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pysolr.py
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pysolr.py
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# -*- coding: utf-8 -*-
from __future__ import absolute_import, print_function, unicode_literals
import ast
import datetime
import logging
import os
import random
import re
import time
from xml.etree import ElementTree
from pkg_resources import DistributionNotFound, get_distribution, parse_version
import requests
try:
from kazoo.client import KazooClient, KazooState
except ImportError:
KazooClient = KazooState = None
try:
# Prefer simplejson, if installed.
import simplejson as json
except ImportError:
import json
try:
# Python 3.X
from urllib.parse import urlencode
except ImportError:
# Python 2.X
from urllib import urlencode
try:
# Python 3.X
from urllib.parse import quote
except ImportError:
# Python 2.X
from urllib import quote
try:
# Python 3.X
import html.entities as htmlentities
except ImportError:
# Python 2.X
import htmlentitydefs as htmlentities
try:
# Python 3.X
from http.client import HTTPException
except ImportError:
from httplib import HTTPException
try:
# Python 2.X
unicode_char = unichr
except NameError:
# Python 3.X
unicode_char = chr
# Ugh.
long = int
__author__ = 'Daniel Lindsley, Joseph Kocherhans, Jacob Kaplan-Moss'
__all__ = ['Solr']
try:
pkg_distribution = get_distribution(__name__)
__version__ = pkg_distribution.version
version_info = pkg_distribution.parsed_version
except DistributionNotFound:
__version__ = '0.0.dev0'
version_info = parse_version(__version__)
def get_version():
return __version__
DATETIME_REGEX = re.compile('^(?P<year>\d{4})-(?P<month>\d{2})-(?P<day>\d{2})T(?P<hour>\d{2}):(?P<minute>\d{2}):(?P<second>\d{2})(\.\d+)?Z$')
# dict key used to add nested documents to a document
NESTED_DOC_KEY = '_childDocuments_'
class NullHandler(logging.Handler):
def emit(self, record):
pass
# Add the ``NullHandler`` to avoid logging by default while still allowing
# others to attach their own handlers.
LOG = logging.getLogger('pysolr')
h = NullHandler()
LOG.addHandler(h)
# For debugging...
if os.environ.get("DEBUG_PYSOLR", "").lower() in ("true", "1"):
LOG.setLevel(logging.DEBUG)
stream = logging.StreamHandler()
LOG.addHandler(stream)
def is_py3():
try:
basestring
return False
except NameError:
return True
IS_PY3 = is_py3()
def force_unicode(value):
"""
Forces a bytestring to become a Unicode string.
"""
if IS_PY3:
# Python 3.X
if isinstance(value, bytes):
value = value.decode('utf-8', errors='replace')
elif not isinstance(value, str):
value = str(value)
else:
# Python 2.X
if isinstance(value, str):
value = value.decode('utf-8', 'replace')
elif not isinstance(value, basestring):
value = unicode(value)
return value
def force_bytes(value):
"""
Forces a Unicode string to become a bytestring.
"""
if IS_PY3:
if isinstance(value, str):
value = value.encode('utf-8', 'backslashreplace')
else:
if isinstance(value, unicode):
value = value.encode('utf-8')
return value
def unescape_html(text):
"""
Removes HTML or XML character references and entities from a text string.
@param text The HTML (or XML) source text.
@return The plain text, as a Unicode string, if necessary.
Source: http://effbot.org/zone/re-sub.htm#unescape-html
"""
def fixup(m):
text = m.group(0)
if text[:2] == "&#":
# character reference
try:
if text[:3] == "&#x":
return unicode_char(int(text[3:-1], 16))
else:
return unicode_char(int(text[2:-1]))
except ValueError:
pass
else:
# named entity
try:
text = unicode_char(htmlentities.name2codepoint[text[1:-1]])
except KeyError:
pass
return text # leave as is
return re.sub("&#?\w+;", fixup, text)
def safe_urlencode(params, doseq=0):
"""
UTF-8-safe version of safe_urlencode
The stdlib safe_urlencode prior to Python 3.x chokes on UTF-8 values
which can't fail down to ascii.
