From 97c271644a0055c8001d1f1ad756253268dc294b Mon Sep 17 00:00:00 2001 From: MediaPipe Team Date: Fri, 24 Mar 2023 11:51:01 -0700 Subject: [PATCH] Open Source Object Detector PiperOrigin-RevId: 519201221 --- mediapipe/model_maker/__init__.py | 1 + .../python/vision/object_detector/BUILD | 195 +++++++ .../python/vision/object_detector/__init__.py | 30 ++ .../python/vision/object_detector/dataset.py | 179 +++++++ .../vision/object_detector/dataset_test.py | 119 +++++ .../vision/object_detector/dataset_util.py | 484 ++++++++++++++++++ .../object_detector/dataset_util_test.py | 236 +++++++++ .../vision/object_detector/hyperparameters.py | 101 ++++ .../python/vision/object_detector/model.py | 355 +++++++++++++ .../vision/object_detector/model_options.py | 28 + .../vision/object_detector/model_spec.py | 62 +++ .../vision/object_detector/model_test.py | 147 ++++++ .../vision/object_detector/object_detector.py | 353 +++++++++++++ .../object_detector/object_detector_demo.py | 84 +++ .../object_detector_options.py | 36 ++ .../object_detector/object_detector_test.py | 121 +++++ .../vision/object_detector/preprocessor.py | 163 ++++++ .../object_detector/preprocessor_test.py | 158 ++++++ .../coco_data/images/000000000072.jpg | Bin 0 -> 83098 bytes .../coco_data/images/000000000078.jpg | Bin 0 -> 73636 bytes .../coco_data/images/000000000315.jpg | Bin 0 -> 54518 bytes .../coco_data/images/000000000431.jpg | Bin 0 -> 43550 bytes .../coco_data/images/000000000446.jpg | Bin 0 -> 36624 bytes .../testdata/coco_data/labels.json | 1 + .../Annotations/37ca2a3d-IMG_0520.xml | 34 ++ .../Annotations/3d3382d3-IMG_0514.xml | 34 ++ .../Annotations/d1c65813-IMG_0546.xml | 46 ++ .../Annotations/d86b20e0-IMG_0509.xml | 46 ++ .../images/37ca2a3d-IMG_0520.jpg | Bin 0 -> 55491 bytes .../images/3d3382d3-IMG_0514.jpg | Bin 0 -> 74581 bytes .../images/d1c65813-IMG_0546.jpg | Bin 0 -> 113039 bytes .../images/d86b20e0-IMG_0509.jpg | Bin 0 -> 122852 bytes 32 files changed, 3013 insertions(+) create mode 100644 mediapipe/model_maker/python/vision/object_detector/BUILD create mode 100644 mediapipe/model_maker/python/vision/object_detector/__init__.py create mode 100644 mediapipe/model_maker/python/vision/object_detector/dataset.py create mode 100644 mediapipe/model_maker/python/vision/object_detector/dataset_test.py create mode 100644 mediapipe/model_maker/python/vision/object_detector/dataset_util.py create mode 100644 mediapipe/model_maker/python/vision/object_detector/dataset_util_test.py create mode 100644 mediapipe/model_maker/python/vision/object_detector/hyperparameters.py create mode 100644 mediapipe/model_maker/python/vision/object_detector/model.py create mode 100644 mediapipe/model_maker/python/vision/object_detector/model_options.py create mode 100644 mediapipe/model_maker/python/vision/object_detector/model_spec.py create mode 100644 mediapipe/model_maker/python/vision/object_detector/model_test.py create mode 100644 mediapipe/model_maker/python/vision/object_detector/object_detector.py create mode 100644 mediapipe/model_maker/python/vision/object_detector/object_detector_demo.py create mode 100644 mediapipe/model_maker/python/vision/object_detector/object_detector_options.py create mode 100644 mediapipe/model_maker/python/vision/object_detector/object_detector_test.py create mode 100644 mediapipe/model_maker/python/vision/object_detector/preprocessor.py create mode 100644 mediapipe/model_maker/python/vision/object_detector/preprocessor_test.py create mode 100644 mediapipe/model_maker/python/vision/object_detector/testdata/coco_data/images/000000000072.jpg create mode 100644 mediapipe/model_maker/python/vision/object_detector/testdata/coco_data/images/000000000078.jpg create mode 100644 mediapipe/model_maker/python/vision/object_detector/testdata/coco_data/images/000000000315.jpg create mode 100644 mediapipe/model_maker/python/vision/object_detector/testdata/coco_data/images/000000000431.jpg create mode 100644 mediapipe/model_maker/python/vision/object_detector/testdata/coco_data/images/000000000446.jpg create mode 100644 mediapipe/model_maker/python/vision/object_detector/testdata/coco_data/labels.json create mode 100644 mediapipe/model_maker/python/vision/object_detector/testdata/pascal_voc_data/Annotations/37ca2a3d-IMG_0520.xml create mode 100644 mediapipe/model_maker/python/vision/object_detector/testdata/pascal_voc_data/Annotations/3d3382d3-IMG_0514.xml create mode 100644 mediapipe/model_maker/python/vision/object_detector/testdata/pascal_voc_data/Annotations/d1c65813-IMG_0546.xml create mode 100644 mediapipe/model_maker/python/vision/object_detector/testdata/pascal_voc_data/Annotations/d86b20e0-IMG_0509.xml create mode 100644 mediapipe/model_maker/python/vision/object_detector/testdata/pascal_voc_data/images/37ca2a3d-IMG_0520.jpg create mode 100644 mediapipe/model_maker/python/vision/object_detector/testdata/pascal_voc_data/images/3d3382d3-IMG_0514.jpg create mode 100644 mediapipe/model_maker/python/vision/object_detector/testdata/pascal_voc_data/images/d1c65813-IMG_0546.jpg create mode 100644 mediapipe/model_maker/python/vision/object_detector/testdata/pascal_voc_data/images/d86b20e0-IMG_0509.jpg diff --git a/mediapipe/model_maker/__init__.py b/mediapipe/model_maker/__init__.py index b3708876..533edebf 100644 --- a/mediapipe/model_maker/__init__.py +++ b/mediapipe/model_maker/__init__.py @@ -17,6 +17,7 @@ from mediapipe.model_maker.python.core.utils import quantization from mediapipe.model_maker.python.vision import image_classifier from mediapipe.model_maker.python.vision import gesture_recognizer from mediapipe.model_maker.python.text import text_classifier +from mediapipe.model_maker.python.vision import object_detector # Remove duplicated and non-public API del python diff --git a/mediapipe/model_maker/python/vision/object_detector/BUILD b/mediapipe/model_maker/python/vision/object_detector/BUILD new file mode 100644 index 00000000..f3d4407d --- /dev/null +++ b/mediapipe/model_maker/python/vision/object_detector/BUILD @@ -0,0 +1,195 @@ +# Copyright 2023 The MediaPipe Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# Placeholder for internal Python strict library and test compatibility macro. +# Placeholder for internal Python strict test compatibility macro. + +licenses(["notice"]) + +package( + default_visibility = ["//mediapipe:__subpackages__"], +) + +py_library( + name = "object_detector_import", + srcs = ["__init__.py"], + visibility = ["//visibility:public"], + deps = [ + ":dataset", + ":hyperparameters", + ":model_options", + ":model_spec", + ":object_detector", + ":object_detector_options", + ], +) + +py_binary( + name = "object_detector_demo", + srcs = ["object_detector_demo.py"], + data = [":testdata"], + python_version = "PY3", + tags = ["requires-net:external"], + deps = [":object_detector_import"], +) + +filegroup( + name = "testdata", + srcs = glob([ + "testdata/**", + ]), +) + +py_library( + name = "dataset", + srcs = ["dataset.py"], + deps = [ + ":dataset_util", + "//mediapipe/model_maker/python/core/data:classification_dataset", + ], +) + +py_test( + name = "dataset_test", + srcs = ["dataset_test.py"], + data = [":testdata"], + deps = [ + ":dataset", + "//mediapipe/model_maker/python/vision/core:image_utils", + "//mediapipe/model_maker/python/vision/core:test_utils", + "//mediapipe/tasks/python/test:test_utils", + ], +) + +py_library( + name = "dataset_util", + srcs = ["dataset_util.py"], +) + +py_test( + name = "dataset_util_test", + srcs = ["dataset_util_test.py"], + data = [":testdata"], + deps = [ + ":dataset_util", + "//mediapipe/model_maker/python/vision/core:test_utils", + "//mediapipe/tasks/python/test:test_utils", + ], +) + +py_library( + name = "hyperparameters", + srcs = ["hyperparameters.py"], + deps = [ + "//mediapipe/model_maker/python/core:hyperparameters", + ], +) + +py_library( + name = "preprocessor", + srcs = ["preprocessor.py"], + deps = [":model_spec"], +) + +py_test( + name = "preprocessor_test", + srcs = ["preprocessor_test.py"], + deps = [ + ":model_spec", + ":preprocessor", + "//mediapipe/model_maker/python/vision/core:test_utils", + ], +) + +py_library( + name = "model", + srcs = ["model.py"], + deps = [ + ":model_options", + ":model_spec", + ], +) + +py_test( + name = "model_test", + size = "large", + srcs = ["model_test.py"], + data = [":testdata"], + shard_count = 4, + tags = ["requires-net:external"], + deps = [ + ":dataset", + ":model", + ":model_options", + ":model_spec", + ":preprocessor", + "//mediapipe/tasks/python/test:test_utils", + ], +) + +py_library( + name = "model_options", + srcs = ["model_options.py"], +) + +py_library( + name = "model_spec", + srcs = ["model_spec.py"], + deps = ["//mediapipe/model_maker/python/core/utils:file_util"], +) + +py_library( + name = "object_detector", + srcs = ["object_detector.py"], + deps = [ + ":dataset", + ":hyperparameters", + ":model", + ":model_options", + ":model_spec", + ":object_detector_options", + ":preprocessor", + "//mediapipe/model_maker/python/core/tasks:classifier", + "//mediapipe/model_maker/python/core/utils:model_util", + "//mediapipe/model_maker/python/core/utils:quantization", + "//mediapipe/tasks/python/metadata/metadata_writers:metadata_writer", + "//mediapipe/tasks/python/metadata/metadata_writers:object_detector", + ], +) + +py_test( + name = "object_detector_test", + size = "enormous", + srcs = ["object_detector_test.py"], + data = [":testdata"], + tags = ["requires-net:external"], + deps = [ + ":dataset", + ":hyperparameters", + ":model_spec", + ":object_detector", + ":object_detector_options", + "//mediapipe/tasks/python/test:test_utils", + ], +) + +py_library( + name = "object_detector_options", + srcs = ["object_detector_options.py"], + deps = [ + ":hyperparameters", + ":model_options", + ":model_spec", + ], +) diff --git a/mediapipe/model_maker/python/vision/object_detector/__init__.py b/mediapipe/model_maker/python/vision/object_detector/__init__.py new file mode 100644 index 00000000..6b60760d --- /dev/null +++ b/mediapipe/model_maker/python/vision/object_detector/__init__.py @@ -0,0 +1,30 @@ +# Copyright 2023 The MediaPipe Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""MediaPipe Model Maker Python Public API For Object Detector.""" + +from mediapipe.model_maker.python.vision.object_detector import dataset +from mediapipe.model_maker.python.vision.object_detector import hyperparameters +from mediapipe.model_maker.python.vision.object_detector import model_options +from mediapipe.model_maker.python.vision.object_detector import model_spec +from mediapipe.model_maker.python.vision.object_detector import object_detector +from mediapipe.model_maker.python.vision.object_detector import object_detector_options + +ObjectDetector = object_detector.ObjectDetector +ModelOptions = model_options.ObjectDetectorModelOptions +ModelSpec = model_spec.ModelSpec +SupportedModels = model_spec.SupportedModels +HParams = hyperparameters.HParams +QATHParams = hyperparameters.QATHParams +Dataset = dataset.Dataset +ObjectDetectorOptions = object_detector_options.ObjectDetectorOptions diff --git a/mediapipe/model_maker/python/vision/object_detector/dataset.py b/mediapipe/model_maker/python/vision/object_detector/dataset.py new file mode 100644 index 00000000..74126312 --- /dev/null +++ b/mediapipe/model_maker/python/vision/object_detector/dataset.py @@ -0,0 +1,179 @@ +# Copyright 2023 The MediaPipe Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Object detector dataset library.""" + +from typing import Optional + +import tensorflow as tf +import yaml + +from mediapipe.model_maker.python.core.data import classification_dataset +from mediapipe.model_maker.python.vision.object_detector import dataset_util +from official.vision.dataloaders import tf_example_decoder + + +class Dataset(classification_dataset.ClassificationDataset): + """Dataset library for object detector.""" + + @classmethod + def from_coco_folder( + cls, + data_dir: str, + max_num_images: Optional[int] = None, + cache_dir: Optional[str] = None, + ) -> 'Dataset': + """Loads images and labels from the given directory in COCO format. + + - https://cocodataset.org/#home + + Folder structure should be: + / + images/ + .jpg + ... + labels.json + + The `labels.json` annotations file should should have the following format: + { + "categories": [{"id": 0, "name": "background"}, ...], + "images": [{"id": 0, "file_name": ".jpg"}, ...], + "annotations": [{ + "id": 0, + "image_id": 0, + "category_id": 2, + "bbox": [x-top left, y-top left, width, height], + }, ...] + } + Note that