From 25dc4421ac43aa1562976192360a3b78c4ff8d4e Mon Sep 17 00:00:00 2001 From: Bryon Tjanaka <38124174+btjanaka@users.noreply.github.com> Date: Wed, 6 Sep 2023 18:37:01 -0700 Subject: [PATCH] Add visualization of QDax repertoires (#353) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit ## Description QDax’s repertoires are not too different from pyribs in terms of the data stored, which means our visualization tools can easily be used for both libraries. This PR makes it possible to visualize one of the main repertoires used in QDax, i.e., the MAPElitesRepertoire. The key idea is to transform the MAPElitesRepertoire into a CVTArchive and then plot the result with `cvt_archive_heatmap`. In this PR, this functionality is exposed via a new function, `ribs.visualize.qdax_repertoire_heatmap`. We update the tests and CI accordingly. Note 1: This PR does not introduce a dependency on QDax for pyribs. If a QDax repertoire is passed into the method introduced here, it can be plotted, but we do not import qdax itself at any point. Note 2: QDax does not have a separate grid archive. Instead, both grid and CVT archives from pyribs are represented with the MAPElitesRepertoire. Specifically, one can choose Euclidean centroids when constructing the repertoire in order to create a "grid archive." ## TODO - [x] Write/document function - [x] Add tests in tests/visualize_qdax - [x] Set up CI for testing qdax visualization ## Questions ## Status - [x] I have read the guidelines in [CONTRIBUTING.md](https://github.com/icaros-usc/pyribs/blob/master/CONTRIBUTING.md) - [x] I have formatted my code using `yapf` - [x] I have tested my code by running `pytest` - [x] I have linted my code with `pylint` - [x] I have added a one-line description of my change to the changelog in `HISTORY.md` - [x] This PR is ready to go --- .github/workflows/testing.yml | 12 +++- HISTORY.md | 1 + docs/conf.py | 1 + ribs/visualize.py | 50 +++++++++++++++ tests/README.md | 7 +- tests/visualize_qdax/__init__.py | 0 .../qdax_repertoire_heatmap.png | Bin 0 -> 102146 bytes tests/visualize_qdax/visualize_qdax_test.py | 60 ++++++++++++++++++ 8 files changed, 128 insertions(+), 3 deletions(-) create mode 100644 tests/visualize_qdax/__init__.py create mode 100644 tests/visualize_qdax/baseline_images/visualize_qdax_test/qdax_repertoire_heatmap.png create mode 100644 tests/visualize_qdax/visualize_qdax_test.py diff --git a/.github/workflows/testing.yml b/.github/workflows/testing.yml index 29c96ae06..a034a0850 100644 --- a/.github/workflows/testing.yml +++ b/.github/workflows/testing.yml @@ -70,8 +70,12 @@ jobs: pytest tests/archives tests/emitters tests/schedulers - name: Install extras deps run: pip install -r pinned_reqs/extras_visualize.txt - - name: Test extras + - name: Test visualize extra run: pytest tests/visualize + - name: Install QDax + run: pip install qdax + - name: Test visualize extra for QDax + run: pytest tests/visualize_qdax coverage: runs-on: ubuntu-latest steps: @@ -87,7 +91,11 @@ jobs: - name: Test coverage env: NUMBA_DISABLE_JIT: 1 - run: pytest tests + # Exclude `visualize_qdax` since we don't install QDax here. We also + # exclude `tests` since we don't want the base directory here. + run: + pytest $(find tests -maxdepth 1 -type d -not -name 'tests' -not -name + 'visualize_qdax') benchmarks: runs-on: ubuntu-latest steps: diff --git a/HISTORY.md b/HISTORY.md index 744b8209b..cb4cb7138 100644 --- a/HISTORY.md +++ b/HISTORY.md @@ -7,6 +7,7 @@ #### API - Drop Python 3.7 support and upgrade dependencies (#350) +- Add visualization of QDax repertoires (#353) #### Documentation diff --git a/docs/conf.py b/docs/conf.py index b2f96552c..15de98353 100755 --- a/docs/conf.py +++ b/docs/conf.py @@ -255,4 +255,5 @@ "python": ("https://docs.python.org/3/", None), "scipy": ("https://docs.scipy.org/doc/scipy/", None), "sklearn": ("https://scikit-learn.org/stable/", None), + "qdax": ("https://qdax.readthedocs.io/en/latest/", None), } diff --git a/ribs/visualize.py b/ribs/visualize.py index 907d2c3b8..b905691bb 100644 --- a/ribs/visualize.py +++ b/ribs/visualize.py @@ -27,6 +27,8 @@ from matplotlib.cm import ScalarMappable from scipy.spatial import Voronoi # pylint: disable=no-name-in-module +from ribs.archives import CVTArchive + # Matplotlib functions tend to have a ton of args. # pylint: disable = too-many-arguments @@ -782,3 +784,51 @@ def parallel_axes_plot(archive, ax=host_ax, pad=cbar_pad, orientation=cbar_orientation) + + +def qdax_repertoire_heatmap( + repertoire, + ranges, + *args, + **kwargs, +): + # pylint: disable = line-too-long + """Plots a heatmap of a QDax MapElitesRepertoire. + + 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_heatmap`. + + 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)]`` + indicates the first dimension should have bounds :math:`[-1,1]` + (inclusive), and the second dimension should have bounds + :math:`[-2,2]` (inclusive). + *args: Positional arguments to pass to :meth:`cvt_archive_heatmap`. + **kwargs: Keyword arguments to pass to :meth:`cvt_archive_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, + ) + + # 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) diff --git a/tests/README.md b/tests/README.md index c061712dd..728a3436d 100644 --- a/tests/README.md +++ b/tests/README.md @@ -1,12 +1,17 @@ # Tests -This directory contains tests and micro-benchmarks for ribs. The tests mirror +This directory contains tests and micro-benchmarks for pyribs. The tests mirror the directory structure of `ribs`. To run these tests, install the dev dependencies for ribs with `pip install ribs[dev]` or `pip install -e .[dev]` (from the root directory of the repo). For information on running tests, see [CONTRIBUTING.md](../CONTRIBUTING.md). +## Visualization Tests + +We divide the visualization tests into `visualize` and `visualize_qdax`, where +`visualize_qdax` tests visualizations of QDax components. + ## Additional Tests This directory also contains: diff --git a/tests/visualize_qdax/__init__.py b/tests/visualize_qdax/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/tests/visualize_qdax/baseline_images/visualize_qdax_test/qdax_repertoire_heatmap.png b/tests/visualize_qdax/baseline_images/visualize_qdax_test/qdax_repertoire_heatmap.png new file mode 100644 index 0000000000000000000000000000000000000000..1bf29b9fd75f75caecdb7eb9731250128a7c4808 GIT binary patch literal 102146 zcmeEtg;yJK(=HTgad&NtYk}g{;_d`@EAFm^;x56ZxCBpeD^T2Bf;+_tt~Y(Z_q+F> zxaTY7R>1}Z5k92^{mtc-*j92^2Q9NZi2cgV0knI6GTun&GW zNo_ZEM@u(P6Bi3OMH4qCJ4ZJ=Yg1|u3l~>wM+Yu8UN%k^>ThmtPObv%?Dqfn1U5$( zD|SYM-9XqyP@H6RT;brbO#c1Bmx-2I!@vGtbn 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