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[ADD] polars_process: process polars dataframe from file or database
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======================= | ||
Sheet Dataframe Process | ||
======================= | ||
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.. | ||
!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! | ||
!! This file is generated by oca-gen-addon-readme !! | ||
!! changes will be overwritten. !! | ||
!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! | ||
!! source digest: sha256:3fb8a401fe8c3d73e23b477915bbd9ff0b2bcb331711726a4fd5be280ad53d5d | ||
!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! | ||
.. |badge1| image:: https://img.shields.io/badge/maturity-Alpha-red.png | ||
:target: https://odoo-community.org/page/development-status | ||
:alt: Alpha | ||
.. |badge2| image:: https://img.shields.io/badge/licence-AGPL--3-blue.png | ||
:target: http://www.gnu.org/licenses/agpl-3.0-standalone.html | ||
:alt: License: AGPL-3 | ||
.. |badge3| image:: https://img.shields.io/badge/github-OCA%2Freporting--engine-lightgray.png?logo=github | ||
:target: https://github.com/OCA/reporting-engine/tree/18.0/polars_process | ||
:alt: OCA/reporting-engine | ||
.. |badge4| image:: https://img.shields.io/badge/weblate-Translate%20me-F47D42.png | ||
:target: https://translation.odoo-community.org/projects/reporting-engine-18-0/reporting-engine-18-0-polars_process | ||
:alt: Translate me on Weblate | ||
.. |badge5| image:: https://img.shields.io/badge/runboat-Try%20me-875A7B.png | ||
:target: https://runboat.odoo-community.org/builds?repo=OCA/reporting-engine&target_branch=18.0 | ||
:alt: Try me on Runboat | ||
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|badge1| |badge2| |badge3| |badge4| |badge5| | ||
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From an imported spreadsheet (xlsx), this module allows to transform | ||
file data in Polars dataframe and process them according to rules in | ||
order to: | ||
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- filter data and display | ||
- obtain another dataframe with only the expected data to use in Odoo | ||
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A such dataframe can help to prepare data in order to be used to | ||
create/update or import | ||
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Typical use case: | ||
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You receive files from your vendors and these files have many difference | ||
(column names, number of columns, dirty paging) but contains data | ||
related to same concepts. Then you want apply them a common process to | ||
automate things. For that you need to transform/arrange data to the same | ||
way | ||
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Why dataframe ? | ||
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- a dataframe is a kind of in-memory dataset on which you can operate | ||
- you can operates on your entire dataset a bit like with a database | ||
but in memory: you don't need to iterate on each line to perform | ||
operations | ||
- the operations are powerful: filter, add column resulting from | ||
calculation, select a subset of data | ||
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Why Polars ? | ||
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- performance: code in rust | ||
- environment consideration | ||
- dynamic project | ||
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.. IMPORTANT:: | ||
This is an alpha version, the data model and design can change at any time without warning. | ||
Only for development or testing purpose, do not use in production. | ||
`More details on development status <https://odoo-community.org/page/development-status>`_ | ||
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**Table of contents** | ||
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.. contents:: | ||
:local: | ||
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Bug Tracker | ||
=========== | ||
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Bugs are tracked on `GitHub Issues <https://github.com/OCA/reporting-engine/issues>`_. | ||
In case of trouble, please check there if your issue has already been reported. | ||
If you spotted it first, help us to smash it by providing a detailed and welcomed | ||
`feedback <https://github.com/OCA/reporting-engine/issues/new?body=module:%20polars_process%0Aversion:%2018.0%0A%0A**Steps%20to%20reproduce**%0A-%20...%0A%0A**Current%20behavior**%0A%0A**Expected%20behavior**>`_. | ||
