2020-07-27 18:57:36 +00:00
|
|
|
"""
|
|
|
|
This file provides convenient access to document metadata that is internal to the sandbox.
|
|
|
|
Specifically, it has handles to the metadata tables, and adds helpful formula columns to tables
|
|
|
|
which exist only in the sandbox and are not communicated to the client.
|
|
|
|
|
|
|
|
It is similar in purpose to DocModel.js on the client side.
|
|
|
|
"""
|
|
|
|
import itertools
|
|
|
|
|
2021-06-22 15:12:25 +00:00
|
|
|
import six
|
|
|
|
|
2022-06-07 14:57:29 +00:00
|
|
|
import functions
|
2020-07-27 18:57:36 +00:00
|
|
|
import records
|
|
|
|
import usertypes
|
|
|
|
import relabeling
|
|
|
|
import table
|
|
|
|
import moment
|
(core) Implement trigger formulas (generalizing default formulas)
Summary:
Trigger formulas can be calculated for new records, or for new records and
updates to certain fields, or all fields. They do not recalculate on open,
and they MAY be set directly by the user, including for data-cleaning.
- Column metadata now includes recalcWhen and recalcDeps fields.
- Trigger formulas are NOT recalculated on open or on schema changes.
- When recalcWhen is "never", formula isn't calculated even for new records.
- When recalcWhen is "allupdates", formula is calculated for new records and
any manual (non-formula) updates to the record.
- When recalcWhen is "", formula is calculated for new records, and changes to
recalcDeps fields (which may be formula fields or column itself).
- A column whose recalcDeps includes itself is a "data-cleaning" column; a
value set by the user will still trigger the formula.
- All trigger-formulas receive a "value" argument (to support the case above).
Small changes
- Update RefLists (used for recalcDeps) when target rows are deleted.
- Add RecordList.__contains__ (for `rec in refList` or `id in refList` checks)
- Clarify that Calculate action has replaced load_done() in practice,
and use it in tests too, to better match reality.
Left for later:
- UI for setting recalcWhen / recalcDeps.
- Implementation of actions such as "Recalculate for all cells".
- Allowing trigger-formulas access to the current user's info.
Test Plan: Added a comprehensive python-side test for various trigger combinations
Reviewers: paulfitz, alexmojaki
Reviewed By: paulfitz
Differential Revision: https://phab.getgrist.com/D2872
2021-06-25 20:34:20 +00:00
|
|
|
from schema import RecalcWhen
|
2020-07-27 18:57:36 +00:00
|
|
|
|
2020-11-12 04:56:05 +00:00
|
|
|
# pylint:disable=redefined-outer-name
|
|
|
|
|
2020-07-27 18:57:36 +00:00
|
|
|
def _record_set(table_id, group_by, sort_by=None):
|
|
|
|
@usertypes.formulaType(usertypes.ReferenceList(table_id))
|
|
|
|
def func(rec, table):
|
|
|
|
lookup_table = table.docmodel.get_table(table_id)
|
|
|
|
return lookup_table.lookupRecords(sort_by=sort_by, **{group_by: rec.id})
|
|
|
|
return func
|
|
|
|
|
|
|
|
|
2022-03-22 13:41:11 +00:00
|
|
|
def _record_ref_list_set(table_id, group_by, sort_by=None):
|
|
|
|
@usertypes.formulaType(usertypes.ReferenceList(table_id))
|
|
|
|
def func(rec, table):
|
|
|
|
lookup_table = table.docmodel.get_table(table_id)
|
2022-06-07 14:57:29 +00:00
|
|
|
return lookup_table.lookupRecords(sort_by=sort_by, **{group_by: functions.CONTAINS(rec.id)})
|
2022-03-22 13:41:11 +00:00
|
|
|
return func
|
|
|
|
|
|
|
|
|
2020-07-27 18:57:36 +00:00
|
|
|
def _record_inverse(table_id, ref_col):
|
|
|
|
@usertypes.formulaType(usertypes.Reference(table_id))
|
|
|
|
def func(rec, table):
|
|
|
|
lookup_table = table.docmodel.get_table(table_id)
|
|
|
|
return lookup_table.lookupOne(**{ref_col: rec.id})
|
|
|
|
return func
|
|
|
|
|
|
|
|
|
|
|
|
class MetaTableExtras(object):
|
|
|
|
"""
|
|
|
|
Container class for enhancements to metadata table models. The members (formula methods) defined
|
|
|
|
for a nested class here will automatically be added as members to same-named metadata table.
