コード例 #1
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    def select_curate_auto(self, transform_set_ids, name, opts):
        """
        This method automatically curates a transform set.

        :param list(int) transform_set_ids: The transform set IDs.
        :param dict opts: The dict of options.
        :raises: CommandLineRouteHandlerError
        :rtype: None
        """

        for transform_set_id in transform_set_ids:
            result = TransformSetModel().select(transform_set_id)
            if result is None:
                raise CommandLineRouteHandlerError(
                    f'Transform set with ID {transform_set_id:08d} not found')

        plugin = Plugin.get('transform_set_select_curate', name)
        if plugin is None:
            raise CommandLineRouteHandlerError(
                f"'{name}' is not a valid transform set curation "
                f'plugin name')

        for transform_set_id in transform_set_ids:
            plugin = Plugin.get('transform_set_select_curate', name)

            try:
                plugin().transform_set_select_curate(transform_set_id, opts)
            except ValueError as e:
                raise CommandLineRouteHandlerError(str(e))

        debug('success', 3)
コード例 #2
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    def insert_youtube_url(self, url, desc=None):
        """
        This method inserts a YouTube video into the video collection.

        :param str url: The URL of the YouTube video.
        :param str desc: An optional description of the video.
        :raises: CommandLineRouteHandlerError
        :rtype: None
        """

        try:
            context = self.youtube_context(url)
        except pytube.exceptions.VideoUnavailable:
            raise CommandLineRouteHandlerError(
                f'A VideoUnavailable exception was raised and caught for '
                f'{url}')

        streams = self.youtube_streams(context)
        stream = self.youtube_select(streams)

        try:
            path = self.youtube_download(context, stream[0], VideoDir.path(),
                                         self.uuid())
        except urllib.error.HTTPError as e:  # noqa
            raise CommandLineRouteHandlerError(
                f'An HTTPError exception was raised and caught for {url} '
                f'with HTTP status code {e.code}')

        filename = os.path.basename(path)

        video_id = VideoModel().insert(url, filename, desc)

        debug(
            f'video_id={video_id}, uri={url}, filename={filename}, '
            f'description={desc}', 3)
コード例 #3
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    def _pad(self, transform_set_path, transform_id, frame_id, metadata,
             target_set_id, size):
        """
        This method pads a transform.

        :param str transform_set_path: The transform set path.
        :param int transform_id: The transform ID.
        :param int frame_id: The frame ID.
        :param str metadata: Metadata for the transform.
        :param int target_set_id: The new transform set ID.
        :param int size: The size to which to pad.
        :rtype: None
        """

        transform_path = TransformFile().path(transform_set_path, transform_id,
                                              'jpg')
        img = cv2.imread(transform_path)
        img_height, img_width = img.shape[:2]

        img_padded = np.zeros((size, size, 3), dtype=np.uint8)
        img_padded[:img_height, :img_width, :] = img.copy()

        target_id = TransformModel().insert(target_set_id, frame_id,
                                            json.dumps(metadata), 0)
        output_path = TransformFile.path(
            TransformSetSubDir.path(target_set_id), target_id, 'jpg')

        cv2.imwrite(output_path, img_padded, [cv2.IMWRITE_JPEG_QUALITY, 100])

        debug(
            f'Transform with ID {target_id:08d} at {output_path} extracted '
            f'from transform with ID {transform_id:08d} at {transform_path}',
            4)
コード例 #4
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    def select_extract(self, video_ids, opts={}):
        """
        This method extracts frames and thumbnails from a video to a frame set.

        :param list(int) video_ids: The video IDs.
        :param dict opts: The optional dict of options.
        :raises: CommandLineRouteHandlerError
        :rtype: None
        """

        video_model = VideoModel()

        for video_id in video_ids:
            result = video_model.select(video_id)
            if result is None:
                raise CommandLineRouteHandlerError(
                    f'Video with ID {video_id:08d} not found')

        plugin = Plugin.get('video_select_extract', 'default')

        for video_id in video_ids:
            frame_set_id = plugin().video_select_extract(
                video_id,
                sub_sample=int(opts.get('sub-sample', 1)),
                max_sample=int(opts.get('max-sample', 0)))

            debug(f'frame_set_id={frame_set_id}, video_id={video_id}', 3)
コード例 #5
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    def select_deploy(self, video_id, name, opts):
        """
        This method deploys a video via a plugin.

