django-全文检索

全文检索不同于特定字段的模糊查询,使用全文检索的效率更高,并且能够对于中文进行分词处理

需要的第三方库:

  • haystack:django的一个包,可以方便地对model里面的内容进行索引、搜索,设计为支持whoosh,solr,Xapian,Elasticsearc四种全文检索引擎后端,属于一种全文检索的框架
  • whoosh:纯Python编写的全文搜索引擎,虽然性能比不上sphinx、xapian、Elasticsearc等,但是无二进制包,程序不会莫名其妙的崩溃,对于小型的站点,whoosh已经足够使用
  • jieba:一款免费的中文分词包

操作

首先pip安装包

pip install django-haystack
pip install whoosh
pip install jieba

设置settings

添加应用:

INSTALLED_APPS = (
    ...
    'haystack',
)

添加搜索引擎:

HAYSTACK_CONNECTIONS = {
    'default': {
        'ENGINE': 'haystack.backends.whoosh_cn_backend.WhooshEngine',
        'PATH': os.path.join(BASE_DIR, 'whoosh_index'),
    }
}

#自动生成索引
HAYSTACK_SIGNAL_PROCESSOR = 'haystack.signals.RealtimeSignalProcessor'
#每一页显示多少数据
HAYSTACK_SEARCH_RESULTS_PER_PAGE = 18
 

添加url:

urlpatterns = [
    ...
    url(r'^search/', include('haystack.urls')),
]

在应用目录下建立search_indexes.py

# coding=utf-8
from haystack import indexes
from models import GoodsInfo


class GoodsInfoIndex(indexes.SearchIndex, indexes.Indexable):
    text = indexes.CharField(document=True, use_template=True)

    def get_model(self):
        return GoodsInfo

    def index_queryset(self, using=None):
        return self.get_model().objects.all()

在目录“templates/search/indexes/应用名称/”下创建“模型类名称_text.txt”文件

#goodsinfo_text.txt,这里列出了要对哪些列的内容进行检索,模型类中的某些字段
{{ object.gName }}
{{ object.gSubName }}
{{ object.gDes }}

在目录“templates/search/”下建立search.html

<!DOCTYPE html>
<html>
<head>
    <title></title>
</head>
<body>
{% if query %}
    <h3>搜索结果如下:</h3>
    {% for result in page.object_list %}
        <a href="/{{ result.object.id }}/">{{ result.object.gName }}</a><br/>
    {% empty %}
        <p>没找到</p>
    {% endfor %}

    {% if page.has_previous or page.has_next %}
        <div>
            {% if page.has_previous %}<a href="?q={{ query }}&amp;page={{ page.previous_page_number }}">{% endif %}&laquo; 上一页{% if page.has_previous %}</a>{% endif %}
        |
            {% if page.has_next %}<a href="?q={{ query }}&amp;page={{ page.next_page_number }}">{% endif %}下一页 &raquo;{% if page.has_next %}</a>{% endif %}
        </div>
    {% endif %}
{% endif %}
</body>
</html>

建立ChineseAnalyzer.py文件

保存在haystack的安装文件夹下,路径如“/home/python/.virtualenvs/django_py2/lib/python2.7/site-packages/haystack/backends”

import jieba
from whoosh.analysis import Tokenizer, Token


class ChineseTokenizer(Tokenizer):
    def __call__(self, value, positions=False, chars=False,
                 keeporiginal=False, removestops=True,
                 start_pos=0, start_char=0, mode='', **kwargs):
        t = Token(positions, chars, removestops=removestops, mode=mode,
                  **kwargs)
        seglist = jieba.cut(value, cut_all=True)
        for w in seglist:
            t.original = t.text = w
            t.boost = 1.0
            if positions:
                t.pos = start_pos + value.find(w)
            if chars:
                t.startchar = start_char + value.find(w)
                t.endchar = start_char + value.find(w) + len(w)
            yield t


def ChineseAnalyzer():
    return ChineseTokenizer()

复制whoosh_backend.py文件,改名为whoosh_cn_backend.py

from .ChineseAnalyzer import ChineseAnalyzer 
查找
analyzer=StemmingAnalyzer()
改为
analyzer=ChineseAnalyzer()

生成索引

初始化索引:

python manage.py rebuild_index

在模板中创建搜索栏

<form method='get' action="/search/" target="_blank">
    <input type="text" name="q">
    <input type="submit" value="查询">
</form>

关于全文索引使用的固定参数一些说明:

我们打开haystack第三方包中的urls文件

haystack
    ----urls.py        


# encoding: utf-8

from __future__ import absolute_import, division, print_function, unicode_literals

from django.conf.urls import url

from haystack.views import SearchView

urlpatterns = [
    url(r'^$', SearchView(), name='haystack_search'),
]

然后进入haystack.views 文件

#这里将搜索显示的数据默认为20个
RESULTS_PER_PAGE = getattr(settings, 'HAYSTACK_SEARCH_RESULTS_PER_PAGE', 20)
#在search文件下的search template
= 'search/search.html' extra_context = {} query = '' results = EmptySearchQuerySet() request = None form = None results_per_page = RESULTS_PER_PAGE

更多详情请看

haystack.views.py

# encoding: utf-8

from __future__ import absolute_import, division, print_function, unicode_literals

from django.conf import settings
from django.core.paginator import InvalidPage, Paginator
from django.http import Http404
from django.shortcuts import render

from haystack.forms import FacetedSearchForm, ModelSearchForm
from haystack.query import EmptySearchQuerySet

RESULTS_PER_PAGE = getattr(settings, 'HAYSTACK_SEARCH_RESULTS_PER_PAGE', 20)


class SearchView(object):
    template = 'search/search.html'
    extra_context = {}
    query = ''
    results = EmptySearchQuerySet()
    request = None
    form = None
    results_per_page = RESULTS_PER_PAGE

    def __init__(self, template=None, load_all=True, form_class=None, searchqueryset=None, results_per_page=None):
        self.load_all = load_all
        self.form_class = form_class
        self.searchqueryset = searchqueryset

        if form_class is None:
            self.form_class = ModelSearchForm

        if not results_per_page is None:
            self.results_per_page = results_per_page

        if template:
            self.template = template

    def __call__(self, request):
        """
        Generates the actual response to the search.