"""
if IS_PY3:
return urlencode(params, doseq)
if hasattr(params, "items"):
params = params.items()
new_params = list()
for k, v in params:
k = k.encode("utf-8")
if isinstance(v, (list, tuple)):
new_params.append((k, [force_bytes(i) for i in v]))
else:
new_params.append((k, force_bytes(v)))
return urlencode(new_params, doseq)
def is_valid_xml_char_ordinal(i):
"""
Defines whether char is valid to use in xml document
XML standard defines a valid char as::
Char ::= #x9 | #xA | #xD | [#x20-#xD7FF] | [#xE000-#xFFFD] | [#x10000-#x10FFFF]
"""
# conditions ordered by presumed frequency
return (
0x20 <= i <= 0xD7FF
or i in (0x9, 0xA, 0xD)
or 0xE000 <= i <= 0xFFFD
or 0x10000 <= i <= 0x10FFFF
)
def clean_xml_string(s):
"""
Cleans string from invalid xml chars
Solution was found there::
http://stackoverflow.com/questions/8733233/filtering-out-certain-bytes-in-python
"""
return ''.join(c for c in s if is_valid_xml_char_ordinal(ord(c)))
class SolrError(Exception):
pass
class Results(object):
"""
Default results class for wrapping decoded (from JSON) solr responses.
Required ``decoded`` argument must be a Solr response dictionary.
Individual documents can be retrieved either through ``docs`` attribute
or by iterating over results instance.
Example::
results = Results({
'response': {
'docs': [{'id': 1}, {'id': 2}, {'id': 3}],
'numFound': 3,
}
})
# this:
for doc in results:
print doc
# ... is equivalent to:
for doc in results.docs:
print doc
# also:
list(results) == results.docs
Note that ``Results`` object does not support indexing and slicing. If you
need to retrieve documents by index just use ``docs`` attribute.
Other common response metadata (debug, highlighting, qtime, etc.) are available as attributes.
The full response from Solr is provided as the `raw_response` dictionary for use with features which
change the response format.
"""
def __init__(self, decoded):
self.raw_response = decoded
# main response part of decoded Solr response
response_part = decoded.get('response') or {}
self.docs = response_part.get('docs', ())
self.hits = response_part.get('numFound', 0)
# other response metadata
self.debug = decoded.get('debug', {})
self.highlighting = decoded.get('highlighting', {})
self.facets = decoded.get('facet_counts', {})
self.spellcheck = decoded.get('spellcheck', {})
self.stats = decoded.get('stats', {})
self.qtime = decoded.get('responseHeader', {}).get('QTime', None)
self.grouped = decoded.get('grouped', {})
self.nextCursorMark = decoded.get('nextCursorMark', None)
def __len__(self):
return len(self.docs)
def __iter__(self):
return iter(self.docs)
class Solr(object):
"""
The main object for working with Solr.
Optionally accepts ``decoder`` for an alternate JSON decoder instance.
Default is ``json.JSONDecoder()``.
Optionally accepts ``timeout`` for wait seconds until giving up on a
request. Default is ``60`` seconds.
Optionally accepts ``results_cls`` that specifies class of results object
returned by ``.search()`` and ``.more_like_this()`` methods.
Default is ``pysolr.Results``.
Usage::
solr = pysolr.Solr('http://localhost:8983/solr')
# With a 10 second timeout.
solr = pysolr.Solr('http://localhost:8983/solr', timeout=10)
# with a dict as a default results class instead of pysolr.Results
solr = pysolr.Solr('http://localhost:8983/solr', results_cls=dict)
"""
def __init__(self, url, decoder=None, timeout=60, results_cls=Results, search_handler='select', use_qt_param=False, always_commit=False,
auth=None, verify=True):
self.decoder = decoder or json.JSONDecoder()
self.url = url
self.timeout = timeout
self.log = self._get_log()
self.session = None
self.results_cls = results_cls
self.search_handler = search_handler
self.use_qt_param = use_qt_param
self.auth = auth
self.verify = verify
self.always_commit = always_commit
def get_session(self):
if self.session is None:
self.session = requests.Session()
self.session.stream = False
self.session.verify = self.verify
return self.session
def _get_log(self):
return LOG
def _create_full_url(self, path=''):
if len(path):
return '/'.join([self.url.rstrip('/'), path.lstrip('/')])