        :param int video_id: The video ID.
        :param str name: The plugin name.
        :param opts dict: The dict of options.
        :rtype: None
        """

        video_model = VideoModel()

        result = video_model.select(video_id)
        if result is None:
            raise CommandLineRouteHandlerError(
                f'Video with ID {video_id:08d} not found')

        plugin = Plugin.get('video_select_deploy', name)
        if plugin is None:
            raise CommandLineRouteHandlerError(
                f"'{name}' is not a valid frame set extraction plugin name")

        plugin().video_select_deploy(video_id, opts)

        debug('success', 3)
コード例 #6
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    def delete(self, video_ids):
        """
        This method deletes a video from the video collection.

        :param list(ints) video_ids: The video IDs.
        :raises: CommandLineRouteHandlerError
        :rtype: None
        """

        video_model = VideoModel()

        for video_id in video_ids:
            result = video_model.select(video_id)
            if result is None:
                raise CommandLineRouteHandlerError(
                    f'Video with ID {video_id:08d} not found')

        for video_id in video_ids:
            result = video_model.select(video_id)

            path = VideoFile.path(result[2])

            video_model.delete(video_id)

            os.remove(path)

            debug(f'Video {video_id} was successfully deleted', 3)
コード例 #7
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    def insert_vimeo_url(self, url, quality='hq', desc=None):
        """
        This method inserts a Vimeo video into the video collection.

        :param str url: The URL of the Vimeo video.
        :param str desc: An optional description of the video.
        :raises: CommandLineRouteHandlerError
        :rtype: None
        """

        try:
            video = self.vimeo_context(url)
        except KeyError:
            raise CommandLineRouteHandlerError(
                f'A KeyError exception was raised and caught for '
                f'{url}')

        if desc is None:
            desc = self.vimeo_title(video)

        stream = self.vimeo_stream(video, quality)

        filename = f'{self.uuid()}.mp4'
        self.vimeo_stream_download(stream, VideoDir.path(), filename)

        video_id = VideoModel().insert(url, filename, desc)

        debug(
            f'video_id={video_id}, uri={url}, filename={filename}, '
            f'description={desc}', 3)
    def _resize(self, transform_set_path, transform_id, frame_id, metadata,
                target_set_id, max_size):
        """
        This method resizes a transform.

        :param str transform_set_path: The transform set path.
        :param int transform_id:  The transform ID.
        :param int frame_id: The frame ID.
        :param str metadata: Metadata for the transform.
        :param int target_set_id: The new transform set ID.
        :param int max_size: The max size.
        :rtype: None
        """

        transform_path = TransformFile().path(transform_set_path, transform_id,
                                              'jpg')
        img = cv2.imread(transform_path)
        img_height, img_width = img.shape[:2]

        if img_height > max_size or img_width > max_size:
            if img_height > img_width:
                img = imutils.resize(img, height=max_size)
            else:
                img = imutils.resize(img, width=max_size)

        target_id = TransformModel().insert(target_set_id, frame_id,
                                            json.dumps(metadata), 0)
        output_path = TransformFile.path(
            TransformSetSubDir.path(target_set_id), target_id, 'jpg')

        cv2.imwrite(output_path, img, [cv2.IMWRITE_JPEG_QUALITY, 100])

        debug(f'Transform with ID {target_id:08d} at {output_path} extracted '
              f'from transform with ID {transform_id:08d} at {transform_path}',
              4)
コード例 #9
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    def select_export_dir(self, frame_set_ids, target_dir, opts={}):
        """
        This method exports frame sets to a directory.

        :param list frame_set_ids: The list of frame set IDs to export.
        :param str target_dir: The directory to which to export the frame sets.
        :param dict opts: The dict of options.
        :raises: CommandLineRouteHandlerError
        :rtype: None
        """

        frame_set_model = FrameSetModel()

        for frame_set_id in frame_set_ids:
            result = frame_set_model.select(frame_set_id)
            if result is None:
                raise CommandLineRouteHandlerError(
                    f'Frame set with ID {frame_set_id:08d} not found')

        frame_model = FrameModel()
        length = int(os.environ.get('MODEL_LIST_LENGTH', '100'))
        count = 0