        Relies on internal, overridable methods to construct the response.
        """
        self.request = request

        self.form = self.build_form()
        self.query = self.get_query()
        self.results = self.get_results()

        return self.create_response()

    def build_form(self, form_kwargs=None):
        """
        Instantiates the form the class should use to process the search query.
        """
        data = None
        kwargs = {
            'load_all': self.load_all,
        }
        if form_kwargs:
            kwargs.update(form_kwargs)

        if len(self.request.GET):
            data = self.request.GET

        if self.searchqueryset is not None:
            kwargs['searchqueryset'] = self.searchqueryset

        return self.form_class(data, **kwargs)

    def get_query(self):
        """
        Returns the query provided by the user.

        Returns an empty string if the query is invalid.
        """
        if self.form.is_valid():
            return self.form.cleaned_data['q']

        return ''

    def get_results(self):
        """
        Fetches the results via the form.

        Returns an empty list if there's no query to search with.
        """
        return self.form.search()

    def build_page(self):
        """
        Paginates the results appropriately.

        In case someone does not want to use Django's built-in pagination, it
        should be a simple matter to override this method to do what they would
        like.
        """
        try:
            page_no = int(self.request.GET.get('page', 1))
        except (TypeError, ValueError):
            raise Http404("Not a valid number for page.")

        if page_no < 1:
            raise Http404("Pages should be 1 or greater.")

        start_offset = (page_no - 1) * self.results_per_page
        self.results[start_offset:start_offset + self.results_per_page]

        paginator = Paginator(self.results, self.results_per_page)

        try:
            page = paginator.page(page_no)
        except InvalidPage:
            raise Http404("No such page!")

        return (paginator, page)

    def extra_context(self):
        """
        Allows the addition of more context variables as needed.

        Must return a dictionary.
        """
        return {}

    def get_context(self):
        (paginator, page) = self.build_page()

        context = {
            'query': self.query,
            'form': self.form,
            'page': page,
            'paginator': paginator,
            'suggestion': None,
        }

        if hasattr(self.results, 'query') and self.results.query.backend.include_spelling:
            context['suggestion'] = self.form.get_suggestion()

        context.update(self.extra_context())

        return context

    def create_response(self):
        """
        Generates the actual HttpResponse to send back to the user.
        """

        context = self.get_context()

        return render(self.request, self.template, context)


def search_view_factory(view_class=SearchView, *args, **kwargs):
    def search_view(request):
        return view_class(*args, **kwargs)(request)
    return search_view


class FacetedSearchView(SearchView):
    def __init__(self, *args, **kwargs):
        # Needed to switch out the default form class.
        if kwargs.get('form_class') is None:
            kwargs['form_class'] = FacetedSearchForm

        super(FacetedSearchView, self).__init__(*args, **kwargs)

    def build_form(self, form_kwargs=None):
        if form_kwargs is None:
            form_kwargs = {}

        # This way the form can always receive a list containing zero or more
        # facet expressions:
        form_kwargs['selected_facets'] = self.request.GET.getlist("selected_facets")

        return super(FacetedSearchView, self).build_form(form_kwargs)

    def extra_context(self):
        extra = super(FacetedSearchView, self).extra_context()
        extra['request'] = self.request
        extra['facets'] = self.results.facet_counts()
        return extra


def basic_search(request, template='search/search.html', load_all=True, form_class=ModelSearchForm, searchqueryset=None, extra_context=None, results_per_page=None):
    """
    A more traditional view that also demonstrate an alternative
    way to use Haystack.

    Useful as an example of for basing heavily custom views off of.

    Also has the benefit of thread-safety, which the ``SearchView`` class may
    not be.

    Template:: ``search/search.html``
    Context::
        * form
          An instance of the ``form_class``. (default: ``ModelSearchForm``)
        * page
          The current page of search results.
        * paginator
          A paginator instance for the results.
        * query
          The query received by the form.
    """
    query = ''
    results = EmptySearchQuerySet()

    if request.GET.get('q'):
        form = form_class(request.GET, searchqueryset=searchqueryset, load_all=load_all)

        if form.is_valid():
            query = form.cleaned_data['q']
            results = form.search()
    else:
        form = form_class(searchqueryset=searchqueryset, load_all=load_all)

    paginator = Paginator(results, results_per_page or RESULTS_PER_PAGE)

    try:
        page = paginator.page(int(request.GET.get('page', 1)))
    except InvalidPage:
        raise Http404("No such page of results!")

    context = {
        'form': form,
        'page': page,
        'paginator': paginator,
        'query': query,
        'suggestion': None,
    }

    if results.query.backend.include_spelling:
        context['suggestion'] = form.get_suggestion()

    if extra_context:
        context.update(extra_context)

    return render(request, template, context)
View Code
原文地址:https://www.cnblogs.com/welan/p/9231430.html