KNIME Python wrapper.
If you are developing a KNIME node which calls some Python code, then the KNIME Python wrapper can help you.
Abstract Python wrapper KNIME node and helpers. Used for development of KNIME nodes calling Python scripts.
The nodes in Scripting>Python folder of the node repository (nodes part of the KNIME Python integration
plugin) the end-user needs to paste Python code in a text area in the node dialog.
Nodes derived from this repo will have a Python script included in their jar file and the dialog of the node will contain no source code text area.
The included Python script is not editable by the end-user, but can read options from dialog like the input column name.
Usage
Requirements:
- KNIME SDK, https://www.knime.org, version 3.5 or higher
Instructions for KNIME node developers that want to call a Python script. Several steps must be performed:
Add update site
The releases of this repository are available in the https://3d-e-chem.github.io/updates
update site.
Configure KNIME SDK by adding the https://3d-e-chem.github.io/updates
update site in Preferences > Install/Update > Available Software Sites.
To make use of in a Tycho based project add to the <repositories>
tag of the pom.xml
file the following:
<repository>
<id>3d-e-chem</id>
<layout>p2</layout>
<url>https://3d-e-chem.github.io/updates</url>
</repository>
Add dependency
To implement the node a dependency is needed for the plugin add tests.
To do this add nl.esciencecenter.e3dchem.knime.python
as a required plugin to the plugin/META-INF/MANIFEST.MF
and tests/META-INF/MANIFEST.MF
file.
Implement
Config
Create your node config class extended from the nl.esciencecenter.e3dchem.python.PythonWrapperNodeConfig
class.
Overwrite the constructor to add required Python modules with the addRequiredModule("<module name>")
method.
PythonWrapperNodeConfig class are configured for a single input table called input_table
and a single output table called output_table
.
To change the the number and names of input and/or output tables, override the constructor.
Dialog
In your nodes dialog the Python options panel should be added by adding the following to the dialog constructor
java
pythonOptions = new PythonOptionsPanel<PredictMetabolitesConfig>();
addTab("Python options", pythonOptions);
To save the Python options to disk you must call the pythonOptions.saveSettingsTo(config)
followed by config.saveToInDialog(settings)
in the save*To()
method of the dialog.
To load the Python options from disk you must call the config.loadFromInDialog(settings)
followed by pythonOptions.loadSettingsFrom(config)
in the load*From()
methods of the dialog.
Python script
Inside Python script the following variables are special:
options
, dictionary filled from Java with PythonWrapperNodeConfig.getOptionsValues() method, to read frominput_table
, Pandas Dataframe with input data table, to read fromoutput_table
, Pandas Dataframe with output data table, to assign with valueflow_variables
, dictionary of flow variables, to get or put key/value pairsflow_variables['warning_message']
, if key exists then value will be set as warning message of node
The Python script should be located in same directory as the model.
Model
Create your node model class extended from the nl.esciencecenter.e3dchem.python.PythonWrapperNodeModel
class.
Overwrite the python_code_filename
fields in the constructor, this is the name of the Python script.
Write tests
To run tests which execute the node a call to PythonWrapperTestUtils.materializeKNIMEPythonUtils()
is required
this will add the KNIME-Python utility scripts to the Python path.
Build
To build the plugin and run the tests run the following command:
mvn verify
An Eclipse update site will be made in p2/target/repository
repository.
The update site can be used to perform a local installation.
Development
Development of code in this repository.
Steps to get development environment setup:
- Download KNIME SDK from https://www.knime.org/downloads/overview
- Install/Extract/start KNIME SDK
- Start SDK
Install m2e (Maven integration for Eclipse) + KNIME Python Integration
- Goto Window -> Preferences -> Install/Update -> Available Software Sites
Make sure the following Software Sites (or a version of them) are present otherwise add them:
- http://update.knime.org/analytics-platform/3.5
- http://download.eclipse.org/eclipse/updates/4.6
- http://download.eclipse.org/releases/neon
Goto Help -> Check for updates
- Install any updates found & restart
- Goto Help > Install new software ...
- Select --All Available sites-- in work with pulldown
- Wait for list to be filled,
Pending...
should disappear Select the following items:
- m2e - Maven integration for Eclipse (includes Incubating components)
- KNIME Python Integration
Install software & restart
Import this repo as an Existing Maven project
After the import the Maven plugin connections must be setup, a Discover m2e connections dialog will popup to install all requested connectors, after the installation restart eclipse.
New release
- Update versions in pom files with
mvn org.eclipse.tycho:tycho-versions-plugin:set-version -DnewVersion=<version>-SNAPSHOT
command. - Commit and push changes
- Create package with
mvn package
, will create update site inp2/target/repository
- Append new release to an update site
- Make clone of an update site repo
- Append release to the update site with
mvn install -Dtarget.update.site=<path to update site>
- Commit and push changes in this repo and update site repo.
- Make nodes available to 3D-e-Chem KNIME feature by following steps at https://github.com/3D-e-Chem/knime-node-collection#new-release