Download rtcwm/data/qc/coarse.py from hugging-apps/streaming-code-world-model: direct link, hf CLI and curl.
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https://huggingface.co/spaces/hugging-apps/streaming-code-world-model/resolve/main/rtcwm/data/qc/coarse.py
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hf download hf://spaces/hugging-apps/streaming-code-world-model/rtcwm/data/qc/coarse.py
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curl -L -o coarse.py https://huggingface.co/spaces/hugging-apps/streaming-code-world-model/resolve/main/rtcwm/data/qc/coarse.py
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| """Coarse-proxy failures: the frame swallowed by vegetation (coarse > 60% vegetation where the fine | |
| proxy has < 30%), or the protagonist visible in the fine proxy (> 1% of the frame) but nearly absent | |
| from the coarse one (< 20% of that). A window is bad with >= 3 such samples (every 6th frame).""" | |
| from __future__ import annotations | |
| from pathlib import Path | |
| import numpy as np | |
| from ..clip import n_windows, read_meta, read_proxy, window_frames | |
| from ..geometry import CLS_HERO, CLS_VEGETATION | |
| SAMPLE_EVERY = 6 | |
| MIN_BAD_SAMPLES = 3 | |
| def frame_bad(clip: Path, i: int, kind: str = "conditions_coarse") -> bool: | |
| _, sf = read_proxy(clip, i) | |
| _, sc = read_proxy(clip, i, kind) | |
| engulfed = (sc == CLS_VEGETATION).mean() > 0.6 and (sf == CLS_VEGETATION).mean() < 0.3 | |
| hf, hc = (sf == CLS_HERO).mean(), (sc == CLS_HERO).mean() | |
| return bool(engulfed or (hf > 0.01 and hc < 0.2 * hf)) | |
| def scan(clip: Path, kind: str = "conditions_coarse") -> dict: | |
| clip = Path(clip) | |
| n = read_meta(clip)["frames"] | |
| idx = list(range(0, n, SAMPLE_EVERY)) | |
| bad = {i: frame_bad(clip, i, kind) for i in idx} | |
| windows = [] | |
| for w in range(n_windows(n)): | |
| sl = window_frames(w) | |
| k = sum(bad[i] for i in idx if sl.start <= i < sl.stop) | |
| windows.append(dict(w=w, bad_samples=int(k), bad=k >= MIN_BAD_SAMPLES)) | |
| return dict(clip=clip.name, frames=n, bad_frames=[i for i in idx if bad[i]], | |
| bad_windows=[x["w"] for x in windows if x["bad"]], windows=windows) | |