From 15cdc844d3ead4047df64568305b39a647355df9 Mon Sep 17 00:00:00 2001 From: gviga Date: Thu, 26 Dec 2024 19:07:40 +0100 Subject: [PATCH 01/10] Implementation of Visualization Framework --- geomfum/_registry.py | 4 ++ geomfum/plot.py | 15 +++++ geomfum/wrap/__init__.py | 9 +++ geomfum/wrap/plotly.py | 14 +++++ geomfum/wrap/pyvista.py | 14 +++++ notebooks/how_to/visulization_tools.ipynb | 69 +++++++++++++++++++++++ 6 files changed, 125 insertions(+) create mode 100644 geomfum/plot.py create mode 100644 geomfum/wrap/plotly.py create mode 100644 geomfum/wrap/pyvista.py create mode 100644 notebooks/how_to/visulization_tools.ipynb diff --git a/geomfum/_registry.py b/geomfum/_registry.py index 71206b3..880498b 100644 --- a/geomfum/_registry.py +++ b/geomfum/_registry.py @@ -245,6 +245,10 @@ class HierarchicalMeshRegistry(WhichRegistry): MAP = {} +class MeshPlotterRegistry(WhichRegistry): + MAP = {} + + def _create_register_funcs(module): """Create ``register`` functions for each class registry in this module. diff --git a/geomfum/plot.py b/geomfum/plot.py new file mode 100644 index 0000000..b41bd7b --- /dev/null +++ b/geomfum/plot.py @@ -0,0 +1,15 @@ +import abc +from geomfum._registry import MeshPlotterRegistry, WhichRegistryMixins + +''' +In this file i define the plotting logic used in geomfum +Since each plotting library has its own method of plotting, we define general functions that works with any library implemented + +''' + +class ShapePlotter(abc.ABC): + def plot(self, vertices, faces): + raise NotImplementedError("This method should be overridden by subclasses") + +class MeshPlotter(WhichRegistryMixins, ShapePlotter): + _Registry = MeshPlotterRegistry diff --git a/geomfum/wrap/__init__.py b/geomfum/wrap/__init__.py index 16c8db8..ee66b27 100644 --- a/geomfum/wrap/__init__.py +++ b/geomfum/wrap/__init__.py @@ -6,6 +6,7 @@ register_hierarchical_mesh, register_laplacian_finder, register_wave_kernel_signature, + register_mesh_plotter, ) from geomfum._utils import has_package @@ -56,3 +57,11 @@ register_hierarchical_mesh( "pyrmt", "PyrmtHierarchicalMesh", requires="PyRMT", as_default=True ) + +register_mesh_plotter( + "plotly", "PlotlyMeshPlotter", requires="plotly", as_default=True +) +register_mesh_plotter( + "pyvista", "PyvistaMeshPlotter", requires="pyvista", as_default=True +) + diff --git a/geomfum/wrap/plotly.py b/geomfum/wrap/plotly.py new file mode 100644 index 0000000..c413c06 --- /dev/null +++ b/geomfum/wrap/plotly.py @@ -0,0 +1,14 @@ + +import plotly.graph_objects as go +from geomfum.plot import ShapePlotter + +class PlotlyMeshPlotter(ShapePlotter): + + def plot(self,vertices, faces): + x, y, z = vertices[:,0], vertices[:,1], vertices[:,2] + f1,f2,f3= faces[:,0], faces[:,1], faces[:,2] + #project the error on the lbo basis + fig = go.Figure(data=[go.Mesh3d(x=x,y=y,z=z, i=f1, j=f2, k=f3)]) + fig.show() + + diff --git a/geomfum/wrap/pyvista.py b/geomfum/wrap/pyvista.py new file mode 100644 index 0000000..a6ece93 --- /dev/null +++ b/geomfum/wrap/pyvista.py @@ -0,0 +1,14 @@ +import pyvista as pv +from geomfum.plot import ShapePlotter +import numpy as np + + +class PyvistaMeshPlotter(ShapePlotter): + + def plot(self, vertices, faces): + + faces_formatted = np.hstack([[len(face), *face] for face in faces]) + mesh = pv.PolyData(vertices, faces_formatted) + plotter = pv.Plotter() + plotter.add_mesh(mesh, show_edges=False) + plotter.show() \ No newline at end of file diff --git a/notebooks/how_to/visulization_tools.ipynb b/notebooks/how_to/visulization_tools.ipynb new file mode 100644 index 0000000..f2484c5 --- /dev/null +++ b/notebooks/how_to/visulization_tools.ipynb @@ -0,0 +1,69 