|
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)) |
|
|