        for fid in frame_set_ids:
            offset = 0
            frame_set_path = FrameSetSubDir.path(fid)

            while True:
                results = frame_model.list(fid,
                                           length=length,
                                           offset=offset,
                                           rejected=False)

                if not results:
                    break

                for frame_id, _, _ in results:
                    file_path = FrameFile().path(frame_set_path, frame_id,
                                                 'jpg')
                    if 'format' in opts:
                        filename = opts['format'] % frame_id
                    else:
                        filename = os.path.basename(file_path)

                    target_path = os.path.join(target_dir, filename)
                    shutil.copy(file_path, target_path)
                    count += 1

                    debug(
                        f'Frame with ID {frame_id:08d} at {file_path} '
                        f'exported to {target_path}', 4)

                offset += length

        debug(f'{count} frames were successfully exported to {target_dir}', 3)
コード例 #10
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def pytube_on_progress_callback(stream, chunk, file_handle, bytes_remaining):
    """
    This function is called by putube as a video is downloaded and is used to
    print download progress.

    :rtype: None
    """

    t = f'{(1.0 - bytes_remaining / stream.filesize) * 100.0:3.2f}%'.zfill(7)

    debug(t, 4)
    def transform_set_select_curate(self, transform_set_id, opts):
        """
        This method automatically curates a transform set and rejects
        transforms that are more blurry than the 'max-blur'.

        :param int transform_set_id: The transform set ID.
        :param dict opts: The dict of options.
        :raises: ValueError
        :rtype: None
        """

        if 'max-blur' not in opts:
            raise ValueError(
                'The max-blur option is required but was not supplied')

        max_blur = float(opts['max-blur'])

        transform_model = TransformModel()
        length = 100
        offset = 0
        p1 = TransformSetSubDir.path(transform_set_id)

        while True:
            transforms = transform_model.list(transform_set_id,
                                              length=length,
                                              offset=offset)
            if not transforms:
                break

            for transform in transforms:
                p2 = TransformFile.path(p1, transform[0], 'jpg')

                debug(f'Curating transform with ID {transform[0]:08d} at {p2}',
                      4)

                image = cv2.imread(p2)

                image = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)

                h, w = image.shape[:2]

                # recommendation to scale down image to ~500
                if h > 600 or w > 600:
                    # imutils.resize preserves aspect ratio.
                    image = imutils.resize(image, width=500, height=500)

                score = cv2.Laplacian(image, cv2.CV_64F).var()

                if score < max_blur:
                    transform_model.update(transform[0], rejected=1)

                    debug(f'Transform with ID {transform[0]:08d} rejected', 4)

            offset += length
コード例 #12
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    def usage(self):
        """
        This method prints usage.

        :rtype: None
        """

        path = os.path.join(os.path.dirname(os.path.realpath(__file__)),
                            'frame_set_command_line_route_handler_usage.txt')

        with open(path, 'r') as file_:
            usage = file_.read()

        usage = usage.strip()

        debug(usage, 3)
    def frame_set_select_extract(self, frame_set_id, opts):
        """
        This method extracts a frame set to a transform set.

        :param int frame_set_id: The frame set ID.
        :param dict opts: The dict of options.
        :rtype: int
        """

        transform_set_id = TransformSetModel().insert('transform_set',
                                                      frame_set_id)

        p1 = TransformSetSubDir.path(transform_set_id)

        os.mkdir(p1)

        frame_model = FrameModel()
        transform_model = TransformModel()
        length = int(os.environ.get('MODEL_LIST_LENGTH', '100'))
        offset = 0
        p2 = FrameSetSubDir.path(frame_set_id)

        while True:
            frames = frame_model.list(frame_set_id, length=length,
                                      offset=offset, rejected=False)

            if not frames:
                break

            for frame in frames:
                transform_id = transform_model.insert(transform_set_id,
                                                      frame[0], None, 0)

                p3 = FrameFile.path(p2, frame[0], 'jpg')
                p4 = TransformFile.path(p1, transform_id, 'jpg')

                shutil.copy(p3, p4)

                debug(f'Transform with ID {transform_id:08d} at {p4} '
                      f'extracted from frame with ID {frame[0]:08d} at '
                      f'{p3}', 4)

            offset += length

        return transform_set_id
コード例 #14
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    def list(self, transform_set_id):
        """
        This method lists transforms in the transform collection for a
        transform set.

