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Sven Franck
erp5
Commits
1e40849e
Commit
1e40849e
authored
Jan 05, 2017
by
Hardik Juneja
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[erp5_joblib]: Add examples and related scrips to new erp5_joblib bt5
parent
d2c88bd6
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bt5/erp5_joblib/ExtensionTemplateItem/portal_components/extension.erp5.joblibUseCaseExamples.py
...portal_components/extension.erp5.joblibUseCaseExamples.py
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bt5/erp5_joblib/ExtensionTemplateItem/portal_components/extension.erp5.joblibUseCaseExamples.xml
...ortal_components/extension.erp5.joblibUseCaseExamples.xml
+123
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bt5/erp5_joblib/SkinTemplateItem/portal_skins/erp5_joblib_examples.xml
...ib/SkinTemplateItem/portal_skins/erp5_joblib_examples.xml
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bt5/erp5_joblib/SkinTemplateItem/portal_skins/erp5_joblib_examples/Base_driverScriptRandomForest.py
...ins/erp5_joblib_examples/Base_driverScriptRandomForest.py
+6
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bt5/erp5_joblib/SkinTemplateItem/portal_skins/erp5_joblib_examples/Base_driverScriptRandomForest.xml
...ns/erp5_joblib_examples/Base_driverScriptRandomForest.xml
+62
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bt5/erp5_joblib/SkinTemplateItem/portal_skins/erp5_joblib_examples/Base_driverScriptSquareRoot.py
...skins/erp5_joblib_examples/Base_driverScriptSquareRoot.py
+6
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bt5/erp5_joblib/SkinTemplateItem/portal_skins/erp5_joblib_examples/Base_driverScriptSquareRoot.xml
...kins/erp5_joblib_examples/Base_driverScriptSquareRoot.xml
+62
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bt5/erp5_joblib/SkinTemplateItem/portal_skins/erp5_joblib_examples/Base_joblibRandomForestFunction.xml
.../erp5_joblib_examples/Base_joblibRandomForestFunction.xml
+28
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bt5/erp5_joblib/SkinTemplateItem/portal_skins/erp5_joblib_examples/Base_joblibSimpleFunction.xml
..._skins/erp5_joblib_examples/Base_joblibSimpleFunction.xml
+28
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bt5/erp5_joblib/TestTemplateItem/portal_components/test.erp5.testJoblibActivityUseCase.py
.../portal_components/test.erp5.testJoblibActivityUseCase.py
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bt5/erp5_joblib/TestTemplateItem/portal_components/test.erp5.testJoblibActivityUseCase.xml
...portal_components/test.erp5.testJoblibActivityUseCase.xml
+123
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bt5/erp5_joblib/bt/description
bt5/erp5_joblib/bt/description
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bt5/erp5_joblib/bt/template_extension_id_list
bt5/erp5_joblib/bt/template_extension_id_list
+1
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bt5/erp5_joblib/bt/template_format_version
bt5/erp5_joblib/bt/template_format_version
+1
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bt5/erp5_joblib/bt/template_skin_id_list
bt5/erp5_joblib/bt/template_skin_id_list
+1
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bt5/erp5_joblib/bt/template_test_id_list
bt5/erp5_joblib/bt/template_test_id_list
+1
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bt5/erp5_joblib/bt/title
bt5/erp5_joblib/bt/title
+1
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bt5/erp5_joblib/bt/version
bt5/erp5_joblib/bt/version
+1
-0
No files found.
bt5/erp5_joblib/ExtensionTemplateItem/portal_components/extension.erp5.joblibUseCaseExamples.py
0 → 100644
View file @
1e40849e
##############################################################################
#
# Copyright (c) 2017 Nexedi SARL and Contributors. All Rights Reserved.
# Hardik Juneja <hardik.juneja@nexedi.com>
#
# WARNING: This program as such is intended to be used by professional
# programmers who take the whole responsability of assessing all potential
# consequences resulting from its eventual inadequacies and bugs
# End users who are looking for a ready-to-use solution with commercial
# garantees and support are strongly adviced to contract a Free Software
# Service Company
#
# This program is Free Software; you can redistribute it and/or
# modify it under the terms of the GNU General Public License
# as published by the Free Software Foundation; either version 2
# of the License, or (at your option) any later version.
#
# This program 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 General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with this program; if not, write to the Free Software
