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- README.md +169 -0
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- meta/tasks.parquet +3 -0
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- videos/add_task_markers.py +102 -0
- videos/observation.images.top/chunk-000/file-000.mp4 +3 -0
- videos/observation.images.top/chunk-000/file-001.mp4 +3 -0
README.md
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| 1 |
+
---
|
| 2 |
+
license: apache-2.0
|
| 3 |
+
task_categories:
|
| 4 |
+
- robotics
|
| 5 |
+
tags:
|
| 6 |
+
- LeRobot
|
| 7 |
+
configs:
|
| 8 |
+
- config_name: default
|
| 9 |
+
data_files: data/*/*.parquet
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
This dataset was created using [LeRobot](https://github.com/huggingface/lerobot).
|
| 13 |
+
|
| 14 |
+
|
| 15 |
+
<a class="flex" href="https://huggingface.co/spaces/lerobot/visualize_dataset?path=jae0311/serving_20260527_140234">
|
| 16 |
+
<img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/badges/resolve/main/visualize-this-dataset-xl.svg"/>
|
| 17 |
+
<img class="hidden dark:block" src="https://huggingface.co/datasets/huggingface/badges/resolve/main/visualize-this-dataset-xl-dark.svg"/>
|
| 18 |
+
</a>
|
| 19 |
+
|
| 20 |
+
|
| 21 |
+
## Dataset Description
|
| 22 |
+
|
| 23 |
+
|
| 24 |
+
|
| 25 |
+
- **Homepage:** [More Information Needed]
|
| 26 |
+
- **Paper:** [More Information Needed]
|
| 27 |
+
- **License:** apache-2.0
|
| 28 |
+
|
| 29 |
+
## Dataset Structure
|
| 30 |
+
|
| 31 |
+
[meta/info.json](meta/info.json):
|
| 32 |
+
```json
|
| 33 |
+
{
|
| 34 |
+
"codebase_version": "v3.0",
|
| 35 |
+
"fps": 30,
|
| 36 |
+
"features": {
|
| 37 |
+
"action": {
|
| 38 |
+
"dtype": "float32",
|
| 39 |
+
"names": [
|
| 40 |
+
"shoulder_pan.pos",
|
| 41 |
+
"shoulder_lift.pos",
|
| 42 |
+
"elbow_flex.pos",
|
| 43 |
+
"wrist_flex.pos",
|
| 44 |
+
"wrist_roll.pos",
|
| 45 |
+
"gripper.pos"
|
| 46 |
+
],
|
| 47 |
+
"shape": [
|
| 48 |
+
6
|
| 49 |
+
]
|
| 50 |
+
},
|
| 51 |
+
"observation.state": {
|
| 52 |
+
"dtype": "float32",
|
| 53 |
+
"names": [
|
| 54 |
+
"shoulder_pan.pos",
|
| 55 |
+
"shoulder_lift.pos",
|
| 56 |
+
"elbow_flex.pos",
|
| 57 |
+
"wrist_flex.pos",
|
| 58 |
+
"wrist_roll.pos",
|
| 59 |
+
"gripper.pos"
|
| 60 |
+
],
|
| 61 |
+
"shape": [
|
| 62 |
+
6
|
| 63 |
+
]
|
| 64 |
+
},
|
| 65 |
+
"observation.images.top": {
|
| 66 |
+
"dtype": "video",
|
| 67 |
+
"shape": [
|
| 68 |
+
480,
|
| 69 |
+
640,
|
| 70 |
+
3
|
| 71 |
+
],
|
| 72 |
+
"names": [
|
| 73 |
+
"height",
|
| 74 |
+
"width",
|
| 75 |
+
"channels"
|
| 76 |
+
],
|
| 77 |
+
"info": {
|
| 78 |
+
"video.height": 480,
|
| 79 |
+
"video.width": 640,
|
| 80 |
+
"video.codec": "av1",
|
| 81 |
+
"video.pix_fmt": "yuv420p",
|
| 82 |
+
"video.is_depth_map": false,
|
| 83 |
+
"video.fps": 30,
|
| 84 |
+
"video.channels": 3,
|
| 85 |
+
"has_audio": false
|
| 86 |
+
}
|
| 87 |
+
},
|
| 88 |
+
"observation.images.wrist": {
|
| 89 |
+
"dtype": "video",
|
| 90 |
+
"shape": [
|
| 91 |
+
480,
|
| 92 |
+
640,
|
| 93 |
+
3
|
| 94 |
+
],
|
| 95 |
+
"names": [
|
| 96 |
+
"height",
|
| 97 |
+
"width",
|
| 98 |
+
"channels"
|
| 99 |
+
],
|
| 100 |
+
"info": {
|
| 101 |
+