        :param int transform_set_id: The transform set ID.
        :raises: CommandLineRouteHandlerError
        :rtype: None
        """

        result = TransformSetModel().select(transform_set_id)
        if result is None:
            raise CommandLineRouteHandlerError(
                f'Transform set with ID {transform_set_id:08d} not found')

        transform_model = TransformModel()

        count = transform_model.count(transform_set_id)

        debug(f'{count} results', 3)
        debug(
            'id | fk_transform_sets | fk_frames | metadata | rejected | '
            '(width | height)', 3)
        debug(
            '-----------------------------------------------------------'
            '----------------', 3)

        if count == 0:
            return

        length = int(os.environ.get('MODEL_LIST_LENGTH', '100'))
        offset = 0
        p1 = TransformSetSubDir.path(transform_set_id)

        while True:
            transforms = transform_model.list(transform_set_id,
                                              length=length,
                                              offset=offset)

            if not transforms:
                break

            for transform in transforms:
                p2 = TransformFile.path(p1, transform[0], 'jpg')

                height, width, _ = cv2.imread(p2).shape

                debug(
                    f'{transform[0]} | {transform[1]} | {transform[2]} | '
                    f'{transform[3]} | {transform[4]} | ({width} | '
                    f'{height})', 3)

            offset += length
コード例 #15
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    def transform_set_select_curate(self, transform_set_id, opts):
        """
        This method automatically curates a transform set and rejects
        transforms with width or height less than 'min-size'.

        :param int transform_set_id: The transform set ID.
        :param dict opts: The dict of options.
        :raises: ValueError
        :rtype: None
        """

        if 'min-size' not in opts:
            raise ValueError(
                'The min-size option is required but was not supplied')

        min_length = int(opts['min-size'])

        transform_model = TransformModel()
        length = 100
        offset = 0
        p1 = TransformSetSubDir.path(transform_set_id)

        while True:
            transforms = transform_model.list(transform_set_id,
                                              length=length,
                                              offset=offset)
            if not transforms:
                break

            for transform in transforms:
                p2 = TransformFile.path(p1, transform[0], 'jpg')

                debug(f'Curating transform with ID {transform[0]:08d} at {p2}',
                      4)

                h, w = cv2.imread(p2).shape[:2]

                if h < min_length or w < min_length:
                    transform_model.update(transform[0], rejected=1)

                    debug(f'Transform with ID {transform[0]:08d} rejected', 4)

            offset += length
コード例 #16
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    def implode(self):
        """
        This method implodes the deepstar path including delete the DB and all
        files.

        :rtype: None
        """

        q = f'Are you sure you want to implode the deepstar path ' \
            f'{os.environ["DEEPSTAR_PATH"]} [y/n]? '
        y = 'The deepstar path was succesfully imploded'
        n = 'The deepstar path was not imploded'

        if input(q).strip() == 'y':
            for path in [DBDir.path(), FileDir.path()]:
                shutil.rmtree(path)

            debug(y, 3)
        else:
            debug(n, 3)
コード例 #17
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    def select_extract(self, transform_set_ids, name, opts):
        """
        This method runs a transformation plugin over previously created
        transform sets.

        :param list(int) transform_set_id: The transform set IDs.
        :param str name: The name of the transform set extraction plugin to
            use.
        :param dict opts: The dict of options.
        :raises: CommandLineRouteHandlerError
        :rtype: None
        """

        transform_set_model = TransformSetModel()

        for transform_set_id in transform_set_ids:
            result = transform_set_model.select(transform_set_id)
            if result is None:
                raise CommandLineRouteHandlerError(
                    f'Transform set with ID {transform_set_id:08d} not found')

        plugin = Plugin.get('transform_set_select_extract', name)
        if plugin is None:
            raise CommandLineRouteHandlerError(
                f"'{name}' is not a valid transform set extraction "
                f'plugin name')

        for transform_set_id in transform_set_ids:
            try:
                new_transform_set_id = plugin() \
                    .transform_set_select_extract(transform_set_id, opts)
            except ValueError as e:
                raise CommandLineRouteHandlerError(str(e))

            result = transform_set_model.select(new_transform_set_id)

            debug(
                f'transform_set_id={result[0]}, name={result[1]}, '
                f'fk_frame_sets={result[2]}, '
                f'fk_prev_transform_sets={result[3]}', 3)
コード例 #18
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    def list(self):
        """
        This method lists videos in the video collection.