# No path? No problem.
return self.url
def _send_request(self, method, path='', body=None, headers=None, files=None):
url = self._create_full_url(path)
method = method.lower()
log_body = body
if headers is None:
headers = {}
if log_body is None:
log_body = ''
elif not isinstance(log_body, str):
log_body = repr(body)
self.log.debug("Starting request to '%s' (%s) with body '%s'...",
url, method, log_body[:10])
start_time = time.time()
session = self.get_session()
try:
requests_method = getattr(session, method)
except AttributeError as err:
raise SolrError("Unable to use unknown HTTP method '{0}.".format(method))
# Everything except the body can be Unicode. The body must be
# encoded to bytes to work properly on Py3.
bytes_body = body
if bytes_body is not None:
bytes_body = force_bytes(body)
try:
resp = requests_method(url, data=bytes_body, headers=headers, files=files,
timeout=self.timeout, auth=self.auth)
except requests.exceptions.Timeout as err:
error_message = "Connection to server '%s' timed out: %s"
self.log.error(error_message, url, err, exc_info=True)
raise SolrError(error_message % (url, err))
except requests.exceptions.ConnectionError as err:
error_message = "Failed to connect to server at '%s', are you sure that URL is correct? Checking it in a browser might help: %s"
params = (url, err)
self.log.error(error_message, *params, exc_info=True)
raise SolrError(error_message % params)
except HTTPException as err:
error_message = "Unhandled error: %s %s: %s"
self.log.error(error_message, method, url, err, exc_info=True)
raise SolrError(error_message % (method, url, err))
end_time = time.time()
self.log.info("Finished '%s' (%s) with body '%s' in %0.3f seconds, with status %s",
url, method, log_body[:10], end_time - start_time, resp.status_code)
if int(resp.status_code) != 200:
error_message = "Solr responded with an error (HTTP %s): %s"
solr_message = self._extract_error(resp)
self.log.error(error_message, resp.status_code, solr_message,
extra={'data': {'headers': resp.headers,
'response': resp.content,
'request_body': bytes_body,
'request_headers': headers}})
raise SolrError(error_message % (resp.status_code, solr_message))
return force_unicode(resp.content)
def _select(self, params, handler=None):
"""
:param params:
:param handler: defaults to self.search_handler (fallback to 'select')
:return:
"""
# specify json encoding of results
params['wt'] = 'json'
custom_handler = handler or self.search_handler
handler = 'select'
if custom_handler:
if self.use_qt_param:
params['qt'] = custom_handler
else:
handler = custom_handler
params_encoded = safe_urlencode(params, True)
if len(params_encoded) < 1024:
# Typical case.
path = '%s/?%s' % (handler, params_encoded)
return self._send_request('get', path)
else:
# Handles very long queries by submitting as a POST.
path = '%s/' % handler
headers = {
'Content-type': 'application/x-www-form-urlencoded; charset=utf-8',
}
return self._send_request('post', path, body=params_encoded, headers=headers)
def _mlt(self, params, handler='mlt'):
return self._select(params, handler)
def _suggest_terms(self, params, handler='terms'):
return self._select(params, handler)
def _update(self, message, clean_ctrl_chars=True, commit=None, softCommit=False, waitFlush=None, waitSearcher=None,
overwrite=None, handler='update'):
"""
Posts the given xml message to http://<self.url>/update and
returns the result.
Passing `clean_ctrl_chars` as False will prevent the message from being cleaned
of control characters (default True). This is done by default because
these characters would cause Solr to fail to parse the XML. Only pass
False if you're positive your data is clean.
"""
# Per http://wiki.apache.org/solr/UpdateXmlMessages, we can append a
# ``commit=true`` to the URL and have the commit happen without a
# second request.
query_vars = []
path_handler = handler
if self.use_qt_param:
path_handler = 'select'
query_vars.append('qt=%s' % safe_urlencode(handler, True))
path = '%s/' % path_handler
if commit is None:
commit = self.always_commit
if commit:
query_vars.append('commit=%s' % str(bool(commit)).lower())
elif softCommit:
query_vars.append('softCommit=%s' % str(bool(softCommit)).lower())
if waitFlush is not None:
query_vars.append('waitFlush=%s' % str(bool(waitFlush)).lower())
if overwrite is not None:
query_vars.append('overwrite=%s' % str(bool(overwrite)).lower())
if waitSearcher is not None:
query_vars.append('waitSearcher=%s' % str(bool(waitSearcher)).lower())
if query_vars:
path = '%s?%s' % (path, '&'.join(query_vars))
# Clean the message of ctrl characters.
if clean_ctrl_chars:
message = sanitize(message)
return self._send_request('post', path, message, {'Content-type': 'text/xml; charset=utf-8'})
def _extract_error(self, resp):
"""
Extract the actual error message from a solr response.