# Foundation, Inc., 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA.
#
##############################################################################
import
time
import
numpy
as
np
from
copy
import
copy
from
math
import
sqrt
from
Products.ERP5Type.Log
import
log
from
Products.CMFActivity.ActiveResult
import
ActiveResult
from
sklearn.base
import
clone
from
sklearn.utils
import
check_random_state
from
sklearn.model_selection
import
train_test_split
from
sklearn.ensemble
import
RandomForestClassifier
from
sklearn.externals
import
joblib
from
sklearn.externals.joblib.parallel
import
parallel_backend
,
Parallel
,
delayed
from
sklearn.datasets
import
load_digits
from
sklearn.svm
import
SVC
from
sklearn.model_selection
import
GridSearchCV
#
# Example: simple sqrt calculator
#
def
example_simple_function
(
self
,
active_process_path
):
""" simple function to calculate sqrt
"""
active_process
=
self
.
portal_activities
.
unrestrictedTraverse
(
active_process_path
)
# Use CMFActivity as a backend for joblob
with
parallel_backend
(
'CMFActivity'
,
active_process
=
active_process
):
result
=
Parallel
(
n_jobs
=
2
,
pre_dispatch
=
'all'
,
timeout
=
30
,
verbose
=
30
)(
delayed
(
sqrt
)(
i
**
2
)
for
i
in
range
(
5
))
# Set result value and an id to the active result and post it
result
=
ActiveResult
(
result
=
result
)
active_process
.
postResult
(
result
)
log
(
"joblib activity result"
,
result
)
return
result
#
# Example: random forest function
#
def
combine
(
all_ensembles
):
final_ensemble
=
copy
(
all_ensembles
[
0
])
final_ensemble
.
estimators_
=
[]
for
ensemble
in
all_ensembles
:
final_ensemble
.
estimators_
+=
ensemble
.
estimators_
return
final_ensemble
def
train_model
(
model
,
X
,
y
,
sample_weight
=
None
,
random_state
=
None
):
model
.
set_params
(
random_state
=
random_state
)
if
sample_weight
is
not
None
:
model
.
fit
(
X
,
y
,
sample_weight
=
sample_weight
)
else
:
model
.
fit
(
X
,
y
)
return
model
def
grow_ensemble
(
base_model
,
X
,
y
,
sample_weight
=
None
,
n_estimators
=
1
,
n_jobs
=
1
,
random_state
=
None
):
random_state
=
check_random_state
(
random_state
)
max_seed
=
np
.
iinfo
(
'uint32'
).
max
random_states
=
random_state
.
randint
(
max_seed
+
1
,
size
=
n_estimators
)
results
=
joblib
.
Parallel
(
n_jobs
=
n_jobs
)(
joblib
.
delayed
(
train_model
)(
clone
(
base_model
),
X
,
y
,
sample_weight
=
sample_weight
,
random_state
=
rs
)
for
rs
in
random_states
)
return
combine
(
results
)
def
example_random_forest_function
(
self
,
active_process_path
):
digits
=
load_digits
()
X_train
,
X_test
,
y_train
,
y_test
=
train_test_split
(
digits
.
data
,
digits
.
target
,
random_state
=
0
)
# Create an active process
active_process
=
self
.
portal_activities
.
unrestrictedTraverse
(
active_process_path
)
# Use CMFActivity as a backend for joblib
with
parallel_backend
(
'CMFActivity'
,
n_jobs
=
2
,
active_process
=
active_process
):
final_model
=
grow_ensemble
(
RandomForestClassifier
(),
X_train
,
y_train
,
n_estimators
=
10
,
n_jobs
=
2
,
random_state
=
42
)
score
=
final_model
.
score
(
X_test
,
y_test
)
# Set result value and an id to the active result and post it
result
=
ActiveResult
(
result
=
score
,
signature
=
123
)
active_process
.
postResult
(
result
)
log
(
'ok'
,
len
(
final_model
.
estimators_
))
return
'ok'
,
len
(
final_model
.
estimators_
),
score
#
# Example: grid search function
#
def
example_grid_search_function
(
self
,
active_process_path
):
digits
=
load_digits
()
X
,
y
=
digits
.
data
,
digits
.
target
param_grid
=
{
'C'
:
np
.
logspace
(
-
10
,
10
,
3
),
'gamma'
:
np
.
logspace
(
-
10
,
10
,
3
),
'tol'
:
[
1e-4
]
}
X
=
np
.
ascontiguousarray
(
X
)
y
=
np
.
ascontiguousarray
(
y
)
clf
=
GridSearchCV
(
SVC
(),
param_grid
=
param_grid
,
verbose
=
10
)
active_process
=
self
.
portal_activities
.
unrestrictedTraverse
(
active_process_path
)
tic
=
time
.
time
()
with
parallel_backend
(
'CMFActivity'
,
n_jobs
=
2
,
active_process
=
active_process
):
clf
.
fit
(
X
,
y
)
return
'ok'
,
joblib
.