category id 0 is reserved for the "background" class. It is + optional to include, but if included it must be set to "background". + + + Args: + data_dir: Name of the directory containing the data files. + max_num_images: Max number of images to process. + cache_dir: The cache directory to save TFRecord and metadata files. The + TFRecord files are a standardized format for training object detection + while the metadata file is used to store information like dataset size + and label mapping of id to label name. If the cache_dir is not set, a + temporary folder will be created and will not be removed automatically + after training which means it can be reused later. + + Returns: + Dataset containing images and labels and other related info. + Raises: + ValueError: If the input data directory is empty. + ValueError: If the label_name for id 0 is set to something other than + the 'background' class. + """ + cache_files = dataset_util.get_cache_files_coco(data_dir, cache_dir) + if not dataset_util.is_cached(cache_files): + label_map = dataset_util.get_label_map_coco(data_dir) + cache_writer = dataset_util.COCOCacheFilesWriter( + label_map=label_map, max_num_images=max_num_images + ) + cache_writer.write_files(cache_files, data_dir) + return cls.from_cache(cache_files.cache_prefix) + + @classmethod + def from_pascal_voc_folder( + cls, + data_dir: str, + max_num_images: Optional[int] = None, + cache_dir: Optional[str] = None, + ) -> 'Dataset': + """Loads images and labels from the given directory in PASCAL VOC format. + + - http://host.robots.ox.ac.uk/pascal/VOC. + + Folder structure should be: + / + images/ + .jpg + ... + Annotations/ + .xml + ... + Each .xml annotation file should have the following format: + + file0.jpg + + kangaroo + + 233 + 89 + 386 + 262 + + ... + + + Args: + data_dir: Name of the directory containing the data files. + max_num_images: Max number of images to process. + cache_dir: The cache directory to save TFRecord and metadata files. The + TFRecord files are a standardized format for training object detection + while the metadata file is used to store information like dataset size + and label mapping of id to label name. If the cache_dir is not set, a + temporary folder will be created and will not be removed automatically + after training which means it can be reused later. + + Returns: + Dataset containing images and labels and other related info. + Raises: + ValueError: if the input data directory is empty. + """ + cache_files = dataset_util.get_cache_files_pascal_voc(data_dir, cache_dir) + if not dataset_util.is_cached(cache_files): + label_map = dataset_util.get_label_map_pascal_voc(data_dir) + cache_writer = dataset_util.PascalVocCacheFilesWriter( + label_map=label_map, max_num_images=max_num_images + ) + cache_writer.write_files(cache_files, data_dir) + + return cls.from_cache(cache_files.cache_prefix) + + @classmethod + def from_cache(cls, cache_prefix: str) -> 'Dataset': + """Loads the TFRecord data from cache. + + Args: + cache_prefix: The cache prefix including the cache directory and the cache + prefix filename, e.g: '/tmp/cache/train'. + + Returns: + ObjectDetectorDataset object. + """ + # Get TFRecord Files + tfrecord_file_patten = cache_prefix + '*.tfrecord' + matched_files = tf.io.gfile.glob(tfrecord_file_patten) + if not matched_files: + raise ValueError('TFRecord files are empty.') + + # Load meta_data. + meta_data_file = cache_prefix + dataset_util.META_DATA_FILE_SUFFIX + if not tf.io.gfile.exists(meta_data_file): + raise ValueError("Metadata file %s doesn't exist." % meta_data_file) + with tf.io.gfile.GFile(meta_data_file, 'r') as f: + meta_data = yaml.load(f, Loader=yaml.FullLoader) + + dataset = tf.data.TFRecordDataset(matched_files) + decoder = tf_example_decoder.TfExampleDecoder(regenerate_source_id=False) + dataset = dataset.map(decoder.decode, num_parallel_calls=tf.data.AUTOTUNE) + + label_map = meta_data['label_map'] + label_names = [label_map[k] for k in sorted(label_map.keys())] + + return Dataset( + dataset=dataset, size=meta_data['size'], label_names=label_names + ) diff --git a/mediapipe/model_maker/python/vision/object_detector/dataset_test.py b/mediapipe/model_maker/python/vision/object_detector/dataset_test.py new file mode 100644 index 00000000..46cce68d --- /dev/null +++ b/mediapipe/model_maker/python/vision/object_detector/dataset_test.py @@ -0,0 +1,119 @@ +# Copyright 2023 The MediaPipe Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import json +import os +import random +import tensorflow as tf + +from mediapipe.model_maker.python.vision.core import image_utils +from mediapipe.model_maker.python.vision.core import test_utils +from mediapipe.model_maker.python.vision.object_detector import dataset +from mediapipe.tasks.python.test import test_utils as tasks_test_utils + +IMAGE_SIZE = 224 + + +class DatasetTest(tf.test.TestCase): + + def _get_rand_bbox(self): + x1, x2 = random.uniform(0, IMAGE_SIZE), random.uniform(0, IMAGE_SIZE) + y1, y2 = random.uniform(0, IMAGE_SIZE), random.uniform(0, IMAGE_SIZE) + return [min(x1, x2), min(y1, y2), abs(x1 - x2), abs(y1 - y2)] + + def setUp(self): + super().setUp() + self.coco_dataset_path = os.path.join(self.get_temp_dir(), 'coco_dataset') + if os.path.exists(self.coco_dataset_path): + return + os.mkdir(self.coco_dataset_path) + categories = [{'id': 1, 'name': 'daisy'}, {'id': 2, 'name': 'tulips'}] + images = [ + {'id': 1, 'file_name': 'img1.jpeg'}, + {'id': 2, 'file_name': 'img2.jpeg'}, + ] + annotations = [ + {'image_id': 1, 'category_id': 1, 'bbox': self._get_rand_bbox()}, + {'image_id': 2, 'category_id': 1, 'bbox': self._get_rand_bbox()}, + {'image_id': 2, 'category_id': 2, 'bbox': self._get_rand_bbox()}, + ] + labels_dict = { + 'categories': categories, + 'images': images, + 'annotations': annotations, + } + labels_json = json.dumps(labels_dict) + with open(os.path.join(self.coco_dataset_path, 'labels.json'), 'w') as f: + f.write(labels_json) + images_dir = os.path.join(self.coco_dataset_path, 'images') + os.mkdir(images_dir) + for item in images: + test_utils.write_filled_jpeg_file( + os.path.join(images_dir, item['file_name']), + [random.uniform(0, 255) for _ in range(3)], + IMAGE_SIZE, + ) + + def test_from_coco_folder(self): + data = dataset.Dataset.from_coco_folder( + self.coco_dataset_path, cache_dir=self.get_temp_dir() + ) + self.assertLen(data, 2) + self.assertEqual(data.num_classes, 3) + self.assertEqual(data.label_names, ['background', 'daisy', 'tulips']) + for example in data.gen_tf_dataset(): + boxes = example['groundtruth_boxes'] + classes = example['groundtruth_classes'] + self.assertNotEmpty(boxes) + self.assertAllLessEqual(boxes, 1) + self.assertAllGreaterEqual(boxes, 0) + self.assertNotEmpty(classes) + self.assertTrue( + (classes.numpy() == [1]).all() or (classes.numpy() == [1, 2]).all() + ) + if (classes.numpy() == [1, 1]).all(): + raw_image_tensor = image_utils.load_image( + os.path.join(self.coco_dataset_path, 'images', 'img1.jpeg') + ) + else: + raw_image_tensor = image_utils.load_image( + os.path.join(self.coco_dataset_path, 'images', 'img2.jpeg') + ) + self.assertTrue( + (example['image'].numpy() == raw_image_tensor.numpy()).all() + ) + + def test_from_pascal_voc_folder(self): + pascal_voc_folder = tasks_test_utils.get_test_data_path('pascal_voc_data') + data = dataset.Dataset.from_pascal_voc_folder( + pascal_voc_folder, cache_dir=self.get_temp_dir() + ) + self.assertLen(data, 4) + self.assertEqual(data.num_classes, 3) + self.assertEqual(data.label_names, ['background', 'android', 'pig_android']) + for example in data.gen_tf_dataset(): + boxes = example['groundtruth_boxes'] + classes = example['groundtruth_classes'] + self.assertNotEmpty(boxes) + self.assertAllLessEqual(boxes, 1) + self.assertAllGreaterEqual(boxes, 0) + self.assertNotEmpty(classes) + image = example['image'] + self.assertNotEmpty(image) + self.assertAllGreaterEqual(image, 0) + self.assertAllLessEqual(image, 255) + + +if __name__ == '__main__': + tf.test.main() diff --git a/mediapipe/model_maker/python/vision/object_detector/dataset_util.py b/mediapipe/model_maker/python/vision/object_detector/dataset_util.py new file mode 100644 index 00000000..7fc6cd7e --- /dev/null +++ b/mediapipe/model_maker/python/vision/object_detector/dataset_util.py @@ -0,0 +1,484 @@ +# Copyright 2023 The MediaPipe Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Utilities for Object Detector Dataset Library.""" + +import abc +import collections +import dataclasses +import hashlib +import json +import math +import os +import tempfile +from typing import Any, Dict, List, Mapping, Optional, Sequence +import xml.etree.ElementTree as ET + +import tensorflow as tf +import yaml + +from official.vision.data import tfrecord_lib + + +# Suffix of the meta data file name. +META_DATA_FILE_SUFFIX = '_meta_data.yaml' + + +def _xml_get(node: ET.Element, name: str) -> ET.Element: + """Gets a named child from an XML Element node. + + This method is used to retrieve an XML element that is expected to exist as a + subelement of the `node` passed into this argument. If the subelement is not + found, then an error is thrown. + + Raises: + ValueError: If the subelement is not found. + + Args: + node: XML Element Tree node. + name: Name of the child node to get + + Returns: + A child node of the parameter node with the matching name. + """ + result = node.find(name) + if result is None: + raise ValueError(f'Unexpected xml format: {name} not found in {node}') + return result + + +def _get_cache_dir_or_create(cache_dir: Optional[str]) -> str: + """Gets the cache directory or creates it if not exists.""" + if cache_dir is None: + cache_dir = tempfile.mkdtemp() + if not tf.io.gfile.exists(cache_dir): + tf.io.gfile.makedirs(cache_dir) + return cache_dir + + +def _get_dir_basename(data_dir: str) -> str: + """Gets the base name of the directory.""" + return os.path.basename(os.path.abspath(data_dir)) + + +@dataclasses.dataclass(frozen=True) +class CacheFiles: + """Cache files for object detection.""" + + cache_prefix: str + tfrecord_files: Sequence[str] + meta_data_file: str + + +def _get_cache_files( + cache_dir: Optional[str], cache_prefix_filename: str, num_shards: int = 10 +) -> CacheFiles: + """Creates an object of CacheFiles class. + + Args: + cache_dir: The cache directory to save TFRecord and metadata file. When + cache_dir is None, a temporary folder will be created and will not be + removed automatically after training which makes it can be used later. + cache_prefix_filename: The cache prefix filename. + num_shards: Number of shards for output file. + + Returns: + An object of CacheFiles class. + """ + cache_dir = _get_cache_dir_or_create(cache_dir) + # The cache prefix including the cache directory and the cache prefix + # filename, e.g: '/tmp/cache/train'. + cache_prefix = os.path.join(cache_dir, cache_prefix_filename) + tf.compat.v1.logging.info( + 'Cache will be stored in %s with prefix filename %s. Cache_prefix is %s' + % (cache_dir, cache_prefix_filename, cache_prefix) + ) + + # Cached files including the TFRecord files and the meta data file. + tfrecord_files = [ + cache_prefix + '-%05d-of-%05d.tfrecord' % (i, num_shards) + for i in range(num_shards) + ] + meta_data_file = cache_prefix + META_DATA_FILE_SUFFIX + return CacheFiles( + cache_prefix=cache_prefix, + tfrecord_files=tuple(tfrecord_files), + meta_data_file=meta_data_file, + ) + + +def get_cache_files_coco(data_dir: str, cache_dir: str) -> CacheFiles: + """Creates an object of CacheFiles class using a COCO formatted dataset. + + Args: + data_dir: Folder path of the coco dataset + cache_dir: Folder path of the cache location. When cache_dir is None, a + temporary folder will be created and will not be removed automatically + after training which makes it can be used later. + + Returns: + An object of CacheFiles class. + """ + hasher = hashlib.md5() + # Update with dataset folder name + hasher.update(_get_dir_basename(data_dir).encode('utf-8')) + # Update with image filenames + for image_file in sorted(os.listdir(os.path.join(data_dir, 'images'))): + hasher.update(os.path.basename(image_file).encode('utf-8')) + # Update with labels.json file content + label_file = os.path.join(data_dir, 'labels.json') + with open(label_file, 'r') as f: + label_json = json.load(f) + hasher.update(str(label_json).encode('utf-8')) + num_examples = len(label_json['images']) + # Num_shards automatically set to 100 images per shard, up to 10 shards total. + # See https://www.tensorflow.org/tutorials/load_data/tfrecord for more info + # on sharding. + num_shards = min(math.ceil(num_examples / 100), 10) + # Update with num shards + hasher.update(str(num_shards).encode('utf-8')) + cache_prefix_filename = hasher.hexdigest() + + return _get_cache_files(cache_dir, cache_prefix_filename, num_shards) + + +def get_cache_files_pascal_voc(data_dir: str, cache_dir: str) -> CacheFiles: + """Gets an object of CacheFiles using a PASCAL VOC formatted dataset. + + Args: + data_dir: Folder path of the pascal voc dataset. + cache_dir: Folder path of the cache location. When cache_dir is None, a + temporary folder will be created and will not be removed automatically + after training which makes it can be used later. + + Returns: + An object of CacheFiles class. + """ + hasher = hashlib.md5() + hasher.update(_get_dir_basename(data_dir).encode('utf-8')) + annotation_files = tf.io.gfile.glob( + os.path.join(data_dir, 'Annotations') + r'/*.xml' + ) + annotation_filenames = [ + os.path.basename(ann_file) for ann_file in annotation_files + ] + hasher.update(' '.join(annotation_filenames).encode('utf-8')) + num_examples = len(annotation_filenames) + num_shards = min(math.ceil(num_examples / 100), 10) + hasher.update(str(num_shards).encode('utf-8')) + cache_prefix_filename = hasher.hexdigest() + + return _get_cache_files(cache_dir, cache_prefix_filename, num_shards) + + +def is_cached(cache_files: CacheFiles) -> bool: + """Checks whether cache files are already cached.""" + all_cached_files = list(cache_files.tfrecord_files) + [ + cache_files.meta_data_file + ] + return all(tf.io.gfile.exists(path) for path in all_cached_files) + + +class CacheFilesWriter(abc.ABC): + """CacheFilesWriter class to write the cached files.""" + + def __init__( + self, label_map: Dict[int, str], max_num_images: Optional[int] = None + ) -> None: + """Initializes CacheFilesWriter for object detector. + + Args: + label_map: Dict, map label integer ids to string label names such as {1: + 'person', 2: 'notperson'}. 0 is the reserved key for `background` and + doesn't need to be included in `label_map`. Label names can't be + duplicated. + max_num_images: Max number of images to process. If None, process all the + images. + """ + self.label_map = label_map + self.max_num_images = max_num_images + + def write_files(self, cache_files: CacheFiles, *args, **kwargs) -> None: + """Writes TFRecord and meta_data files. + + Args: + cache_files: CacheFiles object including a list of TFRecord files and the + meta data yaml file to save the meta_data including data size and + label_map. + *args: Non-keyword of parameters used in the `_get_example` method. + **kwargs: Keyword parameters used in the `_get_example` method. + """ + writers = [ + tf.io.TFRecordWriter(path) for path in cache_files.tfrecord_files + ] + + # Writes tf.Example into TFRecord files. + size = 0 + for idx, tf_example in enumerate(self._get_example(*args, **kwargs)): + if self.max_num_images and idx >= self.max_num_images: + break + if idx % 100 == 0: + tf.compat.v1.logging.info('On image %d' % idx) + writers[idx % len(writers)].write(tf_example.SerializeToString()) + size = idx + 1 + + for writer in writers: + writer.close() + + # Writes meta_data into meta_data_file. + meta_data = {'size': size, 'label_map': self.label_map} + with tf.io.gfile.GFile(cache_files.meta_data_file, 'w') as f: + yaml.dump(meta_data, f) + + @abc.abstractmethod + def _get_example(self, *args, **kwargs): + raise NotImplementedError + + +def get_label_map_coco(data_dir: str): + """Gets the label map from a COCO formatted dataset directory. + + Note that id 0 is reserved for the background class. If id=0 is set, it needs + to be set to "background". It is optional to include id=0 if it is unused, and + it will be automatically added by this method. + + Args: + data_dir: Path of the dataset directory + + Returns: + label_map dictionary of the format {:} + + Raises: + ValueError: If the label_name for id 0 is set to something other than + the "background" class. + """ + data_dir = os.path.abspath(data_dir) + # Process labels.json file + label_file = os.path.join(data_dir, 'labels.json') + with open(label_file, 'r') as f: + data = json.load(f) + + # Categories + label_map = {} + for category in data['categories']: + label_map[int(category['id'])] = category['name'] + + if 0 in label_map and label_map[0] != 'background': + raise ValueError( + ( + 'Label index 0 is reserved for the background class, but ' + f'it was found to be {label_map[0]}' + ), + ) + if 0 not in label_map: + label_map[0] = 'background' + + return label_map + + +def get_label_map_pascal_voc(data_dir: str): + """Gets the label map from a PASCAL VOC formatted dataset directory. + + The id to label_name mapping is determined by sorting all label_names and + numbering them starting from 1. Id=0 is set as the 'background' class. + + Args: + data_dir: Path of the dataset directory + + Returns: + label_map dictionary of the format {:} + """ + data_dir = os.path.abspath(data_dir) + all_label_names = set() + annotations_dir = os.path.join(data_dir, 'Annotations') + all_annotation_files = tf.io.gfile.glob(annotations_dir + r'/*.xml') + for ann_file in all_annotation_files: + tree = ET.parse(ann_file) + root = tree.getroot() + for child in root.iter('object'): + label_name = _xml_get(child, 'name').text + all_label_names.add(label_name) + label_map = {0: 'background'} + for ind, label_name in enumerate(sorted(all_label_names)): + label_map[ind + 1] = label_name + return label_map + + +def _bbox_data_to_feature_dict(data): + """Converts a dictionary of bbox annotations to a feature dictionary. + + Args: + data: Dict with keys 'xmin', 'xmax', 'ymin', 'ymax', 'category_id' + + Returns: + Feature dictionary + """ + bbox_feature_dict = { + 'image/object/bbox/xmin': tfrecord_lib.convert_to_feature(data['xmin']), + 'image/object/bbox/xmax': tfrecord_lib.convert_to_feature(data['xmax']), + 'image/object/bbox/ymin': tfrecord_lib.convert_to_feature(data['ymin']), + 'image/object/bbox/ymax': tfrecord_lib.convert_to_feature(data['ymax']), + 'image/object/class/label': tfrecord_lib.convert_to_feature( + data['category_id'] + ), + } + return bbox_feature_dict + + +def _coco_annotations_to_lists( + bbox_annotations: List[Mapping[str, Any]], + image_height: int, + image_width: int, +): + """Converts COCO annotations to feature lists. + + Args: + bbox_annotations: List of dicts with keys ['bbox', 'category_id'] + image_height: Height of image + image_width: Width of iamge + + Returns: + (data, num_annotations_skipped) tuple where data contains the keys: + ['xmin', 'xmax', 'ymin', 'ymax', 'is_crowd', 'category_id', 'area'] and + num_annotations_skipped is the number of skipped annotations because of the + bbox having 0 area. + """ + + data = collections.defaultdict(list) + + num_annotations_skipped = 0 + + for object_annotations in bbox_annotations: + (x, y, width, height) = tuple(object_annotations['bbox']) + + if width <= 0 or height <= 0: + num_annotations_skipped += 1 + continue + if x + width > image_width or y + height > image_height: + num_annotations_skipped += 1 + continue + data['xmin'].append(float(x) / image_width) + data['xmax'].append(float(x + width) / image_width) + data['ymin'].append(float(y) / image_height) + data['ymax'].append(float(y + height) / image_height) + category_id = int(object_annotations['category_id']) + data['category_id'].append(category_id) + + return data, num_annotations_skipped + + +class COCOCacheFilesWriter(CacheFilesWriter): + """CacheFilesWriter class to write the cached files for COCO data.""" + + def _get_example(self, data_dir: str) -> tf.train.Example: + """Iterates over all examples in the COCO formatted dataset directory. + + Args: + data_dir: Path of the dataset directory + + Yields: + tf.train.Example + """ + data_dir = os.path.abspath(data_dir) + # Process labels.json file + label_file = os.path.join(data_dir, 'labels.json') + with open(label_file, 'r') as f: + data = json.load(f) + + # Load all Annotations + img_to_annotations = collections.defaultdict(list) + for annotation in data['annotations']: + image_id = annotation['image_id'] + img_to_annotations[image_id].append(annotation) + + # For each Image: + for image in data['images']: + img_id = image['id'] + file_name = image['file_name'] + full_path = os.path.join(data_dir, 'images', file_name) + with tf.io.gfile.GFile(full_path, 'rb') as fid: + encoded_jpg = fid.read() + image = tf.io.decode_jpeg(encoded_jpg, channels=3) + height, width, _ = image.shape + feature_dict = tfrecord_lib.image_info_to_feature_dict( + height, width, file_name, img_id, encoded_jpg, 'jpg' + ) + data, _ = _coco_annotations_to_lists( + img_to_annotations[img_id], height, width + ) + if not data['xmin']: + # Skip examples which have no annotations + continue + bbox_feature_dict = _bbox_data_to_feature_dict(data) + feature_dict.update(bbox_feature_dict) + example = tf.train.Example( + features=tf.train.Features(feature=feature_dict) + ) + yield example + + +class PascalVocCacheFilesWriter(CacheFilesWriter): + """CacheFilesWriter class to write the cached files for PASCAL VOC data.""" + + def _get_example(self, data_dir: str) -> tf.train.Example: + """Iterates over all examples in the PASCAL VOC formatted dataset directory. + + Args: + data_dir: Path of the dataset directory + + Yields: + tf.train.Example + """ + label_name_to_id = {name: i for (i, name) in self.label_map.items()} + annotations_dir = os.path.join(data_dir, 'Annotations') + images_dir = os.path.join(data_dir, 'images') + all_annotation_paths = tf.io.gfile.glob(annotations_dir + r'/*.xml') + + data = collections.defaultdict(list) + for ind, ann_file in enumerate(all_annotation_paths): + tree = ET.parse(ann_file) + root = tree.getroot() + img_filename = _xml_get(root, 'filename').text + img_file = os.path.join(images_dir, img_filename) + with tf.io.gfile.GFile(img_file, 'rb') as fid: + encoded_jpg = fid.read() + image = tf.io.decode_jpeg(encoded_jpg, channels=3) + height, width, _ = image.shape + for child in root.iter('object'): + category_name = _xml_get(child, 'name').text + category_id = label_name_to_id[category_name] + bndbox = _xml_get(child, 'bndbox') + xmin = float(_xml_get(bndbox, 'xmin').text) + xmax = float(_xml_get(bndbox, 'xmax').text) + ymin = float(_xml_get(bndbox, 'ymin').text) + ymax = float(_xml_get(bndbox, 'ymax').text) + if xmax <= xmin or ymax <= ymin or xmax > width or ymax > height: + # Skip annotations that have no area or are larger than the image + continue + data['xmin'].append(xmin / width) + data['ymin'].append(ymin / height) + data['xmax'].append(xmax / width) + data['ymax'].append(ymax / height) + data['category_id'].append(category_id) + if not data['xmin']: + # Skip examples which have no valid annotations + continue + feature_dict = tfrecord_lib.image_info_to_feature_dict( + height, width, img_filename, ind, encoded_jpg, 'jpg' + ) + bbox_feature_dict = _bbox_data_to_feature_dict(data) + feature_dict.update(bbox_feature_dict) + example = tf.train.Example( + features=tf.train.Features(feature=feature_dict) + ) + yield example diff --git a/mediapipe/model_maker/python/vision/object_detector/dataset_util_test.py b/mediapipe/model_maker/python/vision/object_detector/dataset_util_test.py new file mode 100644 index 00000000..7a2ef95f --- /dev/null +++ b/mediapipe/model_maker/python/vision/object_detector/dataset_util_test.py @@ -0,0 +1,236 @@ +# Copyright 2023 The MediaPipe Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import hashlib +import json +import os +import shutil +from unittest import mock as unittest_mock + +import tensorflow as tf +import yaml + +from mediapipe.model_maker.python.vision.core import test_utils +from mediapipe.model_maker.python.vision.object_detector import dataset_util +from mediapipe.tasks.python.test import test_utils as tasks_test_utils + + +class DatasetUtilTest(tf.test.TestCase): + + def _assert_cache_files_equal(self, cf1, cf2): + self.assertEqual(cf1.cache_prefix, cf2.cache_prefix) + self.assertCountEqual(cf1.tfrecord_files, cf2.tfrecord_files) + self.assertEqual(cf1.meta_data_file, cf2.meta_data_file) + + def _assert_cache_files_not_equal(self, cf1, cf2): + self.assertNotEqual(cf1.cache_prefix, cf2.cache_prefix) + self.assertNotEqual(cf1.tfrecord_files, cf2.tfrecord_files) + self.assertNotEqual(cf1.meta_data_file, cf2.meta_data_file) + + def _get_cache_files_and_assert_neq_fn(self, cache_files_fn): + def get_cache_files_and_assert_neq(cf, data_dir, cache_dir): + new_cf = cache_files_fn(data_dir, cache_dir) + self._assert_cache_files_not_equal(cf, new_cf) + return