From 1a50f1f58da084d54022d726b8f0663a23dc3470 Mon Sep 17 00:00:00 2001 From: Bryon Tjanaka Date: Wed, 13 Sep 2023 17:34:54 -0700 Subject: [PATCH 1/5] Impl func --- ...ire_heatmap.py => _qdax_repertoire_vis.py} | 74 ++++++++++++++----- 1 file changed, 56 insertions(+), 18 deletions(-) rename ribs/visualize/{_qdax_repertoire_heatmap.py => _qdax_repertoire_vis.py} (52%) diff --git a/ribs/visualize/_qdax_repertoire_heatmap.py b/ribs/visualize/_qdax_repertoire_vis.py similarity index 52% rename from ribs/visualize/_qdax_repertoire_heatmap.py rename to ribs/visualize/_qdax_repertoire_vis.py index f4cb7f55e..93008cb17 100644 --- a/ribs/visualize/_qdax_repertoire_heatmap.py +++ b/ribs/visualize/_qdax_repertoire_vis.py @@ -1,10 +1,34 @@ -"""Provides qdax_repertoire_heatmap.""" +"""Provides visualization functions for QDax repertoires.""" import numpy as np from ribs.archives import CVTArchive +from ribs.visualize._cvt_archive_3d_plot import cvt_archive_3d_plot from ribs.visualize._cvt_archive_heatmap import cvt_archive_heatmap +def _as_cvt_archive(repertoire, ranges): + """Converts a QDax repertoire into a CVTArchive.""" + + # Construct a CVTArchive. We set solution_dim to 0 since we are only + # plotting and do not need to have the solutions available. + cvt_archive = CVTArchive( + solution_dim=0, + cells=repertoire.centroids.shape[0], + ranges=ranges, + custom_centroids=repertoire.centroids, + ) + + # Add everything to the CVTArchive. + occupied = repertoire.fitnesses != -np.inf + cvt_archive.add( + np.empty((occupied.sum(), 0)), + repertoire.fitnesses[occupied], + repertoire.descriptors[occupied], + ) + + return cvt_archive + + def qdax_repertoire_heatmap( repertoire, ranges, @@ -33,22 +57,36 @@ def qdax_repertoire_heatmap( """ # pylint: enable = line-too-long - # Construct a CVTArchive. We set solution_dim to 0 since we are only - # plotting and do not need to have the solutions available. - cvt_archive = CVTArchive( - solution_dim=0, - cells=repertoire.centroids.shape[0], - ranges=ranges, - custom_centroids=repertoire.centroids, - ) + cvt_archive_heatmap(_as_cvt_archive(repertoire, ranges), *args, **kwargs) - # Add everything to the CVTArchive. - occupied = repertoire.fitnesses != -np.inf - cvt_archive.add( - np.empty((occupied.sum(), 0)), - repertoire.fitnesses[occupied], - repertoire.descriptors[occupied], - ) - # Plot the archive. - cvt_archive_heatmap(cvt_archive, *args, **kwargs) +def qdax_repertoire_3d_plot( + repertoire, + ranges, + *args, + **kwargs, +): + # pylint: disable = line-too-long + """Plots a QDax MapElitesRepertoire with 3D measure space. + + Internally, this function converts a + :class:`~qdax.core.containers.mapelites_repertoire.MapElitesRepertoire` into + a :class:`~ribs.archives.CVTArchive` and plots it with + :meth:`cvt_archive_3d_plot`. + + Args: + repertoire (qdax.core.containers.mapelites_repertoire.MapElitesRepertoire): + A MAP-Elites repertoire output by an algorithm in QDax. + ranges (array-like of (float, float)): Upper and lower bound of each + dimension of the measure space, e.g. ``[(-1, 1), (-2, 2), (-3, 3)]`` + indicates the first dimension should have bounds :math:`[-1,1]` + (inclusive), the second dimension should have bounds :math:`[-2,2]`, + and the third dimension should have bounds :math:`[-3,3]` + (inclusive). This is needed since the MapElitesRepertoire does not + store measure space bounds. + *args: Positional arguments to pass to :meth:`cvt_archive_3d_plot`. + **kwargs: Keyword arguments to pass to :meth:`cvt_archive_3d_plot`. + """ + # pylint: enable = line-too-long + + cvt_archive_3d_plot(_as_cvt_archive(repertoire, ranges), *args, **kwargs) From 569a8407517f83f6d1cb9523af167159363dd898 Mon Sep 17 00:00:00 2001 From: Bryon Tjanaka Date: Wed, 13 Sep 2023 17:35:05 -0700 Subject: [PATCH 2/5] Add to init --- ribs/visualize/__init__.