tika-python

A Python port of the Apache Tika library that makes Tika available using the Tika REST Server.

This makes Apache Tika available as a Python library, installable via Setuptools, Pip and Easy Install.

To use this library, you need to have Java 7+ installed on your system as tika-python starts up the Tika REST server in the background.

Inspired by Aptivate Tika.

Installation (with pip)

pip install tika

Installation (without pip)

python setup.py build
python setup.py install

Airgap Environment Setup

To get this working in a disconnected environment, download a tika server file (both tika-server.jar and tika-server.jar.md5, which can be found here) and set the TIKA_SERVER_JAR environment variable to TIKA_SERVER_JAR="file:////tika-server-standard.jar" which successfully tells python-tika to "download" this file and move it to /tmp/tika-server-standard.jar and run as background process.

This is the only way to run python-tika without internet access. Without this set, the default is to check the tika version and pull latest every time from Apache.

Environment Variables

These are read once, when tika/tika.py is initially loaded and used throughout after that.

TIKA_VERSION - set to the version string, e.g., 1.12 or default to current Tika version.
TIKA_SERVER_JAR - set to the full URL to the remote Tika server jar to download and cache.
TIKA_SERVER_ENDPOINT - set to the host (local or remote) for the running Tika server jar.
TIKA_CLIENT_ONLY - if set to True, then TIKA_SERVER_JAR is ignored, and relies on the value for TIKA_SERVER_ENDPOINT and treats Tika like a REST client.
TIKA_TRANSLATOR - set to the fully qualified class name (defaults to Lingo24) for the Tika translator implementation.
TIKA_SERVER_CLASSPATH - set to a string (delimited by ':' for each additional path) to prepend to the Tika server jar path.
TIKA_LOG_PATH - set to a directory with write permissions and the tika.log and tika-server.log files will be placed in this directory.
TIKA_PATH - set to a directory with write permissions and the tika_server.jar file will be placed in this directory.
TIKA_JAVA - set the Java runtime name, e.g., java or java9
TIKA_STARTUP_SLEEP - number of seconds (float) to wait per check if Tika server is launched at runtime
TIKA_STARTUP_MAX_RETRY - number of checks (int) to attempt for Tika server startup if launched at runtime
TIKA_JAVA_ARGS - set java runtime arguments, e.g, -Xmx4g
TIKA_LOG_FILE - set the filename for the log file. default: tika.log. if it is an empty string (''), no log file is created.

Testing it out

Parser Interface (backwards compat prior to REST)

#!/usr/bin/env python
import tika
tika.initVM()
from tika import parser
parsed = parser.from_file('/path/to/file')
print(parsed["metadata"])
print(parsed["content"])

Parser Interface

The parser interface extracts text and metadata using the /rmeta interface. This is one of the better ways to get the internal XHTML content extracted.

Note: The parser interface needs the following environment variable set on the console for printing of the extracted content. export PYTHONIOENCODING=utf8

#!/usr/bin/env python
import tika
from tika import parser
parsed = parser.from_file('/path/to/file')
print(parsed["metadata"])
print(parsed["content"])

Optionally, you can pass Tika server URL along with the call what's useful for multi-instance execution or when Tika is dockerzed/linked.

parsed = parser.from_file('/path/to/file', 'http://tika:9998/tika')
string_parsed = parser.from_buffer('Good evening, Dave', 'http://tika:9998/tika')

You can also pass a binary stream

with open(file, 'rb') as file_obj:
    response = tika.parser.from_file(file_obj)

Gzip compression

Since Tika 1.24.1 gzip compression of input and output streams is allowed.

Input compression can be achieved with gzip or zlib:

    import zlib 

    with open(file, 'rb') as file_obj:
        return tika.parser.from_buffer(zlib.compress(file_obj.read()))

...

    import gzip
 
    with open(file, 'rb') as file_obj:
        return tika.parser.from_buffer(gzip.compress(file_obj.read()))

And output with the header:

    with open(file, 'rb') as file_obj:
        return tika.parser.from_file(file_obj, headers={'Accept-Encoding': 'gzip, deflate'})

Specify Output Format To XHTML

The parser interface is optionally able to output the content as XHTML rather than plain text.

Note: The parser interface needs the following environment variable set on the console for printing of the extracted content. export PYTHONIOENCODING=utf8

#!/usr/bin/env python
import tika
from tika import parser
parsed = parser.from_file('/path/to/file', xmlContent=True)
print(parsed["metadata"])
print(parsed["content"])

# Note: This is also available when parsing from the buffer.

Unpack Interface

The unpack interface handles both metadata and text extraction in a single call and internally returns back a tarball of metadata and text entries that is internally unpacked, reducing the wire load for extraction.

#!/usr/bin/env python
import tika
from tika import unpack
parsed = unpack.from_file('/path/to/file')

Detect Interface

The detect interface provides a IANA MIME type classification for the provided file.

#!/usr/bin/env python
import tika
from tika import detector
print(detector.from_file('/path/to/file'))

Config Interface

The config interface allows you to inspect the Tika Server environment's configuration including what parsers, mime types, and detectors the server has been configured with.

#!/usr/bin/env python
import tika
from tika import config
print(config.getParsers())
print(config.getMimeTypes())
print(config.getDetectors())

Language Detection Interface

The language detection interface provides a 2 character language code texted based on the text in provided file.