new_cf + + return get_cache_files_and_assert_neq + + @unittest_mock.patch.object(hashlib, 'md5', autospec=True) + def test_get_cache_files_coco(self, mock_md5): + mock_md5.return_value.hexdigest.return_value = 'train' + cache_files = dataset_util.get_cache_files_coco( + tasks_test_utils.get_test_data_path('coco_data'), cache_dir='/tmp/' + ) + self.assertEqual(cache_files.cache_prefix, '/tmp/train') + self.assertLen(cache_files.tfrecord_files, 1) + self.assertEqual( + cache_files.tfrecord_files[0], '/tmp/train-00000-of-00001.tfrecord' + ) + self.assertEqual(cache_files.meta_data_file, '/tmp/train_meta_data.yaml') + + def test_matching_get_cache_files_coco(self): + cache_dir = self.create_tempdir() + coco_folder = tasks_test_utils.get_test_data_path('coco_data') + coco_folder_tmp = os.path.join(self.create_tempdir(), 'coco_data') + shutil.copytree(coco_folder, coco_folder_tmp) + cache_files1 = dataset_util.get_cache_files_coco(coco_folder, cache_dir) + cache_files2 = dataset_util.get_cache_files_coco(coco_folder, cache_dir) + self._assert_cache_files_equal(cache_files1, cache_files2) + cache_files3 = dataset_util.get_cache_files_coco(coco_folder_tmp, cache_dir) + self._assert_cache_files_equal(cache_files1, cache_files3) + + def test_not_matching_get_cache_files_coco(self): + cache_dir = self.create_tempdir() + temp_dir = self.create_tempdir() + coco_folder = os.path.join(temp_dir, 'coco_data') + shutil.copytree( + tasks_test_utils.get_test_data_path('coco_data'), coco_folder + ) + prev_cache_file = dataset_util.get_cache_files_coco(coco_folder, cache_dir) + os.chmod(coco_folder, 0o700) + os.chmod(os.path.join(coco_folder, 'images'), 0o700) + os.chmod(os.path.join(coco_folder, 'labels.json'), 0o700) + get_cache_files_and_assert_neq = self._get_cache_files_and_assert_neq_fn( + dataset_util.get_cache_files_coco + ) + # Test adding image + test_utils.write_filled_jpeg_file( + os.path.join(coco_folder, 'images', 'test.jpg'), [0, 0, 0], 50 + ) + prev_cache_file = get_cache_files_and_assert_neq( + prev_cache_file, coco_folder, cache_dir + ) + # Test modifying labels.json + with open(os.path.join(coco_folder, 'labels.json'), 'w') as f: + json.dump({'images': [{'id': 1, 'file_name': '000000000078.jpg'}]}, f) + prev_cache_file = get_cache_files_and_assert_neq( + prev_cache_file, coco_folder, cache_dir + ) + + # Test rename folder + new_coco_folder = os.path.join(temp_dir, 'coco_data_renamed') + shutil.move(coco_folder, new_coco_folder) + coco_folder = new_coco_folder + prev_cache_file = get_cache_files_and_assert_neq( + prev_cache_file, new_coco_folder, cache_dir + ) + + @unittest_mock.patch.object(hashlib, 'md5', autospec=True) + def test_get_cache_files_pascal_voc(self, mock_md5): + mock_md5.return_value.hexdigest.return_value = 'train' + cache_files = dataset_util.get_cache_files_pascal_voc( + tasks_test_utils.get_test_data_path('pascal_voc_data'), + cache_dir='/tmp/', + ) + self.assertEqual(cache_files.cache_prefix, '/tmp/train') + self.assertLen(cache_files.tfrecord_files, 1) + self.assertEqual( + cache_files.tfrecord_files[0], '/tmp/train-00000-of-00001.tfrecord' + ) + self.assertEqual(cache_files.meta_data_file, '/tmp/train_meta_data.yaml') + + def test_matching_get_cache_files_pascal_voc(self): + cache_dir = self.create_tempdir() + pascal_folder = tasks_test_utils.get_test_data_path('pascal_voc_data') + pascal_folder_temp = os.path.join(self.create_tempdir(), 'pascal_voc_data') + shutil.copytree(pascal_folder, pascal_folder_temp) + cache_files1 = dataset_util.get_cache_files_pascal_voc( + pascal_folder, cache_dir + ) + cache_files2 = dataset_util.get_cache_files_pascal_voc( + pascal_folder, cache_dir + ) + self._assert_cache_files_equal(cache_files1, cache_files2) + cache_files3 = dataset_util.get_cache_files_pascal_voc( + pascal_folder_temp, cache_dir + ) + self._assert_cache_files_equal(cache_files1, cache_files3) + + def test_not_matching_get_cache_files_pascal_voc(self): + cache_dir = self.create_tempdir() + temp_dir = self.create_tempdir() + pascal_folder = os.path.join(temp_dir, 'pascal_voc_data') + shutil.copytree( + tasks_test_utils.get_test_data_path('pascal_voc_data'), pascal_folder + ) + prev_cache_files = dataset_util.get_cache_files_pascal_voc( + pascal_folder, cache_dir + ) + os.chmod(pascal_folder, 0o700) + os.chmod(os.path.join(pascal_folder, 'images'), 0o700) + os.chmod(os.path.join(pascal_folder, 'Annotations'), 0o700) + get_cache_files_and_assert_neq = self._get_cache_files_and_assert_neq_fn( + dataset_util.get_cache_files_pascal_voc + ) + # Test adding xml file + with open(os.path.join(pascal_folder, 'Annotations', 'test.xml'), 'w') as f: + f.write('test') + prev_cache_files = get_cache_files_and_assert_neq( + prev_cache_files, pascal_folder, cache_dir + ) + + # Test rename folder + new_pascal_folder = os.path.join(temp_dir, 'pascal_voc_data_renamed') + shutil.move(pascal_folder, new_pascal_folder) + pascal_folder = new_pascal_folder + prev_cache_files = get_cache_files_and_assert_neq( + prev_cache_files, new_pascal_folder, cache_dir + ) + + def test_is_cached(self): + tempdir = self.create_tempdir() + cache_files = dataset_util.get_cache_files_coco( + tasks_test_utils.get_test_data_path('coco_data'), cache_dir=tempdir + ) + self.assertFalse(dataset_util.is_cached(cache_files)) + with open(cache_files.tfrecord_files[0], 'w') as f: + f.write('test') + self.assertFalse(dataset_util.is_cached(cache_files)) + with open(cache_files.meta_data_file, 'w') as f: + f.write('test') + self.assertTrue(dataset_util.is_cached(cache_files)) + + def test_get_label_map_coco(self): + coco_dir = tasks_test_utils.get_test_data_path('coco_data') + label_map = dataset_util.get_label_map_coco(coco_dir) + all_keys = sorted(label_map.keys()) + self.assertEqual(all_keys[0], 0) + self.assertEqual(all_keys[-1], 11) + self.assertLen(all_keys, 12) + + def test_get_label_map_pascal_voc(self): + pascal_dir = tasks_test_utils.get_test_data_path('pascal_voc_data') + label_map = dataset_util.get_label_map_pascal_voc(pascal_dir) + all_keys = sorted(label_map.keys()) + self.assertEqual(label_map[0], 'background') + self.assertEqual(all_keys[0], 0) + self.assertEqual(all_keys[-1], 2) + self.assertLen(all_keys, 3) + + def _validate_cache_files(self, cache_files, expected_size): + # Checks the TFRecord file + self.assertTrue(os.path.isfile(cache_files.tfrecord_files[0])) + self.assertGreater(os.path.getsize(cache_files.tfrecord_files[0]), 0) + + # Checks the meta_data file + self.assertTrue(os.path.isfile(cache_files.meta_data_file)) + self.assertGreater(os.path.getsize(cache_files.meta_data_file), 0) + with tf.io.gfile.GFile(cache_files.meta_data_file, 'r') as f: + meta_data_dict = yaml.load(f, Loader=yaml.FullLoader) + # Size is 3 because some examples are skipped for having poor bboxes + self.assertEqual(meta_data_dict['size'], expected_size) + + def test_coco_cache_files_writer(self): + tempdir = self.create_tempdir() + coco_dir = tasks_test_utils.get_test_data_path('coco_data') + label_map = dataset_util.get_label_map_coco(coco_dir) + cache_writer = dataset_util.COCOCacheFilesWriter(label_map) + cache_files = dataset_util.get_cache_files_coco(coco_dir, cache_dir=tempdir) + cache_writer.write_files(cache_files, coco_dir) + self._validate_cache_files(cache_files, 3) + + def test_pascal_voc_cache_files_writer(self): + tempdir = self.create_tempdir() + pascal_dir = tasks_test_utils.get_test_data_path('pascal_voc_data') + label_map = dataset_util.get_label_map_pascal_voc(pascal_dir) + cache_writer = dataset_util.PascalVocCacheFilesWriter(label_map) + cache_files = dataset_util.get_cache_files_pascal_voc( + pascal_dir, cache_dir=tempdir + ) + cache_writer.write_files(cache_files, pascal_dir) + self._validate_cache_files(cache_files, 4) + + +if __name__ == '__main__': + tf.test.main() diff --git a/mediapipe/model_maker/python/vision/object_detector/hyperparameters.py b/mediapipe/model_maker/python/vision/object_detector/hyperparameters.py new file mode 100644 index 00000000..435dd974 --- /dev/null +++ b/mediapipe/model_maker/python/vision/object_detector/hyperparameters.py @@ -0,0 +1,101 @@ +# Copyright 2023 The MediaPipe Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Hyperparameters for training object detection models.""" + +import dataclasses +from typing import List + +from mediapipe.model_maker.python.core import hyperparameters as hp + + +@dataclasses.dataclass +class HParams(hp.BaseHParams): + """The hyperparameters for training object detectors. + + Attributes: + learning_rate: Learning rate to use for gradient descent training. + batch_size: Batch size for training. + epochs: Number of training iterations over the dataset. + do_fine_tuning: If true, the base module is trained together with the + classification layer on top. + learning_rate_boundaries: List of epoch boundaries where + learning_rate_boundaries[i] is the epoch where the learning rate will + decay to learning_rate * learning_rate_decay_multipliers[i]. + learning_rate_decay_multipliers: List of learning rate multipliers which + calculates the learning rate at the ith boundary as learning_rate * + learning_rate_decay_multipliers[i]. + """ + + # Parameters from BaseHParams class. + learning_rate: float = 0.003 + batch_size: int = 32 + epochs: int = 10 + + # Parameters for learning rate decay + learning_rate_boundaries: List[int] = dataclasses.field( + default_factory=lambda: [5, 8] + ) + learning_rate_decay_multipliers: List[float] = dataclasses.field( + default_factory=lambda: [0.1, 0.01] + ) + + def __post_init__(self): + # Validate stepwise learning rate parameters + lr_boundary_len = len(self.learning_rate_boundaries) + lr_decay_multipliers_len = len(self.learning_rate_decay_multipliers) + if lr_boundary_len != lr_decay_multipliers_len: + raise ValueError( + "Length of learning_rate_boundaries and ", + "learning_rate_decay_multipliers do not match: ", + f"{lr_boundary_len}!={lr_decay_multipliers_len}", + ) + # Validate learning_rate_boundaries + if sorted(self.learning_rate_boundaries) != self.learning_rate_boundaries: + raise ValueError( + "learning_rate_boundaries is not in ascending order: ", + self.learning_rate_boundaries, + ) + if ( + self.learning_rate_boundaries + and self.learning_rate_boundaries[-1] > self.epochs + ): + raise ValueError( + "Values in learning_rate_boundaries cannot be greater ", "than epochs" + ) + + +@dataclasses.dataclass +class QATHParams: + """The hyperparameters for running quantization aware training (QAT) on object detectors. + + For more information on QAT, see: + https://www.tensorflow.org/model_optimization/guide/quantization/training + + Attributes: + learning_rate: Learning rate to use for gradient descent QAT. + batch_size: Batch size for QAT. + epochs: Number of training iterations over the dataset. + decay_steps: Learning rate decay steps for Exponential Decay. See + https://www.tensorflow.org/api_docs/python/tf/keras/optimizers/schedules/ExponentialDecay + for more information. + decay_rate: Learning rate decay rate for Exponential Decay. See + https://www.tensorflow.org/api_docs/python/tf/keras/optimizers/schedules/ExponentialDecay + for more information. + """ + + learning_rate: float = 0.03 + batch_size: int = 32 + epochs: int = 10 + decay_steps: int = 231 + decay_rate: float = 0.96 diff --git a/mediapipe/model_maker/python/vision/object_detector/model.py b/mediapipe/model_maker/python/vision/object_detector/model.py new file mode 100644 index 00000000..26e0d036 --- /dev/null +++ b/mediapipe/model_maker/python/vision/object_detector/model.py @@ -0,0 +1,355 @@ +# Copyright 2023 The MediaPipe Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Custom Model for Object Detection.""" + +import os +from typing import Mapping, Optional, Sequence, Union + +import tensorflow as tf + +from mediapipe.model_maker.python.vision.object_detector import model_options as model_opt +from mediapipe.model_maker.python.vision.object_detector import model_spec as ms +from official.core import config_definitions as cfg +from official.projects.qat.vision.configs import common as qat_common +from official.projects.qat.vision.modeling import factory as qat_factory +from official.vision import configs +from official.vision.losses import focal_loss +from official.vision.losses import loss_utils +from official.vision.modeling import factory +from official.vision.modeling import retinanet_model +from official.vision.modeling.layers import detection_generator +from official.vision.serving import detection + + +class ObjectDetectorModel(tf.keras.Model): + """An object detector model which can be trained using Model Maker's training API. + + Attributes: + loss_trackers: List of tf.keras.metrics.Mean objects used to track the loss + during training. + """ + + def __init__( + self, + model_spec: ms.ModelSpec, + model_options: model_opt.ObjectDetectorModelOptions, + num_classes: int, + ) -> None: + """Initializes an ObjectDetectorModel. + + Args: + model_spec: Specification for the model. + model_options: Model options for creating the model. + num_classes: Number of classes for object detection. + """ + super().