
]
=
ind2
.
step
step
[
'operator'
]
=
ind2
.
PersonnelCode
step
[
'task_id'
]
=
ind2
.
WP_id
step
[
'quantity'
]
=
ind2
.
Quantity
ind3
=
f
.
fetchone
()
partsNeeded
=
ind3
.
PartsNeeded
.
split
(
';'
)
step
[
'partsneeded'
]
=
partsNeeded
step
[
'processingTime'
]
=
{}
step
[
'processingTime'
][
'distribution'
]
=
'Fixed'
step
[
'processingTime'
][
'mean'
]
=
ind2
.
ProcessingTime
component
[
'route'
].
append
(
step
)
#The following checks if the component ids have been inserted to appended
if
not
component
[
'componentID'
]
in
appended
:
order
[
'componentsList'
].
append
(
component
)
appended
.
append
(
component
[
'componentID'
])
#SQL query to extract WIP data from the prod_status table when sequence and prod_status are joined together and PartCode is given
e
=
cursor
[
5
].
execute
(
"""
select prod_status.WP_id, sequence.WP_id, sequence.ProcessingTime, sequence.step, MachineName, TIMEIN, TIMEOUT, prod_status.PersonnelCode
from prod_status
join sequence on sequence.WP_id = prod_status.WP_id
where sequence.PartCode=?
"""
,
code
)
#loop in the lines of the prod_status table
for
x
in
range
(
e
.
rowcount
):
ind3
=
e
.
fetchone
()
for
t
in
appended
:
if
ind3
.
TIMEOUT
:
remTime
=
0
else
:
#calculate the time difference between the TIMEIN and the moment the user wants to run the simulation (e.g. datetime.now())
timeDelta
=
datetime
.
now
()
-
ind3
.
TIMEIN
timeDiff
=
timeDelta
.
total_seconds
()
/
3600
#calculate the remaining time the part needs to be processed
remTime
=
round
((
ind3
.
ProcessingTime
-
timeDiff
),
2
)
data
[
'WIP'
][
code
]
=
{}
data
[
'WIP'
][
code
][
'station'
]
=
ind3
.
MachineName
data
[
'WIP'
][
code
][
'operator'
]
=
ind3
.
PersonnelCode
data
[
'WIP'
][
code
][
'task_id'
]
=
ind3
.
WP_id
data
[
'WIP'
][
code
][
'sequence'
]
=
ind3
.
step
data
[
'WIP'
][
code
][
'remainingProcessingTime'
]
=
remTime
#in case the status is 'finished' continue to the next order
elif
status
==
'finished'
:
continue
data
[
'orders'
].
append
(
order
.
copy
())
print
data
\ No newline at end of file
dream/KnowledgeExtraction/PilotCases/JobShop/JobShopInterface.py
0 → 100644
View file @
766a6e6c
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dream/KnowledgeExtraction/PilotCases/JobShop/WorkplanExtraction.py
0 → 100644
View file @
766a6e6c
# ===========================================================================
# Copyright 2013 University of Limerick
#
# This file is part of DREAM.
#
# DREAM is free software: you can redistribute it and/or modify
# it under the terms of the GNU Lesser General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# DREAM is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU Lesser General Public License for more details.
#
# You should have received a copy of the GNU Lesser General Public License
# along with DREAM. If not, see <http://www.gnu.org/licenses/>.
# ===========================================================================
'''
Created on 23 March 2015
@author: Panos
'''
import
xlrd
import
datetime
import
os
import
ImportDatabase
#Static variables that hold the column's number in Workplan (Excel document - template)
WPColumn
=
14
OrderColumn
=
0
ProjectColumn
=
2
PartsNeeded
=
13
#Method created to extract the required data from the spreadsheet
def
dataExtraction
(
File
):
# loop through all the sheets
for
sheet
in
xls_workbook
.
sheets
():
if
sheet
.
name
==
'Workplan'
:
orderId
=
sheet
.
cell
(
4
,
0
).
value
customer
=
sheet
.
cell
(
4
,
1
).
value
projectName
=
sheet
.
cell
(
4
,
2
).
value
orderDate
=
datetime
.
datetime
.
utcfromtimestamp
((
sheet
.
cell
(
4
,
3
).
value
-
25569
)
*
86400.0
)
dueDate
=
datetime
.
datetime
.
utcfromtimestamp
((
sheet
.
cell
(
4
,
4
).
value
-
25569
)
*
86400.0
)
projectManager
=
sheet
.
cell
(
4
,
5
).
value
#create a dictionary called workplan with key the order id
workplan
[
orderId
]
=
{}
workplan
[
orderId
][
projectName
]
=
[]
workplan
[
orderId
][
projectName
].
insert
(
0
,
customer
)
workplan
[
orderId
][
projectName
].
insert
(
1
,
orderDate
)
workplan
[
orderId
][
projectName
].
