Commit e7feb1a5 authored by Klaus Wölfel's avatar Klaus Wölfel Committed by Eteri

Add data analysis creation script

parent 04af5e79
from DateTime import DateTime
from Products.ZSQLCatalog.SQLCatalog import AndQuery, OrQuery, Query
portal = context.getPortalObject()
portal_catalog = portal.portal_catalog
now = DateTime()
if not include_delivered:
batch_simulation_state = "stopped"
stream_simulation_state = "started"
else:
batch_simulation_state = ["stopped", "delivered"]
stream_simulation_state = ["started", "stopped", "delivered"]
query = AndQuery(
Query(portal_type = ["Data Ingestion Line", "Data Analysis Line"]),
Query(**{"stock.quantity": "!=0"}),
Query(resource_portal_type = "Data Product"),
# Should be improved to support mor than one analysis per ingestion
#SimpleQuery(parent_causality_related_relative_url = None),
OrQuery(Query(simulation_state = batch_simulation_state,
use_relative_url = "use/big_data/ingestion/batch"),
Query(simulation_state = stream_simulation_state,
use_relative_url = "use/big_data/ingestion/stream")))
for movement in portal_catalog(query):
if movement.getQuantity() <= 0:
continue
if movement.DataIngestionLine_hasMissingRequiredItem():
raise ValueError("Transformation requires movement to have " +
"aggregated data ingestion batch")
delivery = movement.getParentValue()
data_supply = delivery.getSpecialiseValue(portal_type="Data Supply")
data_supply_list = delivery.getSpecialiseValueList(portal_type="Data Supply")
composed_data_supply = data_supply.asComposedDocument()
# Get applicable transformation
transformation_list = []
for transformation in composed_data_supply.getSpecialiseValueList(portal_type="Data Transformation"):
for line in transformation.objectValues():
if line.getResourceValue() == movement.getResourceValue() and line.getQuantity() < 0:
transformation_list.append(transformation)
break
transformation_list += list(portal.portal_catalog(
portal_type = "Data Transformation",
validation_state = "validated",
resource_relative_url = movement.getResource()))
for transformation in transformation_list:
# Check if analysis already exists
data_analysis = portal_catalog.getResultValue(
portal_type="Data Analysis",
specialise_relative_url = transformation.getRelativeUrl(),
causality_relative_url = delivery.getRelativeUrl())
if data_analysis is not None:
continue
# Create Analysis
data_analysis = portal.data_analysis_module.newContent(
portal_type = "Data Analysis",
title = transformation.getTitle(),
reference = delivery.getReference(),
start_date = delivery.getStartDate(),
stop_date = delivery.getStopDate(),
specialise_value_list = [transformation] + data_supply_list,
causality_value = delivery,
source = delivery.getSource(),
source_section = delivery.getSourceSection(),
source_project = delivery.getSourceProject(),
destination = delivery.getDestination(),
destination_section = delivery.getDestinationSection(),
destination_project = delivery.getDestinationProject())
# create input and output lines
for transformation_line in transformation.objectValues(
portal_type=["Data Transformation Resource Line",
"Data Transformation Operation Line"]):
resource = transformation_line.getResourceValue()
quantity = transformation_line.getQuantity()
if isinstance(quantity, tuple):
quantity = quantity[0]
aggregate_set = set()
# manually add device to every line
aggregate_set.add(movement.getAggregateDevice())
if transformation_line.getPortalType() == \
"Data Transformation Resource Line":
# at the moment, we only check for positive or negative quantity
if quantity < 0:
# it is an input line
# aggregate transformed item from data ingestion batch related to our
# movement. If it is an input resource line, then we search for an
# ingestion line with the same resource. If it is an operation line
# then we search for an ingestion line with resource portal type
# Data Product
batch_relative_url = movement.getAggregateDataIngestionBatch()
if batch_relative_url is not None:
related_movement_list = portal_catalog(
portal_type="Data Ingestion Line",
aggregate_relative_url=batch_relative_url,
resource_relative_url = resource.getRelativeUrl())
else:
# get related movements only from current data ingestion
related_movement_list = movement.getParentValue().searchFolder(
portal_type=["Data Ingestion Line", "Data Analysis Line"],
resource_relative_url = resource.getRelativeUrl())
for related_movement in related_movement_list:
aggregate_set.update(related_movement.getAggregateSet())
if related_movement.getUse() == "big_data/ingestion/batch":
related_movement.getParentValue().deliver()
# create new item based on item_type if it is not already aggregated
aggregate_type_set = set(
[portal.restrictedTraverse(a).getPortalType() for a in aggregate_set])
for item_type in transformation_line.getAggregatedPortalTypeList():
# create item if it does note exist yet.
# Except if it is a Data Array Line, then it is currently created by
# data operation itself (probably this exception is inconsistent)
if item_type not in aggregate_type_set and item_type != "Data Array Line":
item = portal.portal_catalog.getResultValue(
portal_type=item_type,
validation_state="validated",
item_variation_text=transformation_line.getVariationText(),
item_device_relative_url=movement.getAggregateDevice(),
item_project_relative_url=data_analysis.getDestinationProject(),
item_resource_uid=resource.getUid(),
item_source_relative_url=data_analysis.getSource())
if item is None:
module = portal.getDefaultModule(item_type)
item = module.newContent(portal_type = item_type,
title = transformation.getTitle(),
reference = "%s-%s" %(transformation.getTitle(),
delivery.getReference()),
version = '001')
try:
item.validate()
except AttributeError:
pass
aggregate_set.add(item.getRelativeUrl())
# find other items such as device configuration and data configuration
# from data ingestion and data supply
data_analysis.checkConsistency(fixit=True)
composed = data_analysis.asComposedDocument()
line_list = [l for l in delivery.objectValues(portal_type="Data Ingestion Line")]
line_list += [l for l in composed.objectValues(portal_type="Data Supply Line")]
for line in line_list:
if line.getResourceValue().getPortalType() == "Data Operation":
aggregate_set.update(line.getAggregateList())
data_analysis.newContent(
portal_type = "Data Analysis Line",
title = transformation_line.getTitle(),
reference = transformation_line.getReference(),
int_index = transformation_line.getIntIndex(),
resource_value = resource,
variation_category_list = transformation_line.getVariationCategoryList(),
quantity = quantity,
quantity_unit = transformation_line.getQuantityUnit(),
use = transformation_line.getUse(),
aggregate_set = aggregate_set)
data_analysis.start()
<?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>include_delivered=False</string> </value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>ERP5Site_createDataAnalysisList</string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
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