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ParaView

ParaView is the world’s leading open source post-processing visualization engine. It integrates with your existing tools and workflows, allowing you to build visualizations to analyze data quickly. With its open, flexible, and intuitive user interface, you can analyze extremely large datasets interactively in 3D or programmatically using ParaView’s batch processing.

Download ParaView

ParaView 5.10+ can be downloaded from here.

Virtual Environment

ParaView comes with its own Python, which may be missing some dependencies for the desired usage. We can add more Python packages into ParaView by creating a virtual environment and then activating it inside the application using the import line import paraview.web.venv or by using our local version and importing it.

First, we need to setup the ParaView add-on python environment, in which we will only install trame, but we could add any other Python libraries that are not included in the ParaView bundle.

bash
python3.9 -m venv .pvenv
source ./.pvenv/bin/activate
python -m pip install --upgrade pip
pip install trame trame-vtk trame-vuetify
deactivate
python3.9 -m venv .pvenv
source ./.pvenv/bin/activate
python -m pip install --upgrade pip
pip install trame trame-vtk trame-vuetify
deactivate

Note:

  • We can not use our virtual environment with a vtk as our vtk library will conflict with the one inside Paraview.
  • Since ParaView includes vtk, any VTK example can be run with ParaView assuming the proper code is used to handle the virtual-env loading to get trame inside our Python script.
  • The python you use for creating your virtual-environment must match the Python version that comes with ParaView. (So far 5.10 and 5.11 use Python 3.9)

Conda environment

Conda provide many open-source packages and ParaView is part of their offering. When using the conda approach you won't need to download ParaView as it will get installed by conda for you. That way you can create a virtual-environment that can contain both ParaView and trame by doing the following.

bash
conda create -n pv-env -c conda-forge paraview trame trame-vtk trame-vuetify
conda activate pv-env
conda create -n pv-env -c conda-forge paraview trame trame-vtk trame-vuetify
conda activate pv-env

Then later you can simply use python rather than pvpython

bash
conda activate pv-env
python .../trame-app.py
conda activate pv-env
python .../trame-app.py

Making trame available in ParaView

At the very top of our scripts, we need to import our helper script so the --venv path/to/venv can be processed.

python
import paraview.web.venv # When using downloaded ParaView from Kitware
import paraview.web.venv # When using downloaded ParaView from Kitware

After that we can import trame and start using it (assuming we run our application with the --venv /path/to/venv/with/trame argument).

Running an example

The command line below illustrate how a SimpleCone example can be run on a Mac computer where ParaView 5.10 has been installed.

bash
/Applications/ParaView-5.10.1.app/Contents/bin/pvpython \
    ./05_paraview/SimpleCone.py  \
    --venv .pvenv
/Applications/ParaView-5.10.1.app/Contents/bin/pvpython \
    ./05_paraview/SimpleCone.py  \
    --venv .pvenv

Simple Cone

Understanding this ParaView example

ParaView use proxies which abstracts the VTK object handling so they can be easily distributed to support the processing of very large datasets.

For simplified usage, ParaView provides a simple package that lets us simply create and interact with these proxies. The SimpleCone.py example provides the core concepts needed to understand how to work with ParaView.

python
from paraview import simple

cone = simple.Cone()               # Create a source (reader, filter...)
representation = simple.Show(cone) # Create a representation in a view (if no view, one is created)
view = simple.Render()             # Ask to compute image of active view and return the corresponding view
from paraview import simple

cone = simple.Cone()               # Create a source (reader, filter...)
representation = simple.Show(cone) # Create a representation in a view (if no view, one is created)
view = simple.Render()             # Ask to compute image of active view and return the corresponding view

With these three lines, we create a full pipeline and a view. Now, we can use trame to show that view in the client.

python
from trame.html import vuetify, paraview
from trame.layouts import SinglePage

html_view = paraview.VtkRemoteView(view)   # For remote rendering
# html_view = paraview.VtkLocalView(view)  # For local rendering

layout = SinglePage("ParaView cone", on_ready=html_view.update)

with layout.content:
    vuetify.VContainer(
        fluid=True,
        classes="pa-0 fill-height",
        children=[html_view],
    )
from trame.html import vuetify, paraview
from trame.layouts import SinglePage

html_view = paraview.VtkRemoteView(view)   # For remote rendering
# html_view = paraview.VtkLocalView(view)  # For local rendering

layout = SinglePage("ParaView cone", on_ready=html_view.update)

with layout.content:
    vuetify.VContainer(
        fluid=True,
        classes="pa-0 fill-height",
        children=[html_view],
    )

The rest of the code looks very similar to the VTK Hello trame example, but instead of importing the vtk module of trame

python
from trame.html import vuetify, vtk
from trame.html import vuetify, vtk

we import the paraview module

python
from trame.html import vuetify, paraview
from trame.html import vuetify, paraview

GUI

Now we can start adding some UI to control some of the parameters that we want to interact with dynamically. Let's first add a slider to control the resolution of the cone. We need to create a method to react when the resolution is changed by the slider. In ParaView proxies, object parameters are simple properties that can be get or set in a transparent manner. At this point, we simply need to update the cone.Resolution and update the view to see the change.

