Add files using upload-large-folder tool
Browse files- README.md +84 -0
- real_world/20230705_10.tar.gz +3 -0
- real_world/20230705_11.tar.gz +3 -0
- real_world/20230717_10.tar.gz +3 -0
- real_world/20230717_11.tar.gz +3 -0
- real_world/20230720_10.tar.gz +3 -0
- real_world/20230723_11.tar.gz +3 -0
- real_world/20230725_10.tar.gz +3 -0
- real_world/20230806_11.tar.gz +3 -0
- real_world/20230807_10.tar.gz +3 -0
- real_world/20230807_11.tar.gz +3 -0
- real_world/20230815_11.tar.gz +3 -0
- real_world/20230821_10.tar.gz +3 -0
- real_world/20230825_11.tar.gz +3 -0
- real_world/20230911_10.tar.gz +3 -0
- real_world/20230923_10.tar.gz +3 -0
- real_world/20230923_11.tar.gz +3 -0
- real_world/20230923_12.tar.gz +3 -0
- synthetic/large_eddy_simulations.tar.gz +3 -0
- synthetic/terragen.tar.gz +3 -0
- unpack.py +221 -0
README.md
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# Cloud4D Dataset
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Dataset for "Cloud4D: Estimating Cloud Properties at a High Spatial and Temporal Resolution"
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Project Page: https://cloud4d.jacob-lin.com/
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## Dataset Structure
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The dataset is organized into two main categories:
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```
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Cloud4D/
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├── real_world/ # Real-world stereo camera captures
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│ ├── 20230705_10/ # Date-hour folders (YYYYMMDD_HH)
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│ │ ├── perspective_1/
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│ │ │ ├── left_images/ # Left camera images
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│ │ │ ├── right_images/ # Right camera images
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│ │ │ ├── camera_pair.npz # Stereo calibration data
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│ │ │ └── *.npy # Camera intrinsics/extrinsics
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│ │ ├── perspective_2/
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│ │ └── perspective_3/
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│ └── ...
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└── synthetic/ # Synthetic cloud renders
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├── terragen/ # Terragen renders
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│ ├── perspective_1/
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│ ├── perspective_2/
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│ └── perspective_3/
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└── large_eddy_simulations/ # LES-based renders
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├── perspective_1/
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├── perspective_2/
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├── perspective_3/
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└── volumes/
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```
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## Quick Start
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### Download and Extract
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```bash
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# Clone the dataset
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git clone https://huggingface.co/datasets/jacoblin/Cloud4D
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cd Cloud4D
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# Extract all archives
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python unpack.py
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# Or extract to a specific location
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python unpack.py --output /path/to/Cloud4D
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```
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### Selective Extraction
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```python
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# Extract only real-world data
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python unpack.py --subset real_world
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# Extract only synthetic data
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python unpack.py --subset synthetic
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# Extract a specific date
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python unpack.py --filter 20230705
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# List available archives without extracting
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python unpack.py --list
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```
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### Parallel Extraction (Faster)
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```bash
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# Use 4 parallel workers
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python unpack.py --jobs 4
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```
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## Citation
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If you use this dataset in your research, please cite:
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```bibtex
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@inproceedings{
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lin2025cloudd,
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title={Cloud4D: Estimating Cloud Properties at a High Spatial and Temporal Resolution},
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author={Jacob Lin and Edward Gryspeerdt and Ronald Clark},
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booktitle={The Thirty-ninth Annual Conference on Neural Information Processing Systems},
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year={2025},
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url={https://openreview.net/forum?id=g2AAvmBwkS}
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```
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unpack.py
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#!/usr/bin/env python3
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"""
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Unpack Cloud4D dataset archives.
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This script extracts all tar.gz archives to reconstruct the original
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Cloud4D directory structure.
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Usage:
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python unpack.py [--output /path/to/output] [--subset real_world|synthetic] [--jobs N]
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Examples:
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# Extract everything to ./Cloud4D
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python unpack.py
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# Extract to a specific location
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python unpack.py --output /data/Cloud4D
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# Extract only real_world data
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python unpack.py --subset real_world
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# Extract only synthetic data
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python unpack.py --subset synthetic
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# Extract a specific date-hour (real_world)
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python unpack.py --filter 20230705_10
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# Use parallel extraction
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python unpack.py --jobs 4
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"""
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import argparse
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import subprocess
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import sys
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import tarfile
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from pathlib import Path
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from concurrent.futures import ProcessPoolExecutor, as_completed
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def extract_archive(archive_path, output_dir):
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"""Extract a tar.gz archive to the output directory."""
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archive_path = Path(archive_path)
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output_dir = Path(output_dir)
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# Try using pigz for parallel decompression (faster)
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try:
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subprocess.run(['which', 'pigz'], check=True, capture_output=True)
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cmd = f'pigz -dc "{archive_path}" | tar -xf - -C "{output_dir}"'
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subprocess.run(cmd, shell=True, check=True)
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return True
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except (subprocess.CalledProcessError, FileNotFoundError):
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pass
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# Fallback to regular tar
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try:
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cmd = ['tar', '-xzf', str(archive_path), '-C', str(output_dir)]
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subprocess.run(cmd, check=True)
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return True
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except subprocess.CalledProcessError:
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pass
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# Final fallback to Python tarfile
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try:
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with tarfile.open(archive_path, 'r:gz') as tar:
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tar.extractall(output_dir)
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return True
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except Exception as e:
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print(f"Error extracting {archive_path}: {e}")
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return False
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def extract_single(args):
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"""Worker function for parallel extraction."""