        :rtype: None
        """

        result = VideoModel().list()

        debug(f'{len(result)} results', 3)
        debug('id | uri | filename | description', 3)
        debug('---------------------------------', 3)

        for r in result:
            debug(f'{r[0]} | {r[1]} | {r[2]} | {r[3]}', 3)
コード例 #19
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    def list(self):
        """
        This method lists transform sets in the transform set collection.

        :rtype: None
        """

        result = TransformSetModel().list()

        debug(f'{len(result)} results', 3)
        debug('id | name | fk_frame_sets | fk_prev_transform_sets', 3)
        debug('--------------------------------------------------', 3)

        for r in result:
            debug(f'{r[0]} | {r[1]} | {r[2]} | {r[3]}', 3)
コード例 #20
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    def list(self):
        """
        This method lists frame sets in the frame set collection.

        :rtype: None
        """

        result = FrameSetModel().list()

        debug(f'{len(result)} results', 3)
        debug('id | fk_videos', 3)
        debug('-------------', 3)

        for r in result:
            debug(f'{r[0]} | {r[1]}', 3)
コード例 #21
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    def delete(self, frame_set_ids):
        """
        This method deletes a frame set from the frame set collection.

        :param list(int) frame_set_ids: The frame set IDs.
        :raises: CommandLineRouteHandlerError
        :rtype: None
        """

        frame_set_model = FrameSetModel()

        for frame_set_id in frame_set_ids:
            result = frame_set_model.select(frame_set_id)
            if result is None:
                raise CommandLineRouteHandlerError(
                    f'Frame set with ID {frame_set_id:08d} not found')

        for frame_set_id in frame_set_ids:
            frame_set_model.delete(frame_set_id)

            shutil.rmtree(FrameSetSubDir.path(frame_set_id))

            debug(f'Frame set {frame_set_id} was successfully deleted', 3)
コード例 #22
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    def list(self, frame_set_id):
        """
        This method lists frames in the frame collection for a frame set.

        :param int frame_set_id: The frame set ID.
        :raises: CommandLineRouteHandlerError
        :rtype: None
        """

        result = FrameSetModel().select(frame_set_id)
        if result is None:
            raise CommandLineRouteHandlerError(
                f'Frame set with ID {frame_set_id:08d} not found')

        frame_model = FrameModel()

        count = frame_model.count(frame_set_id)

        debug(f'{count} results', 3)
        debug('id | fk_frame_sets | rejected | (width | height)', 3)
        debug('------------------------------------------------', 3)

        if count == 0:
            return

        length = int(os.environ.get('MODEL_LIST_LENGTH', '100'))
        offset = 0
        p1 = FrameSetSubDir.path(frame_set_id)

        while True:
            frames = frame_model.list(frame_set_id,
                                      length=length,
                                      offset=offset)

            if not frames:
                break

            for frame in frames:
                p2 = FrameFile.path(p1, frame[0], 'jpg')

                height, width, _ = cv2.imread(p2).shape

                debug(
                    f'{frame[0]} | {frame[1]} | {frame[2]} | ({width} | '
                    f'{height})', 3)

            offset += length
コード例 #23
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    def select_extract(self, frame_set_ids, name, opts):
        """
        This method extracts portions of frames to transform sets.

        :param list(int) frame_set_ids: The frame set IDs.
        :param str name: The name of the frame set extraction plugin to use.
        :param dict opts: The dict of options.
        :raises: CommandLineRouteHandlerError
        :rtype: None
        """

        frame_set_model = FrameSetModel()

        for frame_set_id in frame_set_ids:
            result = frame_set_model.select(frame_set_id)
            if result is None:
                raise CommandLineRouteHandlerError(
                    f'Frame set with ID {frame_set_id:08d} not found')

        plugin = Plugin.get('frame_set_select_extract', name)
        if plugin is None:
            raise CommandLineRouteHandlerError(
                f"'{name}' is not a valid frame set extraction plugin name")

        transform_set_model = TransformSetModel()

        for frame_set_id in frame_set_ids:
            transform_set_id = plugin().frame_set_select_extract(
                frame_set_id, opts)

            result = transform_set_model.select(transform_set_id)

            debug(
                f'transform_set_id={result[0]}, name={result[1]}, '
                f'fk_frame_sets={result[2]}, '
                f'fk_prev_transform_sets={result[3]}', 3)
コード例 #24
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    def select_merge_non_default(self, transform_set_ids, name, opts):
        """
        This method merges multiple transform sets into one transform set.

