Multi-field index for zope catalog
Project description
z3c.multifieldindex
This package provides an index for zope catalog that can index multiple fields. It is useful in cases when field set are dynamic (for example with customizable persistent fields).
Actually, this package provides a base class for custom multi-field indexes and to make it work, you need to override some methods in it. But first, let’s create a content schema and interface we will use:
>>> from zope.interface import Interface, implements >>> from zope.schema import Text, Int, List, TextLine>>> class IPerson(Interface): ... ... age = Int() ... info = Text() ... skills = List(value_type=TextLine())>>> class Person(object): ... ... implements(IPerson) ... ... def __init__(self, age, info, skills): ... self.age = age ... self.info = info ... self.skills = skills
Let’s create a set of person objects:
>>> dataset = [ ... (1, Person(20, u'Sweet and cute', ['dancing', 'singing'])), ... (2, Person(33, u'Smart and sweet', ['math', 'dancing'])), ... (3, Person(6, u'Young and cute', ['singing', 'painting'])), ... ]
We have choose exactly those different types of fields to illustrate that the index is smart enough to know how to index each type of value. We’ll return back to this topic later in this document.
Now, we need to create an multi-field index class that will be used to index our person objects. We’ll override two methods in it to make it functional:
>>> from z3c.multifieldindex.index import MultiFieldIndexBase >>> from zope.schema import getFields>>> class PersonIndex(MultiFieldIndexBase): ... ... def _fields(self): ... return getFields(IPerson).items() ... ... def _getData(self, object): ... return { ... 'age': object.age, ... 'info': object.info, ... 'skills': object.skills, ... }
The “_fields” method should return an iterable of (name, field) pairs of fields that should be indexed. The sub-indexes will be created for those fields.
The “_getData” method returns a dictionary of data to be indexed using given object. The keys of the dictionary should match field names.
Sub-indexes are created automatically by looking up an index factory for each field. Three most-used factories are provided by this package. Let’s register them to continue (it’s also done in this package’s configure.zcml file):
>>> from z3c.multifieldindex.subindex import DefaultIndexFactory >>> from z3c.multifieldindex.subindex import CollectionIndexFactory >>> from z3c.multifieldindex.subindex import TextIndexFactory >>> from zope.component import provideAdapter>>> provideAdapter(DefaultIndexFactory) >>> provideAdapter(CollectionIndexFactory) >>> provideAdapter(TextIndexFactory)
The default index factory creates zc.catalog’s ValueIndex, the collection index factory creates zc.catalog’s SetIndex and the text index factory creates zope.index’s TextIndex. This is needed to know when you’ll be doing queries.
Okay, now let’s create an instance of index and prepare it to be used.
>>> index = PersonIndex() >>> index.recreateIndexes()
The “recreateIndexes” does re-creation of sub-indexes. It is normally called by a subscriber to IObjectAddedEvent, provided by this package, but we simply call it by hand for this test.
Now, let’s finally index our person objects:
>>> for docid, person in dataset: ... index.index_doc(docid, person)
Let’s do a query now. The query format is quite simple. It is a dictionary, where keys are names of fields and values are queries for sub-indexes.
>>> results = index.apply({ ... 'skills': {'any_of': ('singing', 'painting')}, ... }) >>> list(results) [1, 3]>>> results = index.apply({ ... 'info': 'sweet', ... }) >>> list(results) [1, 2]>>> results = index.apply({ ... 'age': {'between': (1, 30)}, ... }) >>> list(results) [1, 3]>>> results = index.apply({ ... 'age': {'between': (1, 30)}, ... 'skills': {'any_of': ('dancing', )}, ... }) >>> list(results) [1]
CHANGES
3.4.0 (15-10-2009)
Initial release (using Zope 3.4 dependencies).
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