"video.height": 480,
|
| 102 |
+
"video.width": 640,
|
| 103 |
+
"video.codec": "av1",
|
| 104 |
+
"video.pix_fmt": "yuv420p",
|
| 105 |
+
"video.is_depth_map": false,
|
| 106 |
+
"video.fps": 30,
|
| 107 |
+
"video.channels": 3,
|
| 108 |
+
"has_audio": false
|
| 109 |
+
}
|
| 110 |
+
},
|
| 111 |
+
"timestamp": {
|
| 112 |
+
"dtype": "float32",
|
| 113 |
+
"shape": [
|
| 114 |
+
1
|
| 115 |
+
],
|
| 116 |
+
"names": null
|
| 117 |
+
},
|
| 118 |
+
"frame_index": {
|
| 119 |
+
"dtype": "int64",
|
| 120 |
+
"shape": [
|
| 121 |
+
1
|
| 122 |
+
],
|
| 123 |
+
"names": null
|
| 124 |
+
},
|
| 125 |
+
"episode_index": {
|
| 126 |
+
"dtype": "int64",
|
| 127 |
+
"shape": [
|
| 128 |
+
1
|
| 129 |
+
],
|
| 130 |
+
"names": null
|
| 131 |
+
},
|
| 132 |
+
"index": {
|
| 133 |
+
"dtype": "int64",
|
| 134 |
+
"shape": [
|
| 135 |
+
1
|
| 136 |
+
],
|
| 137 |
+
"names": null
|
| 138 |
+
},
|
| 139 |
+
"task_index": {
|
| 140 |
+
"dtype": "int64",
|
| 141 |
+
"shape": [
|
| 142 |
+
1
|
| 143 |
+
],
|
| 144 |
+
"names": null
|
| 145 |
+
}
|
| 146 |
+
},
|
| 147 |
+
"total_episodes": 267,
|
| 148 |
+
"total_frames": 153662,
|
| 149 |
+
"total_tasks": 1,
|
| 150 |
+
"chunks_size": 1000,
|
| 151 |
+
"data_files_size_in_mb": 100,
|
| 152 |
+
"video_files_size_in_mb": 200,
|
| 153 |
+
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
|
| 154 |
+
"video_path": "videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4",
|
| 155 |
+
"robot_type": "omx_follower",
|
| 156 |
+
"splits": {
|
| 157 |
+
"train": "0:267"
|
| 158 |
+
}
|
| 159 |
+
}
|
| 160 |
+
```
|
| 161 |
+
|
| 162 |
+
|
| 163 |
+
## Citation
|
| 164 |
+
|
| 165 |
+
**BibTeX:**
|
| 166 |
+
|
| 167 |
+
```bibtex
|
| 168 |
+
[More Information Needed]
|
| 169 |
+
```
|
data/chunk-000/file-000.parquet
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"total_tasks": 1,
|
| 118 |
+
"chunks_size": 1000,
|
| 119 |
+
"data_files_size_in_mb": 100,
|
| 120 |
+
"video_files_size_in_mb": 200,
|
| 121 |
+
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
|
| 122 |
+
"video_path": "videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4",
|
| 123 |
+
"robot_type": "omx_follower",
|
| 124 |
+
"splits": {
|
| 125 |
+
"train": "0:267"
|
| 126 |
+
},
|
| 127 |
+
"tasks": {
|
| 128 |
+
"0": "serve cup to the left",
|
| 129 |
+
"1": "serve cup to the right",
|
| 130 |
+
"2": "place plate at center",
|
| 131 |
+
"3": "return to home",
|
| 132 |
+
"4": "serve cup to the left and place plate at center",
|
| 133 |
+
"5": "serve cup to the right and place plate at center"
|
| 134 |
+
}
|
| 135 |
+
}
|
meta/stats.json
ADDED
|
@@ -0,0 +1,632 @@
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|
|
|
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|
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|
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|
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|
|
|
| 1 |
+
{
|
| 2 |
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"timestamp": {
|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
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|
| 11 |
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|
| 12 |
