| import os | |
| import json | |
| class Table: | |
| def __init__(self, cells: list[list]): | |
| self.width = max(len(row) for row in cells) | |
| self.height = len(cells) | |
| self.cells = [ | |
| row + [''] * (self.width - len(row)) | |
| for row in cells | |
| ] | |
| def __str__(self): | |
| column_widths = [ | |
| max( | |
| max(map(len, str(self.cells[row][column]).split('\n'))) | |
| for row in range(self.height) | |
| ) | |
| for column in range(self.width) | |
| ] | |
| line_heights = [ | |
| max( | |
| len(str(self.cells[row][column]).split('\n')) | |
| for column in range(self.width) | |
| ) | |
| for row in range(self.height) | |
| ] | |
| cells_str = [ | |
| [ | |
| str(self.cells[row][column]).split('\n') | |
| for column in range(self.width) | |
| ] | |
| for row in range(self.height) | |
| ] | |
| for row in range(self.height): | |
| for column in range(self.width): | |
| cell_str = cells_str[row][column] | |
| cell_str += [''] * (line_heights[row] - len(cell_str)) | |
| cells_str[row][column] = cell_str | |
| lines = [] | |
| for row in range(self.height): | |
| for line in range(line_heights[row]): | |
| line_str = '' | |
| for column in range(self.width): | |
| cell_str = cells_str[row][column][line] | |
| line_str += cell_str + ' ' * \ | |
| (column_widths[column] - len(cell_str) + 2) | |
| lines.append(line_str) | |
| return '\n'.join(lines) | |
| def analyse(setname): | |
| global suffs, dir, sets_info | |
| set_info = { | |
| 'setname': setname, | |
| } | |
| for suff in suffs: | |
| with open(f'{dir}/{setname}_{suff}.json', 'r') as f: | |
| data = json.load(f) | |
| counts = {} | |
| for value in data.values(): | |
| for box in value['boxes']: | |
| counts[box['label']] = counts.get(box['label'], 0) + 1 | |
| set_info[suff] = { | |
| 'counts': counts, | |
| 'images': len(data), | |
| } | |
| sets_info.append(set_info) | |
| suffs = ['train', 'val', 'test'] | |
| dir = 'sets' | |
| datasets = sorted([ | |
| name[: -len(f'_{suffs[0]}.json')] | |
| for name in os.listdir(dir) | |
| if name.endswith(f'_{suffs[0]}.json') | |
| ]) | |
| sets_info = [] | |
| for setname in datasets: | |
| analyse(setname) | |
| species = set() | |
| for set_info in sets_info: | |
| for suff_info in set_info.values(): | |
| if isinstance(suff_info, dict): | |
| for label in suff_info['counts'].keys(): | |
| species.add(label) | |
| species = sorted(list(species)) | |
| for set_info in sets_info: | |
| for suff_info in set_info.values(): | |
| if isinstance(suff_info, dict): | |
| for label in species: | |
| suff_info['counts'][label] = suff_info['counts'].get( | |
| label, 0) | |
| def set_table(set_info): | |
| global suffs, species | |
| table = [[suff for suff in suffs]] | |
| for specie in species: | |
| row = [set_info[suff]['counts'][specie] for suff in suffs] | |
| table.append(row) | |
| return Table(table) | |
| table = [ | |
| ['setname'] + [dataset['setname'] for dataset in sets_info], | |
| ['\n' + '\n'.join(species)] + [set_table(set_info) | |
| for set_info in sets_info], | |
| ] | |
| print(Table(table)) | |