|
|
|
|
"""
|
|
|
|
# pylint: disable=no-self-argument,no-member,unused-argument,not-an-iterable
|
|
|
|
class _grist_DocInfo(object):
|
|
|
|
@usertypes.formulaType(usertypes.Any())
|
|
|
|
def tzinfo(rec, table):
|
|
|
|
# pylint: disable=no-self-use
|
|
|
|
try:
|
|
|
|
return moment.tzinfo(rec.timezone)
|
|
|
|
except KeyError:
|
|
|
|
return moment.TZ_UTC
|
|
|
|
|
|
|
|
class _grist_Tables(object):
|
|
|
|
columns = _record_set('_grist_Tables_column', 'parentId', sort_by='parentPos')
|
|
|
|
viewSections = _record_set('_grist_Views_section', 'tableRef')
|
|
|
|
summaryTables = _record_set('_grist_Tables', 'summarySourceTable')
|
|
|
|
|
|
|
|
def summaryKey(rec, table):
|
|
|
|
"""
|
|
|
|
Returns the tuple of sorted colRefs for summary columns. This uniquely identifies a summary
|
|
|
|
table among other summary tables for the same source table.
|
|
|
|
"""
|
|
|
|
# pylint: disable=not-an-iterable
|
|
|
|
return (tuple(sorted(int(c.summarySourceCol) for c in rec.columns if c.summarySourceCol))
|
|
|
|
if rec.summarySourceTable else None)
|
|
|
|
|
|
|
|
def setAutoRemove(rec, table):
|
2022-07-06 07:41:09 +00:00
|
|
|
"""
|
|
|
|
Marks the table for removal if it's a summary table with no more (non-raw) view sections.
|
|
|
|
"""
|
|
|
|
is_summary_table = rec.summarySourceTable
|
|
|
|
view_sections_table = table.docmodel.get_table('_grist_Views_section')
|
|
|
|
has_view_sections = view_sections_table.lookupOne(isRaw=False, tableRef=rec.id)
|
|
|
|
table.docmodel.setAutoRemove(rec, is_summary_table and not has_view_sections)
|
2020-07-27 18:57:36 +00:00
|
|
|
|
|
|
|
|
|
|
|
class _grist_Tables_column(object):
|
|
|
|
viewFields = _record_set('_grist_Views_section_field', 'colRef')
|
|
|
|
summaryGroupByColumns = _record_set('_grist_Tables_column', 'summarySourceCol')
|
|
|
|
usedByCols = _record_set('_grist_Tables_column', 'displayCol')
|
|
|
|
usedByFields = _record_set('_grist_Views_section_field', 'displayCol')
|
2022-03-22 13:41:11 +00:00
|
|
|
ruleUsedByCols = _record_ref_list_set('_grist_Tables_column', 'rules')
|
|
|
|
ruleUsedByFields = _record_ref_list_set('_grist_Views_section_field', 'rules')
|
2022-08-08 13:32:50 +00:00
|
|
|
ruleUsedByTables = _record_ref_list_set('_grist_Views_section', 'rules')
|
2020-07-27 18:57:36 +00:00
|
|
|
|
|
|
|
def tableId(rec, table):
|
|
|
|
return rec.parentId.tableId
|
|
|
|
|
|
|
|
def numDisplayColUsers(rec, table):
|
|
|
|
"""
|
|
|
|
Returns the number of cols and fields using this col as a display col
|
|
|
|
"""
|
|
|
|
return len(rec.usedByCols) + len(rec.usedByFields)
|
|
|
|
|
2022-03-22 13:41:11 +00:00
|
|
|
def numRuleColUsers(rec, table):
|
|
|
|
"""
|
2022-08-08 13:32:50 +00:00
|
|
|
Returns the number of cols and fields using this col as a rule
|
2022-03-22 13:41:11 +00:00
|
|
|
"""
|
|
|
|
return len(rec.ruleUsedByCols) + len(rec.ruleUsedByFields)
|
|
|
|
|
2022-08-08 13:32:50 +00:00
|
|
|
def numRuleTableUsers(rec, table):
|
|
|
|
"""
|
|
|
|
Returns the number of tables using this col as a rule
|
|
|
|
"""
|
|
|
|
return len(rec.ruleUsedByTables)
|
|
|
|
|
(core) Implement trigger formulas (generalizing default formulas)
Summary:
Trigger formulas can be calculated for new records, or for new records and
updates to certain fields, or all fields. They do not recalculate on open,
and they MAY be set directly by the user, including for data-cleaning.