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|
| 14 |
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| 15 |
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| 18 |
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| 19 |
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| 20 |
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|
| 21 |
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| 22 |
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| 23 |
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| 24 |
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| 25 |
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|
| 26 |
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|
| 27 |
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| 28 |
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|
| 29 |
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| 30 |
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|
| 32 |
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| 33 |
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| 34 |
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|
| 35 |
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|
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|
| 598 |
+
]
|
| 599 |
+
},
|
| 600 |
+
"episode_index": {
|
| 601 |
+
"min": [
|
| 602 |
+
0
|
| 603 |
+
],
|
| 604 |
+
"max": [
|
| 605 |
+
266
|
| 606 |
+
],
|
| 607 |
+
"mean": [
|
| 608 |
+
134.29595629828367
|
| 609 |
+
],
|
| 610 |
+
"std": [
|
| 611 |
+
78.88842324272066
|
| 612 |
+
],
|
| 613 |
+
"count": [
|
| 614 |
+
154685
|
| 615 |
+
],
|
| 616 |
+
"q01": [
|
| 617 |
+
134.29595629828367
|
| 618 |
+
],
|
| 619 |
+
"q10": [
|
| 620 |
+
134.29595629828367
|
| 621 |
+
],
|
| 622 |
+
"q50": [
|
| 623 |
+
134.29595629828367
|
| 624 |
+
],
|
| 625 |
+
"q90": [
|
| 626 |
+
134.29595629828367
|
| 627 |
+
],
|
| 628 |
+
"q99": [
|
| 629 |
+
134.29595629828367
|
| 630 |
+
]
|
| 631 |
+
}
|
| 632 |
+
}
|
meta/tasks.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d4bc9f23ba9bc45f87c44af9c98375f17b480a307ca1fc8a843264666fc3a06b
|
| 3 |
+
size 2258
|
videos/add_marker.py
ADDED
|
@@ -0,0 +1,63 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
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|
|
|
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|
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|
|
|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""
|
| 2 |
+
Add a colored square marker to the top-right corner of a video.
|
| 3 |
+
Usage: python add_marker.py --color blue|red [--size N] input.mp4 output.mp4
|
| 4 |
+
"""
|
| 5 |
+
import argparse
|
| 6 |
+
import subprocess
|
| 7 |
+
import sys
|
| 8 |
+
from pathlib import Path
|
| 9 |
+
|
| 10 |
+
|
| 11 |
+
COLOR_MAP = {
|
| 12 |
+
"blue": "0x0000FF",
|
| 13 |
+
"red": "0xFF0000",
|
| 14 |
+
}
|
| 15 |
+
|
| 16 |
+
# For 640x480: place an 80x80 square 10px from the right and top edges
|
| 17 |
+
# This puts it well outside the typical table/workspace area
|
| 18 |
+
DEFAULT_SIZE = 80
|
| 19 |
+
DEFAULT_X_OFFSET = 10 # from right edge
|
| 20 |
+
DEFAULT_Y_OFFSET = 10 # from top edge
|
| 21 |
+
|
| 22 |
+
|
