cpython embedded in solr - search solution for python lovers with the speed of native java

MontySolr:Embedding CPython in Solr

Roman Chyla, [email protected], May 26, 2011

Thursday, May 26, 2011

Why should I care?

- Our challenge is to connect Python and Java- Without compromises- We created MontySolr extension

- Robust, tested (will be used by our system)- But works for any Python application (eg. Django)- And for any C/C++ app that Python understands!- Open source (GPL v2)

- Try it out!- https://github.com/romanchyla/montysolr

2Thursday, May 26, 2011

https://github.com/romanchyla/montysolr


Outline

‣ Context- The Challenge- Key components

- Available technologies- Our approach- Problems solved

- Evaluation- Wrap-up


CERN

- European Organization for Nuclear Research- Switzerland, Geneva

- The largest laboratory for High Energy Physics- Home to the Large Hadron Collider- 40-50K HEP scientists worldwide


SPIRES

- Stanford Linear Accelerator Center - SLAC- High-Energy Physics Literature Database- Started December 1991

- The first web outside Europe/CERN- The first database on web


Invenio

- Integrated digital library software behind INSPIRE- Used by very large institutional repositories

- http://repositories.webometrics.info/toprep_inst.asp

- Customizable virtual collections- Flexible management of metadata

- 3 000 authors per article

- Powerful search engine- Incl. citation map analysis

- Written in Python (since 2001)- 290 000 lines of code


http://repositories.webometrics.info/toprep_inst.asp

http://repositories.webometrics.info/toprep_inst.asp

Outline

- Context‣ The Challenge- Key components


- Evaluation- Wrap-up


The Challenge

- HEP scientific community- Searches metadata oriented

- However fulltexts are changing the situation- And we want to provide even better service

- Bigger volumes of data- NLP processing- Semantic search


The Challenge

11

Invenio


The Challenge

11

Invenio

Query: supersymmetry AND author:ellis


The Challenge

11

Invenio


fulltext:supersymmetry


The Challenge

11

Invenio



IDs: 1;2;3;9....


The Challenge

11

Invenio



IDs: 1;2;3;9....

1-6M IDs


The Challenge

11

Invenio



IDs: 1;2;3;9....

1-6M IDs

1. only IDs,no score= no ranking


The Challenge

11

Invenio



IDs: 1;2;3;9....

1-6M IDs


2. score merging difficult (if available)


The Challenge

11

Invenio



IDs: 1;2;3;9....

1-6M IDs


2. score merging difficult (if available)

3. push IDs ? (eg._faceting)


What is the “best” solution?

- We love Python...- ...and our applications are written in Python...

- But what if Solr is the master search engine?- Merge results inside Solr?

- Typical size: 1-10 mil. IDs- Expected latency: 1-2 s.

- What we want to achieve:- Fast transfer of hits from Invenio to Solr- Leverage the power of both (no compromises)- Developer-friendly integration, simplicity


Outline

- Context- The Challenge‣ Key components

- Available technologies- Our approach- Evaluation

- Demonstration- Wrap-up


To embed Solr (in Java app)

14

- Your app simulates Java web container?- use EmbeddedSolrServer

- It knows nothing about Java servlets?- use DirectConnect class

- Maybe we are too lazy?- Embed the web container (in my case Jetty)- Seemed strange (webserver inside webserver)- ... but it worked well


To use Solr in non-Java app

15

- Solr is already usable via HTTP requests, but we need something else here...

- Remote objects/calls?- Pyro, execnet, CORBA, SOAP...- or simply pipes?

- Access Python from Java?- Jython- JEPP

- Access Java from Python?- JPype- JCC


Jython?

16

- Implementation of Python in 100% Java- Both Java and Python code- Truly multithreaded

- C modules will not work- but see http://bit.ly/iTRYbb

- Slower than CPython


http://bit.ly/iTRYbb


Jython?

17





JEPP - Java Embedded Python

- Python code runs inside Python interpreter

- Embeds CPython interpreter via Java Native Interface (JNI) in Java

- http://jepp.sourceforge.net/- recently updated (27-Jan)- but JCC is more active


http://jepp.sourceforge.net

http://jepp.sourceforge.net

JEPP - Java Embedded Python


JCC

- Embeds JVM in Python- C++ code generator- C++ object interface

wraps a Java library- C++ wrappers conform

to Python's C type system

- result: complete Python extension module


JCC


To use Solr in non-Java app

22

Jython JCC JEPP

Python CModulesSpeed

No code changesAccess from PythonAccess from Java

✓ ✓

✓ ?

✓ ✓

✓ ✓

✓ ... ✓


The first try

23

Invenio

JCC

Solr


Devil is in details...


GIL - Global Interpreter Lock

25

Unfortunately Python webapp is not like Java...



26

We can have 200 threads, but only 4 will run at time...


Fortunately solution exists

- JCC can embed Python inside Java- Special thanks to Andi Vajda! (JCC creator)

- We write ‘empty’ classes in Java ...- ... and implement them in Python

28Python /w Java inside Java /w Python inside


The second try

29

Inveniofrontend

Solr /w Invenio(backend)

XML

JCC


Implementing the bridge

- Special Java class- With method pythonExtension()

- Native method pythonDecRef()- JCC provides its implementation

- And number of other native methods- These will be implemented using Python

- Like writing JNI Java/C code but without compilation...


MontySolr extension

- JCC has great potential, but also added complexity...

- So the MontySolr project was born- Modules must be built in shared mode- JCC dynamic library loaded and started from the main

thread- Simple mechanism of the Python bridge and message- Configurable handlers on the Python side- Secured dereferencing of the native objects- Threading on the Java side- Multiprocessing on the Python side- Easy ant targets (compilation) ...


