src/vqvaes/infinity/dynamic_resolution.py

import json
import numpy as np
import tqdm

vae_stride = 16
ratio2hws = {
    1.000: [
        (1, 1),
        (2, 2),
        (4, 4),
        (6, 6),
        (8, 8),
        (12, 12),
        (16, 16),
        (20, 20),
        (24, 24),
        (32, 32),
        (40, 40),
        (48, 48),
        (64, 64),
    ],
    1.250: [
        (1, 1),
        (2, 2),
        (3, 3),
        (5, 4),
        (10, 8),
        (15, 12),
        (20, 16),
        (25, 20),
        (30, 24),
        (35, 28),
        (45, 36),
        (55, 44),
        (70, 56),
    ],
    1.333: [
        (1, 1),
        (2, 2),
        (4, 3),
        (8, 6),
        (12, 9),
        (16, 12),
        (20, 15),
        (24, 18),
        (28, 21),
        (36, 27),
        (48, 36),
        (60, 45),
        (72, 54),
    ],
    1.500: [
        (1, 1),
        (2, 2),
        (3, 2),
        (6, 4),
        (9, 6),
        (15, 10),
        (21, 14),
        (27, 18),
        (33, 22),
        (39, 26),
        (48, 32),
        (63, 42),
        (78, 52),
    ],
    1.750: [
        (1, 1),
        (2, 2),
        (3, 3),
        (7, 4),
        (11, 6),
        (14, 8),
        (21, 12),
        (28, 16),
        (35, 20),
        (42, 24),
        (56, 32),
        (70, 40),
        (84, 48),
    ],
    2.000: [
        (1, 1),
        (2, 2),
        (4, 2),
        (6, 3),
        (10, 5),
        (16, 8),
        (22, 11),
        (30, 15),
        (38, 19),
        (46, 23),
        (60, 30),
        (74, 37),
        (90, 45),
    ],
    2.500: [
        (1, 1),
        (2, 2),
        (5, 2),
        (10, 4),
        (15, 6),
        (20, 8),
        (25, 10),
        (30, 12),
        (40, 16),
        (50, 20),
        (65, 26),
        (80, 32),
        (100, 40),
    ],
    3.000: [
        (1, 1),
        (2, 2),
        (6, 2),
        (9, 3),
        (15, 5),
        (21, 7),
        (27, 9),
        (36, 12),
        (45, 15),
        (54, 18),
        (72, 24),
        (90, 30),
        (111, 37),
    ],
}
full_ratio2hws = {}
for ratio, hws in ratio2hws.items():
    full_ratio2hws[ratio] = hws
    full_ratio2hws[int(1 / ratio * 1000) / 1000] = [(item[1], item[0]) for item in hws]

dynamic_resolution_h_w = {}
predefined_HW_Scales_dynamic = {}
for ratio in full_ratio2hws:
    dynamic_resolution_h_w[ratio] = {}
    for ind, leng in enumerate([7, 10, 13]):
        h, w = (
            full_ratio2hws[ratio][leng - 1][0],
            full_ratio2hws[ratio][leng - 1][1],
        )  # feature map size
        pixel = (h * vae_stride, w * vae_stride)  # The original image (H, W)
        dynamic_resolution_h_w[ratio][pixel[1]] = {
            "pixel": pixel,
            "scales": full_ratio2hws[ratio][:leng],
        }  # W as key
        predefined_HW_Scales_dynamic[(h, w)] = full_ratio2hws[ratio][:leng]