Python Elastic Search driver
Project description
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- Keywords:
search, elastisearch, distribute search
–
pyes is a connector to use elasticsearch from python.
This version requires elasticsearch 0.12 or above.
Features
Thrift/HTTP protocols
Bulk insert
Index management
Every search query types
Facet Support
Geolocalization support
Highlighting
Initial River support
Connecting
These function are taken from pycassa.
Import the module:
>>> import pyes
pyes is able to use standard http or thrift protocol. If your port starts with “92” http protocol is used, otherwise thrift.
For a single connection (which is _not_ thread-safe), pass a list of servers.
For thrift:
>>> client = pyes.connect() # Defaults to connecting to the server at '127.0.0.1:9500' >>> client = pyes.connect(['127.0.0.1:9500'])
For http:
>>> client = pyes.connect(['127.0.0.1:9200'])
With thrift protocol, framed transport is the default. You may disable it by passing framed_transport=False.
>>> client = pyes.connect(framed_transport=False)
Thread-local connections opens a connection for every thread that calls an ElasticSearch function. It also automatically balances the number of connections between servers, unless round_robin=False.
>>> client = pyes.connect_thread_local() # Defaults to connecting to the server at '127.0.0.1:9500' >>> client = pyes.connect_thread_local(['127.0.0.1:9500', 'other_server:9500']) # Round robin connections >>> client = pyes.connect_thread_local(['127.0.0.1:9500', 'other_server:9500'], round_robin=False) # Connect in list order
With http protocol transport:
>>> client = pyes.connect_thread_local(['127.0.0.1:9200', 'other_server:9200']) # Round robin connections >>> client = pyes.connect_thread_local(['127.0.0.1:9200', 'other_server:9200'], round_robin=False) # Connect in list order
Connections are robust to server failures. Upon a disconnection, it will attempt to connect to each server in the list in turn. If no server is available, it will raise a NoServerAvailable exception.
Timeouts are also supported and should be used in production to prevent a thread from freezing while waiting for the server to return.
>>> client = pyes.connect(timeout=3.5) # 3.5 second timeout (Make some pyes calls and the connection to the server suddenly becomes unresponsive.)Traceback (most recent call last): … pyes.connection.NoServerAvailable
Note that this only handles socket timeouts.
Usage
Creating a connection:
>>> from pyes import * >>> conn = ES('127.0.0.1:9500')
Deleting an index:
>>> try: >>> conn.delete_index("test-index") >>> except: >>> pass
(an exception is fored if the index is not present)
Create an index:
>>> conn.create_index("test-index")
Creating a mapping:
>>> mapping = { u'parsedtext': {'boost': 1.0, >>> 'index': 'analyzed', >>> 'store': 'yes', >>> 'type': u'string', >>> "term_vector" : "with_positions_offsets"}, >>> u'name': {'boost': 1.0, >>> 'index': 'analyzed', >>> 'store': 'yes', >>> 'type': u'string', >>> "term_vector" : "with_positions_offsets"}, >>> u'title': {'boost': 1.0, >>> 'index': 'analyzed', >>> 'store': 'yes', >>> 'type': u'string', >>> "term_vector" : "with_positions_offsets"}, >>> u'pos': {'store': 'yes', >>> 'type': u'integer'}, >>> u'uuid': {'boost': 1.0, >>> 'index': 'not_analyzed', >>> 'store': 'yes', >>> 'type': u'string'}} >>> conn.put_mapping("test-type", {'properties':mapping}, ["test-index"])
Index some documents:
>>> conn.index({"name":"Joe Tester", "parsedtext":"Joe Testere nice guy", "uuid":"11111", "position":1}, "test-index", "test-type", 1) >>> conn.index({"name":"Bill Baloney", "parsedtext":"Joe Testere nice guy", "uuid":"22222", "position":2}, "test-index", "test-type", 2)
Refresh an index:
>>> conn.refresh(["test-index"])
Execute a query
>>> q = TermQuery("name", "joe") >>> result = self.conn.search(query = q)
For more examples looks at the tests.
Changelog
Note for next release - the order of geolocation parameters expected by elasticsearch changed between ES 0.14.4 and ES 0.15, from [lat, lon] to [lon, lat]. Clients will need to update accordingly, or use an object with named parameters.
0.14.0: Added delete of mapping type.
Embedded urllib3 to be buildout safe and for users sake.
Some code cleanup.
Added reindex by query (usable only with my elasticsearch git branch).
Added contrib with mailman indexing.
Autodetect if django is available and added related functions.
Code cleanup and PEP8.
Reactivated the morelikethis query.
Fixed river support plus unittest. (Tavis Aitken)
Added autorefresh to sync search and write.
Added QueryFilter.
Forced name attribute in multifield declaration.
Added is_empty to ConstantScoreQuery and fixed some bad behaviour.
Added CustomScoreQuery.
Added parent/children indexing.
Added dump commands in a script file “curl” way.
Added a lot of fix from Richard Boulton.
0.13.1: Added jython support (HTTP only for now).
0.13.0: API Changes: errors -> exceptions.
Splitting of query/filters.
Added open/close of index.
Added the number of retries if server is down.
Refactory Range query. (Andrei)
Improved HTTP connection timeout/retries. (Sandymahalo)
Cleanup some imports. (Sandymahalo)
0.12.1: Added collecting server info.
Version 0.12 or above requirement.
Fixed attachment plugin.
Updated bulk insert to use new api.
Added facet support (except geotypes).
Added river support.
Cleanup some method.
Added default_indexes variable.
Added datetime deserialization.
Improved performance and memory usage in bulk insert replacing list with StringIO.
Initial propagation of elasticsearch exception to python.
0.12.0: added http transport, added autodetect of transport, updated thrift interface.
0.10.3: added bulk insert, explain and facet.
0.10.2: added new geo query type.
0.10.1: added new connection pool system based on pycassa one.
0.10.0: initial working version.
TODO
more docs
more tests
cleanup
add coverage
add jython native client protocol
License
This software is licensed under the New BSD License. See the LICENSE file in the top distribution directory for the full license text.
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