- Column metadata now includes recalcWhen and recalcDeps fields.
- Trigger formulas are NOT recalculated on open or on schema changes.
- When recalcWhen is "never", formula isn't calculated even for new records.
- When recalcWhen is "allupdates", formula is calculated for new records and
any manual (non-formula) updates to the record.
- When recalcWhen is "", formula is calculated for new records, and changes to
recalcDeps fields (which may be formula fields or column itself).
- A column whose recalcDeps includes itself is a "data-cleaning" column; a
value set by the user will still trigger the formula.
- All trigger-formulas receive a "value" argument (to support the case above).
Small changes
- Update RefLists (used for recalcDeps) when target rows are deleted.
- Add RecordList.__contains__ (for `rec in refList` or `id in refList` checks)
- Clarify that Calculate action has replaced load_done() in practice,
and use it in tests too, to better match reality.
Left for later:
- UI for setting recalcWhen / recalcDeps.
- Implementation of actions such as "Recalculate for all cells".
- Allowing trigger-formulas access to the current user's info.
Test Plan: Added a comprehensive python-side test for various trigger combinations
Reviewers: paulfitz, alexmojaki
Reviewed By: paulfitz
Differential Revision: https://phab.getgrist.com/D2872
2021-06-25 20:34:20 +00:00
|
|
|
def recalcOnChangesToSelf(rec, table):
|
|
|
|
"""
|
|
|
|
Whether the column is a trigger-formula column that depends on itself, used for
|
|
|
|
data-cleaning. (A manual change to it will trigger its own recalculation.)
|
|
|
|
"""
|
|
|
|
return rec.recalcWhen == RecalcWhen.DEFAULT and rec.id in rec.recalcDeps
|
|
|
|
|
2020-07-27 18:57:36 +00:00
|
|
|
def setAutoRemove(rec, table):
|
2022-03-22 13:41:11 +00:00
|
|
|
"""Marks the col for removal if it's a display/rule helper col with no more users."""
|
|
|
|
as_display = rec.colId.startswith('gristHelper_Display') and rec.numDisplayColUsers == 0
|
2022-08-08 13:32:50 +00:00
|
|
|
as_col_rule = rec.colId.startswith('gristHelper_ConditionalRule') and rec.numRuleColUsers == 0
|
|
|
|
as_row_rule = (
|
|
|
|
rec.colId.startswith('gristHelper_RowConditionalRule') and rec.numRuleTableUsers == 0
|
|
|
|
)
|
|
|
|
table.docmodel.setAutoRemove(rec, as_display or as_col_rule or as_row_rule)
|
2020-07-27 18:57:36 +00:00
|
|
|
|
|
|
|
|
|
|
|
class _grist_Views(object):
|
|
|
|
viewSections = _record_set('_grist_Views_section', 'parentId')
|
|
|
|
tabBarItems = _record_set('_grist_TabBar', 'viewRef')
|
|
|
|
primaryViewTable = _record_inverse('_grist_Tables', 'primaryViewId')
|
|
|
|
pageItems = _record_set('_grist_Pages', 'viewRef')
|
|
|
|
|
|
|
|
class _grist_Views_section(object):
|
|
|
|
fields = _record_set('_grist_Views_section_field', 'parentId', sort_by='parentPos')
|
|
|
|
|
2022-02-14 12:25:52 +00:00
|
|
|
def isRaw(rec, table):
|
|
|
|
return rec.tableRef.rawViewSectionRef == rec
|
|
|
|
|
2023-11-20 00:46:32 +00:00
|
|
|
def isRecordCard(rec, table):
|
|
|
|
return rec.tableRef.recordCardViewSectionRef == rec
|
|
|
|
|
2021-11-19 20:30:11 +00:00
|
|
|
class _grist_Filters(object):
|
|
|
|
def setAutoRemove(rec, table):
|
|
|
|
"""Marks the filter for removal if its column no longer exists."""