| 23 |
+
def add_marker(input_path: Path, output_path: Path, color: str, size: int, x_offset: int, y_offset: int):
|
| 24 |
+
probe = subprocess.run(
|
| 25 |
+
["ffprobe", "-v", "quiet", "-print_format", "json", "-show_streams", str(input_path)],
|
| 26 |
+
capture_output=True, text=True, check=True,
|
| 27 |
+
)
|
| 28 |
+
import json
|
| 29 |
+
width = int(json.loads(probe.stdout)["streams"][0]["width"])
|
| 30 |
+
|
| 31 |
+
x = width - size - x_offset
|
| 32 |
+
y = y_offset
|
| 33 |
+
hex_color = COLOR_MAP[color]
|
| 34 |
+
|
| 35 |
+
drawbox = f"drawbox=x={x}:y={y}:w={size}:h={size}:color={hex_color}:t=fill"
|
| 36 |
+
|
| 37 |
+
cmd = [
|
| 38 |
+
"ffmpeg", "-y",
|
| 39 |
+
"-i", str(input_path),
|
| 40 |
+
"-vf", drawbox,
|
| 41 |
+
"-c:v", "libx264", # re-encode as H.264 so VLC can play it easily
|
| 42 |
+
"-crf", "18",
|
| 43 |
+
"-preset", "fast",
|
| 44 |
+
"-an",
|
| 45 |
+
str(output_path),
|
| 46 |
+
]
|
| 47 |
+
print(f"Marker: {color} square {size}x{size} at x={x}, y={y}")
|
| 48 |
+
print(f"Running: {' '.join(cmd)}")
|
| 49 |
+
subprocess.run(cmd, check=True)
|
| 50 |
+
print(f"Done → {output_path}")
|
| 51 |
+
|
| 52 |
+
|
| 53 |
+
if __name__ == "__main__":
|
| 54 |
+
parser = argparse.ArgumentParser()
|
| 55 |
+
parser.add_argument("input", type=Path)
|
| 56 |
+
parser.add_argument("output", type=Path)
|
| 57 |
+
parser.add_argument("--color", choices=["blue", "red"], default="blue")
|
| 58 |
+
parser.add_argument("--size", type=int, default=DEFAULT_SIZE)
|
| 59 |
+
parser.add_argument("--x_offset", type=int, default=DEFAULT_X_OFFSET)
|
| 60 |
+
parser.add_argument("--y_offset", type=int, default=DEFAULT_Y_OFFSET)
|
| 61 |
+
args = parser.parse_args()
|
| 62 |
+
|
| 63 |
+
add_marker(args.input, args.output, args.color, args.size, args.x_offset, args.y_offset)
|
videos/add_task_markers.py
ADDED
|
@@ -0,0 +1,102 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""
|
| 2 |
+
Add colored square markers to observation.images.top videos based on task type:
|
| 3 |
+
- BLUE: serve cup to the left / serve cup to the left and place plate at center
|
| 4 |
+
- RED: serve cup to the right / serve cup to the right and place plate at center
|
| 5 |
+
- No marker: other tasks (place plate at center, return to home)
|
| 6 |
+
|
| 7 |
+
Overwrites the original video files in-place.
|
| 8 |
+
"""
|
| 9 |
+
import os
|
| 10 |
+
import shutil
|
| 11 |
+
import subprocess
|
| 12 |
+
from pathlib import Path
|
| 13 |
+
|
| 14 |
+
import pandas as pd
|
| 15 |
+
|
| 16 |
+
DATASET_ROOT = Path("/home/jr/ws2/lerobot/datasets/serving_with_palm")
|
| 17 |
+
VIDEO_DIR = DATASET_ROOT / "videos/observation.images.top/chunk-000"
|
| 18 |
+
EP_DIR = DATASET_ROOT / "meta/episodes/chunk-000"
|
| 19 |
+
|
| 20 |
+
BLUE_TASKS = {"serve cup to the left", "serve cup to the left and place plate at center"}
|
| 21 |
+
RED_TASKS = {"serve cup to the right", "serve cup to the right and place plate at center"}
|
| 22 |
+
|
| 23 |
+
MARKER_SIZE = 100
|
| 24 |
+
VID_WIDTH = 640
|
| 25 |
+
X = VID_WIDTH - MARKER_SIZE - 10 # 530
|
| 26 |
+
Y = 10
|
| 27 |
+
|
| 28 |
+
|
| 29 |
+
def build_drawbox(color_hex: str, ranges: list[tuple]) -> str:
