From 2263df0394fecf7c484ad86aa49cdfc12a7f27d1 Mon Sep 17 00:00:00 2001 From: mzwiessele Date: Mon, 5 Oct 2015 19:34:33 +0100 Subject: [PATCH] [plotting] gradient plot added --- GPy/testing/plotting_tests.py | 62 +++++++++++------- .../plotting_tests/baseline/gp_class_.png | Bin 9420 -> 12115 bytes .../plotting_tests/baseline/gp_class_link.png | Bin 9420 -> 12115 bytes .../plotting_tests/baseline/gp_class_raw.png | Bin 14632 -> 19267 bytes .../baseline/gp_class_raw_link.png | Bin 14868 -> 17789 bytes .../plotting_tests/baseline/gp_conf.png | Bin 8031 -> 13487 bytes .../plotting_tests/baseline/gp_data.png | Bin 3378 -> 3471 bytes .../plotting_tests/baseline/gp_density.png | Bin 9234 -> 14283 bytes .../plotting_tests/baseline/gp_error.png | Bin 2354 -> 2373 bytes .../plotting_tests/baseline/gp_mean.png | Bin 5786 -> 8612 bytes .../plotting_tests/baseline/gp_samples.png | Bin 7392 -> 11208 bytes .../baseline/gplvm_gradient.png | Bin 14441 -> 19325 bytes .../baseline/sparse_gp_class_.png | Bin 10566 -> 12665 bytes .../baseline/sparse_gp_class_link.png | Bin 10566 -> 12665 bytes .../baseline/sparse_gp_class_raw.png | Bin 13921 -> 15809 bytes .../baseline/sparse_gp_class_raw_link.png | Bin 14528 -> 17230 bytes .../baseline/sparse_gp_inducing.png | Bin 1547 -> 1557 bytes travis_tests.py | 2 +- 18 files changed, 41 insertions(+), 23 deletions(-) diff --git a/GPy/testing/plotting_tests.py b/GPy/testing/plotting_tests.py index 35bf5f6e..63569dca 100644 --- a/GPy/testing/plotting_tests.py +++ b/GPy/testing/plotting_tests.py @@ -75,28 +75,21 @@ def _image_comparison(baseline_images, extensions=['pdf','svg','ong'], tol=1e-3) fig.set_frameon(False) fig.canvas.draw() fig.savefig(os.path.join(result_dir, "{}.{}".format(base, ext))) - plt.close('all') for num, base in zip(plt.get_fignums(), baseline_images): for ext in extensions: #plt.close(num) actual = os.path.join(result_dir, "{}.{}".format(base, ext)) expected = os.path.join(baseline_dir, "{}.{}".format(base, ext)) def do_test(): - err = compare_images(expected, actual, tol) - try: - if not os.path.exists(expected): - raise ImageComparisonFailure( - 'image does not exist: %s' % expected) - if err: - raise ImageComparisonFailure( - 'images not close: {err[actual]!s} vs. {err[expected]!s} (RMS {err[rms]:.3f})'.format(err=err)) - except ImageComparisonFailure: - pass + err = compare_images(expected, actual, tol, in_decorator=True) + if err: + raise ImageComparisonFailure("Error between {} and {} is {:.5f}, which is bigger then the tolerance of {:.5f}".format(actual, expected, err['rms'], tol)) yield do_test - -def test_plot(self=None): + plt.close('all') + +def test_plot(): np.random.seed(11111) - X = np.random.uniform(0, 1, (40, 1)) + X = np.random.uniform(-2, 2, (40, 1)) f = .2 * np.sin(1.3*X) + 1.3*np.cos(2*X) Y = f+np.random.normal(0, .1, f.shape) m = GPy.models.GPRegression(X, Y) @@ -110,9 +103,33 @@ def test_plot(self=None): for do_test in _image_comparison(baseline_images=['gp_{}'.format(sub) for sub in ["data", "mean", 'conf', 'density', 'error', 'samples']], extensions=extensions): yield (do_test, ) -def test_plot_sparse(self=None): +def test_twod(): np.random.seed(11111) - X = np.random.uniform(-1, 1, (40, 1)) + X = np.random.uniform(-2, 2, (40, 2)) + f = .2 * np.sin(1.3*X[:,[0]]) + 1.3*np.cos(2*X[:,[1]]) + Y = f+np.random.normal(0, .1, f.shape) + m = GPy.models.GPRegression(X, Y) + m.optimize() + m.plot_data() + m.plot_mean() + for do_test in _image_comparison(baseline_images=['gp_2d_{}'.format(sub) for sub in ["data", "mean"]], extensions=extensions): + yield (do_test, ) + +def test_threed(): + np.random.seed(11111) + X = np.random.uniform(-2, 2, (40, 2)) + f = .2 * np.sin(1.3*X[:,[0]]) + 1.3*np.cos(2*X[:,[1]]) + Y = f+np.random.normal(0, .1, f.shape) + m = GPy.models.GPRegression(X, Y) + m.optimize() + m.plot_data(projection='3d') + m.plot_mean(projection='3d') + for do_test in _image_comparison(baseline_images=['gp_3d_{}'.format(sub) for sub in ["data", "mean"]], extensions=extensions): + yield (do_test, ) + +def test_sparse(): + np.random.seed(11111) + X = np.random.uniform(-2, 2, (40, 1)) f = .2 * np.sin(1.3*X) + 1.3*np.cos(2*X) Y = f+np.random.normal(0, .1, f.shape) m = GPy.models.SparseGPRegression(X, Y) @@ -121,9 +138,9 @@ def test_plot_sparse(self=None): for do_test in _image_comparison(baseline_images=['sparse_gp_{}'.format(sub) for sub in ['inducing']], extensions=extensions): yield (do_test, ) -def test_plot_classification(self=None): +def test_classification(): np.random.seed(11111) - X = np.random.uniform(0, 1, (40, 1)) + X = np.random.uniform(-2, 2, (40, 1)) f = .2 * np.sin(1.3*X) + 1.3*np.cos(2*X) Y = f+np.random.normal(0, .1, f.shape) m = GPy.models.GPClassification(X, Y>Y.mean()) @@ -136,9 +153,9 @@ def test_plot_classification(self=None): yield (do_test, ) -def test_plot_sparse_classification(self=None): +def test_sparse_classification(): np.random.seed(11111) - X = np.random.uniform(0, 1, (40, 1)) + X = np.random.uniform(-2, 2, (40, 1)) f = .2 * np.sin(1.3*X) + 1.3*np.cos(2*X) Y = f+np.random.normal(0, .1, f.shape) m = GPy.models.SparseGPClassification(X, Y>Y.mean()) @@ -150,7 +167,7 @@ def test_plot_sparse_classification(self=None): for do_test in _image_comparison(baseline_images=['sparse_gp_class_{}'.format(sub) for sub in ["", "raw", 'link', 'raw_link']], extensions=extensions): yield (do_test, ) -def test_gplvm_plot(self=None): +def test_gplvm(): from ..examples.dimensionality_reduction import _simulate_matern from ..kern import RBF from ..models import GPLVM @@ -164,10 +181,11 @@ def test_gplvm_plot(self=None): m.optimize(messages=0) labels = np.random.multinomial(1, np.random.dirichlet([.3333333, .3333333, .3333333]), size=(m.Y.shape[0])).nonzero()[1] m.plot_prediction_fit(which_data_ycols=(0,1)) # ignore this test, as plotting is not consistent!! + m.plot_steepest_gradient_map(resolution=7) plt.close('all') m.plot_latent() m.plot_magnification(labels=labels) - 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