# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved. """Tests for the orthogonal projection.""" import logging import sys import unittest from os import path import numpy as np import torch # Making sure you can run this, even if pulsar hasn't been installed yet. sys.path.insert(0, path.join(path.dirname(__file__), "..")) devices = [torch.device("cuda"), torch.device("cpu")] class TestOrtho(unittest.TestCase): """Test the orthogonal projection.""" def test_basic(self): """Basic forward test of the orthogonal projection.""" from pytorch3d.renderer.points.pulsar import Renderer n_points = 10 width = 1000 height = 1000 renderer_left = Renderer( width, height, n_points, right_handed_system=False, orthogonal_projection=True, ) renderer_right = Renderer( width, height, n_points, right_handed_system=True, orthogonal_projection=True, ) # Generate sample data. torch.manual_seed(1) vert_pos = torch.rand(n_points, 3, dtype=torch.float32) * 10.0 vert_pos[:, 2] += 25.0 vert_pos[:, :2] -= 5.0 vert_pos_neg = vert_pos.clone() vert_pos_neg[:, 2] *= -1.0 vert_col = torch.rand(n_points, 3, dtype=torch.float32) vert_rad = torch.rand(n_points, dtype=torch.float32) cam_params = torch.tensor( [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 20.0], dtype=torch.float32 ) for device in devices: vert_pos = vert_pos.to(device) vert_pos_neg = vert_pos_neg.to(device) vert_col = vert_col.to(device) vert_rad = vert_rad.to(device) cam_params = cam_params.to(device) renderer_left = renderer_left.to(device) renderer_right = renderer_right.to(device) result_left = ( renderer_left.forward( vert_pos, vert_col, vert_rad, cam_params, 1.0e-1, 45.0, percent_allowed_difference=0.01, ) .cpu() .detach() .numpy() ) hits_left = ( renderer_left.forward( vert_pos, vert_col, vert_rad, cam_params, 1.0e-1, 45.0, percent_allowed_difference=0.01, mode=1, ) .cpu() .detach() .numpy() ) result_right = ( renderer_right.forward( vert_pos_neg, vert_col, vert_rad, cam_params, 1.0e-1, 45.0, percent_allowed_difference=0.01, ) .cpu() .detach() .numpy() ) hits_right = ( renderer_right.forward( vert_pos_neg, vert_col, vert_rad, cam_params, 1.0e-1, 45.0, percent_allowed_difference=0.01, mode=1, ) .cpu() .detach() .numpy() ) self.assertTrue(np.allclose(result_left, result_right)) self.assertTrue(np.allclose(hits_left, hits_right)) if __name__ == "__main__": logging.basicConfig(level=logging.INFO) logging.getLogger("pulsar.renderer").setLevel(logging.WARN) unittest.main()