"""
reason = resp.headers.get('reason', None)
full_response = None
if reason is None:
try:
# if response is in json format
reason = resp.json()['error']['msg']
except KeyError:
# if json response has unexpected structure
full_response = resp.content
except ValueError:
# otherwise we assume it's html
reason, full_html = self._scrape_response(resp.headers, resp.content)
full_response = unescape_html(full_html)
msg = "[Reason: %s]" % reason
if reason is None:
msg += "\n%s" % full_response
return msg
def _scrape_response(self, headers, response):
"""
Scrape the html response.
"""
# identify the responding server
server_type = None
server_string = headers.get('server', '')
if server_string and 'jetty' in server_string.lower():
server_type = 'jetty'
if server_string and 'coyote' in server_string.lower():
server_type = 'tomcat'
reason = None
full_html = ''
dom_tree = None
# In Python3, response can be made of bytes
if IS_PY3 and hasattr(response, 'decode'):
response = response.decode()
if response.startswith('<?xml'):
# Try a strict XML parse
try:
soup = ElementTree.fromstring(response)
reason_node = soup.find('lst[@name="error"]/str[@name="msg"]')
tb_node = soup.find('lst[@name="error"]/str[@name="trace"]')
if reason_node is not None:
full_html = reason = reason_node.text.strip()
if tb_node is not None:
full_html = tb_node.text.strip()
if reason is None:
reason = full_html
# Since we had a precise match, we'll return the results now:
if reason and full_html:
return reason, full_html
except ElementTree.ParseError:
# XML parsing error, so we'll let the more liberal code handle it.
pass
if server_type == 'tomcat':
# Tomcat doesn't produce a valid XML response or consistent HTML:
m = re.search(r'<(h1)[^>]*>\s*(.+?)\s*</\1>', response, re.IGNORECASE)
if m:
reason = m.group(2)
else:
full_html = "%s" % response
else:
# Let's assume others do produce a valid XML response
try:
dom_tree = ElementTree.fromstring(response)
reason_node = None
# html page might be different for every server
if server_type == 'jetty':
reason_node = dom_tree.find('body/pre')
else:
reason_node = dom_tree.find('head/title')
if reason_node is not None:
reason = reason_node.text
if reason is None:
full_html = ElementTree.tostring(dom_tree)
except SyntaxError as err:
LOG.warning('Unable to extract error message from invalid XML: %s', err,
extra={'data': {'response': response}})
full_html = "%s" % response
full_html = force_unicode(full_html)
full_html = full_html.replace('\n', '')
full_html = full_html.replace('\r', '')
full_html = full_html.replace('<br/>', '')
full_html = full_html.replace('<br />', '')
full_html = full_html.strip()
return reason, full_html
# Conversion #############################################################
def _from_python(self, value):
"""
Converts python values to a form suitable for insertion into the xml
we send to solr.
"""
if hasattr(value, 'strftime'):
if hasattr(value, 'hour'):
offset = value.utcoffset()
if offset:
value = value - offset
value = value.replace(tzinfo=None).isoformat() + 'Z'
else:
value = "%sT00:00:00Z" % value.isoformat()
elif isinstance(value, bool):
if value:
value = 'true'
else:
value = 'false'
else:
if IS_PY3:
# Python 3.X
if isinstance(value, bytes):
value = str(value, errors='replace')
else:
# Python 2.X
if isinstance(value, str):
value = unicode(value, errors='replace')
value = "{0}".format(value)
return clean_xml_string(value)
def _to_python(self, value):
"""
Converts values from Solr to native Python values.
"""
if isinstance(value, (int, float, long, complex)):
return value
if isinstance(value, (list, tuple)):
value = value[0]
if value == 'true':
return True
elif value == 'false':
return False
is_string = False
if IS_PY3:
if isinstance(value, bytes):
value = force_unicode(value)
if isinstance(value, str):
is_string = True
else:
if isinstance(value, str):
value = force_unicode(value)
if isinstance(value, basestring):
is_string = True
if is_string:
possible_datetime = DATETIME_REGEX.search(value)
if possible_datetime:
date_values = possible_datetime.groupdict()
for dk, dv in date_values.items():
date_values[dk] = int(dv)
return datetime.datetime(date_values['year'], date_values['month'], date_values['day'], date_values['hour'], date_values['minute'], date_values['second'])
try:
# This is slightly gross but it's hard to tell otherwise what the
# string's original type might have been.
return ast.literal_eval(value)
except (ValueError, SyntaxError):
# If it fails, continue on.
pass
return value
def _is_null_value(self, value):
"""
Check if a given value is ``null``.