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Do not contact contributors directly about support or help with technical issues. | ||
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Credits | ||
======= | ||
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Authors | ||
------- | ||
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* Akretion | ||
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Maintainers | ||
----------- | ||
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This module is maintained by the OCA. | ||
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.. image:: https://odoo-community.org/logo.png | ||
:alt: Odoo Community Association | ||
:target: https://odoo-community.org | ||
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OCA, or the Odoo Community Association, is a nonprofit organization whose | ||
mission is to support the collaborative development of Odoo features and | ||
promote its widespread use. | ||
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.. |maintainer-bealdav| image:: https://github.com/bealdav.png?size=40px | ||
:target: https://github.com/bealdav | ||
:alt: bealdav | ||
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Current `maintainer <https://odoo-community.org/page/maintainer-role>`__: | ||
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|maintainer-bealdav| | ||
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This module is part of the `OCA/reporting-engine <https://github.com/OCA/reporting-engine/tree/18.0/polars_process>`_ project on GitHub. | ||
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You are welcome to contribute. To learn how please visit https://odoo-community.org/page/Contribute. |
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from . import models | ||
from . import wizards |
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# License AGPL-3.0 or later (http://www.gnu.org/licenses/agpl). | ||
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{ | ||
"name": "Polars Process", | ||
"version": "18.0.1.0.0", | ||
"summary": "Allow to create a Polars dataframe from file or db query and " | ||
"process it according to rules", | ||
"category": "Reporting", | ||
"license": "AGPL-3", | ||
"author": "Akretion, Odoo Community Association (OCA)", | ||
"development_status": "Alpha", | ||
"website": "https://github.com/OCA/reporting-engine", | ||
"maintainers": ["bealdav"], | ||
"depends": [ | ||
"contacts", | ||
], | ||
"external_dependencies": { | ||
"python": [ | ||
"polars", | ||
"fastexcel", | ||
] | ||
}, | ||
"data": [ | ||
"data/action.xml", | ||
"data/demo.xml", | ||
"security/ir.model.access.xml", | ||
"wizards/df_process.xml", | ||
"views/dataframe.xml", | ||
"views/df_field.xml", | ||
"views/df_source.xml", | ||
"views/menu.xml", | ||
], | ||
"installable": True, | ||
} |
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<?xml version="1.0" encoding="UTF-8" ?> | ||
<odoo> | ||
<record id="refresh_df_source_action" model="ir.actions.server"> | ||
<field name="name">🐻❄️ Populate file polars example</field> | ||
<field name="model_id" ref="model_df_source" /> | ||
<field name="binding_model_id" ref="model_df_source" /> | ||
<field name="state">code</field> | ||
<field name="code">env["df.source"]._populate()</field> | ||
</record> | ||
</odoo> |
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<odoo> | ||
<record id="dataframe_contact" model="dataframe"> | ||
<field name="model_id" ref="base.model_res_partner" /> | ||
<field name="on_fail">stop</field> | ||
<field | ||
name="partner_ids" | ||
eval="[ref('base.res_partner_18'), ref('base.res_partner_5')]" | ||
/> | ||
</record> | ||
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<record id="dataframe_contact_country" model="df.field"> | ||
<field name="dataframe_id" ref="dataframe_contact" /> | ||
<field name="field_id" ref="base.field_res_partner__country_code" /> | ||
</record> | ||
<record id="dataframe_contact_name" model="df.field"> | ||
<field name="dataframe_id" ref="dataframe_contact" /> | ||
<field name="field_id" ref="base.field_res_partner__name" /> | ||
<field name="required" eval="1" /> | ||
</record> | ||
<record id="dataframe_contact_street" model="df.field"> | ||
<field name="dataframe_id" ref="dataframe_contact" /> | ||
<field name="field_id" ref="base.field_res_partner__street" /> | ||
<field name="required" eval="1" /> | ||
</record> | ||
<record id="dataframe_contact_street2" model="df.field"> | ||
<field name="dataframe_id" ref="dataframe_contact" /> | ||
<field name="field_id" ref="base.field_res_partner__street2" /> | ||
</record> | ||
<record id="dataframe_contact_date" model="df.field"> | ||
