rlwrld_ICLR / _make_first_frame_grids.py
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#!/usr/bin/env python3
"""Generate a first-frame grid per subdir under ICLR/.
For each subdir (task), each episode contributes a row; columns are the video
views (e.g. 37149196_left/right, 11845904_left/right). Each cell is the first
frame of that episode's mp4, labeled. One PNG per subdir saved into ICLR/.
"""
import subprocess, sys
from pathlib import Path
from PIL import Image, ImageDraw, ImageFont
ROOT = Path("/home/jimin/droid/collected_datasets/rlwrld_datasets_jonghoon/ICLR")
THUMB_W = 320 # per-cell frame width; height scales to aspect
PAD = 6 # gap between cells
LABEL_H = 20 # label strip height per cell
HEADER_H = 34 # column-header strip
ROWLABEL_W = 70 # left strip for episode id
def first_frame(mp4: Path) -> Image.Image | None:
"""Extract first frame of an mp4 as a PIL image via ffmpeg (stdout png)."""
try:
out = subprocess.run(
["ffmpeg", "-nostdin", "-loglevel", "error", "-i", str(mp4),
"-frames:v", "1", "-f", "image2pipe", "-vcodec", "png", "pipe:1"],
capture_output=True, check=True).stdout
if not out:
return None
from io import BytesIO
return Image.open(BytesIO(out)).convert("RGB")
except subprocess.CalledProcessError as e:
print(f" ! ffmpeg failed on {mp4.name}: {e.stderr.decode()[:200]}")
return None
def font(size=14):
for p in ["/usr/share/fonts/truetype/dejavu/DejaVuSans-Bold.ttf",
"/usr/share/fonts/truetype/dejavu/DejaVuSans.ttf"]:
if Path(p).exists():
return ImageFont.truetype(p, size)
return ImageFont.load_default()
def build_grid(subdir: Path):
episodes = sorted([d for d in subdir.iterdir() if d.is_dir() and d.name.isdigit()])
if not episodes:
print(f" (no episodes in {subdir.name})")
return
# Determine the union of view names (mp4 stems) across episodes, stable order.
views: list[str] = []
for ep in episodes:
vdir = ep / "recorded_videos"
if not vdir.is_dir():
continue
for mp4 in sorted(vdir.glob("*.mp4")):
if mp4.stem not in views:
views.append(mp4.stem)
views = sorted(views)
if not views:
print(f" (no mp4s in {subdir.name})")
return
print(f" {subdir.name}: {len(episodes)} episodes x {len(views)} views")
# Extract all cells first to learn the thumb height (from first good frame).
cells: dict[tuple[int, int], Image.Image] = {}
thumb_h = None
for r, ep in enumerate(episodes):
for c, view in enumerate(views):
mp4 = ep / "recorded_videos" / f"{view}.mp4"
if not mp4.exists():
continue
img = first_frame(mp4)
if img is None:
continue
w, h = img.size
th = round(THUMB_W * h / w)
img = img.resize((THUMB_W, th))
if thumb_h is None:
thumb_h = th
cells[(r, c)] = img
if thumb_h is None:
print(f" ! could not extract any frame for {subdir.name}")
return
cell_w = THUMB_W
cell_h = thumb_h + LABEL_H
ncols, nrows = len(views), len(episodes)
W = ROWLABEL_W + ncols * cell_w + (ncols + 1) * PAD
H = HEADER_H + nrows * cell_h + (nrows + 1) * PAD
canvas = Image.new("RGB", (W, H), (24, 24, 28))
draw = ImageDraw.Draw(canvas)
f_hdr, f_lbl, f_row = font(15), font(12), font(14)
# Column headers
for c, view in enumerate(views):
x = ROWLABEL_W + PAD + c * (cell_w + PAD)
draw.text((x + 4, 8), view, fill=(230, 230, 235), font=f_hdr)
for r, ep in enumerate(episodes):
y0 = HEADER_H + PAD + r * (cell_h + PAD)
draw.text((6, y0 + thumb_h // 2), ep.name, fill=(255, 210, 90), font=f_row)
for c, view in enumerate(views):
x0 = ROWLABEL_W + PAD + c * (cell_w + PAD)
img = cells.get((r, c))
if img is None:
draw.rectangle([x0, y0, x0 + cell_w, y0 + thumb_h], fill=(50, 40, 40))
draw.text((x0 + 8, y0 + thumb_h // 2 - 6), "missing", fill=(200, 120, 120), font=f_lbl)
else:
canvas.paste(img, (x0, y0))
draw.text((x0 + 3, y0 + thumb_h + 3), f"{ep.name}/{view}",
fill=(180, 180, 190), font=f_lbl)
out = ROOT / f"first_frame_grid_{subdir.name}.png"
canvas.save(out)
print(f" -> saved {out} ({W}x{H})")
def main():
subdirs = sorted([d for d in ROOT.iterdir()
if d.is_dir() and not d.name.startswith("_")])
print(f"Found {len(subdirs)} subdirs: {[d.name for d in subdirs]}")
for sd in subdirs:
build_grid(sd)
if __name__ == "__main__":
main()