#!/usr/bin/env python
from tika import language
print(language.from_file('/path/to/file'))

Translate Interface

The translate interface translates the text automatically extracted by Tika from the source language to the destination language.

#!/usr/bin/env python
from tika import translate
print(translate.from_file('/path/to/spanish', 'es', 'en'))

Using a Buffer

Note you can also use a Parser and Detector .from_buffer(string|BufferedIOBase) method to dynamically parser a string or bytes buffer in Python and/or detect its MIME type. This is useful if you've already loaded the content into memory.

string_parsed = parser.from_buffer('Good evening, Dave')
byte_data: bytes = b'B\xc3\xa4ume'
parsed = parser.from_buffer(io.BytesIO(byte_data))

Using Client Only Mode

You can set Tika to use Client only mode by setting

import tika
tika.TikaClientOnly = True

Then you can run any of the methods and it will fully omit the check to see if the service on localhost is running and omit printing the check messages.

Changing the Tika Classpath

You can update the classpath that Tika server uses by setting the classpath as a set of ':' delimited strings. For example if you want to get Tika-Python working with GeoTopicParsing, you can do this, replace paths below with your own paths, as identified here and make sure that you have done this:

kill Tika server (if already running):

ps aux | grep java | grep Tika
kill -9 PID

import tika.tika
import os
from tika import parser
home = os.getenv('HOME')
tika.tika.TikaServerClasspath = home + '/git/geotopicparser-utils/mime:'+home+'/git/geotopicparser-utils/models/polar'
parsed = parser.from_file(home + '/git/geotopicparser-utils/geotopics/polar.geot')
print parsed["metadata"]

Customizing the Tika Server Request

You may customize the outgoing HTTP request to Tika server by setting requestOptions on the .from_file and .from_buffer methods (Parser, Unpack , Detect, Config, Language, Translate). It should be a dictionary of arguments that will be passed to the request method. The request method documentation specifies valid arguments. This will override any defaults except for url and params /data.

from tika import parser
parsed = parser.from_file('/path/to/file', requestOptions={'timeout': 120})

New Command Line Client Tool

When you install Tika-Python you also get a new command line client tool, tika-python installed in your /path/to/python/bin directory.

The options and help for the command line tool can be seen by typing tika-python without any arguments. This will also download a copy of the tika-server jar and start it if you haven't done so already.

tika.py [-v] [-o <outputDir>] [--server <TikaServerEndpoint>] [--install <UrlToTikaServerJar>] [--port <portNumber>] <command> <option> <urlOrPathToFile>

tika.py parse all test.pdf test2.pdf                   (write output JSON metadata files for test1.pdf_meta.json and test2.pdf_meta.json)
tika.py detect type test.pdf                           (returns mime-type as text/plain)
tika.py language file french.txt                       (returns language e.g., fr as text/plain)
tika.py translate fr:en french.txt                     (translates the file french.txt from french to english)
tika.py config mime-types                              (see what mime-types the Tika Server can handle)

A simple python and command-line client for Tika using the standalone Tika server (JAR file).
All commands return results in JSON format by default (except text in text/plain).

To parse docs, use:
tika.py parse <meta | text | all> <path>

To check the configuration of the Tika server, use:
tika.py config <mime-types | detectors | parsers>

Commands:
  parse  = parse the input file and write a JSON doc file.ext_meta.json containing the extracted metadata, text, or both
  detect type = parse the stream and 'detect' the MIME/media type, return in text/plain
  language file = parse the file stream and identify the language of the text, return its 2 character code in text/plain
  translate src:dest = parse and extract text and then translate the text from source language to destination language
  config = return a JSON doc describing the configuration of the Tika server (i.e. mime-types it
             can handle, or installed detectors or parsers)

Arguments:
  urlOrPathToFile = file to be parsed, if URL it will first be retrieved and then passed to Tika

Switches:
  --verbose, -v                  = verbose mode
  --encode, -e           = encode response in UTF-8
  --csv, -c    = report detect output in comma-delimited format
  --server <TikaServerEndpoint>  = use a remote Tika Server at this endpoint, otherwise use local server
  --install <UrlToTikaServerJar> = download and exec Tika Server (JAR file), starting server on default port 9998

Example usage as python client:
-- from tika import runCommand, parse1
-- jsonOutput = runCommand('parse', 'all', filename)
 or
-- jsonOutput = parse1('all', filename)

Questions, comments?

Send them to Chris A. Mattmann.

Contributors

Chris A. Mattmann, JPL
Brian D. Wilson, JPL
Dongni Zhao, USC
Kenneth Durri, University of Maryland
Tyler Palsulich, New York University & Google
Joe Germuska, Northwestern University
Vlad Shvedov, Profinda.com
Diogo Vieira, Globo.com
Aron Ahmadia, Continuum Analytics
Karanjeet Singh, USC
Renat Nasyrov, Yandex
James Brooking, Blackbeard
Yash Tanna, USC
Igor Tokarev, Freelance
Imraan Parker, Freelance
Annie K. Didier, JPL
Juan Elosua, TEGRA Cybersecurity Center
Carina de Oliveira Antunes, CERN
Ana Mensikova, JPL

Thanks

Thanks to the DARPA MEMEX program for funding most of the original portions of this work.

License

Apache License, version 2

chrismattmann/tika-python

chrismattmann

Reviews

Repository Details