Criteria for this is based on values that shouldn't be included
in the Solr ``add`` request at all.
"""
if value is None:
return True
if IS_PY3:
# Python 3.X
if isinstance(value, str) and len(value) == 0:
return True
else:
# Python 2.X
if isinstance(value, basestring) and len(value) == 0:
return True
# TODO: This should probably be removed when solved in core Solr level?
return False
# API Methods ############################################################
def search(self, q, search_handler=None, **kwargs):
"""
Performs a search and returns the results.
Requires a ``q`` for a string version of the query to run.
Optionally accepts ``**kwargs`` for additional options to be passed
through the Solr URL.
Returns ``self.results_cls`` class object (defaults to
``pysolr.Results``)
Usage::
# All docs.
results = solr.search('*:*')
# Search with highlighting.
results = solr.search('ponies', **{
'hl': 'true',
'hl.fragsize': 10,
})
"""
params = {'q': q}
params.update(kwargs)
response = self._select(params, handler=search_handler)
decoded = self.decoder.decode(response)
self.log.debug(
"Found '%s' search results.",
# cover both cases: there is no response key or value is None
(decoded.get('response', {}) or {}).get('numFound', 0)
)
return self.results_cls(decoded)
def more_like_this(self, q, mltfl, handler='mlt', **kwargs):
"""
Finds and returns results similar to the provided query.
Returns ``self.results_cls`` class object (defaults to
``pysolr.Results``)
Requires Solr 1.3+.
Usage::
similar = solr.more_like_this('id:doc_234', 'text')
"""
params = {
'q': q,
'mlt.fl': mltfl,
}
params.update(kwargs)
response = self._mlt(params, handler=handler)
decoded = self.decoder.decode(response)
self.log.debug(
"Found '%s' MLT results.",
# cover both cases: there is no response key or value is None
(decoded.get('response', {}) or {}).get('numFound', 0)
)
return self.results_cls(decoded)
def suggest_terms(self, fields, prefix, handler='terms', **kwargs):
"""
Accepts a list of field names and a prefix
Returns a dictionary keyed on field name containing a list of
``(term, count)`` pairs
Requires Solr 1.4+.
"""
params = {
'terms.fl': fields,
'terms.prefix': prefix,
}
params.update(kwargs)
response = self._suggest_terms(params, handler=handler)
result = self.decoder.decode(response)
terms = result.get("terms", {})
res = {}
# in Solr 1.x the value of terms is a flat list:
# ["field_name", ["dance",23,"dancers",10,"dancing",8,"dancer",6]]
#
# in Solr 3.x the value of terms is a dict:
# {"field_name": ["dance",23,"dancers",10,"dancing",8,"dancer",6]}
if isinstance(terms, (list, tuple)):
terms = dict(zip(terms[0::2], terms[1::2]))
for field, values in terms.items():
tmp = list()
while values:
tmp.append((values.pop(0), values.pop(0)))
res[field] = tmp
self.log.debug("Found '%d' Term suggestions results.", sum(len(j) for i, j in res.items()))
return res
def _build_doc(self, doc, boost=None, fieldUpdates=None):
doc_elem = ElementTree.Element('doc')
for key, value in doc.items():
if key == NESTED_DOC_KEY:
for child in value:
doc_elem.append(self._build_doc(child, boost, fieldUpdates))
continue
if key == 'boost':
doc_elem.set('boost', force_unicode(value))
continue
# To avoid multiple code-paths we'd like to treat all of our values as iterables:
if isinstance(value, (list, tuple, set)):
values = value
else:
values = (value, )
for bit in values:
if self._is_null_value(bit):
continue
if key == '_doc':
child = self._build_doc(bit, boost)
doc_elem.append(child)
continue
attrs = {'name': key}
if fieldUpdates and key in fieldUpdates:
attrs['update'] = fieldUpdates[key]
if boost and key in boost:
attrs['boost'] = force_unicode(boost[key])
field = ElementTree.Element('field', **attrs)
field.text = self._from_python(bit)
doc_elem.append(field)
return doc_elem
def add(self, docs, boost=None, fieldUpdates=None, commit=None, softCommit=False, commitWithin=None, waitFlush=None,
waitSearcher=None, overwrite=None, handler='update'):
"""
Adds or updates documents.