__init__() + self._model_spec = model_spec + self._model_options = model_options + self._num_classes = num_classes + self._model = self._build_model() + checkpoint_folder = self._model_spec.downloaded_files.get_path() + checkpoint_file = os.path.join(checkpoint_folder, 'ckpt-277200') + self.load_checkpoint(checkpoint_file) + self._model.summary() + self.loss_trackers = [ + tf.keras.metrics.Mean(name=n) + for n in ['total_loss', 'cls_loss', 'box_loss', 'model_loss'] + ] + + def _get_model_config( + self, + generator_config: configs.retinanet.DetectionGenerator = configs.retinanet.DetectionGenerator(), + ) -> configs.retinanet.RetinaNet: + model_config = configs.retinanet.RetinaNet( + min_level=3, + max_level=7, + num_classes=self._num_classes, + input_size=self._model_spec.input_image_shape, + anchor=configs.retinanet.Anchor( + num_scales=3, aspect_ratios=[0.5, 1.0, 2.0], anchor_size=3 + ), + backbone=configs.backbones.Backbone( + type='mobilenet', mobilenet=configs.backbones.MobileNet() + ), + decoder=configs.decoders.Decoder( + type='fpn', + fpn=configs.decoders.FPN( + num_filters=128, use_separable_conv=True, use_keras_layer=True + ), + ), + head=configs.retinanet.RetinaNetHead( + num_filters=128, use_separable_conv=True + ), + detection_generator=generator_config, + norm_activation=configs.common.NormActivation(activation='relu6'), + ) + return model_config + + def _build_model(self) -> tf.keras.Model: + """Builds a RetinaNet object detector model.""" + input_specs = tf.keras.layers.InputSpec( + shape=[None] + self._model_spec.input_image_shape + ) + l2_regularizer = tf.keras.regularizers.l2( + self._model_options.l2_weight_decay / 2.0 + ) + model_config = self._get_model_config() + + return factory.build_retinanet(input_specs, model_config, l2_regularizer) + + def save_checkpoint(self, checkpoint_path: str) -> None: + """Saves a model checkpoint to checkpoint_path. + + Args: + checkpoint_path: The path to save checkpoint. + """ + ckpt_items = { + 'backbone': self._model.backbone, + 'decoder': self._model.decoder, + 'head': self._model.head, + } + tf.train.Checkpoint(**ckpt_items).write(checkpoint_path) + + def load_checkpoint( + self, checkpoint_path: str, include_last_layer: bool = False + ) -> None: + """Loads a model checkpoint from checkpoint_path. + + Args: + checkpoint_path: The path to load a checkpoint from. + include_last_layer: Whether or not to load the last classification layer. + The size of the last classification layer will differ depending on the + number of classes. When loading from the pre-trained checkpoint, this + parameter should be False to avoid shape mismatch on the last layer. + Defaults to False. + """ + dummy_input = tf.zeros([1] + self._model_spec.input_image_shape) + self._model(dummy_input, training=True) + if include_last_layer: + head = self._model.head + else: + head_classifier = tf.train.Checkpoint( + depthwise_kernel=self._model.head._classifier.depthwise_kernel # pylint:disable=protected-access + ) + head_items = { + '_classifier': head_classifier, + '_box_norms': self._model.head._box_norms, # pylint:disable=protected-access + '_box_regressor': self._model.head._box_regressor, # pylint:disable=protected-access + '_cls_convs': self._model.head._cls_convs, # pylint:disable=protected-access + '_cls_norms': self._model.head._cls_norms, # pylint:disable=protected-access + '_box_convs': self._model.head._box_convs, # pylint:disable=protected-access + } + head = tf.train.Checkpoint(**head_items) + ckpt_items = { + 'backbone': self._model.backbone, + 'decoder': self._model.decoder, + 'head': head, + } + ckpt = tf.train.Checkpoint(**ckpt_items) + status = ckpt.read(checkpoint_path) + status.expect_partial().assert_existing_objects_matched() + + def convert_to_qat(self) -> None: + """Converts the model to a QAT RetinaNet model.""" + model = self._build_model() + dummy_input = tf.zeros([1] + self._model_spec.input_image_shape) + model(dummy_input, training=True) + model.set_weights(self._model.get_weights()) + quantization_config = qat_common.Quantization( + quantize_detection_decoder=True, quantize_detection_head=True + ) + model_config = self._get_model_config() + qat_model = qat_factory.build_qat_retinanet( + model, quantization_config, model_config + ) + self._model = qat_model + + def export_saved_model(self, save_path: str): + """Exports a saved_model for tflite conversion. + + The export process modifies the model in the following two ways: + 1. Replaces the nms operation in the detection generator with a custom + TFLite compatible nms operation. + 2. Wraps the model with a DetectionModule which handles pre-processing + and post-processing when running inference. + + Args: + save_path: Path to export the saved model. + """ + generator_config = configs.retinanet.DetectionGenerator( + nms_version='tflite', + tflite_post_processing=configs.common.TFLitePostProcessingConfig( + nms_score_threshold=0, + max_detections=10, + max_classes_per_detection=1, + normalize_anchor_coordinates=True, + ), + ) + tflite_post_processing_config = ( + generator_config.tflite_post_processing.as_dict() + ) + tflite_post_processing_config['input_image_size'] = ( + self._model_spec.input_image_shape[0], + self._model_spec.input_image_shape[1], + ) + detection_generator_obj = detection_generator.MultilevelDetectionGenerator( + apply_nms=generator_config.apply_nms, + pre_nms_top_k=generator_config.pre_nms_top_k, + pre_nms_score_threshold=generator_config.pre_nms_score_threshold, + nms_iou_threshold=generator_config.nms_iou_threshold, + max_num_detections=generator_config.max_num_detections, + nms_version=generator_config.nms_version, + use_cpu_nms=generator_config.use_cpu_nms, + soft_nms_sigma=generator_config.soft_nms_sigma, + tflite_post_processing_config=tflite_post_processing_config, + return_decoded=generator_config.return_decoded, + use_class_agnostic_nms=generator_config.use_class_agnostic_nms, + ) + model_config = self._get_model_config(generator_config) + model = retinanet_model.RetinaNetModel( + self._model.backbone, + self._model.decoder, + self._model.head, + detection_generator_obj, + min_level=model_config.min_level, + max_level=model_config.max_level, + num_scales=model_config.anchor.num_scales, + aspect_ratios=model_config.anchor.aspect_ratios, + anchor_size=model_config.anchor.anchor_size, + ) + task_config = configs.retinanet.RetinaNetTask(model=model_config) + params = cfg.ExperimentConfig( + task=task_config, + ) + export_module = detection.DetectionModule( + params=params, + batch_size=1, + input_image_size=self._model_spec.input_image_shape[:2], + input_type='tflite', + num_channels=self._model_spec.input_image_shape[2], + model=model, + ) + function_keys = {'tflite': tf.saved_model.DEFAULT_SERVING_SIGNATURE_DEF_KEY} + signatures = export_module.get_inference_signatures(function_keys) + + tf.saved_model.save(export_module, save_path, signatures=signatures) + + # The remaining method overrides are used to train this object detector model + # using model.fit(). + def call( + self, + images: Union[tf.Tensor, Sequence[tf.Tensor]], + image_shape: Optional[tf.Tensor] = None, + anchor_boxes: Optional[Mapping[str, tf.Tensor]] = None, + output_intermediate_features: bool = False, + training: bool = None, + ) -> Mapping[str, tf.Tensor]: + """Overrides call from tf.keras.Model.""" + return self._model( + images, + image_shape, + anchor_boxes, + output_intermediate_features, + training, + ) + + def compute_loss(self, x=None, y=None, y_pred=None, sample_weight=None): + """Overrides compute_loss from tf.keras.Model.""" + cls_loss_fn = focal_loss.FocalLoss( + alpha=0.25, gamma=1.5, reduction=tf.keras.losses.Reduction.SUM + ) + box_loss_fn = tf.keras.losses.Huber( + 0.1, reduction=tf.keras.losses.Reduction.SUM + ) + labels = y + outputs = y_pred + # Sums all positives in a batch for normalization and avoids zero + # num_positives_sum, which would lead to inf loss during training + cls_sample_weight = labels['cls_weights'] + box_sample_weight = labels['box_weights'] + num_positives = tf.reduce_sum(box_sample_weight) + 1.0 + cls_sample_weight = cls_sample_weight / num_positives + box_sample_weight = box_sample_weight / num_positives + y_true_cls = loss_utils.multi_level_flatten( + labels['cls_targets'], last_dim=None + ) + y_true_cls = tf.one_hot(y_true_cls, self._num_classes) + y_pred_cls = loss_utils.multi_level_flatten( + outputs['cls_outputs'], last_dim=self._num_classes + ) + y_true_box = loss_utils.multi_level_flatten( + labels['box_targets'], last_dim=4 + ) + y_pred_box = loss_utils.multi_level_flatten( + outputs['box_outputs'], last_dim=4 + ) + + cls_loss = cls_loss_fn( + y_true=y_true_cls, y_pred=y_pred_cls, sample_weight=cls_sample_weight + ) + box_loss = box_loss_fn( + y_true=y_true_box, y_pred=y_pred_box, sample_weight=box_sample_weight + ) + + model_loss = cls_loss + 50 * box_loss + total_loss = model_loss + regularization_losses = self._model.losses + if regularization_losses: + reg_loss = tf.reduce_sum(regularization_losses) + total_loss = model_loss + reg_loss + all_losses = { + 'total_loss': total_loss, + 'cls_loss': cls_loss, + 'box_loss': box_loss, + 'model_loss': model_loss, + } + for m in self.metrics: + m.update_state(all_losses[m.name]) + return total_loss + + @property + def metrics(self): + """Overrides metrics from tf.keras.Model.""" + return self.loss_trackers + + def compute_metrics(self, x, y, y_pred, sample_weight=None): + """Overrides compute_metrics from tf.keras.Model.""" + return self.get_metrics_result() + + def train_step(self, data): + """Overrides train_step from tf.keras.Model.""" + tf.keras.backend.set_learning_phase(1) + x, y = data + # Run forward pass. + with tf.GradientTape() as tape: + y_pred = self(x, training=True) + loss = self.compute_loss(x, y, y_pred) + self._validate_target_and_loss(y, loss) + # Run backwards pass. + self.optimizer.minimize(loss, self.trainable_variables, tape=tape) + return self.compute_metrics(x, y, y_pred) + + def test_step(self, data): + """Overrides test_step from tf.keras.Model.""" + tf.keras.backend.set_learning_phase(0) + x, y = data + y_pred = self( + x, + anchor_boxes=y['anchor_boxes'], + image_shape=y['image_info'][:, 1, :], + training=False, + ) + # Updates stateful loss metrics. + self.compute_loss(x, y, y_pred) + return self.compute_metrics(x, y, y_pred) diff --git a/mediapipe/model_maker/python/vision/object_detector/model_options.py b/mediapipe/model_maker/python/vision/object_detector/model_options.py new file mode 100644 index 00000000..64042aa0 --- /dev/null +++ b/mediapipe/model_maker/python/vision/object_detector/model_options.py @@ -0,0 +1,28 @@ +# Copyright 2023 The MediaPipe Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Configurable model options for object detector models.""" + +import dataclasses + + +@dataclasses.dataclass +class ObjectDetectorModelOptions: + """Configurable options for object detector model. + + Attributes: + l2_weight_decay: L2 regularization penalty used in + https://www.tensorflow.org/api_docs/python/tf/keras/regularizers/L2. + """ + + l2_weight_decay: float = 3.0e-05 diff --git a/mediapipe/model_maker/python/vision/object_detector/model_spec.py b/mediapipe/model_maker/python/vision/object_detector/model_spec.py new file mode 100644 index 00000000..7d284b43 --- /dev/null +++ b/mediapipe/model_maker/python/vision/object_detector/model_spec.py @@ -0,0 +1,62 @@ +# Copyright 2023 The MediaPipe Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Object detector model specification.""" +import dataclasses +import enum +import functools +from typing import List + +from mediapipe.model_maker.python.core.utils import file_util + + +MOBILENET_V2_FILES = file_util.DownloadedFiles( + 'object_detector/mobilenetv2', + 'https://storage.googleapis.com/tf_model_garden/vision/qat/mobilenetv2_ssd_coco/mobilenetv2_ssd_i256_ckpt.tar.gz', + is_folder=True, +) + + +@dataclasses.dataclass +class ModelSpec(object): + """Specification