        :param list(int) transform_set_ids: The transform set IDs.
        :param str name: The name of the transform set merge plugin
            to  use.
        :raises: CommandLineRouteHandlerError
        :rtype: None
        """

        transform_set_model = TransformSetModel()

        for transform_set_id in transform_set_ids:
            result = transform_set_model.select(transform_set_id)
            if result is None:
                raise CommandLineRouteHandlerError(
                    f'Transform set with ID {transform_set_id:08d} not found')

        plugin = Plugin.get('transform_set_select_merge', name)
        if plugin is None:
            raise CommandLineRouteHandlerError(
                f"'{name}' is not a valid transform set merge plugin name")

        try:
            new_transform_set_id = plugin().transform_set_select_merge(
                transform_set_ids, opts)
        except ValueError as e:
            raise CommandLineRouteHandlerError(str(e))

        result = transform_set_model.select(new_transform_set_id)

        debug(
            f'transform_set_id={result[0]}, name={result[1]}, '
            f'fk_frame_sets={result[2]}, '
            f'fk_prev_transform_sets={result[3]}', 3)
コード例 #25
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            def image_paths():
                offset = 0
                p1 = TransformSetSubDir.path(transform_set_id)

                while True:
                    transforms = transform_model.list(transform_set_id,
                                                      length=length,
                                                      offset=offset,
                                                      rejected=False)

                    if not transforms:
                        break

                    for transform in transforms:
                        image_path = TransformFile.path(
                            p1, transform[0], 'jpg')

                        yield image_path

                        debug(
                            f'Transform with ID {transform[0]:08d} at '
                            f'{image_path} exported to {video_path}', 4)

                    offset += length
コード例 #26
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    def delete(self, transform_set_ids):
        """
        This method deletes a transform set from the transform set collection.

        :param list(int) transform_set_ids: The transform set IDs.
        :raises: CommandLineRouteHandlerError
        :rtype: None
        """

        transform_set_model = TransformSetModel()

        for transform_set_id in transform_set_ids:
            result = transform_set_model.select(transform_set_id)
            if result is None:
                raise CommandLineRouteHandlerError(
                    f'Transform set with ID {transform_set_id:08d} not found')

        for transform_set_id in transform_set_ids:
            transform_set_model.delete(transform_set_id)

            shutil.rmtree(TransformSetSubDir.path(transform_set_id))

            debug(f'Transform set {transform_set_id} was successfully deleted',
                  3)
コード例 #27
0
    def insert_file(self, path, opts={}):
        """
        This method inserts a local video into the video colletion.

        :param str path: The path to the video.
        :param dict opts: The optional dict of options.
        :raises: CommandLineRouteHandlerError
        :rtype: None
        """

        if not os.path.isfile(path):
            raise CommandLineRouteHandlerError(f'File {path} not found')

        filename = self.uuid() + os.path.splitext(path)[1]

        shutil.copy(path, VideoDir.path() + '/' + filename)

        desc = opts.get('description', None)

        video_id = VideoModel().insert(path, filename, desc)

        debug(
            f'video_id={video_id}, uri={path}, filename={filename}, '
            f'description={desc}', 3)
コード例 #28
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    def insert_images(self, images_path, opts):
        """
        This method inserts a frame set from a directory of images.

        :param str images_path: The path to the directory containing the images
            to insert.
        :param dict opts: The dict of options.
        :raises: CommandLineRouteHandlerError
        :rtype: None
        """

        if not os.path.isdir(images_path):
            raise CommandLineRouteHandlerError(
                f'The path at {images_path} is not a directory')

        frame_set_id = FrameSetModel().insert(None)

        p1 = FrameSetSubDir.path(frame_set_id)

        os.makedirs(p1)

        frame_model = FrameModel()

        for image_path in glob.glob(os.path.join(images_path, '*')):
            ext = os.path.splitext(image_path)[1].lower()