|
| 30 |
+
enable = "+".join(f"between(t,{t0:.6f},{t1:.6f})" for t0, t1 in ranges)
|
| 31 |
+
return (
|
| 32 |
+
f"drawbox=x={X}:y={Y}:w={MARKER_SIZE}:h={MARKER_SIZE}"
|
| 33 |
+
f":color={color_hex}:t=fill:enable='{enable}'"
|
| 34 |
+
)
|
| 35 |
+
|
| 36 |
+
|
| 37 |
+
def process_video(vid_file: Path, blue_ranges: list, red_ranges: list):
|
| 38 |
+
filters = []
|
| 39 |
+
if blue_ranges:
|
| 40 |
+
filters.append(build_drawbox("0x0000FF", blue_ranges))
|
| 41 |
+
if red_ranges:
|
| 42 |
+
filters.append(build_drawbox("0xFF0000", red_ranges))
|
| 43 |
+
|
| 44 |
+
vf = ",".join(filters)
|
| 45 |
+
tmp = vid_file.with_suffix(".tmp.mp4")
|
| 46 |
+
|
| 47 |
+
cmd = [
|
| 48 |
+
"ffmpeg", "-y",
|
| 49 |
+
"-i", str(vid_file),
|
| 50 |
+
"-vf", vf,
|
| 51 |
+
"-c:v", "libx264", "-crf", "18", "-preset", "fast",
|
| 52 |
+
"-an",
|
| 53 |
+
str(tmp),
|
| 54 |
+
]
|
| 55 |
+
result = subprocess.run(cmd, capture_output=True, text=True)
|
| 56 |
+
if result.returncode != 0:
|
| 57 |
+
print(f" ERROR: {result.stderr[-500:]}")
|
| 58 |
+
tmp.unlink(missing_ok=True)
|
| 59 |
+
return False
|
| 60 |
+
|
| 61 |
+
shutil.move(str(tmp), str(vid_file))
|
| 62 |
+
return True
|
| 63 |
+
|
| 64 |
+
|
| 65 |
+
def main():
|
| 66 |
+
# Load all episode metadata
|
| 67 |
+
all_rows = []
|
| 68 |
+
for f in sorted(os.listdir(EP_DIR)):
|
| 69 |
+
all_rows.append(pd.read_parquet(EP_DIR / f))
|
| 70 |
+
episodes = pd.concat(all_rows).reset_index(drop=True)
|
| 71 |
+
|
| 72 |
+
file_idx_col = "videos/observation.images.top/file_index"
|
| 73 |
+
from_col = "videos/observation.images.top/from_timestamp"
|
| 74 |
+
to_col = "videos/observation.images.top/to_timestamp"
|
| 75 |
+
|
| 76 |
+
# Group by video file index
|
| 77 |
+
for file_idx, group in episodes.groupby(file_idx_col):
|
| 78 |
+
vid_file = VIDEO_DIR / f"file-{int(file_idx):03d}.mp4"
|
| 79 |
+
if not vid_file.exists():
|
| 80 |
+
print(f"SKIP {vid_file.name}: file not found")
|
| 81 |
+
continue
|
| 82 |
+
|
| 83 |
+
blue_ranges, red_ranges = [], []
|
| 84 |
+
for _, row in group.iterrows():
|
| 85 |
+
task = row["tasks"][0]
|
| 86 |
+
t0, t1 = row[from_col], row[to_col]
|
| 87 |
+
if task in BLUE_TASKS:
|
| 88 |
+
blue_ranges.append((t0, t1))
|
| 89 |
+
elif task in RED_TASKS:
|
| 90 |
+
red_ranges.append((t0, t1))
|
| 91 |
+
|
| 92 |
+
if not blue_ranges and not red_ranges:
|
| 93 |
+
print(f"SKIP {vid_file.name}: no color markers needed")
|
| 94 |
+
continue
|
| 95 |
+
|
| 96 |
+
print(f"Processing {vid_file.name}: {len(blue_ranges)} blue, {len(red_ranges)} red segments ...")
|
| 97 |
+
ok = process_video(vid_file, blue_ranges, red_ranges)
|
| 98 |
+
print(f" {'OK' if ok else 'FAILED'} → {vid_file.name}")
|
| 99 |
+
|
| 100 |
+
|
| 101 |
+
if __name__ == "__main__":
|
| 102 |
+
main()
|
videos/observation.images.top/chunk-000/file-000.mp4
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:292e138520f5917c5669713600da2307169d0b56ed5b2e9f64d1c0e7892d4300
|
| 3 |
+
size 32630084
|
videos/observation.images.top/chunk-000/file-001.mp4
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f68902297ad1f4f8545c65f40c6f74918e2f0bce48c5d49ac0755cea74c3c3a2
|
| 3 |
+
size 62786122
|