insert
(
2
,
dueDate
)
workplan
[
orderId
][
projectName
].
insert
(
4
,
projectManager
)
#loop in the rows of the spreadsheet
for
i
in
range
(
4
,
sheet
.
nrows
):
if
sheet
.
cell
(
i
,
14
).
value
:
wpId
=
sheet
.
cell
(
i
,
14
).
value
partId
=
sheet
.
cell
(
i
,
6
).
value
partType
=
sheet
.
cell
(
i
,
7
).
value
operation
=
sheet
.
cell
(
i
,
8
).
value
step
=
sheet
.
cell
(
i
,
9
).
value
personnel
=
sheet
.
cell
(
i
,
10
).
value
quantity
=
sheet
.
cell
(
i
,
11
).
value
procTime
=
sheet
.
cell
(
i
,
12
).
value
partsNeeded
=
sheet
.
cell
(
i
,
13
).
value
workplan
[
orderId
][
wpId
]
=
[]
workplan
[
orderId
][
wpId
].
insert
(
0
,
partId
)
workplan
[
orderId
][
wpId
].
insert
(
1
,
partType
)
workplan
[
orderId
][
wpId
].
insert
(
2
,
operation
)
workplan
[
orderId
][
wpId
].
insert
(
3
,
step
)
workplan
[
orderId
][
wpId
].
insert
(
4
,
personnel
)
workplan
[
orderId
][
wpId
].
insert
(
5
,
quantity
)
workplan
[
orderId
][
wpId
].
insert
(
6
,
procTime
)
workplan
[
orderId
][
wpId
].
insert
(
7
,
partsNeeded
)
#pop-up message that inform the user that he should insert the directory where he stores the workplans
folder_path
=
raw_input
(
'insert the path to the folder containing the required files:'
)
print
folder_path
os
.
chdir
(
folder_path
)
#create a list that hold the already inserted orders
alreadyInserted
=
[]
#use of the KE tool object to connect to database
cnxn
=
ImportDatabase
.
ConnectionData
(
seekName
=
'ServerData'
,
implicitExt
=
'txt'
,
number_of_cursors
=
6
)
cursor
=
cnxn
.
getCursors
()
#loop that searches the files in the given directory
for
fileName
in
os
.
listdir
(
"."
):
print
fileName
#using the xlrd python library, we open the documents
xls_workbook
=
xlrd
.
open_workbook
(
fileName
)
#define Main the first sheet - sheet with the name 'Workplan'
Main
=
xls_workbook
.
sheet_by_name
(
'Workplan'
)
workplan
=
{}
#SQL query to extract data from orders table
check_order
=
cursor
[
0
].
execute
(
"""
select Order_id, ProjectName, Customer, Order_date, Due_date, ProjectManager, Status
from orders
"""
)
#check if rowcount is 0, if it is move on - otherwise go to the else part
if
check_order
.
rowcount
==
0
:
#call the method giving as argument the document
dataExtraction
(
fileName
)
for
i
in
range
(
4
,
Main
.
nrows
):
orderId
=
Main
.
cell
(
4
,
OrderColumn
).
value
projectName
=
Main
.
cell
(
4
,
ProjectColumn
).
value
#Another SQL query to input data this time in the database in orders table
add_order
=
(
"INSERT INTO orders(`id`, `Order_id`, `ProjectName`, `Customer`, `Order_date`, `Due_date`, `ProjectManager`, `Status`) VALUES (?, ?, ?, ?, ?, ?, ?, ?)"
)
cursor
[
0
].
execute
(
"SELECT @@IDENTITY AS ID"
)
row
=
cursor
[
0
].
fetchone
()
order_ref
=
row
.
ID
status
=
'accepted'
#the following data inserted to the the database based on the structure of the query above
cursor
[
0
].
execute
(
add_order
,
(
order_ref
,
orderId
,
projectName
,
workplan
[
orderId
][
projectName
][
0
],
workplan
[
orderId
][
projectName
][
1
],
workplan
[
orderId
][
projectName
][
2
],
workplan
[
orderId
][
projectName
][
3
],
status
))
cursor
[
0
].
commit
()
#SQL query to input data in the database in sequence table
add_sequence
=
(
"INSERT INTO sequence(`seq_id`, `WP_id`, `Order_id`, `PartCode`, `PartName`, `Operation_Name`, `ProcessingTime`, `step`, `PersonnelCode`, `Quantity`) VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?) "
)
cursor
[
1
].
execute
(
"SELECT MAX(seq_id)+1 AS ID from sequence"
)
seq_ref
=
row
.