Requires ``docs``, which is a list of dictionaries. Each key is the
field name and each value is the value to index.
Optionally accepts ``commit``. Default is ``None``. None signals to use default
Optionally accepts ``softCommit``. Default is ``False``.
Optionally accepts ``boost``. Default is ``None``.
Optionally accepts ``fieldUpdates``. Default is ``None``.
Optionally accepts ``commitWithin``. Default is ``None``.
Optionally accepts ``waitFlush``. Default is ``None``.
Optionally accepts ``waitSearcher``. Default is ``None``.
Optionally accepts ``overwrite``. Default is ``None``.
Usage::
solr.add([
{
"id": "doc_1",
"title": "A test document",
},
{
"id": "doc_2",
"title": "The Banana: Tasty or Dangerous?",
},
])
"""
start_time = time.time()
self.log.debug("Starting to build add request...")
message = ElementTree.Element('add')
if commitWithin:
message.set('commitWithin', commitWithin)
for doc in docs:
el = self._build_doc(doc, boost=boost, fieldUpdates=fieldUpdates)
message.append(el)
# This returns a bytestring. Ugh.
m = ElementTree.tostring(message, encoding='utf-8')
# Convert back to Unicode please.
m = force_unicode(m)
end_time = time.time()
self.log.debug("Built add request of %s docs in %0.2f seconds.", len(message), end_time - start_time)
return self._update(m, commit=commit, softCommit=softCommit, waitFlush=waitFlush, waitSearcher=waitSearcher,
overwrite=overwrite, handler=handler)
def delete(self, id=None, q=None, commit=None, softCommit=False, waitFlush=None, waitSearcher=None, handler='update'):
"""
Deletes documents.
Requires *either* ``id`` or ``query``. ``id`` is if you know the
specific document id to remove. Note that ``id`` can also be a list of
document ids to be deleted. ``query`` is a Lucene-style query
indicating a collection of documents to delete.
Optionally accepts ``commit``. Default is ``True``.
Optionally accepts ``softCommit``. Default is ``False``.
Optionally accepts ``waitFlush``. Default is ``None``.
Optionally accepts ``waitSearcher``. Default is ``None``.
Usage::
solr.delete(id='doc_12')
solr.delete(id=['doc_1', 'doc_3'])
solr.delete(q='*:*')
"""
if id is None and q is None:
raise ValueError('You must specify "id" or "q".')
elif id is not None and q is not None:
raise ValueError('You many only specify "id" OR "q", not both.')
elif id is not None:
if not isinstance(id, (list, set, tuple)):
id = [id]
else:
id = list(filter(None, id))
if id:
m = '<delete>%s</delete>' % ''.join('<id>%s</id>' % i for i in id)
else:
raise ValueError('The list of documents to delete was empty.')
elif q is not None:
m = '<delete><query>%s</query></delete>' % q
return self._update(m, commit=commit, softCommit=softCommit, waitFlush=waitFlush, waitSearcher=waitSearcher, handler=handler)
def commit(self, softCommit=False, waitFlush=None, waitSearcher=None, expungeDeletes=None, handler='update'):
"""
Forces Solr to write the index data to disk.
Optionally accepts ``expungeDeletes``. Default is ``None``.
Optionally accepts ``waitFlush``. Default is ``None``.
Optionally accepts ``waitSearcher``. Default is ``None``.
Optionally accepts ``softCommit``. Default is ``False``.
Usage::
solr.commit()
"""
if expungeDeletes is not None:
msg = '<commit expungeDeletes="%s" />' % str(bool(expungeDeletes)).lower()
else:
msg = '<commit />'
return self._update(msg, commit=not softCommit, softCommit=softCommit, waitFlush=waitFlush, waitSearcher=waitSearcher, handler=handler)
def optimize(self, commit=True, waitFlush=None, waitSearcher=None, maxSegments=None, handler='update'):
"""
Tells Solr to streamline the number of segments used, essentially a
defragmentation operation.
Optionally accepts ``maxSegments``. Default is ``None``.
Optionally accepts ``waitFlush``. Default is ``None``.
Optionally accepts ``waitSearcher``. Default is ``None``.
Usage::
solr.optimize()