From cfc6a78debd7c7b9611363da214c10bb1d3f4c3b Mon Sep 17 00:00:00 2001 From: Vitali Yanushchyk Date: Fri, 25 Oct 2024 05:26:35 -0300 Subject: [PATCH] add ! validate image size --- src/hope_dedup_engine/apps/api/admin/image.py | 3 -- .../apps/api/deduplication/process.py | 7 +++-- src/hope_dedup_engine/apps/core/exceptions.py | 9 ++++++ .../faces/services/duplication_detector.py | 12 ++++---- .../apps/faces/services/image_processor.py | 27 ++++++++++-------- .../config/fragments/constance.py | 2 +- .../demo_images/Aaron_Eckhart_0001.jpg | Bin 14837 -> 18320 bytes .../demoapp/demo_images/Aaron_Guiel_0001.jpg | Bin 19885 -> 24223 bytes .../demo_images/Aaron_Peirsol_0001.jpg | Bin 16869 -> 20712 bytes .../demo_images/Aaron_Peirsol_0002.jpg | Bin 20589 -> 24912 bytes .../demo_images/Cathy_Freeman_0001.jpg | Bin 18778 -> 23186 bytes .../demo_images/Cathy_Freeman_0002.jpg | Bin 16863 -> 20843 bytes .../demoapp/demo_images/Ziwang_Xu_0001.jpg | Bin 19592 -> 24120 bytes .../demoapp/demo_images/Zoe_Ball_0001.jpg | Bin 20945 -> 25359 bytes .../extras/demoapp/demo_images/too_small.jpg | Bin 0 -> 3590 bytes .../demoapp/demo_images/without_face.jpg | Bin 24802 -> 37183 bytes tests/faces/conftest.py | 2 +- tests/faces/faces_const.py | 8 +++--- 18 files changed, 39 insertions(+), 31 deletions(-) create mode 100644 tests/extras/demoapp/demo_images/too_small.jpg diff --git a/src/hope_dedup_engine/apps/api/admin/image.py b/src/hope_dedup_engine/apps/api/admin/image.py index 8b721863..71967a2f 100644 --- a/src/hope_dedup_engine/apps/api/admin/image.py +++ b/src/hope_dedup_engine/apps/api/admin/image.py @@ -27,6 +27,3 @@ def has_add_permission(self, request): def has_change_permission(self, request, obj=None): return False - - def has_delete_permission(self, request, obj=None): - return obj is not None diff --git a/src/hope_dedup_engine/apps/api/deduplication/process.py b/src/hope_dedup_engine/apps/api/deduplication/process.py index c6a69737..33bfb67c 100644 --- a/src/hope_dedup_engine/apps/api/deduplication/process.py +++ b/src/hope_dedup_engine/apps/api/deduplication/process.py @@ -94,10 +94,11 @@ def find_duplicates(deduplication_set_id: str, serialized_lock: str) -> None: deduplication_set.state = deduplication_set.State.CLEAN deduplication_set.save() - if lock_enabled: - lock.release() - except Exception: deduplication_set.state = DeduplicationSet.State.ERROR deduplication_set.save() raise + + finally: + if lock_enabled: + lock.release() diff --git a/src/hope_dedup_engine/apps/core/exceptions.py b/src/hope_dedup_engine/apps/core/exceptions.py index 365ffc75..a6bafdfb 100644 --- a/src/hope_dedup_engine/apps/core/exceptions.py +++ b/src/hope_dedup_engine/apps/core/exceptions.py @@ -16,3 +16,12 @@ class DownloaderKeyError(Exception): def __init__(self, key: str) -> None: self.key = key super().__init__(f"Downloader key '{key}' does not exist.") + + +class NotCompliantImageError(Exception): + """ + Exception raised when an image is not compliant with the expected parameters. + """ + + def __init__(self, message: str) -> None: + super().__init__(message) diff --git a/src/hope_dedup_engine/apps/faces/services/duplication_detector.py b/src/hope_dedup_engine/apps/faces/services/duplication_detector.py index c127bed0..56c36a9d 100644 --- a/src/hope_dedup_engine/apps/faces/services/duplication_detector.py +++ b/src/hope_dedup_engine/apps/faces/services/duplication_detector.py @@ -133,16 +133,14 @@ def find_duplicates(self) -> Generator[tuple[str, str, float], None, None]: min_distance = None for encoding1 in encodings1: distances = face_recognition.face_distance(encodings2, encoding1) - current_min = min(distances) if np.any(distances) else