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/ribs/visualize/__init__.py b/ribs/visualize/__init__.py index 23ab4f3a2..f1e1a6e3b 100644 --- a/ribs/visualize/__init__.py +++ b/ribs/visualize/__init__.py @@ -20,13 +20,15 @@ ribs.visualize.grid_archive_heatmap ribs.visualize.parallel_axes_plot ribs.visualize.sliding_boundaries_archive_heatmap + ribs.visualize.qdax_repertoire_3d_plot ribs.visualize.qdax_repertoire_heatmap """ from ribs.visualize._cvt_archive_3d_plot import cvt_archive_3d_plot from ribs.visualize._cvt_archive_heatmap import cvt_archive_heatmap from ribs.visualize._grid_archive_heatmap import grid_archive_heatmap from ribs.visualize._parallel_axes_plot import parallel_axes_plot -from ribs.visualize._qdax_repertoire_heatmap import qdax_repertoire_heatmap +from ribs.visualize._qdax_repertoire_vis import (qdax_repertoire_3d_plot, + qdax_repertoire_heatmap) from ribs.visualize._sliding_boundaries_archive_heatmap import \ sliding_boundaries_archive_heatmap @@ -36,5 +38,6 @@ "grid_archive_heatmap", "parallel_axes_plot", "sliding_boundaries_archive_heatmap", + "qdax_repertoire_3d_plot", "qdax_repertoire_heatmap", ] From 89a59146f5cf83e10bf929626ba15da42af64855 Mon Sep 17 00:00:00 2001 From: Bryon Tjanaka Date: Wed, 13 Sep 2023 17:43:57 -0700 Subject: [PATCH 3/5] Test --- .../qdax_repertoire_3d_plot.png | Bin 0 -> 108966 bytes tests/visualize_qdax/visualize_qdax_test.py | 52 ++++++++++++++++-- 2 files 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Date: Wed, 13 Sep 2023 17:44:54 -0700 Subject: [PATCH 4/5] history --- HISTORY.md | 1 + 1 file changed, 1 insertion(+) diff --git a/HISTORY.md b/HISTORY.md index ea195b295..4af2ad497 100644 --- a/HISTORY.md +++ b/HISTORY.md @@ -17,6 +17,7 @@ - Add `rasterized` arg for heatmaps (#359) - Support 1D cvt_archive_heatmap ({pr}`362`) - Add 3D plots for CVTArchive ({pr}`371`) +- Add visualization of 3D QDax repertoires ({pr}`372`) #### Documentation From 108740228be419af79772721719d238e59aac1f7 Mon Sep 17 00:00:00 2001 From: Bryon Tjanaka Date: Wed, 13 Sep 2023 17:47:50 -0700 Subject: [PATCH 5/5] Rename file --- ribs/visualize/__init__.py | 4 ++-- .../visualize/{_qdax_repertoire_vis.py => _visualize_qdax.py} | 0 2 files changed, 2 insertions(+), 2 deletions(-) rename ribs/visualize/{_qdax_repertoire_vis.py => _visualize_qdax.py} (100%) diff --git a/ribs/visualize/__init__.py b/ribs/visualize/__init__.py index f1e1a6e3b..5e5aedd7d 100644 --- a/ribs/visualize/__init__.py +++ b/ribs/visualize/__init__.py @@ -27,10 +27,10 @@ from ribs.visualize._cvt_archive_heatmap import cvt_archive_heatmap from ribs.visualize._grid_archive_heatmap import grid_archive_heatmap from ribs.visualize._parallel_axes_plot import parallel_axes_plot -from ribs.visualize._qdax_repertoire_vis import (qdax_repertoire_3d_plot, - qdax_repertoire_heatmap) from ribs.visualize._sliding_boundaries_archive_heatmap import \ sliding_boundaries_archive_heatmap +from ribs.visualize._visualize_qdax import (qdax_repertoire_3d_plot, + qdax_repertoire_heatmap) __all__ = [ "cvt_archive_3d_plot", diff --git a/ribs/visualize/_qdax_repertoire_vis.py b/ribs/visualize/_visualize_qdax.py similarity index 100% rename from ribs/visualize/_qdax_repertoire_vis.py rename to ribs/visualize/_visualize_qdax.py