__version__
,
time
.
time
()
-
tic
bt5/erp5_joblib/ExtensionTemplateItem/portal_components/extension.erp5.joblibUseCaseExamples.xml
0 → 100644
View file @
1e40849e
<?xml version="1.0"?>
<ZopeData>
<record
id=
"1"
aka=
"AAAAAAAAAAE="
>
<pickle>
<global
name=
"Extension Component"
module=
"erp5.portal_type"
/>
</pickle>
<pickle>
<dictionary>
<item>
<key>
<string>
_recorded_property_dict
</string>
</key>
<value>
<persistent>
<string
encoding=
"base64"
>
AAAAAAAAAAI=
</string>
</persistent>
</value>
</item>
<item>
<key>
<string>
default_reference
</string>
</key>
<value>
<string>
joblibUseCaseExamples
</string>
</value>
</item>
<item>
<key>
<string>
description
</string>
</key>
<value>
<none/>
</value>
</item>
<item>
<key>
<string>
id
</string>
</key>
<value>
<string>
extension.erp5.joblibUseCaseExamples
</string>
</value>
</item>
<item>
<key>
<string>
portal_type
</string>
</key>
<value>
<string>
Extension Component
</string>
</value>
</item>
<item>
<key>
<string>
sid
</string>
</key>
<value>
<none/>
</value>
</item>
<item>
<key>
<string>
text_content_error_message
</string>
</key>
<value>
<tuple/>
</value>
</item>
<item>
<key>
<string>
text_content_warning_message
</string>
</key>
<value>
<tuple/>
</value>
</item>
<item>
<key>
<string>
version
</string>
</key>
<value>
<string>
erp5
</string>
</value>
</item>
<item>
<key>
<string>
workflow_history
</string>
</key>
<value>
<persistent>
<string
encoding=
"base64"
>
AAAAAAAAAAM=
</string>
</persistent>
</value>
</item>
</dictionary>
</pickle>
</record>
<record
id=
"2"
aka=
"AAAAAAAAAAI="
>
<pickle>
<global
name=
"PersistentMapping"
module=
"Persistence.mapping"
/>
</pickle>
<pickle>
<dictionary>
<item>
<key>
<string>
data
</string>
</key>
<value>
<dictionary/>
</value>
</item>
</dictionary>
</pickle>
</record>
<record
id=
"3"
aka=
"AAAAAAAAAAM="
>
<pickle>
<global
name=
"PersistentMapping"
module=
"Persistence.mapping"
/>
</pickle>
<pickle>
<dictionary>
<item>
<key>
<string>
data
</string>
</key>
<value>
<dictionary>
<item>
<key>
<string>
component_validation_workflow
</string>
</key>
<value>
<persistent>
<string
encoding=
"base64"
>
AAAAAAAAAAQ=
</string>
</persistent>
</value>
</item>
</dictionary>
</value>
</item>
</dictionary>
</pickle>
</record>
<record
id=
"4"
aka=
"AAAAAAAAAAQ="
>
<pickle>
<global
name=
"WorkflowHistoryList"
module=
"Products.ERP5Type.patches.WorkflowTool"
/>
</pickle>
<pickle>
<tuple>
<none/>
<list>
<dictionary>
<item>
<key>
<string>
action
</string>
</key>
<value>
<string>
validate
</string>
</value>
</item>
<item>
<key>
<string>
validation_state
</string>
</key>
<value>
<string>
validated
</string>
</value>
</item>
</dictionary>
</list>
</tuple>
</pickle>
</record>
</ZopeData>
bt5/erp5_joblib/SkinTemplateItem/portal_skins/erp5_joblib_examples.xml
0 → 100644
View file @
1e40849e
<?xml version="1.0"?>
<ZopeData>
<record
id=
"1"
aka=
"AAAAAAAAAAE="
>
<pickle>
<global
name=
"Folder"
module=
"OFS.Folder"
/>
</pickle>
<pickle>
<dictionary>
<item>
<key>
<string>
_objects
</string>
</key>
<value>
<tuple/>
</value>
</item>
<item>
<key>
<string>
id
</string>
</key>
<value>
<string>
erp5_joblib_examples
</string>
</value>
</item>
<item>
<key>
<string>
title
</string>
</key>
<value>
<string></string>
</value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
bt5/erp5_joblib/SkinTemplateItem/portal_skins/erp5_joblib_examples/Base_driverScriptRandomForest.py
0 → 100644
View file @
1e40849e
active_process
=
context
.
