Commit 33506500 authored by Douglas's avatar Douglas

Create new business template for Order Prediction Tutorial

Tutorial is available at http://www.erp5.com/P-OSOE-R.Order.Prediction.
parent 91ad9324
from math import cos
import rpy2.robjects as robjects
from rpy2.robjects.packages import importr
# zope process needs to be started manually with the environment variable
# LD_LIBRARY_PATH set to /opt/slapgrid/7fa667833bc0716c6bb7dd8876c55d52/parts/r-language/lib/R/lib/
# to be able to require the R library 'stats'.
def predict(self, data, n=5):
base = importr('base')
stats = importr('stats')
kw = {'n.ahead': n}
order = robjects.IntVector([3,0,0])
data = robjects.FloatVector(data)
ts = stats.ts(data, start=1, frequency=1)
fit = robjects.r.arima(ts, order=order)
pred = robjects.r.predict(fit, **kw)
return list(pred[0])
<?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>Rarima</string> </value>
</item>
<item>
<key> <string>description</string> </key>
<value>
<none/>
</value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>extension.erp5.Rarima</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>
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<item>
<key> <string>text_content_error_message</string> </key>
<value>
<tuple/>
</value>
</item>
<item>
<key> <string>text_content_warning_message</string> </key>
<value>
<tuple>
<string>W: 10, 2: Unused variable \'base\' (unused-variable)</string>
<string>W: 1, 0: Unused cos imported from math (unused-import)</string>
</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>
<?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_r_order_prediction_tutorial</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?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>predict</string> </value>
</item>
<item>
<key> <string>_module</string> </key>
<value> <string>Rarima</string> </value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>SaleOrderModule_getArimaPredictionList</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?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>_body</string> </key>
<value> <string>quantity_list = context.SaleOrderModule_zGetQuantityList()\n
current_order_list = map(lambda x: x[\'quantity\'], quantity_list)\n
last_date = quantity_list[-1][\'date\']\n
\n
n = 20\n
next_order_list = context.SaleOrderModule_getArimaPredictionList(current_order_list, n=10)\n
past_order_list = list(quantity_list)[-n:]\n
\n
result = []\n
for past_item in past_order_list:\n
result.append(\n
context.asContext(\n
date=past_item[\'date\'],\n
past_quantity=past_item[\'quantity\'],\n
future_quantity=0\n
)\n
)\n
\n
for next_quantity in next_order_list:\n
last_date += 1\n
result.append(\n
context.asContext(\n
date=last_date,\n
past_quantity=0,\n
future_quantity=next_quantity\n
)\n
)\n
\n
return result\n
</string> </value>
</item>
<item>
<key> <string>_params</string> </key>
<value> <string>**kw</string> </value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>SaleOrderModule_predictFutureOrderList</string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ERP5 Form" module="erp5.portal_type"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>_objects</string> </key>
<value>
<tuple/>
</value>
</item>
<item>
<key> <string>action</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>encoding</string> </key>
<value> <string>UTF-8</string> </value>
</item>
<item>
<key> <string>enctype</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>group_list</string> </key>
<value>
<list>
<string>left</string>
<string>right</string>
<string>center</string>
<string>bottom</string>
<string>hidden</string>
</list>
</value>
</item>
<item>
<key> <string>groups</string> </key>
<value>
<dictionary>
<item>
<key> <string>bottom</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>center</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>hidden</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>left</string> </key>
<value>
<list>
<string>future_order_list</string>
<string>future_order_chart</string>
</list>
</value>
</item>
<item>
<key> <string>right</string> </key>
<value>
<list/>
</value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>SaleOrderModule_viewFutureOrderList</string> </value>
</item>
<item>
<key> <string>method</string> </key>
<value> <string>POST</string> </value>
</item>
<item>
<key> <string>name</string> </key>
<value> <string>SaleOrderModule_viewFutureOrderList</string> </value>
</item>
<item>
<key> <string>row_length</string> </key>
<value> <int>4</int> </value>
</item>
<item>
<key> <string>stored_encoding</string> </key>
<value> <string>UTF-8</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>unicode_mode</string> </key>
<value> <int>0</int> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="SQL" module="Products.ZSQLMethods.SQL"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>_col</string> </key>
<value>
<list>
<dictionary>
<item>
<key> <string>name</string> </key>
<value> <string>date</string> </value>
</item>
<item>
<key> <string>null</string> </key>
<value> <int>1</int> </value>
</item>
<item>
<key> <string>type</string> </key>
<value> <string>d</string> </value>
</item>
<item>
<key> <string>width</string> </key>
<value> <int>19</int> </value>
</item>
</dictionary>
<dictionary>
<item>
<key> <string>name</string> </key>
<value> <string>quantity</string> </value>
</item>
<item>
<key> <string>null</string> </key>
<value> <int>1</int> </value>
</item>
<item>
<key> <string>type</string> </key>
<value> <string>n</string> </value>
</item>
<item>
<key> <string>width</string> </key>
<value> <int>21</int> </value>
</item>
</dictionary>
</list>
</value>
</item>
<item>
<key> <string>arguments_src</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>connection_id</string> </key>
<value> <string>erp5_sql_connection</string> </value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>SaleOrderModule_zGetQuantityList</string> </value>
</item>
<item>
<key> <string>src</string> </key>
<value> <string encoding="cdata"><![CDATA[
SELECT\n
stock.date as date, sum(stock.quantity) as quantity\n
FROM\n
stock, catalog as product\n
WHERE\n
stock.resource_uid = product.uid\n
AND\n
product.title = "Third Product"\n
AND\n
product.portal_type = "Product"\n
AND\n
stock.quantity > 0\n
AND\n
stock.portal_type = "Simulation Movement"\n
GROUP BY\n
DAY(stock.date), MONTH(stock.date), YEAR(stock.date)\n
ORDER BY\n
stock.date
]]></string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?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>_body</string> </key>
<value> <string>from math import cos\n
\n
\n
start_date = context.getStartDate()\n
\n
for i in range(100):\n
quantity = 10 * (1 + cos(i / 20.0))\n
start_date += 1\n
new_order = context.Base_createCloneDocument(batch_mode=1)\n
new_order.edit(start_date=start_date, stop_date=start_date)\n
line = new_order[\'1\']\n
line.edit(quantity=quantity, start_date=start_date, stop_date=start_date)\n
new_order.activate().plan()\n
\n
return \'done\'\n
</string> </value>
</item>
<item>
<key> <string>_params</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>SaleOrder_generateCloneData</string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
extension.erp5.Rarima
\ No newline at end of file
erp5_r_order_prediction_tutorial
\ No newline at end of file
erp5_r_order_prediction_tutorial
\ No newline at end of file
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