Hello World - Java partpublic class MontySolrBridge extends BasicBridge implements PythonBridge { private long pythonObject; public void pythonExtension(long pythonObject) { this.pythonObject = pythonObject; } public long pythonExtension() { return this.pythonObject; } public void finalize() throws Throwable { pythonDecRef(); } public native void pythonDecRef(); public void sendMessage(PythonMessage message) { PythonVM vm = PythonVM.get(); vm.acquireThreadState(); receive_message(message); vm.releaseThreadState(); } public native void receive_message(PythonMessage message);} 32


Hello World - Python part

from montysolr import MontySolrBridge

class SimpleBridge(MontySolrBridge): def __init__(self): super(SimpleBridge, self).__init__() def receive_message(self, message): query = message.getParam(‘query’) message.setResults(‘Hello world!’) print ‘Python received from Java:’, query


Example - running MontySolr

34

- Java side- JRE (32/64 bit)- Standard Solr/Lucene jars- JCC dynamic library

- Python side- Python interpreter (32/64 bit)- 4 Python modules (jcc, solr, lucene, montysolr)

- In the main thread- First we load JCC- Then start Python interpreter ...- ... load Python handlers


Solr as search service

35

Inveniofrontend


XML

JCC


Solr

Example

36

MyCustomHandler


Solr

Example

37

MyCustomHandler

refersto:author:ellis


Example - Solr custom handler

MontySolrVM.INSTANCE.sendMessage(message); PythonMessage msg = MontySolrVM.INSTANCE .createMessage("perform_search") .setSender("Invenio") .setParam("query","refersto:author:ellis");

MontySolrVM.INSTANCE.sendMessage(msg); Object result = msg.getResults(); if (result != null) { int[] hits = (int[]) message.getResults(); }


Solr

Example

39

MyCustomHandler


PythonBridge

Example - JNI connection


Solr

Example

40

MyCustomHandler


PythonBridge

Example - JNI connection

Inveniowrappers


Example - Python side

# handler is made ‘visible’ at startupSolrpieTarget('Invenio:perform_search', perform_search)

# search time - called from Javadef perform_search(message): query = message.getParam(“query”) hits = call_real_search(query) # cast Python list into Java array message.setResults(JArray_ints(hits))


Solr

Example

42

MyCustomHandler


PythonBridge

Inveniowrappers

Example

Invenio

Invenio

Invenio

Invenio


Example - Java side again MontySolrVM.INSTANCE.sendMessage(message); PythonMessage msg = MontySolrVM.INSTANCE .createMessage("perform_search") .setSender("Invenio") .setParam("query","refersto:author:ellis");

MontySolrVM.INSTANCE.sendMessage(msg); Object result = msg.getResults(); if (result != null) { int[] hits = (int[]) message.getResults(); }


Solr as search service

44

Apachewebserver


XML

JCC

Invenio Invenio


Outline

- Context- The Challenge- Key components


‣ Evaluation- Wrap-up


Memory and garbage collection


Comparing speed and load...


The effect of cache


Robust?

- Extensive siege tests show very good performance and stability under high load- 100-200 users, complex searches- 50 concurrent users, citation analysis- JCC incurs small overhead

- We detected no memory leaks - The same as dbpedia.org

- But watch out for errors in C- An error in C module brings down the whole JVM- (errors in pure Python module can be handled)


Easy to develop/maintain?

- Added complexity- Java in the toolbox- Need to compile C++ extensions- Python/OS version dependencies

- For this we get- Easy integration with Invenio- The best of two applications- A lot of features for free- And we can control Solr from Python!


Outline

- Context- The Challenge- Key components


- Evaluation‣ Wrap-up


Wrap-up

- Our challenge was to connect two different languages/systems

- And we wanted to get the best of the two...- So we had to plug Python into Solr- And now our Solr knows citation analysis!

- We created MontySolr extension- Robust, tested (will be used by INSPIRE)- Works for any Python application (eg. Django)- And for any C/C++ app that Python understands!- Free software license

- Try it out! Help us make it better!- https://github.com/romanchyla/montysolr




Questions?

- MontySolr- https://github.com/romanchyla/montysolr

- Roman Chyla - Fellow, CERN Scientific Information Service- [email protected] @rchyla- https://svnweb.cern.ch/trac/rcarepo




mailto:[email protected]

mailto:[email protected]

https://svnweb.cern.ch/trac/rcarepo

https://svnweb.cern.ch/trac/rcarepo

Additional information


Links

- Invenio platform- http://invenio-software.org/

- INSPIRE Digital library- http://inspirebeta.net/

- Diagrams of JCC and JEPP- Andreas Schreiber : Mixing Java and Python- http://www.slideshare.net/onyame/mixing-python-and-

java

- On Jython C Extension API- http://stackoverflow.com/questions/3097466/using-

numpy-and-cpython-with-jython

- Demo of a running service:- http://insdev01.cern.ch 55


http://invenio-software.org

http://invenio-software.org

http://www.slideshare.net/onyame/mixing-python-and-java




http://stackoverflow.com/questions/3097466/using-numpy-and-cpython-with-jython




http://insdev01.cern.ch

http://insdev01.cern.ch

#1 - How to embed Solr (standard)

56

- solr.client.solrj.embedded.EmbeddedSolrServer


#2 - How to embed Solr (simplified)

- solr.servlet.DirectSolrConnection- like previous, but simpler- all the queries are sent as strings, everything is

just a string- very flexible and probably suitable for quick

integration


#3 - Example of a Solr custom handler


#4 - Example Python handler


cpython embedded in solr - search solution for python lovers with the speed of native java

Documents