portal_activities
.
newActiveProcess
()
active_process_id
=
active_process
.
getId
()
path
=
active_process
.
getPhysicalPath
()
context
.
portal_activities
.
activate
(
activity
=
"SQLQueue"
,
active_process
=
active_process
).
Base_joblibRandomForestFunction
(
path
)
return
path
bt5/erp5_joblib/SkinTemplateItem/portal_skins/erp5_joblib_examples/Base_driverScriptRandomForest.xml
0 → 100644
View file @
1e40849e
<?xml version="1.0"?>
<ZopeData>
<record
id=
"1"
aka=
"AAAAAAAAAAE="
>
<pickle>
<global
name=
"PythonScript"
module=
"Products.PythonScripts.PythonScript"
/>
</pickle>
<pickle>
<dictionary>
<item>
<key>
<string>
Script_magic
</string>
</key>
<value>
<int>
3
</int>
</value>
</item>
<item>
<key>
<string>
_bind_names
</string>
</key>
<value>
<object>
<klass>
<global
name=
"NameAssignments"
module=
"Shared.DC.Scripts.Bindings"
/>
</klass>
<tuple/>
<state>
<dictionary>
<item>
<key>
<string>
_asgns
</string>
</key>
<value>
<dictionary>
<item>
<key>
<string>
name_container
</string>
</key>
<value>
<string>
container
</string>
</value>
</item>
<item>
<key>
<string>
name_context
</string>
</key>
<value>
<string>
context
</string>
</value>
</item>
<item>
<key>
<string>
name_m_self
</string>
</key>
<value>
<string>
script
</string>
</value>
</item>
<item>
<key>
<string>
name_subpath
</string>
</key>
<value>
<string>
traverse_subpath
</string>
</value>
</item>
</dictionary>
</value>
</item>
</dictionary>
</state>
</object>
</value>
</item>
<item>
<key>
<string>
_params
</string>
</key>
<value>
<string>
**kw
</string>
</value>
</item>
<item>
<key>
<string>
id
</string>
</key>
<value>
<string>
Base_driverScriptRandomForest
</string>
</value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
bt5/erp5_joblib/SkinTemplateItem/portal_skins/erp5_joblib_examples/Base_driverScriptSquareRoot.py
0 → 100644
View file @
1e40849e
active_process
=
context
.
portal_activities
.
newActiveProcess
()
active_process_id
=
active_process
.
getId
()
path
=
active_process
.
getPhysicalPath
()
context
.
portal_activities
.
activate
(
activity
=
"SQLQueue"
,
active_process
=
active_process
).
Base_joblibSimpleFunction
(
path
)
return
path
bt5/erp5_joblib/SkinTemplateItem/portal_skins/erp5_joblib_examples/Base_driverScriptSquareRoot.xml
0 → 100644
View file @
1e40849e
<?xml version="1.0"?>
<ZopeData>
<record
id=
"1"
aka=
"AAAAAAAAAAE="
>
<pickle>
<global
name=
"PythonScript"
module=
"Products.PythonScripts.PythonScript"
/>
</pickle>
<pickle>
<dictionary>
<item>
<key>
<string>
Script_magic
</string>
</key>
<value>
<int>
3
</int>
</value>
</item>
<item>
<key>
<string>
_bind_names
</string>
</key>
<value>
<object>
<klass>
<global
name=
"NameAssignments"
module=
"Shared.DC.Scripts.Bindings"
/>
</klass>
<tuple/>
<state>
<dictionary>
<item>
<key>
<string>
_asgns
</string>
</key>
<value>
<dictionary>
<item>
<key>
<string>
name_container
</string>
</key>
<value>
<string>
container
</string>
</value>
</item>
<item>
<key>
<string>
name_context
</string>
</key>
<value>
<string>
context
</string>
</value>
</item>
<item>
<key>
<string>
name_m_self
</string>
</key>
<value>
<string>
script
</string>
</value>
</item>
<item>
<key>
<string>
name_subpath
</string>
</key>
<value>
<string>
traverse_subpath
</string>
</value>
</item>
</dictionary>
</value>
</item>
</dictionary>
</state>
</object>
</value>
</item>
<item>
<key>
<string>
_params
</string>
</key>
<value>
<string>
**kw
</string>
</value>
</item>
<item>
<key>
<string>
id
</string>
</key>
<value>
<string>
Base_driverScriptSquareRoot
</string>