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from geomfum.dataset import NotebooksDataset\n", + "from geomfum.shape import TriangleMesh\n", + "from geomfum.plot import *" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#load data\n", + "dataset = NotebooksDataset()\n", + "mesh = TriangleMesh.from_file(dataset.get_filename(\"cat-00\"))\n", + "\n", + "mesh.n_vertices, mesh.n_faces" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plotter = MeshPlotter.from_registry(which='plotly')\n", + "plotter.plot(mesh.vertices,mesh.faces)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plotter = MeshPlotter.from_registry(which='pyvista')\n", + "plotter.plot(mesh.vertices,mesh.faces)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 8e5a44a559285226440976551ad5193315162e4d Mon Sep 17 00:00:00 2001 From: gviga Date: Thu, 26 Dec 2024 19:25:13 +0100 Subject: [PATCH 02/10] Update functions Now the plot function takes as input the mesh and not vertices and faces --- geomfum/plot.py | 2 +- geomfum/wrap/plotly.py | 4 +- geomfum/wrap/pyvista.py | 5 +- notebooks/how_to/visulization_tools.ipynb | 65749 +++++++++++++++++++- 4 files changed, 65748 insertions(+), 12 deletions(-) diff --git a/geomfum/plot.py b/geomfum/plot.py index b41bd7b..4912b38 100644 --- a/geomfum/plot.py +++ b/geomfum/plot.py @@ -8,7 +8,7 @@ ''' class ShapePlotter(abc.ABC): - def plot(self, vertices, faces): + def plot(self, mesh): raise NotImplementedError("This method should be overridden by subclasses") class MeshPlotter(WhichRegistryMixins, ShapePlotter): diff --git a/geomfum/wrap/plotly.py b/geomfum/wrap/plotly.py index c413c06..8c13bd3 100644 --- a/geomfum/wrap/plotly.py +++ b/geomfum/wrap/plotly.py @@ -4,7 +4,9 @@ class PlotlyMeshPlotter(ShapePlotter): - def plot(self,vertices, faces): + def plot(self,mesh): + vertices=mesh.vertices + faces=mesh.faces x, y, z = vertices[:,0], vertices[:,1], vertices[:,2] f1,f2,f3= faces[:,0], faces[:,1], faces[:,2] #project the error on the lbo basis diff --git a/geomfum/wrap/pyvista.py b/geomfum/wrap/pyvista.py index a6ece93..01255ba 100644 --- a/geomfum/wrap/pyvista.py +++ b/geomfum/wrap/pyvista.py @@ -5,8 +5,9 @@ class PyvistaMeshPlotter(ShapePlotter): - def plot(self, vertices, faces): - + def plot(self, mesh): + vertices=mesh.vertices + faces=mesh.faces faces_formatted = np.hstack([[len(face), *face] for face in faces]) mesh = pv.PolyData(vertices, faces_formatted) plotter = pv.Plotter() diff --git a/notebooks/how_to/visulization_tools.ipynb b/notebooks/how_to/visulization_tools.ipynb index f2484c5..d0d30bf 100644 --- a/notebooks/how_to/visulization_tools.ipynb +++ b/notebooks/how_to/visulization_tools.ipynb @@ -13,9 +13,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(7207, 14410)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "#load data\n", "dataset = NotebooksDataset()\n", @@ -26,22 +37,65744 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "i": [ + 7206, + 7206, + 3, + 3, + 7, + 7, + 11, + 11, + 15, + 15, + 19, + 19, + 23, + 23, + 27, + 27, + 31, + 31, + 33, + 33, + 37, + 37, + 41, + 41, + 45, + 45, + 49, + 49, + 20, + 20, + 34, + 34, + 51, + 51, + 33, + 33, + 51, + 51, + 37, + 37, + 31, + 31, + 48, + 48, + 56, + 56, + 14, + 14, + 58, + 58, + 10, + 10, + 62, + 62, + 3, + 3, + 6, + 6, + 7206, + 7206, + 0, + 0, + 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notebook backend: \n", + "\n", + "cannot import name 'vtk' from 'trame.widgets' (c:\\Users\\giuli\\OneDrive\\Research\\geomfum_proj\\venv\\Lib\\site-packages\\trame\\widgets\\__init__.py)\n", + "\n", + "Falling back to a static output.