of object detector model.""" + + # Mean and Stddev image preprocessing normalization values. + mean_norm = (0.5,) + stddev_norm = (0.5,) + mean_rgb = (127.5,) + stddev_rgb = (127.5,) + + downloaded_files: file_util.DownloadedFiles + input_image_shape: List[int] + + +mobilenet_v2_spec = functools.partial( + ModelSpec, + downloaded_files=MOBILENET_V2_FILES, + input_image_shape=[256, 256, 3], +) + + +@enum.unique +class SupportedModels(enum.Enum): + """Predefined object detector model specs supported by Model Maker.""" + + MOBILENET_V2 = mobilenet_v2_spec + + @classmethod + def get(cls, spec: 'SupportedModels') -> 'ModelSpec': + """Get model spec from the input enum and initializes it.""" + if spec not in cls: + raise TypeError(f'Unsupported object detector spec: {spec}') + return spec.value() diff --git a/mediapipe/model_maker/python/vision/object_detector/model_test.py b/mediapipe/model_maker/python/vision/object_detector/model_test.py new file mode 100644 index 00000000..66401f8d --- /dev/null +++ b/mediapipe/model_maker/python/vision/object_detector/model_test.py @@ -0,0 +1,147 @@ +# Copyright 2023 The MediaPipe Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the 'License'); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an 'AS IS' BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import os +import tempfile +from unittest import mock as unittest_mock + +import numpy as np +import tensorflow as tf + +from mediapipe.model_maker.python.vision.object_detector import dataset as ds +from mediapipe.model_maker.python.vision.object_detector import model as model_lib +from mediapipe.model_maker.python.vision.object_detector import model_options as model_opt +from mediapipe.model_maker.python.vision.object_detector import model_spec as ms +from mediapipe.model_maker.python.vision.object_detector import preprocessor +from mediapipe.tasks.python.test import test_utils as task_test_utils + + +def _dicts_match(dict_1, dict_2): + for key in dict_1: + if key not in dict_2 or np.any(dict_1[key] != dict_2[key]): + return False + return True + + +def _outputs_match(output1, output2): + return _dicts_match( + output1['cls_outputs'], output2['cls_outputs'] + ) and _dicts_match(output1['box_outputs'], output2['box_outputs']) + + +class ObjectDetectorModelTest(tf.test.TestCase): + + def setUp(self): + super().setUp() + dataset_folder = task_test_utils.get_test_data_path('coco_data') + cache_dir = self.create_tempdir() + self.data = ds.Dataset.from_coco_folder(dataset_folder, cache_dir=cache_dir) + self.model_spec = ms.SupportedModels.MOBILENET_V2.value() + self.preprocessor = preprocessor.Preprocessor(self.model_spec) + self.fake_inputs = np.random.uniform( + low=0, high=1, size=(1, 256, 256, 3) + ).astype(np.float32) + # Mock tempfile.gettempdir() to be unique for each test to avoid race + # condition when downloading model since these tests may run in parallel. + mock_gettempdir = unittest_mock.patch.object( + tempfile, + 'gettempdir', + return_value=self.create_tempdir(), + autospec=True, + ) + self.mock_gettempdir = mock_gettempdir.start() + self.addCleanup(mock_gettempdir.stop) + + def _create_model(self): + model_options = model_opt.ObjectDetectorModelOptions() + model = model_lib.ObjectDetectorModel( + self.model_spec, model_options, self.data.num_classes + ) + return model + + def _train_model(self, model): + """Helper to run a simple training run on the model.""" + dataset = self.data.gen_tf_dataset( + batch_size=2, + is_training=True, + shuffle=False, + preprocess=self.preprocessor, + ) + optimizer = tf.keras.optimizers.experimental.SGD( + learning_rate=0.03, momentum=0.9 + ) + model.compile(optimizer=optimizer) + model.fit( + x=dataset, epochs=2, steps_per_epoch=None, validation_data=dataset + ) + + def test_model(self): + model = self._create_model() + outputs_before = model(self.fake_inputs, training=True) + self._train_model(model) + outputs_after = model(self.fake_inputs, training=True) + self.assertFalse(_outputs_match(outputs_before, outputs_after)) + + def test_model_convert_to_qat(self): + model_options = model_opt.ObjectDetectorModelOptions() + model = model_lib.ObjectDetectorModel( + self.model_spec, model_options, self.data.num_classes + ) + outputs_before = model(self.fake_inputs, training=True) + model.convert_to_qat() + outputs_after = model(self.fake_inputs, training=True) + self.assertFalse(_outputs_match(outputs_before, outputs_after)) + outputs_before = outputs_after + self._train_model(model) + outputs_after = model(self.fake_inputs, training=True) + self.assertFalse(_outputs_match(outputs_before, outputs_after)) + + def test_model_save_and_load_checkpoint(self): + model = self._create_model() + checkpoint_path = os.path.join(self.create_tempdir(), 'ckpt') + model.save_checkpoint(checkpoint_path) + data_checkpoint_file = checkpoint_path + '.data-00000-of-00001' + index_checkpoint_file = checkpoint_path + '.index' + self.assertTrue(os.path.exists(data_checkpoint_file)) + self.assertTrue(os.path.exists(index_checkpoint_file)) + self.assertGreater(os.path.getsize(data_checkpoint_file), 0) + self.assertGreater(os.path.getsize(index_checkpoint_file), 0) + outputs_before = model(self.fake_inputs, training=True) + + # Check model output is different after training + self._train_model(model) + outputs_after = model(self.fake_inputs, training=True) + self.assertFalse(_outputs_match(outputs_before, outputs_after)) + + # Check model output is the same after loading previous checkpoint + model.load_checkpoint(checkpoint_path, include_last_layer=True) + outputs_after = model(self.fake_inputs, training=True) + self.assertTrue(_outputs_match(outputs_before, outputs_after)) + + def test_export_saved_model(self): + export_dir = self.create_tempdir() + export_path = os.path.join(export_dir, 'saved_model') + model = self._create_model() + model.export_saved_model(export_path) + self.assertTrue(os.path.exists(export_path)) + self.assertGreater(os.path.getsize(export_path), 0) + model.convert_to_qat() + export_path = os.path.join(export_dir, 'saved_model_qat') + model.export_saved_model(export_path) + self.assertTrue(os.path.exists(export_path)) + self.assertGreater(os.path.getsize(export_path), 0) + + +if __name__ == '__main__': + tf.test.main() diff --git a/mediapipe/model_maker/python/vision/object_detector/object_detector.py b/mediapipe/model_maker/python/vision/object_detector/object_detector.py new file mode 100644 index 00000000..a6f678cd --- /dev/null +++ b/mediapipe/model_maker/python/vision/object_detector/object_detector.py @@ -0,0 +1,353 @@ +# Copyright 2023 The MediaPipe Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""APIs to train object detector model.""" +import os +import tempfile +from typing import Dict, List, Optional, Tuple + +import tensorflow as tf + +from mediapipe.model_maker.python.core.tasks import classifier +from mediapipe.model_maker.python.core.utils import model_util +from mediapipe.model_maker.python.core.utils import quantization +from mediapipe.model_maker.python.vision.object_detector import dataset as ds +from mediapipe.model_maker.python.vision.object_detector import hyperparameters as hp +from mediapipe.model_maker.python.vision.object_detector import model as model_lib +from mediapipe.model_maker.python.vision.object_detector import model_options as model_opt +from mediapipe.model_maker.python.vision.object_detector import model_spec as ms +from mediapipe.model_maker.python.vision.object_detector import object_detector_options +from mediapipe.model_maker.python.vision.object_detector import preprocessor +from mediapipe.tasks.python.metadata.metadata_writers import metadata_writer +from mediapipe.tasks.python.metadata.metadata_writers import object_detector as object_detector_writer +from official.vision.evaluation import coco_evaluator + + +class ObjectDetector(classifier.Classifier): + """ObjectDetector for building object detection model.""" + + def __init__( + self, + model_spec: ms.ModelSpec, + label_names: List[str], + hparams: hp.HParams, + model_options: model_opt.ObjectDetectorModelOptions, + ) -> None: + """Initializes ObjectDetector class. + + Args: + model_spec: Specifications for the model. + label_names: A list of label names for the classes. + hparams: The hyperparameters for training object detector. + model_options: Options for creating the object detector model. + """ + super().__init__( + model_spec=model_spec, label_names=label_names, shuffle=hparams.shuffle + ) + self._preprocessor = preprocessor.Preprocessor(model_spec) + self._hparams = hparams + self._model_options = model_options + self._optimizer = self._create_optimizer() + self._is_qat = False + + @classmethod + def create( + cls, + train_data: ds.Dataset, + validation_data: ds.Dataset, + options: object_detector_options.ObjectDetectorOptions, + ) -> 'ObjectDetector': + """Creates and trains an ObjectDetector. + + Loads data and trains the model based on data for object detection. + + Args: + train_data: Training data. + validation_data: Validation data. + options: Configurations for creating and training object detector. + + Returns: + An instance of ObjectDetector. + """ + if options.hparams is None: + options.hparams = hp.HParams() + + if options.model_options is None: + options.model_options = model_opt.ObjectDetectorModelOptions() + + spec = ms.SupportedModels.get(options.supported_model) + object_detector = cls( + model_spec=spec, + label_names=train_data.label_names, + hparams=options.hparams, + model_options=options.model_options, + ) + object_detector._create_and_train_model(train_data, validation_data) + return object_detector + + def _create_and_train_model( + self, train_data: ds.Dataset, validation_data: ds.Dataset + ): + """Creates and trains the model. + + Args: + train_data: Training data. + validation_data: Validation data. + """ + self._create_model() + self._train_model( + train_data, validation_data, preprocessor=self._preprocessor + ) + self._save_float_ckpt() + + def _create_model(self) -> None: + """Creates the object detector model.""" + self._model = model_lib.ObjectDetectorModel( + model_spec=self._model_spec, + model_options=self._model_options, + num_classes=self._num_classes, + ) + + def _save_float_ckpt(self) -> None: + """Saves a checkpoint of the trained float model. + + The default save path is {hparams.export_dir}/float_ckpt. Note that + `float_cpt` represents a file prefix, not directory. The resulting files + saved to {hparams.export_dir} will be: + - float_ckpt.data-00000-of-00001 + - float_ckpt.index + """ + save_path = os.path.join(self._hparams.export_dir, 'float_ckpt') + if not os.path.exists(self._hparams.export_dir): + os.makedirs(self._hparams.export_dir) + self._model.save_checkpoint(save_path) + + def restore_float_ckpt(self) -> None: + """Loads a float checkpoint of the model from {hparams.export_dir}/float_ckpt. + + The float checkpoint at {hparams.export_dir}/float_ckpt is automatically + saved after training an ObjectDetector using the `create` method. This + method is used to restore the trained float checkpoint state of the model in + order to run `quantization_aware_training` multiple times. Example usage: + + # Train a model + model = object_detector.create(...) + # Run QAT + model.quantization_aware_training(...) + model.evaluate(...) + # Restore the float checkpoint to run QAT again + model.restore_float_ckpt() + # Run QAT with different parameters + model.quantization_aware_training(...) + model.evaluate(...) + """ + self._create_model() + self._model.load_checkpoint( + os.path.join(self._hparams.export_dir, 'float_ckpt'), + include_last_layer=True, + ) + self._model.compile() + self._is_qat = False + + # TODO: Refactor this method to utilize shared training function + def quantization_aware_training( + self, + train_data: ds.Dataset, + validation_data: ds.Dataset, + qat_hparams: hp.QATHParams, + ) -> None: + """Runs quantization aware training(QAT) on the model. + + The QAT step happens after training a regular float model from the `create` + method. This additional step will fine-tune the model with a lower precision + in order mimic the behavior of a quantized model. The resulting quantized + model generally has better performance than a model which is quantized + without running QAT. See the following link for more information: + - https://www.tensorflow.org/model_optimization/guide/quantization/training + + Just like training the float model using the `create` method, the QAT step + also requires some manual tuning of hyperparameters. In