from math import ceil
from typing import Tuple
import math
def get_window_op(name: str):
if name == "720pwin_by_size_bysize":
return make_720Pwindows_bysize
if name == "720pswin_by_size_bysize":
return make_shifted_720Pwindows_bysize
raise ValueError(f"Unknown windowing method: {name}")
def make_720Pwindows_bysize(size: Tuple[int, int, int], num_windows: Tuple[int, int, int]):
t, h, w = size
resized_nt, resized_nh, resized_nw = num_windows
scale = math.sqrt((45 * 80) / (h * w))
resized_h, resized_w = round(h * scale), round(w * scale)
wh, ww = ceil(resized_h / resized_nh), ceil(resized_w / resized_nw)
wt = ceil(min(t, 30) / resized_nt)
nt, nh, nw = ceil(t / wt), ceil(h / wh), ceil(w / ww)
return [
(
slice(it * wt, min((it + 1) * wt, t)),
slice(ih * wh, min((ih + 1) * wh, h)),
slice(iw * ww, min((iw + 1) * ww, w)),
)
for iw in range(nw)
if min((iw + 1) * ww, w) > iw * ww
for ih in range(nh)
if min((ih + 1) * wh, h) > ih * wh
for it in range(nt)
if min((it + 1) * wt, t) > it * wt
]
def make_shifted_720Pwindows_bysize(size: Tuple[int, int, int], num_windows: Tuple[int, int, int]):
t, h, w = size
resized_nt, resized_nh, resized_nw = num_windows
scale = math.sqrt((45 * 80) / (h * w))
resized_h, resized_w = round(h * scale), round(w * scale)
wh, ww = ceil(resized_h / resized_nh), ceil(resized_w / resized_nw)
wt = ceil(min(t, 30) / resized_nt)
st, sh, sw = (
0.5 if wt < t else 0,
0.5 if wh < h else 0,
0.5 if ww < w else 0,
)
nt, nh, nw = ceil((t - st) / wt), ceil((h - sh) / wh), ceil((w - sw) / ww)
nt, nh, nw = (
nt + 1 if st > 0 else 1,
nh + 1 if sh > 0 else 1,
nw + 1 if sw > 0 else 1,
)
return [
(
slice(max(int((it - st) * wt), 0), min(int((it - st + 1) * wt), t)),
slice(max(int((ih - sh) * wh), 0), min(int((ih - sh + 1) * wh), h)),
slice(max(int((iw - sw) * ww), 0), min(int((iw - sw + 1) * ww), w)),
)
for iw in range(nw)
if min(int((iw - sw + 1) * ww), w) > max(int((iw - sw) * ww), 0)
for ih in range(nh)
if min(int((ih - sh + 1) * wh), h) > max(int((ih - sh) * wh), 0)
for it in range(nt)
if min(int((it - st + 1) * wt), t) > max(int((it - st) * wt), 0)
]