|
|
|
|
table.docmodel.setAutoRemove(rec, not rec.colRef)
|
|
|
|
|
2020-07-27 18:57:36 +00:00
|
|
|
|
2022-10-17 09:47:16 +00:00
|
|
|
class _grist_Cells(object):
|
|
|
|
def setAutoRemove(rec, table):
|
|
|
|
if rec.type == 1: # Cell info of type 1 == Comments
|
|
|
|
# Remove if discussion is removed.
|
|
|
|
noParent = not rec.root and not rec.parentId
|
|
|
|
if rec.tableRef and rec.rowId:
|
|
|
|
tableRef = table.docmodel.get_table(rec.tableRef.tableId)
|
|
|
|
row = tableRef.lookupOne(id=rec.rowId)
|
|
|
|
else:
|
|
|
|
row = False
|
|
|
|
# Remove if row is removed, column is removed, table is removed or all comments are removed.
|
|
|
|
no_cell = not rec.colRef or not rec.tableRef or not row
|
|
|
|
table.docmodel.setAutoRemove(rec, noParent or no_cell)
|
|
|
|
|
|
|
|
|
2020-07-27 18:57:36 +00:00
|
|
|
def enhance_model(model_class):
|
|
|
|
"""
|
|
|
|
Given a metadata model class, add all members (formula methods) to it from the same-named inner
|
|
|
|
class of MetaTableExtras. The added members are marked as private; the resulting Column objects
|
|
|
|
will have col.is_private() as true.
|
|
|
|
"""
|
|
|
|
extras_class = getattr(MetaTableExtras, model_class.__name__, None)
|
|
|
|
if not extras_class:
|
|
|
|
return
|
2021-06-22 15:12:25 +00:00
|
|
|
for name, member in six.iteritems(extras_class.__dict__):
|
2020-07-27 18:57:36 +00:00
|
|
|
if not name.startswith("__"):
|
|
|
|
member.__name__ = name
|
|
|
|
member.is_private = True
|
|
|
|
setattr(model_class, name, member)
|
|
|
|
|
|
|
|
# There is a single instance of DocModel per sandbox process and
|
|
|
|
# global_docmodel is a reference to it
|
|
|
|
global_docmodel = None
|
|
|
|
|
|
|
|
class DocModel(object):
|
|
|
|
"""
|
|
|
|
This class defines more convenient handles to all metadata tables. In addition, it sets
|
|
|
|
table.docmodel member for each of these tables to itself. Note that it deals with
|
|
|
|
table.UserTable objects (rather than the lower-level table.Table objects).
|
|
|
|
"""
|
|
|
|
def __init__(self, engine):
|
|
|
|
self._engine = engine
|
|
|
|
global global_docmodel # pylint: disable=global-statement
|
2020-09-10 01:48:08 +00:00
|
|
|
global_docmodel = self
|
2020-07-27 18:57:36 +00:00
|
|
|
|
|
|
|
# Set of records scheduled for automatic removal.
|
|
|
|
self._auto_remove_set = set()
|
|
|
|
|
|
|
|
def update_tables(self):
|
|
|
|
"""
|
|
|
|
Update the table handles we maintain to correspond to the current Engine tables.
|
|
|
|
"""
|
|
|
|
self.doc_info = self._prep_table("_grist_DocInfo")
|
|
|
|
self.tables = self._prep_table("_grist_Tables")
|
|
|
|
self.columns = self._prep_table("_grist_Tables_column")
|
|
|
|
self.tab_bar = self._prep_table("_grist_TabBar")
|
|
|
|
self.views = self._prep_table("_grist_Views")
|
|
|
|
self.view_sections = self._prep_table("_grist_Views_section")
|
|
|
|
self.view_fields = self._prep_table("_grist_Views_section_field")
|
|
|
|
self.validations = self._prep_table("_grist_Validations")
|
|
|
|
self.repl_hist = self._prep_table("_grist_REPL_Hist")
|
|
|
|
self.attachments = self._prep_table("_grist_Attachments")
|
|
|
|
self.pages = self._prep_table("_grist_Pages")
|
2020-12-28 05:40:10 +00:00
|
|
|
self.aclResources = self._prep_table("_grist_ACLResources")
|
|
|
|
self.aclRules = self._prep_table("_grist_ACLRules")
|
2021-11-19 20:30:11 +00:00
|
|
|
self.filters = self._prep_table("_grist_Filters")
|
2022-10-17 09:47:16 +00:00
|
|
|
self.cells = self._prep_table("_grist_Cells")
|
2020-07-27 18:57:36 +00:00
|
|
|
|
|
|
|
def _prep_table(self, name):
|
|
|
|
"""
|
|
|
|
Helper that gets the table with the given name, and sets its .doc attribute to DocModel.
|
|
|
|
"""
|
|
|
|
user_table = self._engine.tables[name].user_table
|
|
|
|
user_table.docmodel = self
|
|
|
|
return user_table
|
|
|
|
|
|
|
|
def get_table(self, table_id):
|
|
|
|
return self._engine.tables[table_id].user_table
|
|
|
|
|
|
|
|
|
|
|
|
def get_table_rec(self, table_id):
|
|
|
|
"""Returns the table record for the given table name, or raises ValueError."""