<field name="dataframe_id" ref="dataframe_contact" /> | ||
<field name="field_id" ref="base.field_res_partner__write_date" /> | ||
<field name="check_type" eval="1" /> | ||
</record> | ||
<record id="dataframe_contact_color" model="df.field"> | ||
<field name="dataframe_id" ref="dataframe_contact" /> | ||
<field name="field_id" ref="base.field_res_partner__color" /> | ||
</record> | ||
</odoo> |
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from . import dataframe | ||
from . import df_field | ||
from . import df_source | ||
from . import ir_model_fields |
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from odoo import Command, fields, models | ||
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# Demo record | ||
UISTRING = "polars_process.dataframe_contact" | ||
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class Dataframe(models.Model): | ||
_name = "dataframe" | ||
_inherit = "mail.thread" | ||
_description = "File Configuration" | ||
_rec_name = "model_id" | ||
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model_id = fields.Many2one( | ||
comodel_name="ir.model", | ||
required=True, | ||
copy=False, | ||
ondelete="cascade", | ||
tracking=True, | ||
) | ||
code = fields.Char(help="Allow to browse between several identical models") | ||
action = fields.Selection( | ||
selection=[ | ||
("display", "Display"), | ||
("dataframe", "Dataframe"), | ||
], | ||
default="display", | ||
tracking=True, | ||
help="Some other behaviors can be implemented", | ||
) | ||
on_fail = fields.Selection( | ||
selection=[("stop", "Stop"), ("skip", "Skip record (TODO)")], | ||
default="stop", | ||
tracking=True, | ||
help="What should be the behavior in case of failure regarding constraint " | ||
"fields (required, format, etc)\n\n" | ||
" - Stop: stop the process by raising an exception\n" | ||
" - Skip record: current line'll be ignored from the next process", | ||
) | ||
partner_ids = fields.Many2many( | ||
comodel_name="res.partner", | ||
domain="[('active', 'in', (True, False))]", | ||
tracking=True, | ||
) | ||
field_ids = fields.One2many( | ||
comodel_name="df.field", inverse_name="dataframe_id", copy=True | ||
) | ||
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def populate_match_lines(self): | ||
# TODO use api depends instead of ui button ? | ||
self.ensure_one() | ||
for partner in self.partner_ids: | ||
ffields = self.field_match_ids.filtered( | ||
lambda s, partner=partner: s.partner_id == partner | ||
).mapped("field_id") | ||
line_ids = self.field_ids.filtered( | ||
lambda s, ffields=ffields: s.field_id not in ffields | ||
).mapped("id") | ||
self.field_match_ids = [ | ||
Command.create({"partner_id": partner.id, "line_id": x}) | ||
for x in line_ids | ||
] | ||
self.field_match_ids.filtered( | ||
lambda s: s.partner_id not in s.dataframe_id.partner_ids | ||
).unlink() | ||
for rec in self: | ||
if rec == self.env.ref(UISTRING): | ||
rec._populate_demo_column_names() | ||
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def _populate_match(self, mfield, mstring, uidstring): | ||
record = self.field_match_ids.filtered( | ||
lambda s, field=mfield, uidstring=uidstring: s.field_id.name == field | ||
and s.partner_id == s.dataframe_id.partner_ids[0] | ||
) | ||
if record: | ||
record.matching_column = mstring | ||
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def _populate_demo_column_names(self): | ||
self.field_match_ids.matching_column = False | ||
self._populate_match("street", "myStreet", UISTRING) | ||
self._populate_match("street2", "Second street", UISTRING) | ||
self._populate_match("country_code", "Country", UISTRING) |
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from odoo import fields, models | ||
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class FileField(models.Model): | ||
_name = "df.field" | ||
_inherit = ["mail.thread"] | ||
_description = "Configuration de l'import de champ" | ||
_order = "field_id ASC" | ||
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dataframe_id = fields.Many2one( | ||
comodel_name="dataframe", required=True, ondelete="cascade" | ||
) | ||
field_id = fields.Many2one( | ||
comodel_name="ir.model.fields", | ||
ondelete="cascade", | ||
required=True, | ||
domain="[('model_id', '=', model_id)]", | ||
) | ||
model_id = fields.Many2one( | ||
comodel_name="ir.model", | ||
related="dataframe_id.model_id", | ||
readonly=True, | ||
) | ||
required = fields.Boolean( | ||
help="Prevent to import missing data if field is missing in some records", | ||
) | ||
check_type = fields.Boolean( | ||
help="Check data type is compatible", | ||
) |
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