</value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
bt5/erp5_joblib/SkinTemplateItem/portal_skins/erp5_joblib_examples/Base_joblibRandomForestFunction.xml
0 → 100644
View file @
1e40849e
<?xml version="1.0"?>
<ZopeData>
<record
id=
"1"
aka=
"AAAAAAAAAAE="
>
<pickle>
<global
name=
"ExternalMethod"
module=
"Products.ExternalMethod.ExternalMethod"
/>
</pickle>
<pickle>
<dictionary>
<item>
<key>
<string>
_function
</string>
</key>
<value>
<string>
example_random_forest_function
</string>
</value>
</item>
<item>
<key>
<string>
_module
</string>
</key>
<value>
<string>
joblibUseCaseExamples
</string>
</value>
</item>
<item>
<key>
<string>
id
</string>
</key>
<value>
<string>
Base_joblibRandomForestFunction
</string>
</value>
</item>
<item>
<key>
<string>
title
</string>
</key>
<value>
<string>
Base_joblibRandomForestFunction
</string>
</value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
bt5/erp5_joblib/SkinTemplateItem/portal_skins/erp5_joblib_examples/Base_joblibSimpleFunction.xml
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<?xml version="1.0"?>
<ZopeData>
<record
id=
"1"
aka=
"AAAAAAAAAAE="
>
<pickle>
<global
name=
"ExternalMethod"
module=
"Products.ExternalMethod.ExternalMethod"
/>
</pickle>
<pickle>
<dictionary>
<item>
<key>
<string>
_function
</string>
</key>
<value>
<string>
example_simple_function
</string>
</value>
</item>
<item>
<key>
<string>
_module
</string>
</key>
<value>
<string>
joblibUseCaseExamples
</string>
</value>
</item>
<item>
<key>
<string>
id
</string>
</key>
<value>
<string>
Base_joblibSimpleFunction
</string>
</value>
</item>
<item>
<key>
<string>
title
</string>
</key>
<value>
<string>
Base_joblibSimpleFunction
</string>
</value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
bt5/erp5_joblib/TestTemplateItem/portal_components/test.erp5.testJoblibActivityUseCase.py
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##############################################################################
#
# Copyright (c) 2002-2012 Nexedi SA and Contributors. All Rights Reserved.
#
# WARNING: This program as such is intended to be used by professional
# programmers who take the whole responsibility of assessing all potential
# consequences resulting from its eventual inadequacies and bugs
# End users who are looking for a ready-to-use solution with commercial
# guarantees and support are strongly adviced to contract a Free Software
# Service Company
#
# This program is Free Software; you can redistribute it and/or
# modify it under the terms of the GNU General Public License
# as published by the Free Software Foundation; either version 2
# of the License, or (at your option) any later version.
#
# This program 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 General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with this program; if not, write to the Free Software
# Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA.
#
##############################################################################
from
Products.ERP5Type.tests.ERP5TypeTestCase
import
ERP5TypeTestCase
class
Test
(
ERP5TypeTestCase
):
"""
Test joblib usecases with CMFActivity
"""
def
getTitle
(
self
):
return
"TestJoblibUsecases"
def
test_randomForest
(
self
):
path
=
self
.
portal
.
Base_driverScriptRandomForest
()
self
.
tic
()
active_process
=
self
.
portal
.
portal_activities
.
unrestrictedTraverse
(
path
)
result
=
active_process
.
getResultList
()
self
.
assertAlmostEqual
(
0.98444444444444446
,
result
[
0
].
result
)
def
test_UnderRootOfSquaresFunction
(
self
):
path
=
self
.
portal
.