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archive_path, output_dir, name = args
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try:
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success = extract_archive(archive_path, output_dir)
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if success:
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return (name, 'extracted')
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else:
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return (name, 'failed')
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except Exception as e:
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return (name, f'error: {e}')
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def main():
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parser = argparse.ArgumentParser(
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description='Unpack Cloud4D dataset archives',
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formatter_class=argparse.RawDescriptionHelpFormatter,
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epilog="""
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Examples:
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python unpack.py # Extract all to ./Cloud4D
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python unpack.py --output /data/Cloud4D # Extract to specific location
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python unpack.py --subset real_world # Extract only real_world
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python unpack.py --filter 20230705 # Extract matching archives
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python unpack.py --jobs 4 # Parallel extraction
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"""
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)
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parser.add_argument('--output', '-o', type=Path, default=Path('./Cloud4D'),
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help='Output directory (default: ./Cloud4D)')
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parser.add_argument('--subset', choices=['real_world', 'synthetic'],
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help='Extract only a specific subset')
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parser.add_argument('--filter', type=str,
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help='Filter archives by name (e.g., "20230705" for a specific date)')
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parser.add_argument('--jobs', '-j', type=int, default=1,
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help='Number of parallel extraction jobs (default: 1)')
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parser.add_argument('--list', '-l', action='store_true',
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help='List available archives without extracting')
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args = parser.parse_args()
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# Find the script directory (where archives are located)
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script_dir = Path(__file__).parent.resolve()
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# Collect archives
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archives = []
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# Real world archives
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real_world_dir = script_dir / 'real_world'
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if real_world_dir.exists() and args.subset in (None, 'real_world'):
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for archive in sorted(real_world_dir.glob('*.tar.gz')):
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if args.filter is None or args.filter in archive.name:
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archives.append(('real_world', archive))
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# Synthetic archives
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synthetic_dir = script_dir / 'synthetic'
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if synthetic_dir.exists() and args.subset in (None, 'synthetic'):
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for archive in sorted(synthetic_dir.glob('*.tar.gz')):
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if args.filter is None or args.filter in archive.name:
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archives.append(('synthetic', archive))
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if not archives:
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print("No archives found matching the criteria.")
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print(f"Searched in: {script_dir}")
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sys.exit(1)
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# List mode
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if args.list:
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print("Available archives:")
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print()
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current_subset = None
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for subset, archive in archives:
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if subset != current_subset:
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print(f" {subset}/")
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current_subset = subset
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size_mb = archive.stat().st_size / 1024 / 1024
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print(f" {archive.name} ({size_mb:.1f} MB)")
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print()
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total_size = sum(a.stat().st_size for _, a in archives) / 1024 / 1024 / 1024
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print(f"Total: {len(archives)} archives, {total_size:.2f} GB")
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return
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# Extract mode
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output_dir = args.output.resolve()
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print("=" * 70)
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print("Cloud4D Dataset Unpacker")
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print("=" * 70)
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print(f"Output directory: {output_dir}")
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print(f"Archives to extract: {len(archives)}")
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if args.subset:
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print(f"Subset: {args.subset}")
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if args.filter:
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print(f"Filter: {args.filter}")
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print()
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# Create output structure
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(output_dir / 'real_world').mkdir(parents=True, exist_ok=True)
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(output_dir / 'synthetic').mkdir(parents=True, exist_ok=True)
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# Prepare extraction tasks
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tasks = []
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for subset, archive in archives:
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target_dir = output_dir / subset
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name = f"{subset}/{archive.stem}"
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tasks.append((archive, target_dir, name))
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# Extract
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print("Extracting archives...")
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results = []
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if args.jobs > 1:
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with ProcessPoolExecutor(max_workers=args.jobs) as executor:
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futures = {executor.submit(extract_single, task): task[2] for task in tasks}
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for future in as_completed(futures):
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name, status = future.result()
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results.append((name, status))
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print(f" [{status.upper()}] {name}")
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else:
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for task in tasks:
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name, status = extract_single(task)
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results.append((name, status))
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print(f" [{status.upper()}] {name}")
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# Summary
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print()
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print("=" * 70)
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print("EXTRACTION COMPLETE")
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print("=" * 70)
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extracted = sum(1 for _, s in results if s == 'extracted')
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failed = sum(1 for _, s in results if s != 'extracted')
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print(f"Successfully extracted: {extracted}")
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if failed:
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print(f"Failed: {failed}")
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print()
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print(f"Dataset extracted to: {output_dir}")
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print()
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print("Directory structure:")
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print(f" {output_dir}/")
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print(f" real_world/")
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print(f" 20230705_10/")
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print(f" perspective_1/")
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print(f" perspective_2/")
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print(f" perspective_3/")
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print(f" ... (more date-hour folders)")
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print(f" synthetic/")
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print(f" terragen/")
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print(f" large_eddy_simulations/")
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if __name__ == '__main__':
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main()
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