from asyncio import constants import os import json import numpy as np from pathlib import Path from EnumCategory import EnumCategory from EnumParkingStatus import EnumParkingStatus from StatusInferEngine import StatusInferEngine from Constants import Constants from datetime import datetime from JSonEditor import JSonEditor class AbstractFinalFileGenerator: def __init__(self, pathRootDataset, loadOriginalSpaces = True): self.originalFileReader = self._buildOriginalFileReader() self.pathRootDataset = pathRootDataset self.dictNewAnnots = {} self.orderedDictKeys = [] self._loadJsonsNewAnnotations() self.loadOriginalSpaces = loadOriginalSpaces self.get_basename = True def _buildOriginalFileReader(self): raise NotImplementedError("Abstract Class") def generateNewVersionJson(self, pathOldFormatJson, pathNewJson, images_start_id = 0, annotations_start_id = 0, infer_unknown = True): editor = JSonEditor(pathOldFormatJson) editor.generate_final_json() annot_curr_id, map = self._adjust_ids(editor.json, "images", images_start_id) self._remapImagesIds(editor.json, Constants.JSON_ANNOTATIONS_KEY, map) annot_curr_id, map = self._adjust_ids(editor.json, "annotations", annotations_start_id) self._loadSpaces(editor.json, annot_curr_id) if infer_unknown: statusEngine = StatusInferEngine(editor) statusEngine.inferUnknownStatus() editor.save_json(pathNewJson) def _loadJsonsNewAnnotations(self): pathJsons = Path(self.pathRootDataset).rglob('*.json') for path in pathJsons: with open(path, 'r') as file: json_dict = json.load(file) name = os.path.basename(path) key = self._getDateFromFileName(name) self.dictNewAnnots[key] = json_dict self.orderedDictKeys.append(key) self.orderedDictKeys.sort() def _getDateFromFileName(self, fileName): raise NotImplementedError("Abstract Class") def _loadSpaces(self, json, annotations_start_id): # Loading parking images and spaces from the current JSON images = json["images"] numAnnotatiosLoaded = 0 annot = json["annotations"] for imgData in images: # print(imgData) id = imgData["id"] if self.loadOriginalSpaces == True: # Loading original parking spaces listDicts = self._loadOriginalParkingSpacesAnnotations(imgData["file_name"], id, annotations_start_id) annotations_start_id += len(listDicts) + 1 numAnnotatiosLoaded += len(listDicts) annot.extend(listDicts) if len(self.dictNewAnnots) > 0: # Loading new parking spaces from root directory img_filename = os.path.basename(imgData["file_name"]) if self.get_basename else imgData["file_name"] listDicts = self._loadNewParkingSpaces(img_filename, id, annotations_start_id) annotations_start_id += len(listDicts) + 1 numAnnotatiosLoaded += len(listDicts) annot.extend(listDicts) return numAnnotatiosLoaded def _loadNewParkingSpaces(self, imgFileName, imgId, annotations_start_id): fileDate = self._getDateFromFileName(imgFileName) listDicts = [] if fileDate not in self.dictNewAnnots: dict_keys = sorted(list(self.dictNewAnnots.keys())) new_file_date = dict_keys[0] key_date = dict_keys[0].split('-') datetime_key = datetime(int(key_date[0]),int(key_date[1]),int(key_date[2])) while dict_keys and fileDate > datetime_key: new_file_date = dict_keys.pop(0) print('prior', fileDate, new_file_date) fileDate = new_file_date if fileDate in self.dictNewAnnots: spaces = self.dictNewAnnots[fileDate] for space in spaces: resh = np.reshape(space, -1).tolist() dict = self._createDefaultDictParkingSpace(imgId, annotations_start_id) dict["segmentation"] = resh dict["parking_status_id"] = EnumParkingStatus.UNKNOWN.value annotations_start_id += 1 listDicts.append(dict) return listDicts def _loadOriginalParkingSpacesAnnotations(self, imgFileName, imgId, annotations_start_id): raise NotImplementedError("Abstract Class") def _createDefaultDictParkingSpace(self, imgId, annotationId): dict = {} dict["id"] = annotationId dict["image_id"] = imgId dict["category_id"] = EnumCategory.PARKING_SPACE.value return dict def _adjust_ids(self, json, tag_name, images_start_id = 0): curr_id = images_start_id items = json[tag_name] newMapping = {} for it in items: newMapping[int(it["id"])] = curr_id it["id"] = curr_id curr_id = curr_id + 1 return curr_id, newMapping def _remapImagesIds(self, json, tag_name, newMapping): items = json[tag_name] for it in items: it[Constants.JSON_LINK_IMAGE_ID_KEY] = newMapping[int(it[Constants.JSON_LINK_IMAGE_ID_KEY])] return