"""Defines functions for constructing service responses.""" from itertools import starmap from operator import itemgetter import numpy as np from image_prediction.config import CONFIG def build_response(predictions: list, metadata: list) -> list: return list(starmap(build_image_info, zip(predictions, metadata))) def build_image_info(prediction: dict, metadata: dict) -> dict: def compute_geometric_quotient(): page_area_sqrt = np.sqrt(abs(page_width * page_height)) image_area_sqrt = np.sqrt(abs(x2 - x1) * abs(y2 - y1)) return image_area_sqrt / page_area_sqrt page_width, page_height, x1, x2, y1, y2, width, height = itemgetter( "page_width", "page_height", "x1", "x2", "y1", "y2", "width", "height" )(metadata) quotient = compute_geometric_quotient() min_image_to_page_quotient_breached = bool(quotient < CONFIG.filters.image_to_page_quotient.min) max_image_to_page_quotient_breached = bool(quotient > CONFIG.filters.image_to_page_quotient.max) min_image_width_to_height_quotient_breached = bool( width / height < CONFIG.filters.image_width_to_height_quotient.min ) max_image_width_to_height_quotient_breached = bool( width / height > CONFIG.filters.image_width_to_height_quotient.max ) min_confidence_breached = bool(max(prediction["probabilities"].values()) < CONFIG.filters.min_confidence) prediction["label"] = prediction.pop("class") # "class" as field name causes problem for Java objectmapper prediction["probabilities"] = {klass: np.round(prob, 6) for klass, prob in prediction["probabilities"].items()} image_info = { "classification": prediction, "position": {"x1": x1, "x2": x2, "y1": y1, "y2": y2, "pageNumber": metadata["page_idx"] + 1}, "geometry": {"width": width, "height": height}, "filters": { "geometry": { "imageSize": { "quotient": quotient, "tooLarge": max_image_to_page_quotient_breached, "tooSmall": min_image_to_page_quotient_breached, }, "imageFormat": { "quotient": width / height, "tooTall": min_image_width_to_height_quotient_breached, "tooWide": max_image_width_to_height_quotient_breached, }, }, "probability": {"unconfident": min_confidence_breached}, "allPassed": not any( [ max_image_to_page_quotient_breached, min_image_to_page_quotient_breached, min_image_width_to_height_quotient_breached, max_image_width_to_height_quotient_breached, min_confidence_breached, ] ), }, } return image_info