python
@state.change("resolution")
def update_cone(resolution, **kwargs):
    cone.Resolution = resolution
    html_view.update()
@state.change("resolution")
def update_cone(resolution, **kwargs):
    cone.Resolution = resolution
    html_view.update()

Now, we can extend the UI with a slider on the layout.toolbar

python
DEFAULT_RESOLUTION = 6

with layout.toolbar:
    vuetify.VSlider(
        v_model=("resolution", DEFAULT_RESOLUTION),
        min=3,
        max=60,
        step=1,
        hide_details=True,
        dense=True,
    )
DEFAULT_RESOLUTION = 6

with layout.toolbar:
    vuetify.VSlider(
        v_model=("resolution", DEFAULT_RESOLUTION),
        min=3,
        max=60,
        step=1,
        hide_details=True,
        dense=True,
    )

With these few lines, we have created a 3D cone, which we can adjust the resolution all leveraging ParaView.

To learn more about ParaView scripting, look into ParaView trace which let you convert your UI interaction into actual Python code that can then be reused in your application.

ParaView Python Trace

Advanced example

With the basics in place, we can now dive further in by using some built-in features of ParaView, such as saving and loading a state file. State files are a convenient way of capturing all the settings that were used to generate a visualization with Paraview.

Rock Core

Let's analyse the example in ./05_paraview/StateLoader.py. The trame core of the example is as follows

Script Header

python
import venv

import os
import trame
from trame.html import vuetify, paraview
from trame.layouts import SinglePage

from paraview import simple
import venv

import os
import trame
from trame.html import vuetify, paraview
from trame.layouts import SinglePage

from paraview import simple

Script Core

The rest of the script we've seen before, but we are missing the details of the load_data function.

python
def load_data():
    pass # I'll explain later

layout = SinglePage("State Viewer", on_ready=load_data)
layout.logo.click = "$refs.view.resetCamera()"
layout.title.set_text("ParaView State Viewer")
layout.content.add_child(vuetify.VContainer(fluid=True, classes="pa-0 fill-height"))

if __name__ == "__main__":
    layout.start()
def load_data():
    pass # I'll explain later

layout = SinglePage("State Viewer", on_ready=load_data)
layout.logo.click = "$refs.view.resetCamera()"
layout.title.set_text("ParaView State Viewer")
layout.content.add_child(vuetify.VContainer(fluid=True, classes="pa-0 fill-height"))

if __name__ == "__main__":
    layout.start()

load_data

The load_data() function requires us to code the follow

  1. Process a --data argument that contains the path to the file to load
  2. Load the provided file path as a state file.
  3. Create a view element and connect it to the view defined in the state
  4. Add that view element into the content of our UI

Process CLI argument --data

The (1) is achieved with the following set of lines. More information on CLI are available here.

python
parser = trame.get_cli_parser()
parser.add_argument("--data", help="Path to state file", dest="data")
args, _ = parser.parse_known_args()

full_path = os.path.abspath(args.data)
working_directory = os.path.dirname(full_path)
parser = trame.get_cli_parser()
parser.add_argument("--data", help="Path to state file", dest="data")
args, _ = parser.parse_known_args()

full_path = os.path.abspath(args.data)
working_directory = os.path.dirname(full_path)

Load the state file

To achieve (2) with ParaView the following set of lines are needed. ParaView trace should be able to explain the magic using the UI and looking at the corresponding Python code.

python
simple.LoadState(
    full_path,
    data_directory=working_directory,
    restrict_to_data_directory=True,
)
view = simple.GetActiveView()
view.MakeRenderWindowInteractor(True)
simple.LoadState(
    full_path,
    data_directory=working_directory,
    restrict_to_data_directory=True,
)
view = simple.GetActiveView()
view.MakeRenderWindowInteractor(True)

Create and Connect a view element

Then (3) is similarly as before for VTK.

python
html_view = paraview.VtkRemoteView(view)
html_view = paraview.VtkRemoteView(view)

Add view element to UI

Finally (4) is achieved with the following set of lines, the same way it was achieved with VTK in trame when switching from remote to local rendering.

python
layout.content.children[0].add_child(html_view)
layout.flush_content()
layout.content.children[0].add_child(html_view)
layout.flush_content()

That's it. You now have a ParaView trame application that let you reproduce complex visualization in a web context.

AsteroidAsteroid
Asteroid stateVolume rendering state

Running the StateLoader

bash
/Applications/ParaView-5.10.0-RC1.app/Contents/bin/pvpython \
    ./05_paraview/StateLoader.py  \
    --venv .pvenv \
    --data ./data/pv-state-diskout.pvsm
# or
/Applications/ParaView-5.10.0-RC1.app/Contents/bin/pvpython \
    ./05_paraview/StateLoader.py  \
    --venv .pvenv \
    --data ./data/pv-state.pvsm
/Applications/ParaView-5.10.0-RC1.app/Contents/bin/pvpython \
    ./05_paraview/StateLoader.py  \
    --venv .pvenv \
    --data ./data/pv-state-diskout.pvsm
# or
/Applications/ParaView-5.10.0-RC1.app/Contents/bin/pvpython \
    ./05_paraview/StateLoader.py  \
    --venv .pvenv \
    --data ./data/pv-state.pvsm

Your browser should open automatically to http://localhost:1234/

ParaViewTrame
ParaViewTrame viewer