# Copyright (c) OpenMMLab. All rights reserved. import os.path as osp import shutil import time from unittest import TestCase from unittest.mock import Mock import torch from mmengine.structures import InstanceData from mmdet.engine.hooks import DetVisualizationHook from mmdet.structures import DetDataSample from mmdet.visualization import DetLocalVisualizer def _rand_bboxes(num_boxes, h, w): cx, cy, bw, bh = torch.rand(num_boxes, 4).T tl_x = ((cx * w) - (w * bw / 2)).clamp(0, w) tl_y = ((cy * h) - (h * bh / 2)).clamp(0, h) br_x = ((cx * w) + (w * bw / 2)).clamp(0, w) br_y = ((cy * h) + (h * bh / 2)).clamp(0, h) bboxes = torch.stack([tl_x, tl_y, br_x, br_y], dim=0).T return bboxes class TestVisualizationHook(TestCase): def setUp(self) -> None: DetLocalVisualizer.get_instance('current_visualizer') pred_instances = InstanceData() pred_instances.bboxes = _rand_bboxes(5, 10, 12) pred_instances.labels = torch.randint(0, 2, (5, )) pred_instances.scores = torch.rand((5, )) pred_det_data_sample = DetDataSample() pred_det_data_sample.set_metainfo({ 'img_path': osp.join(osp.dirname(__file__), '../../data/color.jpg') }) pred_det_data_sample.pred_instances = pred_instances self.outputs = [pred_det_data_sample] * 2 def test_after_val_iter(self): runner = Mock() runner.iter = 1 hook = DetVisualizationHook() hook.after_val_iter(runner, 1, {}, self.outputs) def test_after_test_iter(self): runner = Mock() runner.iter = 1 hook = DetVisualizationHook(draw=True) hook.after_test_iter(runner, 1, {}, self.outputs) self.assertEqual(hook._test_index, 2) # test timestamp = time.strftime('%Y%m%d_%H%M%S', time.localtime()) test_out_dir = timestamp + '1' runner.work_dir = timestamp runner.timestamp = '1' hook = DetVisualizationHook(draw=False, test_out_dir=test_out_dir) hook.after_test_iter(runner, 1, {}, self.outputs) self.assertTrue(not osp.exists(f'{timestamp}/1/{test_out_dir}')) hook = DetVisualizationHook(draw=True, test_out_dir=test_out_dir) hook.after_test_iter(runner, 1, {}, self.outputs) self.assertTrue(osp.exists(f'{timestamp}/1/{test_out_dir}')) shutil.rmtree(f'{timestamp}')