Base_driverScriptSquareRoot
()
self
.
tic
()
active_process
=
self
.
portal
.
portal_activities
.
unrestrictedTraverse
(
path
)
result
=
active_process
.
getResultList
()
self
.
assertEquals
([
0.0
,
1.0
,
2.0
,
3.0
,
4.0
],
result
[
0
].
result
)
bt5/erp5_joblib/TestTemplateItem/portal_components/test.erp5.testJoblibActivityUseCase.xml
0 → 100644
View file @
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<?xml version="1.0"?>
<ZopeData>
<record
id=
"1"
aka=
"AAAAAAAAAAE="
>
<pickle>
<global
name=
"Test Component"
module=
"erp5.portal_type"
/>
</pickle>
<pickle>
<dictionary>
<item>
<key>
<string>
_recorded_property_dict
</string>
</key>
<value>
<persistent>
<string
encoding=
"base64"
>
AAAAAAAAAAI=
</string>
</persistent>
</value>
</item>
<item>
<key>
<string>
default_reference
</string>
</key>
<value>
<string>
testJoblibActivityUseCase
</string>
</value>
</item>
<item>
<key>
<string>
description
</string>
</key>
<value>
<none/>
</value>
</item>
<item>
<key>
<string>
id
</string>
</key>
<value>
<string>
test.erp5.testJoblibActivityUseCase
</string>
</value>
</item>
<item>
<key>
<string>
portal_type
</string>
</key>
<value>
<string>
Test Component
</string>
</value>
</item>
<item>
<key>
<string>
sid
</string>
</key>
<value>
<none/>
</value>
</item>
<item>
<key>
<string>
text_content_error_message
</string>
</key>
<value>
<tuple/>
</value>
</item>
<item>
<key>
<string>
text_content_warning_message
</string>
</key>
<value>
<tuple/>
</value>
</item>
<item>
<key>
<string>
version
</string>
</key>
<value>
<string>
erp5
</string>
</value>
</item>
<item>
<key>
<string>
workflow_history
</string>
</key>
<value>
<persistent>
<string
encoding=
"base64"
>
AAAAAAAAAAM=
</string>
</persistent>
</value>
</item>
</dictionary>
</pickle>
</record>
<record
id=
"2"
aka=
"AAAAAAAAAAI="
>
<pickle>
<global
name=
"PersistentMapping"
module=
"Persistence.mapping"
/>
</pickle>
<pickle>
<dictionary>
<item>
<key>
<string>
data
</string>
</key>
<value>
<dictionary/>
</value>
</item>
</dictionary>
</pickle>
</record>
<record
id=
"3"
aka=
"AAAAAAAAAAM="
>
<pickle>
<global
name=
"PersistentMapping"
module=
"Persistence.mapping"
/>
</pickle>
<pickle>
<dictionary>
<item>
<key>
<string>
data
</string>
</key>
<value>
<dictionary>
<item>
<key>
<string>
component_validation_workflow
</string>
</key>
<value>
<persistent>
<string
encoding=
"base64"
>
AAAAAAAAAAQ=
</string>
</persistent>
</value>
</item>
</dictionary>
</value>
</item>
</dictionary>
</pickle>
</record>
<record
id=
"4"
aka=
"AAAAAAAAAAQ="
>
<pickle>
<global
name=
"WorkflowHistoryList"
module=
"Products.ERP5Type.patches.WorkflowTool"
/>
</pickle>
<pickle>
<tuple>
<none/>
<list>
<dictionary>
<item>
<key>
<string>
action
</string>
</key>
<value>
<string>
validate
</string>
</value>
</item>
<item>
<key>
<string>
validation_state
</string>
</key>
<value>
<string>
validated
</string>
</value>
</item>
</dictionary>
</list>
</tuple>
</pickle>
</record>
</ZopeData>
bt5/erp5_joblib/bt/description
0 → 100644
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1e40849e
Tools for Joblib and CMF Activity Integration
\ No newline at end of file
bt5/erp5_joblib/bt/template_extension_id_list
0 → 100644
View file @
1e40849e
extension.erp5.joblibUseCaseExamples
\ No newline at end of file
bt5/erp5_joblib/bt/template_format_version
0 → 100644
View file @
1e40849e
1
\ No newline at end of file
bt5/erp5_joblib/bt/template_skin_id_list
0 → 100644
View file @
1e40849e
erp5_joblib_examples
\ No newline at end of file
bt5/erp5_joblib/bt/template_test_id_list
0 → 100644
View file @
1e40849e
test.erp5.testJoblibActivityUseCase
\ No newline at end of file
bt5/erp5_joblib/bt/title
0 → 100644
View file @
1e40849e
erp5_joblib
\ No newline at end of file
bt5/erp5_joblib/bt/version
0 → 100644
View file @
1e40849e
0.1
\ No newline at end of file
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