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/jpeg": 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plotter = MeshPlotter.from_registry(which='pyvista')\n", - "plotter.plot(mesh.vertices,mesh.faces)" + "plotter.plot(mesh)" ] } ], From 12df9aa814b58691fd6deb79d85647e79c3ffd25 Mon Sep 17 00:00:00 2001 From: gviga Date: Thu, 26 Dec 2024 19:29:52 +0100 Subject: [PATCH 03/10] Update pyproject --- pyproject.toml | 14 ++++++++++++++ 1 file changed, 14 insertions(+) diff --git a/pyproject.toml b/pyproject.toml index c6bb7dd..c1e8f4b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -39,6 +39,20 @@ test = [ "geomfum[opt]", ] +plotly = [ + "plotly", + "nbformat", +] + +pyvista = [ + "pyvista", + "trame", + "vtk", +] + + + + [project.urls] repository = "http://github.com/luisfpereira/geomfum" From 0c83c5caed6cf607e1cc8c0de3de0686de84993f Mon Sep 17 00:00:00 2001 From: gviga Date: Thu, 26 Dec 2024 19:41:01 +0100 Subject: [PATCH 04/10] Add plot_function --- geomfum/plot.py | 12 ++++++++++++ geomfum/wrap/plotly.py | 17 ++++++++++++++++- 2 files changed, 28 insertions(+), 1 deletion(-) diff --git a/geomfum/plot.py b/geomfum/plot.py index 4912b38..bbc7596 100644 --- a/geomfum/plot.py +++ b/geomfum/plot.py @@ -8,7 +8,19 @@ ''' class ShapePlotter(abc.ABC): + ''' + Primitive Calss to plot meshes, pointclouds or specific useful informations (scalar functions, landmarks, etc..) + ''' def plot(self, mesh): + ''' + Function to plot a mesh + ''' + raise NotImplementedError("This method should be overridden by subclasses") + + def plot_function(self, mesh, function): + ''' + Function to plot a mesh + ''' raise NotImplementedError("This method should be overridden by subclasses") class MeshPlotter(WhichRegistryMixins, ShapePlotter): diff --git a/geomfum/wrap/plotly.py b/geomfum/wrap/plotly.py index 8c13bd3..f6e83af 100644 --- a/geomfum/wrap/plotly.py +++ b/geomfum/wrap/plotly.py @@ -4,7 +4,7 @@ class PlotlyMeshPlotter(ShapePlotter): - def plot(self,mesh): + def plot(self, mesh): vertices=mesh.vertices faces=mesh.faces x, y, z = vertices[:,0], vertices[:,1], vertices[:,2] @@ -13,4 +13,19 @@ def plot(self,mesh): fig = go.Figure(data=[go.Mesh3d(x=x,y=y,z=z, i=f1, j=f2, k=f3)]) fig.show() + def plot_function(self, mesh, function): + #TODO: add parameters + #TODO: add assertion + + + vertices=mesh.vertices + faces=mesh.faces + x, y, z = vertices[:,0], vertices[:,1], vertices[:,2] + f1,f2,f3= faces[:,0], faces[:,1], faces[:,2] + fig = go.Figure(data=[go.Mesh3d(x=x,y=y,z=z, i=f1, j=f2, k=f3, + intensity = function, + colorscale = 'viridis', #TODO: MAKE THIS A PARAMETER + )]) + fig.show() + From d690f20fcba40690ef6a202a059a1e39b2ce397b Mon Sep 17 00:00:00 2001 From: gviga Date: Fri, 27 Dec 2024 10:11:57 +0100 Subject: [PATCH 05/10] register init default changed --- geomfum/wrap/__init__.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/geomfum/wrap/__init__.py b/geomfum/wrap/__init__.py index ee66b27..9047e63 100644 --- a/geomfum/wrap/__init__.py +++ b/geomfum/wrap/__init__.py @@ -53,7 +53,6 @@ "pyfm", "PyFmFaceOrientationOperator", requires="pyFM", as_default=True ) - register_hierarchical_mesh( "pyrmt", "PyrmtHierarchicalMesh", requires="PyRMT", as_default=True ) @@ -62,6 +61,6 @@ "plotly", "PlotlyMeshPlotter", requires="plotly", as_default=True ) register_mesh_plotter( - "pyvista", "PyvistaMeshPlotter", requires="pyvista", as_default=True + "pyvista", "PyvistaMeshPlotter", requires="pyvista", as_default=False ) From ea68edd1c8bdedeb5af45133da9d568593e84f7e Mon Sep 17 00:00:00 2001 From: gviga Date: Fri, 27 Dec 2024 10:13:04 +0100 Subject: [PATCH 06/10] docstrings --- geomfum/plot.py | 22 ++++++++++++---------- 1 file changed, 12 insertions(+), 10 deletions(-) diff --git a/geomfum/plot.py b/geomfum/plot.py index bbc7596..2d15c94 100644 --- a/geomfum/plot.py +++ b/geomfum/plot.py @@ -1,26 +1,28 @@ import abc from geomfum._registry import MeshPlotterRegistry, WhichRegistryMixins -''' -In this file i define the plotting logic used in geomfum +""" +In this file we define the plotting logic used in geomfum Since each plotting library has its own method of plotting, we define general functions that works with any library implemented -''' +""" class ShapePlotter(abc.ABC): - ''' + """ Primitive Calss to plot meshes, pointclouds or specific useful informations (scalar functions, landmarks, etc..) - ''' + """ def plot(self, mesh): - ''' + + """ Function to plot a mesh - ''' + + """ raise NotImplementedError("This method should be overridden by subclasses") - def plot_function(self, mesh, function): - ''' + def plot_function(self, mesh, function): + """ Function to plot a mesh - ''' + """ raise NotImplementedError("This method should be overridden by subclasses") class MeshPlotter(WhichRegistryMixins, ShapePlotter): From 9cf57ed1776de8b68c2ec40939374d4d2e6c4e68 Mon Sep 17 00:00:00 2001 From: gviga Date: Fri, 27 Dec 2024 10:23:24 +0100 Subject: [PATCH 07/10] Improve plot file - implementation of figure value in which to store figures - implementation of show() function --- geomfum/plot.py | 5 +++++ geomfum/wrap/plotly.py | 20 +++++++++++++------- 2 files changed, 18 insertions(+), 7 deletions(-) diff --git a/geomfum/plot.py b/geomfum/plot.py index 2d15c94..17a3921 100644 --- a/geomfum/plot.py +++ b/geomfum/plot.py @@ -24,6 +24,11 @@ def plot_function(self, mesh, function): Function to plot a mesh """ raise NotImplementedError("This method should be overridden by subclasses") + def show(self): + """ + Function to display the plot + """ + raise NotImplementedError("This method should be overridden by subclasses") class MeshPlotter(WhichRegistryMixins, ShapePlotter): _Registry = MeshPlotterRegistry diff --git a/geomfum/wrap/plotly.py b/geomfum/wrap/plotly.py index f6e83af..bd414fb 100644 --- a/geomfum/wrap/plotly.py +++ b/geomfum/wrap/plotly.py @@ -3,6 +3,10 @@ from geomfum.plot import ShapePlotter class PlotlyMeshPlotter(ShapePlotter): + + def __init__(self, colormap='viridis'): + self.colormap = colormap + self.fig = None def plot(self, mesh): vertices=mesh.vertices @@ -10,22 +14,24 @@ def plot(self, mesh): x, y, z = vertices[:,0], vertices[:,1], vertices[:,2] f1,f2,f3= faces[:,0], faces[:,1], faces[:,2] #project the error on the lbo basis - fig = go.Figure(data=[go.Mesh3d(x=x,y=y,z=z, i=f1, j=f2, k=f3)]) - fig.show() + self.fig = go.Figure(data=[go.Mesh3d(x=x,y=y,z=z, i=f1, j=f2, k=f3,colorscale=self.colormap)]) + + return self.fig def plot_function(self, mesh, function): - #TODO: add parameters - #TODO: add assertion vertices=mesh.vertices faces=mesh.faces x, y, z = vertices[:,0], vertices[:,1], vertices[:,2] f1,f2,f3= faces[:,0], faces[:,1], faces[:,2] - fig = go.Figure(data=[go.Mesh3d(x=x,y=y,z=z, i=f1, j=f2, k=f3, + self.fig = go.Figure(data=[go.Mesh3d(x=x,y=y,z=z, i=f1, j=f2, k=f3, intensity = function, - colorscale = 'viridis', #TODO: MAKE THIS A PARAMETER + colorscale = self.colormap, )]) - fig.show() + + return self.fig + def show(self): + self.fig.show() From 927fa98c6656ecc5f72a3628d54ad3fd526bc74c Mon Sep 17 00:00:00 2001 From: gviga Date: Sat, 28 Dec 2024 15:20:07 +0100 Subject: [PATCH 08/10] Convert function and wraps update --- geomfum/shape/convert.py | 25 + geomfum/wrap/plotly.py | 13 +- geomfum/wrap/pyvista.py | 21 +- notebooks/how_to/visulization_tools.ipynb | 65751 +------------------- 4 files changed, 56 insertions(+), 65754 deletions(-) create