            if ext not in ['.jpg', '.png']:
                debug(
                    f"Skipped image at {image_path} because it does not "
                    f"have a '.jpg' or '.png' file extension", 4)
                continue

            image = cv2.imread(image_path)

            frame_id = frame_model.insert(frame_set_id, 0)

            p2 = FrameFile.path(p1, frame_id, 'jpg')

            cv2.imwrite(p2, image, [cv2.IMWRITE_JPEG_QUALITY, 100])

            thumbnail = imutils.resize(image, width=192, height=192)

            p3 = FrameFile.path(p1, frame_id, 'jpg', '192x192')

            cv2.imwrite(p3, thumbnail, [cv2.IMWRITE_JPEG_QUALITY, 100])

            debug(
                f'Image at {image_path} inserted with ID {frame_id:08d} at '
                f'{p2} and {p3}', 4)

        debug(f'frame_set_id={frame_set_id}, fk_videos=None', 3)
コード例 #29
0
    def video_select_detect(self, video_path, opts):
        """
        Runs the MesoNet classifier over the selected video.
        Returns True if the video is a deepfale, False if the
        video is authentic, and None if no analysis could be
        performed.

        :param str video_path: The path on local disk to the video.
        :rtype: bool
        """

        vc = cv2.VideoCapture(video_path)

        face_limit = -1
        if opts.get('face-limit'):
            face_limit = int(opts.get('face-limit'))

        threshold = 0.5
        if opts.get('threshold'):
            threshold = float(opts.get('threshold'))
            if threshold > 1 or threshold < 0:
                threshold = 0.5

        face_set = []
        while face_limit == -1 or len(face_set) < face_limit:
            ret, frame = vc.read()
            if not ret:
                break

            face_set.extend(self.get_faces(frame))

        if len(face_set) < 10:
            debug(
                'Less than 10 faces were extracted from this video' +
                ' - detection is unable to be performed', 2)
            return None

        predictions = self.mesonet.predict(
            x=np.array(face_set),
            batch_size=10,
            verbose=0,
        )
        prediction_mean = np.mean(predictions)

        if prediction_mean > threshold:
            debug(f'Video is a deepfake ({prediction_mean:.04f})', 2)
            return True

        debug(f'Video is authentic ({prediction_mean:.04f})', 2)
        return False
コード例 #30
0
    def select_merge(self, frame_set_ids, video_id=None, rejected=False):
        """
        This method merges multiple frame sets into one frame set.

        :param list(int) frame_set_ids: The frame set IDs.
        :param int video_id: The video ID to which this frame set corresponds
             (if any). The default value is None.
        :param bool rejected: True if should include rejected frames else False
            if should not. The default value is False.
        :raises: CommandLineRouteHandlerError
        :rtype: None
        """

        frame_set_model = FrameSetModel()

        for frame_set_id in frame_set_ids:
            result = frame_set_model.select(frame_set_id)
            if result is None:
                raise CommandLineRouteHandlerError(
                    f'Frame set with ID {frame_set_id:08d} not found')

        frame_set_id = frame_set_model.insert(video_id)

        p1 = FrameSetSubDir.path(frame_set_id)

        os.makedirs(p1)

        frame_model = FrameModel()
        length = int(os.environ.get('MODEL_LIST_LENGTH', '100'))

        for frame_set_id_ in frame_set_ids:
            offset = 0
            p2 = FrameSetSubDir.path(frame_set_id_)

            while True:
                frames = frame_model.list(frame_set_id_,
                                          length=length,
                                          offset=offset,
                                          rejected=rejected)

                if not frames:
                    break

                for frame in frames:
                    frame_id = frame_model.insert(frame_set_id, frame[2])

                    p3 = FrameFile.path(p2, frame[0], 'jpg')
                    p4 = FrameFile.path(p2, frame[0], 'jpg', '192x192')
                    p5 = FrameFile.path(p1, frame_id, 'jpg')
                    p6 = FrameFile.path(p1, frame_id, 'jpg', '192x192')

                    shutil.copy(p3, p5)
                    shutil.copy(p4, p6)

                    debug(
                        f'Frame with ID {frame[0]:08d} and thumbnail at '
                        f'{p3} and {p4} merged as ID {frame_id:08d} at '
                        f'{p5} and {p6}', 4)

                offset += length

        debug(f'frame_set_id={frame_set_id}, fk_videos={video_id}', 3)