ID
#loop used to insert the required data based on the structure of the above query
for
i
in
range
(
4
,
Main
.
nrows
):
wpId
=
Main
.
cell
(
i
,
WPColumn
).
value
cursor
[
1
].
execute
(
add_sequence
,
(
seq_ref
,
wpId
,
orderId
,
workplan
[
orderId
][
wpId
][
0
],
workplan
[
orderId
][
wpId
][
1
],
workplan
[
orderId
][
wpId
][
2
],
workplan
[
orderId
][
wpId
][
6
],
workplan
[
orderId
][
wpId
][
3
],
workplan
[
orderId
][
wpId
][
4
],
workplan
[
orderId
][
wpId
][
5
]))
cursor
[
1
].
commit
()
seq_ref
+=
1
add_prerequisites
=
(
"INSERT INTO prerequisites(`pre_id`, `Order_id`, `WP_id`, `PartCode`, `PartsNeeded`) VALUES (?, ?, ?, ?, ?) "
)
cursor
[
2
].
execute
(
"SELECT MAX(pre_id)+1 AS ID from prerequisites"
)
pre_ref
=
row
.
ID
for
i
in
range
(
4
,
Main
.
nrows
):
wpId
=
Main
.
cell
(
i
,
WPColumn
).
value
cursor
[
2
].
execute
(
add_prerequisites
,
(
pre_ref
,
orderId
,
wpId
,
workplan
[
orderId
][
wpId
][
0
],
workplan
[
orderId
][
wpId
][
7
]))
cursor
[
2
].
commit
()
else
:
#follows the logic of the if part
check_order
=
cursor
[
3
].
execute
(
"""
select Order_id, ProjectName, Customer, Order_date, Due_date, ProjectManager, Status
from orders
"""
)
for
j
in
range
(
check_order
.
rowcount
):
#get the next line
ind1
=
check_order
.
fetchone
()
dataExtraction
(
fileName
)
for
i
in
range
(
4
,
Main
.
nrows
):
orderId
=
Main
.
cell
(
4
,
OrderColumn
).
value
projectName
=
Main
.
cell
(
4
,
ProjectColumn
).
value
#check the existence of orderId
if
not
orderId
in
ind1
.
Order_id
:
add_order
=
(
"INSERT INTO orders(`id`, `Order_id`, `ProjectName`, `Customer`, `Order_date`, `Due_date`, `ProjectManager`, `Status`) VALUES (?, ?, ?, ?, ?, ?, ?, ?)"
)
cursor
[
3
].
execute
(
"SELECT MAX(id)+1 AS ID from orders"
)
row
=
cursor
[
3
].
fetchone
()
order_ref
=
row
.
ID
status
=
'accepted'
cursor
[
3
].
execute
(
add_order
,
(
order_ref
,
orderId
,
projectName
,
workplan
[
orderId
][
projectName
][
0
],
workplan
[
orderId
][
projectName
][
1
],
workplan
[
orderId
][
projectName
][
2
],
workplan
[
orderId
][
projectName
][
3
],
status
))
cursor
[
3
].
commit
()
add_sequence
=
(
"INSERT INTO sequence(`seq_id`, `WP_id`, `Order_id`, `PartCode`, `PartName`, `Operation_Name`, `ProcessingTime`, `step`, `PersonnelCode`, `Quantity`) VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?) "
)
cursor
[
4
].
execute
(
"SELECT MAX(seq_id)+1 AS ID from sequence"
)
row
=
cursor
[
4
].
fetchone
()
seq_ref
=
row
.
ID
for
i
in
range
(
4
,
Main
.
nrows
):
wpId
=
Main
.
cell
(
i
,
WPColumn
).
value
cursor
[
4
].
execute
(
add_sequence
,
(
seq_ref
,
wpId
,
orderId
,
workplan
[
orderId
][
wpId
][
0
],
workplan
[
orderId
][
wpId
][
1
],
workplan
[
orderId
][
wpId
][
2
],
workplan
[
orderId
][
wpId
][
6
],
workplan
[
orderId
][
wpId
][
3
],
workplan
[
orderId
][
wpId
][
4
],
workplan
[
orderId
][
wpId
][
5
]))
cursor
[
4
].
commit
()
seq_ref
+=
1
add_prerequisites
=
(
"INSERT INTO prerequisites(`pre_id`, `Order_id`, `WP_id`, `PartCode`, `PartsNeeded`) VALUES (?, ?, ?, ?, ?) "
)
cursor
[
5
].
execute
(
"SELECT MAX(pre_id)+1 AS ID from prerequisites"
)
row
=
cursor
[
5
].
fetchone
()
pre_ref
=
row
.
ID
for
i
in
range
(
4
,
Main
.
nrows
):
wpId
=
Main
.
cell
(
i
,
WPColumn
).
value
cursor
[
5
].
execute
(
add_prerequisites
,
(
pre_ref
,
orderId
,
wpId
,
workplan
[
orderId
][
wpId
][
0
],
workplan
[
orderId
][
wpId
][
7
]))
cursor
[
5
].
commit
()
pre_ref
+=
1
else
:
continue
\ No newline at end of file
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