|
|
|
|
table_rec = self.tables.lookupOne(tableId=table_id)
|
|
|
|
if not table_rec:
|
|
|
|
raise ValueError("No such table: %s" % table_id)
|
|
|
|
return table_rec
|
|
|
|
|
|
|
|
def get_column_rec(self, table_id, col_id):
|
|
|
|
"""Returns the column record for the given table and column names, or raises ValueError."""
|
|
|
|
col_rec = self.columns.lookupOne(tableId=table_id, colId=col_id)
|
|
|
|
if not col_rec:
|
|
|
|
raise ValueError("No such column: %s.%s" % (table_id, col_id))
|
|
|
|
return col_rec
|
|
|
|
|
|
|
|
|
|
|
|
def setAutoRemove(self, record, yes_or_no):
|
|
|
|
"""
|
|
|
|
Marks a record for automatic removal. To use, create a formula in your table, e.g.
|
|
|
|
'setAutoRemove', which calls `table.docmodel.setAutoRemove(boolean_value)`. Whenever it gets
|
|
|
|
reevaluated and the boolean_value is true, the record will be automatically removed.
|
2022-07-07 20:43:12 +00:00
|
|
|
It's mostly used for metadata tables. It's also used for summary table rows with empty groups,
|
|
|
|
which requires a bit of extra care.
|
2020-07-27 18:57:36 +00:00
|
|
|
"""
|
|
|
|
if yes_or_no:
|
|
|
|
self._auto_remove_set.add(record)
|
|
|
|
else:
|
|
|
|
self._auto_remove_set.discard(record)
|
|
|
|
|
|
|
|
def apply_auto_removes(self):
|
|
|
|
"""
|
|
|
|
Remove the records marked for removal.
|
|
|
|
"""
|
|
|
|
# Sort to make sure removals are done in deterministic order.
|
2023-09-23 20:10:30 +00:00
|
|
|
gone_records = sorted(
|
|
|
|
self._auto_remove_set,
|
|
|
|
# Remove tables last to prevent errors trying to remove rows or columns from deleted tables.
|
|
|
|
key=lambda r: (r._table.table_id == "_grist_Tables", r)
|
|
|
|
)
|
2020-07-27 18:57:36 +00:00
|
|
|
self._auto_remove_set.clear()
|
2022-07-07 20:43:12 +00:00
|
|
|
# setAutoRemove is called by formulas, notably summary tables, and shouldn't be blocked by ACL.
|
|
|
|
with self._engine.user_actions.indirect_actions():
|
|
|
|
self.remove(gone_records)
|
2020-07-27 18:57:36 +00:00
|
|
|
return bool(gone_records)
|
|
|
|
|
|
|
|
def remove(self, records):
|
|
|
|
"""
|
|
|
|
Removes all records in the given iterable of Records.
|
|
|
|
"""
|
|
|
|
for table_id, group in itertools.groupby(records, lambda r: r._table.table_id):
|
|
|
|
self._engine.user_actions.BulkRemoveRecord(table_id, [int(r) for r in group])
|
|
|
|
|
|
|
|
def update(self, records, **col_values):
|
|
|
|
"""
|
|
|
|
Updates all records in the given list of Records or a RecordSet; col_values maps column ids to
|
|
|
|
values. The values may either be a list of the length len(records), or a non-list value that
|
|
|
|
will be used for all records.
|
|
|
|
"""
|
|
|
|
record_list = list(records)
|
|
|
|
if not record_list:
|
|
|
|
return
|
|
|
|
table_id = record_list[0]._table.table_id
|
|
|
|
# Make sure these are all records from the same table.
|
|
|
|
assert all(r._table.table_id == table_id for r in record_list)
|
|
|
|
row_ids = [int(r) for r in record_list]
|
|
|
|
values = _unify_col_values(col_values, len(record_list))
|
|
|
|
self._engine.user_actions.BulkUpdateRecord(table_id, row_ids, values)
|
|
|
|
|
|
|
|
def add(self, record_set_or_table, **col_values):
|
|
|
|
"""
|
|
|
|
Add new records for the given table; col_values maps column ids to values. Values may either
|
|
|
|
be lists (all of the same length), or non-list values that will be used for all added records.