mode 100644 geomfum/shape/convert.py diff --git a/geomfum/shape/convert.py b/geomfum/shape/convert.py new file mode 100644 index 0000000..15534d2 --- /dev/null +++ b/geomfum/shape/convert.py @@ -0,0 +1,25 @@ +import numpy as np +# TODO: decide where its best to put this functions since they are related to the import of plotly and pyvista +import plotly.graph_objects as go +import pyvista as pv + + + +def to_go_mesh3d(mesh): + """ + Convert a TriangleMesh object to a plotly Mesh3d object. + """ + x, y, z = mesh.vertices[:, 0], mesh.vertices[:, 1], mesh.vertices[:, 2] + f1, f2, f3 = mesh.faces[:, 0], mesh.faces[:, 1], mesh.faces[:, 2] + + return go.Mesh3d(x=x, y=y, z=z, i=f1, j=f2, k=f3) + + +def to_pv_polydata(mesh): + """ + Convert a TriangleMesh object to a PyVista PolyData object. + """ + # PyVista expects faces in a specific format: [n, v1, v2, v3, ...] + faces_formatted = np.hstack([[len(face), *face] for face in mesh.faces]) + + return pv.PolyData(mesh.vertices, faces_formatted) \ No newline at end of file diff --git a/geomfum/wrap/plotly.py b/geomfum/wrap/plotly.py index bd414fb..1528447 100644 --- a/geomfum/wrap/plotly.py +++ b/geomfum/wrap/plotly.py @@ -1,6 +1,8 @@ import plotly.graph_objects as go from geomfum.plot import ShapePlotter +from geomfum.shape.convert import to_go_mesh3d + class PlotlyMeshPlotter(ShapePlotter): @@ -9,12 +11,11 @@ def __init__(self, colormap='viridis'): self.fig = None def plot(self, mesh): - vertices=mesh.vertices - faces=mesh.faces - x, y, z = vertices[:,0], vertices[:,1], vertices[:,2] - f1,f2,f3= faces[:,0], faces[:,1], faces[:,2] - #project the error on the lbo basis - self.fig = go.Figure(data=[go.Mesh3d(x=x,y=y,z=z, i=f1, j=f2, k=f3,colorscale=self.colormap)]) + + mesh3d= to_go_mesh3d(mesh) + #update adding plotter properties + mesh3d.update(colorscale=self.colormap) + self.fig = go.Figure(data=[mesh3d]) return self.fig diff --git a/geomfum/wrap/pyvista.py b/geomfum/wrap/pyvista.py index 01255ba..93989b7 100644 --- a/geomfum/wrap/pyvista.py +++ b/geomfum/wrap/pyvista.py @@ -1,15 +1,22 @@ import pyvista as pv from geomfum.plot import ShapePlotter import numpy as np +from geomfum.shape.convert import to_pv_polydata + class PyvistaMeshPlotter(ShapePlotter): + def __init__(self, colormap='viridis'): + self.colormap = colormap + self.fig=None def plot(self, mesh): - vertices=mesh.vertices - faces=mesh.faces - faces_formatted = np.hstack([[len(face), *face] for face in faces]) - mesh = pv.PolyData(vertices, faces_formatted) - plotter = pv.Plotter() - plotter.add_mesh(mesh, show_edges=False) - plotter.show() \ No newline at end of file + + # here i call the plotter fig to be consistent with the plotly plotter + mesh_polydata = to_pv_polydata(mesh) + self.fig = pv.Plotter() + self.fig.add_mesh(mesh_polydata, cmap=self.colormap, show_edges=False) + return self.fig + + def show(self): + self.fig.show() \ No newline at end of file diff --git a/notebooks/how_to/visulization_tools.ipynb b/notebooks/how_to/visulization_tools.ipynb index d0d30bf..58e1315 100644 --- a/notebooks/how_to/visulization_tools.ipynb +++ b/notebooks/how_to/visulization_tools.ipynb @@ -13,20 +13,9 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(7207, 14410)" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "#load data\n", "dataset = NotebooksDataset()\n", @@ -37,65744 +26,24 @@ }, { "cell_type": "code", - "execution_count": 5, + 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", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plotter = MeshPlotter.from_registry(which='pyvista')\n", - "plotter.plot(mesh)" + "plotter.plot(mesh)\n", + "plotter.show()" ] } ], From 13f86a96e2a1f5cf0a9a4daae13ef6d8592cd943 Mon Sep 17 00:00:00 2001 From: gviga Date: Sun, 29 Dec 2024 13:36:23 +0100 Subject: [PATCH 09/10] add plot function to the notebook --- notebooks/how_to/visulization_tools.ipynb | 211735 ++++++++++++++++++- 1 file changed, 211730 insertions(+), 5 deletions(-) diff --git a/notebooks/how_to/visulization_tools.ipynb b/notebooks/how_to/visulization_tools.ipynb index 58e1315..7feb203 100644 --- a/notebooks/how_to/visulization_tools.ipynb +++ b/notebooks/how_to/visulization_tools.