order to run QAT + more than once for purposes such as hyperparameter tuning, use the + `restore_float_ckpt` method to restore the model state to the trained float + checkpoint without having to rerun the `create` method. + + Args: + train_data: Training dataset. + validation_data: Validaiton dataset. + qat_hparams: Configuration for QAT. + """ + self._model.convert_to_qat() + learning_rate_fn = tf.keras.optimizers.schedules.ExponentialDecay( + qat_hparams.learning_rate * qat_hparams.batch_size / 256, + decay_steps=qat_hparams.decay_steps, + decay_rate=qat_hparams.decay_rate, + staircase=True, + ) + optimizer = tf.keras.optimizers.experimental.SGD( + learning_rate=learning_rate_fn, momentum=0.9 + ) + if len(train_data) < qat_hparams.batch_size: + raise ValueError( + f"The size of the train_data {len(train_data)} can't be smaller than" + f' batch_size {qat_hparams.batch_size}. To solve this problem, set' + ' the batch_size smaller or increase the size of the train_data.' + ) + + train_dataset = train_data.gen_tf_dataset( + batch_size=qat_hparams.batch_size, + is_training=True, + shuffle=self._shuffle, + preprocess=self._preprocessor, + ) + steps_per_epoch = model_util.get_steps_per_epoch( + steps_per_epoch=None, + batch_size=qat_hparams.batch_size, + train_data=train_data, + ) + train_dataset = train_dataset.take(count=steps_per_epoch) + validation_dataset = validation_data.gen_tf_dataset( + batch_size=qat_hparams.batch_size, + is_training=False, + preprocess=self._preprocessor, + ) + self._model.compile(optimizer=optimizer) + self._model.fit( + x=train_dataset, + epochs=qat_hparams.epochs, + steps_per_epoch=None, + validation_data=validation_dataset, + ) + self._is_qat = True + + def evaluate( + self, dataset: ds.Dataset, batch_size: int = 1 + ) -> Tuple[List[float], Dict[str, float]]: + """Overrides Classifier.evaluate to calculate COCO metrics.""" + dataset = dataset.gen_tf_dataset( + batch_size, is_training=False, preprocess=self._preprocessor + ) + losses = self._model.evaluate(dataset) + coco_eval = coco_evaluator.COCOEvaluator( + annotation_file=None, + include_mask=False, + per_category_metrics=True, + max_num_eval_detections=100, + ) + for batch in dataset: + x, y = batch + y_pred = self._model( + x, + anchor_boxes=y['anchor_boxes'], + image_shape=y['image_info'][:, 1, :], + training=False, + ) + groundtruths = y['groundtruths'] + y_pred['image_info'] = groundtruths['image_info'] + y_pred['source_id'] = groundtruths['source_id'] + coco_eval.update_state(groundtruths, y_pred) + coco_metrics = coco_eval.result() + return losses, coco_metrics + + def export_model( + self, + model_name: str = 'model.tflite', + quantization_config: Optional[quantization.QuantizationConfig] = None, + ): + """Converts and saves the model to a TFLite file with metadata included. + + The model export format is automatically set based on whether or not + `quantization_aware_training`(QAT) was run. The model exports to float32 by + default and will export to an int8 quantized model if QAT was run. To export + a float32 model after running QAT, run `restore_float_ckpt` before this + method. For custom post-training quantization without QAT, use the + quantization_config parameter. + + Note that only the TFLite file is needed for deployment. This function also + saves a metadata.json file to the same directory as the TFLite file which + can be used to interpret the metadata content in the TFLite file. + + Args: + model_name: File name to save TFLite model with metadata. The full export + path is {self._hparams.export_dir}/{model_name}. + quantization_config: The configuration for model quantization. Note that + int8 quantization aware training is automatically applied when possible. + This parameter is used to specify other post-training quantization + options such as fp16 and int8 without QAT. + + Raises: + ValueError: If a custom quantization_config is specified when the model + has quantization aware training enabled. + """ + if quantization_config: + if self._is_qat: + raise ValueError( + 'Exporting a qat model with a custom quantization_config is not ' + 'supported.' + ) + else: + print( + 'Exporting with custom post-training-quantization: ', + quantization_config, + ) + else: + if self._is_qat: + print('Exporting a qat int8 model') + quantization_config = quantization.QuantizationConfig( + inference_input_type=tf.uint8, inference_output_type=tf.uint8 + ) + else: + print('Exporting a floating point model') + + tflite_file = os.path.join(self._hparams.export_dir, model_name) + metadata_file = os.path.join(self._hparams.export_dir, 'metadata.json') + with tempfile.TemporaryDirectory() as temp_dir: + save_path = os.path.join(temp_dir, 'saved_model') + self._model.export_saved_model(save_path) + converter = tf.lite.TFLiteConverter.from_saved_model(save_path) + if quantization_config: + converter = quantization_config.set_converter_with_quantization( + converter, preprocess=self._preprocessor + ) + + converter.target_spec.supported_ops = (tf.lite.OpsSet.TFLITE_BUILTINS,) + tflite_model = converter.convert() + + writer = object_detector_writer.MetadataWriter.create( + tflite_model, + self._model_spec.mean_rgb, + self._model_spec.stddev_rgb, + labels=metadata_writer.Labels().add(list(self._label_names)), + ) + tflite_model_with_metadata, metadata_json = writer.populate() + model_util.save_tflite(tflite_model_with_metadata, tflite_file) + with open(metadata_file, 'w') as f: + f.write(metadata_json) + + def _create_optimizer(self) -> tf.keras.optimizers.Optimizer: + """Creates an optimizer with learning rate schedule for regular training. + + Uses Keras PiecewiseConstantDecay schedule by default. + + Returns: + A tf.keras.optimizer.Optimizer for model training. + """ + init_lr = self._hparams.learning_rate * self._hparams.batch_size / 256 + lr_values = [init_lr] + [ + init_lr * m for m in self._hparams.learning_rate_decay_multipliers + ] + learning_rate_fn = tf.keras.optimizers.schedules.PiecewiseConstantDecay( + self._hparams.learning_rate_boundaries, lr_values + ) + return tf.keras.optimizers.experimental.SGD( + learning_rate=learning_rate_fn, momentum=0.9 + ) diff --git a/mediapipe/model_maker/python/vision/object_detector/object_detector_demo.py b/mediapipe/model_maker/python/vision/object_detector/object_detector_demo.py new file mode 100644 index 00000000..3bbac5d8 --- /dev/null +++ b/mediapipe/model_maker/python/vision/object_detector/object_detector_demo.py @@ -0,0 +1,84 @@ +# Copyright 2023 The MediaPipe Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Demo for making an object detector model by MediaPipe Model Maker.""" + +import os +# Dependency imports + +from absl import app +from absl import flags +from absl import logging + +from mediapipe.model_maker.python.vision import object_detector + +FLAGS = flags.FLAGS + +TEST_DATA_DIR = 'mediapipe/model_maker/python/vision/object_detector/testdata/coco_data' + + +def define_flags() -> None: + """Define flags for the object detection model maker demo.""" + flags.DEFINE_string( + 'export_dir', None, 'The directory to save exported files.' + ) + flags.DEFINE_string( + 'input_data_dir', + None, + """The directory with input training data. If the training data is not + specified, the pipeline will use the test dataset.""", + ) + flags.DEFINE_bool('qat', True, 'Whether or not to do QAT.') + flags.mark_flag_as_required('export_dir') + + +def run(data_dir: str, export_dir: str, qat: bool): + """Runs demo.""" + data = object_detector.Dataset.from_coco_folder(data_dir) + train_data, rest_data = data.split(0.6) + validation_data, test_data = rest_data.split(0.5) + + hparams = object_detector.HParams(batch_size=1, export_dir=export_dir) + options = object_detector.ObjectDetectorOptions( + supported_model=object_detector.SupportedModels.MOBILENET_V2, + hparams=hparams, + ) + model = object_detector.ObjectDetector.create( + train_data=train_data, validation_data=validation_data, options=options + ) + loss, coco_metrics = model.evaluate(test_data, batch_size=1) + print(f'Evaluation loss:{loss}, coco_metrics:{coco_metrics}') + if qat: + qat_hparams = object_detector.QATHParams(batch_size=1) + model.quantization_aware_training(train_data, validation_data, qat_hparams) + qat_loss, qat_coco_metrics = model.evaluate(test_data, batch_size=1) + print(f'QAT Evaluation loss:{qat_loss}, coco_metrics:{qat_coco_metrics}') + + model.export_model() + + +def main(_) -> None: + logging.set_verbosity(logging.INFO) + + if FLAGS.input_data_dir is None: + data_dir = os.path.join(FLAGS.test_srcdir, TEST_DATA_DIR) + else: + data_dir = FLAGS.input_data_dir + + export_dir = os.path.expanduser(FLAGS.export_dir) + run(data_dir=data_dir, export_dir=export_dir, qat=FLAGS.qat) + + +if __name__ == '__main__': + define_flags() + app.run(main) diff --git a/mediapipe/model_maker/python/vision/object_detector/object_detector_options.py b/mediapipe/model_maker/python/vision/object_detector/object_detector_options.py new file mode 100644 index 00000000..e1647cd5 --- /dev/null +++ b/mediapipe/model_maker/python/vision/object_detector/object_detector_options.py @@ -0,0 +1,36 @@ +# Copyright 2023 The MediaPipe Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Options for building object detector.""" + +import dataclasses +from typing import Optional + +from mediapipe.model_maker.python.vision.object_detector import hyperparameters +from mediapipe.model_maker.python.vision.object_detector import model_options as model_opt +from mediapipe.model_maker.python.vision.object_detector import model_spec + + +@dataclasses.dataclass +class ObjectDetectorOptions: + """Configurable options for building object detector. + + Attributes: + supported_model: A model from the SupportedModels enum. + model_options: A set of options for configuring the selected model. + hparams: A set of hyperparameters used to train the object detector. + """ + + supported_model: model_spec.SupportedModels + model_options: Optional[model_opt.ObjectDetectorModelOptions] = None + hparams: Optional[hyperparameters.HParams] = None diff --git a/mediapipe/model_maker/python/vision/object_detector/object_detector_test.py b/mediapipe/model_maker/python/vision/object_detector/object_detector_test.py new file mode 100644 index 00000000..c33b431f --- /dev/null +++ b/mediapipe/model_maker/python/vision/object_detector/object_detector_test.py @@ -0,0 +1,121 @@ +# Copyright 2023 The MediaPipe Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the 'License'); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an 'AS IS' BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import os +import tempfile +from unittest import mock as unittest_mock + +from absl.testing import parameterized +import tensorflow as tf + +from mediapipe.model_maker.python.vision.object_detector import dataset +from mediapipe.model_maker.python.vision.object_detector import hyperparameters +from mediapipe.model_maker.python.vision.object_detector import model_spec as ms +from mediapipe.model_maker.python.vision.object_detector import object_detector +from mediapipe.model_maker.python.vision.object_detector import object_detector_options +from mediapipe.tasks.python.test import test_utils as task_test_utils + + +class ObjectDetectorTest(tf.test.TestCase, parameterized.TestCase): + + def setUp(self): + super().setUp() + dataset_folder = task_test_utils.get_test_data_path('coco_data') + cache_dir = self.create_tempdir() + self.data = dataset.Dataset.from_coco_folder( + dataset_folder, cache_dir=cache_dir + ) + # Mock tempfile.gettempdir() to be unique for each test to avoid race + # condition when downloading model since these tests may run in parallel. + mock_gettempdir = unittest_mock.patch.object( + tempfile, + 'gettempdir', + return_value=self.create_tempdir(), + autospec=True, + ) + self.mock_gettempdir = mock_gettempdir.start() + self.addCleanup(mock_gettempdir.stop) + + def test_object_detector(self): + hparams = hyperparameters.HParams( + epochs=10, + batch_size=2, + learning_rate=0.9, + shuffle=False, + export_dir=self.create_tempdir(), + ) + options = object_detector_options.ObjectDetectorOptions( + supported_model=ms.SupportedModels.MOBILENET_V2, hparams=hparams + ) + # Test `create`` + model = object_detector.ObjectDetector.create( + train_data=self.data, validation_data=self.data, options=options + ) + losses, coco_metrics = model.evaluate(self.data) + self._assert_ap_greater(coco_metrics) + self.assertFalse(model._is_qat) + # Test float export_model + model.export_model() + output_metadata_file = os.path.join( + options.hparams.export_dir, 'metadata.json' + ) + output_tflite_file = os.path.join( + options.hparams.export_dir, 'model.tflite' + ) + print('ASDF float', os.path.getsize(output_tflite_file)) + self.assertTrue(os.path.exists(output_tflite_file)) + self.assertGreater(os.path.getsize(output_tflite_file), 0) + self.assertTrue(os.path.exists(output_metadata_file)) + self.assertGreater(os.path.getsize(output_metadata_file), 0) + + # Test `quantization_aware_training` + qat_hparams = hyperparameters.QATHParams( + learning_rate=0.9, + batch_size=2, + epochs=5, + decay_steps=6, + decay_rate=0.96, + ) + model.quantization_aware_training(self.data, self.data, qat_hparams) + qat_losses, qat_coco_metrics = model.evaluate(self.data) + self._assert_ap_greater(qat_coco_metrics) + self.assertNotAllEqual(losses, qat_losses) + self.assertTrue(model._is_qat) + model.export_model('model_qat.tflite') + output_metadata_file = os.path.join( + options.hparams.export_dir, 'metadata.json' + ) + output_tflite_file = os.path.join( + options.hparams.export_dir, 'model_qat.tflite' + ) + print('ASDF qat', os.path.getsize(output_tflite_file)) + self.assertTrue(os.path.exists(output_tflite_file)) + self.assertGreater(os.path.getsize(output_tflite_file), 0) + self.assertLess(os.path.getsize(output_tflite_file), 3500000) + self.assertTrue(os.path.exists(output_metadata_file)) + self.assertGreater(os.path.getsize(output_metadata_file), 0) + + # Load float ckpt test + model.restore_float_ckpt() + losses_2, _ = model.evaluate(self.data) + self.assertAllEqual(losses, losses_2) + self.assertNotAllEqual(qat_losses, losses_2) + self.assertFalse(model._is_qat) + + def _assert_ap_greater(self, coco_metrics, threshold=0.0): + self.assertGreaterEqual(coco_metrics['AP'], threshold) + + +if __name__ == '__main__': + tf.test.main() diff --git a/mediapipe/model_maker/python/vision/object_detector/preprocessor.py b/mediapipe/model_maker/python/vision/object_detector/preprocessor.py new file mode 100644 index 00000000..b0d2afb7 --- /dev/null +++ b/mediapipe/model_maker/python/vision/object_detector/preprocessor.py @@ -0,0 +1,163 @@ +# Copyright 2023 The MediaPipe Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Preprocessor for object detector.""" +from typing import Any, Mapping, Tuple + +import tensorflow as tf + +from mediapipe.model_maker.python.vision.object_detector import model_spec as ms +from official.vision.dataloaders import utils +from official.vision.ops import anchor +from official.vision.ops import box_ops +from official.vision.ops import preprocess_ops + + +# TODO Combine preprocessing logic with image_preprocessor. +class Preprocessor(object): + """Preprocessor for object detector.""" + + def __init__(self, model_spec: ms.ModelSpec): + """Initialize a Preprocessor.""" + self._mean_norm = model_spec.mean_norm + self._stddev_norm = model_spec.stddev_norm + self._output_size = model_spec.input_image_shape[:2] + self._min_level = 3 + self._max_level = 7 + self._num_scales = 3 + self._aspect_ratios = [0.5, 1, 2] + self._anchor_size = 3 + self._dtype = tf.float32 + self._match_threshold = 0.5 + self._unmatched_threshold = 0.5 + self._aug_scale_min = 0.5 + self._aug_scale_max = 2.0 + self._max_num_instances = 100 + + def __call__( + self, data: Mapping[str, Any], is_training: bool = True + ) -> Tuple[tf.Tensor, Mapping[str, Any]]: + """Run the preprocessor on an example. + + The data dict should contain the following keys always: + - image + - groundtruth_classes + - groundtruth_boxes + - groundtruth_is_crowd + Additional keys needed when is_training is set to True: + - groundtruth_area + - source_id + - height + - width + + Args: + data: A dict of object detector inputs. + is_training: Whether or not the data is used for training. + + Returns: + A tuple of (image, labels) where image is a Tensor and labels is a dict. + """ + classes = data['groundtruth_classes'] + boxes = data['groundtruth_boxes'] + + # Get original image. + image = data['image'] + image_shape = tf.shape(input=image)[0:2] + + # Normalize image with mean and std pixel values. + image = preprocess_ops.normalize_image( + image, self._mean_norm, self._stddev_norm + ) + + # Flip image randomly during training. + if is_training: + image, boxes, _ = preprocess_ops.random_horizontal_flip(image, boxes) + + # Convert boxes from normalized coordinates to pixel coordinates. + boxes = box_ops.denormalize_boxes(boxes, image_shape) + + # Resize and crop image. + image, image_info = preprocess_ops.resize_and_crop_image( + image, + self._output_size, + padded_size=preprocess_ops.compute_padded_size( + self._output_size, 2**self._max_level + ), + aug_scale_min=(self._aug_scale_min if is_training else 1.0), + aug_scale_max=(self._aug_scale_max if is_training else 1.0), + ) + image_height, image_width, _ = image.get_shape().as_list() + + # Resize and crop boxes. + image_scale = image_info[2, :] + offset = image_info[3, :] + boxes = preprocess_ops.resize_and_crop_boxes( + boxes, image_scale, image_info[1, :], offset + ) + # Filter out ground-truth boxes that are all zeros. + indices = box_ops.get_non_empty_box_indices(boxes) + boxes = tf.gather(boxes, indices) + classes = tf.gather(classes, indices) + + # Assign anchors. + input_anchor = anchor.build_anchor_generator( + min_level=self._min_level, + max_level=self._max_level, + num_scales=self._num_scales, + aspect_ratios=self._aspect_ratios, + anchor_size=self._anchor_size, + ) + anchor_boxes = input_anchor(image_size=(image_height, image_width)) + anchor_labeler = anchor.AnchorLabeler( + self._match_threshold, self._unmatched_threshold + ) + (cls_targets, box_targets, _, cls_weights, box_weights) = ( + anchor_labeler.label_anchors( + anchor_boxes, boxes, tf.expand_dims(classes, axis=1) + ) + ) + + # Cast input image to desired data type. + image = tf.cast(image, dtype=self._dtype) + + # Pack labels for model_fn outputs. + labels = { + 'cls_targets': cls_targets, + 'box_targets': box_targets, + 'anchor_boxes': anchor_boxes, + 'cls_weights': cls_weights, + 'box_weights': box_weights, + 'image_info': image_info, + } + if not is_training: + groundtruths = { + 'source_id': data['source_id'], + 'height': data['height'], + 'width': data['width'], + 'num_detections': tf.shape(data['groundtruth_classes']), + 'image_info': image_info, + 'boxes': box_ops.denormalize_boxes( + data['groundtruth_boxes'], image_shape + ), + 'classes': data['groundtruth_classes'], + 'areas': data['groundtruth_area'], + 'is_crowds': tf.cast(data['groundtruth_is_crowd'], tf.int32), + } + groundtruths['source_id'] = utils.process_source_id( + groundtruths['source_id'] + ) + groundtruths = utils.pad_groundtruths_to_fixed_size( + groundtruths, self._max_num_instances + ) + labels.update({'groundtruths': groundtruths}) + return image, labels diff --git a/mediapipe/model_maker/python/vision/object_detector/preprocessor_test.py b/mediapipe/model_maker/python/vision/object_detector/preprocessor_test.py new file mode 100644 index 00000000..d8ea63cd --- /dev/null +++ b/mediapipe/model_maker/python/vision/object_detector/preprocessor_test.py @@ -0,0 +1,158 @@ +# Copyright 2023 The MediaPipe Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import random + +from absl.testing import parameterized +import tensorflow as tf + +from mediapipe.model_maker.python.vision.core import test_utils +from mediapipe.model_maker.python.vision.object_detector import model_spec as ms +from mediapipe.model_maker.python.vision.object_detector import preprocessor as preprocessor_lib + + +class DatasetTest(tf.test.TestCase, parameterized.TestCase): + MAX_IMAGE_SIZE = 360 + OUTPUT_SIZE = 256 + NUM_CLASSES = 10 + NUM_EXAMPLES = 3 + MIN_LEVEL = 3 + MAX_LEVEL = 7 + NUM_SCALES = 3 + ASPECT_RATIOS = [0.5, 1, 2] + MAX_NUM_INSTANCES = 100 + + def _get_rand_example(self): + num_annotations = random.randint(1, 3) + bboxes, classes, is_crowds = [], [], [] + image_size = random.randint(10, self.MAX_IMAGE_SIZE + 1) + rgb = [random.uniform(0, 255) for _ in range(3)] + image = test_utils.fill_image(rgb, image_size) + for _ in range(num_annotations): + x1, x2 = random.uniform(0, image_size), random.uniform(0, image_size) + y1, y2 = random.uniform(0, image_size), random.uniform(0, image_size) + bbox = [min(x1, x2), min(y1, y2), abs(x1 - x2), abs(y1 - y2)] + bboxes.append(bbox) + classes.append(random.randint(0, self.NUM_CLASSES - 1)) + is_crowds.append(0) + return { + 'image': tf.cast(image, dtype=tf.float32), + 'groundtruth_boxes': tf.cast(bboxes, dtype=tf.float32), + 'groundtruth_classes': tf.cast(classes, dtype=tf.int64), + 'groundtruth_is_crowd': tf.cast(is_crowds, dtype=tf.bool), + 'groundtruth_area': tf.cast(is_crowds, dtype=tf.float32), + 'source_id': tf.cast(1, dtype=tf.int64), + 'height': tf.cast(image_size, dtype=tf.int64), + 'width': tf.cast(image_size, dtype=tf.int64), + } + + def setUp(self): + super().setUp() + dataset = [self._get_rand_example() for _ in range(self.NUM_EXAMPLES)] + + def my_generator(data): + for item in data: + yield item + + self.dataset = tf.data.Dataset.from_generator( + lambda: my_generator(dataset), + output_types={ + 'image': tf.float32, + 'groundtruth_classes': tf.int64, + 'groundtruth_boxes': tf.float32, + 'groundtruth_is_crowd': tf.bool, + 'groundtruth_area': tf.float32, + 'source_id': tf.int64, + 'height': tf.int64, + 'width': tf.int64, + }, + ) + + @parameterized.named_parameters( + dict( + testcase_name='training', + is_training=True, + ), + dict( + testcase_name='evaluation', + is_training=False, + ), + ) + def test_preprocessor(self, is_training): + model_spec = ms.SupportedModels.MOBILENET_V2.value() + labels_keys = [ + 'cls_targets', + 'box_targets', + 'anchor_boxes', + 'cls_weights', + 'box_weights', + 'image_info', + ] + if not is_training: + labels_keys.append('groundtruths') + preprocessor = preprocessor_lib.Preprocessor(model_spec) + for example in self.dataset: + result = preprocessor(example, is_training=is_training) + image, labels = result + self.assertAllEqual(image.shape, (256, 256, 3)) + self.assertCountEqual(labels_keys, labels.keys()) + np_labels = tf.nest.map_structure(lambda x: x.numpy(), labels) + # Checks shapes of `image_info` and `anchor_boxes`. + self.assertEqual(np_labels['image_info'].shape, (4, 2)) + n_anchors = 0 + for level in range(self.MIN_LEVEL, self.MAX_LEVEL + 1): + stride = 2**level + output_size_l = [self.OUTPUT_SIZE / stride, self.OUTPUT_SIZE / stride] + anchors_per_location = self.NUM_SCALES * len(self.ASPECT_RATIOS) + self.assertEqual( + list(np_labels['anchor_boxes'][str(level)].shape), + [output_size_l[0], output_size_l[1], 4 * anchors_per_location], + ) + n_anchors += output_size_l[0] * output_size_l[1] * anchors_per_location + # Checks shapes of training objectives. + self.assertEqual(np_labels['cls_weights'].shape, (int(n_anchors),)) + for level in range(self.MIN_LEVEL, self.MAX_LEVEL + 1): + stride = 2**level + output_size_l = [self.OUTPUT_SIZE / stride, self.OUTPUT_SIZE / stride] + anchors_per_location = self.NUM_SCALES * len(self.ASPECT_RATIOS) + self.assertEqual( + list(np_labels['cls_targets'][str(level)].shape), + [output_size_l[0], output_size_l[1], anchors_per_location], + ) + self.assertEqual( + list(np_labels['box_targets'][str(level)].shape), + [output_size_l[0], output_size_l[1], 4 * anchors_per_location], + ) + # Checks shape of groundtruths for eval. + if not is_training: + self.assertEqual(np_labels['groundtruths']['source_id'].shape, ()) + self.assertEqual( + np_labels['groundtruths']['classes'].shape, + (self.MAX_NUM_INSTANCES,), + ) + self.assertEqual( + np_labels['groundtruths']['boxes'].shape, + (self.MAX_NUM_INSTANCES, 4), + ) + self.assertEqual( + np_labels['groundtruths']['areas'].shape, (self.MAX_NUM_INSTANCES,) + ) + self.assertEqual( + np_labels['groundtruths']['is_crowds'].shape, + (self.MAX_NUM_INSTANCES,), + ) + + +if __name__ == '__main__': + tf.test.main() diff --git a/mediapipe/model_maker/python/vision/object_detector/testdata/coco_data/images/000000000072.jpg b/mediapipe/model_maker/python/vision/object_detector/testdata/coco_data/images/000000000072.jpg new file mode 100644 index 0000000000000000000000000000000000000000..607aa65a44fd4863e6bf67a380bf912883bd4a54 GIT binary patch literal 83098 zcmbTdWl$V%^tL&;gg_ubAPhPK1PQ@2xXS>6;I4!F;1WC#Tn4uRf;$Aa06_+Kw*Z4% zaDG5SHvjkC+O678yL-C2zw}dGeN}h$xz9Ow|6TgK33#C-50wXCU;qFZ|2DwiRe%ft z9~T!77Y82?508KVpOA?BInlFcMAT$2Nyuqm)6>zu1_BwtT&xUCoFE|Z&3iUZZXSMq zetK3RF$k|H7au?G|6BxvfPjGL84=a<=Ty9mKt|sG&+)ehK#GqUj8Tb&!34l0#lRxP 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