|
|
|
|
Either a UserTable or a RecordSet may used as the first argument. If it is a RecordSet created
|
|
|
|
with lookupRecords, it may set additional col_values.
|
|
|
|
Returns a list of inserted records.
|
|
|
|
"""
|
|
|
|
assert isinstance(record_set_or_table, (records.RecordSet, table.UserTable))
|
|
|
|
count = _get_col_values_count(col_values)
|
|
|
|
values = _unify_col_values(col_values, count)
|
|
|
|
|
|
|
|
if isinstance(record_set_or_table, records.RecordSet):
|
|
|
|
table_obj = record_set_or_table._table
|
|
|
|
group_by = record_set_or_table._group_by
|
|
|
|
if group_by:
|
2021-06-22 15:12:25 +00:00
|
|
|
values.update((k, [v] * count) for k, v in six.iteritems(group_by) if k not in values)
|
2020-07-27 18:57:36 +00:00
|
|
|
else:
|
|
|
|
table_obj = record_set_or_table.table
|
|
|
|
|
|
|
|
row_ids = self._engine.user_actions.BulkAddRecord(table_obj.table_id, [None] * count, values)
|
2021-07-16 18:15:04 +00:00
|
|
|
return [table_obj.Record(r, None) for r in row_ids]
|
2020-07-27 18:57:36 +00:00
|
|
|
|
|
|
|
def insert(self, record_set, position, **col_values):
|
|
|
|
"""
|
|
|
|
Add new records using col_values, inserting them into record_set according to position.
|
|
|
|
This may only be used when record_set is sorted by a field of type PositionNumber; in
|
|
|
|
particular it must be the result of lookupRecords() with 'sort_by' parameter.
|
|
|
|
Position may be numeric (to compare to other sort_by values), or None to insert at the end.
|
|
|
|
Returns a list of inserted records.
|
|
|
|
"""
|
|
|
|
assert isinstance(record_set, records.RecordSet), \
|
|
|
|
"docmodel.insert() may only be used on a RecordSet, not %s" % type(record_set)
|
|
|
|
sort_by = getattr(record_set, '_sort_by', None)
|
|
|
|
assert sort_by, \
|
|
|
|
"docmodel.insert() may only be used on a sorted RecordSet"
|
|
|
|
column = record_set._table.get_column(sort_by)
|
|
|
|
assert isinstance(column.type_obj, usertypes.PositionNumber), \
|
|
|
|
"docmodel.insert() may only be used on a RecordSet sorted by PositionNumber type column"
|
|
|
|
|
|
|
|
col_values[sort_by] = float('inf') if position is None else position
|
|
|
|
return self.add(record_set, **col_values)
|
|
|
|
|
|
|
|
def insert_after(self, record_set, position, **col_values):
|
|
|
|
"""
|
|
|
|
Same as insert, but when position is equal to the position of an existing record, inserts
|
|
|
|
after that record; and when position is None, inserts at the beginning.
|
|
|
|
"""
|
|
|
|
# We can reuse insert() by just using the next float for position. As long as positions of
|
|
|
|
# existing records are different, that would necessarily place the new records correctly.
|
|
|
|
pos = float('-inf') if position is None else relabeling.nextfloat(position)
|
|
|
|
return self.insert(record_set, pos, **col_values)
|
|
|
|
|
|
|
|
|
|
|
|
def _unify_col_values(col_values, count):
|
|
|
|
"""
|
|
|
|
Helper that converts a dict mapping keys to values or lists of values to all lists. Non-list
|
|
|
|
values get turned into lists by repeating them count times.
|
|
|
|
"""
|
2021-06-22 15:12:25 +00:00
|
|
|
assert all(len(v) == count for v in six.itervalues(col_values) if isinstance(v, list))
|
2020-07-27 18:57:36 +00:00
|
|
|
return {k: (v if isinstance(v, list) else [v] * count)
|
2021-06-22 15:12:25 +00:00
|
|
|
for k, v in six.iteritems(col_values)}
|
2020-07-27 18:57:36 +00:00
|
|
|
|
|
|
|
def _get_col_values_count(col_values):
|
|
|
|
"""
|
|
|
|
Helper that returns the length of the first list in among the values of col_values. If none of
|
|
|
|
the values is a list, returns 1.
|
|
|
|
"""
|
2021-06-22 15:12:25 +00:00
|
|
|
first_list = next((v for v in six.itervalues(col_values) if isinstance(v, list)), None)
|
2020-07-27 18:57:36 +00:00
|
|
|
return len(first_list) if first_list is not None else 1
|