float("inf") + current_min = min(distances) if np.any(distances) else 0 if min_distance is None or current_min < min_distance: min_distance = current_min - if min_distance is not None: - print( - f"Minimum distance between {path1} and {path2}: {min_distance}" - ) - - if min_distance < self.face_distance_threshold: + if ( + min_distance is not None + and min_distance < self.face_distance_threshold + ): yield (path1, path2, round(min_distance, 5)) except Exception as e: diff --git a/src/hope_dedup_engine/apps/faces/services/image_processor.py b/src/hope_dedup_engine/apps/faces/services/image_processor.py index a2bf9870..f2148fc1 100644 --- a/src/hope_dedup_engine/apps/faces/services/image_processor.py +++ b/src/hope_dedup_engine/apps/faces/services/image_processor.py @@ -11,6 +11,7 @@ import numpy as np from constance import config +from hope_dedup_engine.apps.core.exceptions import NotCompliantImageError from hope_dedup_engine.apps.faces.managers import DNNInferenceManager, StorageManager @@ -97,19 +98,19 @@ def _get_face_detections_dnn( # Decode image from binary buffer to 3D numpy array (height, width, channels of BlueGreeRed color space) image = cv2.imdecode(img_array, cv2.IMREAD_COLOR) (h, w) = image.shape[:2] + _h, _w = ( + self.blob_from_image_cfg.shape["height"], + self.blob_from_image_cfg.shape["width"], + ) + if h < _h or w < _w: + raise NotCompliantImageError( + f"Image {filename} too small: '{h}x{w}'. It needs to be at least '{_h}x{_w}'." + ) + # Create a blob (4D tensor) from the image blob = cv2.dnn.blobFromImage( - image=cv2.resize( - image, - dsize=( - self.blob_from_image_cfg.shape["height"], - self.blob_from_image_cfg.shape["width"], - ), - ), - size=( - self.blob_from_image_cfg.shape["height"], - self.blob_from_image_cfg.shape["width"], - ), + image=cv2.resize(image, dsize=(_h, _w)), + size=(_h, _w), scalefactor=self.blob_from_image_cfg.scale_factor, mean=self.blob_from_image_cfg.mean_values, ) @@ -161,7 +162,9 @@ def encode_face(self, filename: str, encodings_filename: str) -> None: encodings: list[np.ndarray[np.float32, Any]] = [] face_regions = self._get_face_detections_dnn(filename) if not face_regions: - self.logger.warning("No face regions detected in image %s", filename) + raise NotCompliantImageError( + f"No face regions detected in image '{filename}'." + ) else: for region in face_regions: diff --git a/src/hope_dedup_engine/config/fragments/constance.py b/src/hope_dedup_engine/config/fragments/constance.py index 32fe0b38..0abde749 100644 --- a/src/hope_dedup_engine/config/fragments/constance.py +++ b/src/hope_dedup_engine/config/fragments/constance.py @@ -67,7 +67,7 @@ int, ), "FACE_ENCODINGS_MODEL": ( - "small", + "large", """ Specifies the model type used for encoding face landmarks. 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BytesIO(img_byte_arr.getvalue()) diff --git a/tests/faces/faces_const.py b/tests/faces/faces_const.py index 89ac631e..0efda667 100644 --- a/tests/faces/faces_const.py +++ b/tests/faces/faces_const.py @@ -44,8 +44,8 @@ } FACE_REGIONS_INVALID: Final[list[list[tuple[int, int, int, int]]]] = [[], [(0, 0, 10)]] FACE_REGIONS_VALID: Final[list[tuple[int, int, int, int]]] = [ - (10, 10, 20, 20), - (30, 30, 40, 40), + (40, 40, 80, 80), + (120, 120, 160, 160), ] BLOB_FROM_IMAGE_SCALE_FACTOR: Final[float] = 1.0 BLOB_FROM_IMAGE_MEAN_VALUES: Final[tuple[float, float, float]] = (104.0, 177.0, 123.0) @@ -56,8 +56,8 @@ (0, 0, 0.15, 0.1, 0.1, 0.2, 0.2), # with confidence 0.15 -> invalid detection ] IMAGE_SIZE: Final[tuple[int, int, int]] = ( - 100, - 100, + 400, + 400, 3, ) # Size of the image after decoding (h, w, number of channels) RESIZED_IMAGE_SIZE: Final[tuple[int, int, int]] = (