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -11,11 +11,30 @@ "from geomfum.plot import *" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# How to plot a Mesh\n", + "\n" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(7207, 14410)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "#load data\n", "dataset = NotebooksDataset()\n", @@ -26,9 +45,65749 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "colorscale": [ + [ + 0, + "#440154" + ], + [ + 0.1111111111111111, + "#482878" + ], + [ + 0.2222222222222222, + "#3e4989" + ], + [ + 0.3333333333333333, + "#31688e" + ], + [ + 0.4444444444444444, + "#26828e" + ], + [ + 0.5555555555555556, + "#1f9e89" + ], + [ + 0.6666666666666666, + "#35b779" + ], + [ + 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} + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plotter = MeshPlotter.from_registry(which='plotly')\n", "plotter.plot(mesh)\n", @@ -41,10 +65800,145976 @@ "metadata": {}, "outputs": [], "source": [ + "#if we want to use another library we can select it from the registry\n", "plotter = MeshPlotter.from_registry(which='pyvista')\n", "plotter.plot(mesh)\n", "plotter.show()" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# How to visualize a function" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "we can visualize scalar function on the surface of the mesh, e.g. we can visualize the LBO basis" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((5,), (7207, 5))" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#compute basis functions as example of functions\n", + "from geomfum.laplacian import LaplacianSpectrumFinder, LaplacianFinder, ScipyEigsh\n", + "\n", + "spectrum_finder = LaplacianSpectrumFinder(\n", + " nonzero=False,\n", + " fix_sign=False,\n", + " laplacian_finder=LaplacianFinder.from_registry(which=\"robust\"),\n", + " eig_solver=ScipyEigsh(spectrum_size=5, sigma=-0.01),\n", + ")\n", + "\n", + "eigvals, eigvecs = spectrum_finder(mesh, as_basis=False)\n", + "\n", + "(eigvals.shape, eigvecs.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "colorscale": [ + [ + 0, + "rgb(103,0,31)" + ], + [ + 0.1, + "rgb(178,24,43)" + ], + [ + 0.2, + "rgb(214,96,77)" + ], + [ + 0.3, + "rgb(244,165,130)" + ], + [ + 0.4, + "rgb(253,219,199)" + ], + [ + 0.5, + "rgb(247,247,247)" + ], + [ + 0.6, + "rgb(209,229,240)" + ], + [ + 0.7, + "rgb(146,197,222)" + ], + [ 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Pereira --- geomfum/shape/convert.py | 5 +---- 1 file changed, 1 insertion(+), 4 deletions(-) diff --git a/geomfum/shape/convert.py b/geomfum/shape/convert.py index 15534d2..210a80c 100644 --- a/geomfum/shape/convert.py +++ b/geomfum/shape/convert.py @@ -19,7 +19,4 @@ def to_pv_polydata(mesh): """ Convert a TriangleMesh object to a PyVista PolyData object. """ - # PyVista expects faces in a specific format: [n, v1, v2, v3, ...] - faces_formatted = np.hstack([[len(face), *face] for face in mesh.faces]) - - return pv.PolyData(mesh.vertices, faces_formatted) \ No newline at end of file + return pv.PolyData.from_regular_faces(points=mesh.vertices, faces=mesh.faces) \ No newline at end of file