Upload libero_plus/postprocess_hdf5_metadata.py
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libero_plus/postprocess_hdf5_metadata.py
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#!/usr/bin/env python
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"""
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Post-process LIBERO HDF5 files:
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- Read language instruction from:
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task_visualizations/libero_10/{task_name}/task_description_id.txt
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- Extract line 2 and line 3
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- Write into HDF5: data.problem_info.language_instruction(s)
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"""
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import os
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import h5py
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import json
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import argparse
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from tqdm import tqdm
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from pathlib import Path
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def read_lang_lines(txt_path):
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"""Read non-empty lines and return line 1 and 2 (index 1 and 2)"""
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with open(txt_path, 'r', encoding='utf-8') as f:
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lines = [line.strip() for line in f.readlines() if line.strip()]
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if len(lines) < 3:
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raise ValueError(f"Not enough lines in {txt_path}, got {len(lines)}")
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return lines[1], lines[2] # 第二行和第三行
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def postprocess_all_hdf5s(hdf5_dir, viz_parent_dir="task_visualizations"):
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"""
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:param hdf5_dir: 包含 .hdf5 文件的目录,如 "libero_10"
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:param viz_parent_dir: 可视化根目录,下有子目录如 libero_10/
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"""
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# 获取所有 HDF5 文件
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hdf5_files = [f for f in os.listdir(hdf5_dir) if f.endswith(".hdf5")]
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hdf5_files.sort()
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if not hdf5_files:
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print(f"❌ No HDF5 files found in {hdf5_dir}")
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return
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print(f"Found {len(hdf5_files)} HDF5 files.")
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for fname in tqdm(hdf5_files, desc="Updating HDF5 metadata"):
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hdf5_path = os.path.join(hdf5_dir, fname)
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task_name = Path(fname).stem # 去掉 .hdf5,保留完整名(含 _demo)
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# 构造 visualization 目录路径
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viz_dir = os.path.join(viz_parent_dir, Path(hdf5_dir).name, task_name)
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desc_txt_path = os.path.join(viz_dir, "task_description_id.txt")
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if not os.path.exists(desc_txt_path):
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print(f"⚠️ Missing task_description_id.txt: {desc_txt_path}")
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continue
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try:
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lang_inst, lang_inst_with_id = read_lang_lines(desc_txt_path)
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except Exception as e:
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print(f"❌ Failed to read {desc_txt_path}: {e}")
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continue
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# 修改 HDF5 文件
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try:
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with h5py.File(hdf5_path, "a") as f:
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if "data" not in f:
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print(f"❌ Group 'data' not found in {hdf5_path}")
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continue
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data_grp = f["data"]
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# 读取或初始化 problem_info
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if "problem_info" in data_grp.attrs:
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prob_info_str = data_grp.attrs["problem_info"]
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if isinstance(prob_info_str, bytes):
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prob_info_str = prob_info_str.decode("utf-8")
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problem_info = json.loads(prob_info_str)
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else:
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problem_info = {}
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# 更新字段
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problem_info["language_instruction"] = lang_inst
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problem_info["language_instruction_with_id"] = lang_inst_with_id
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# 写回属性(modify 支持变长字符串)
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data_grp.attrs.modify("problem_info", json.dumps(problem_info, ensure_ascii=False))
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print(f"✅ Updated: {fname}")
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except Exception as e:
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print(f"❌ Error writing to {hdf5_path}: {e}")
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if __name__ == "__main__":
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parser = argparse.ArgumentParser(description="Add language_instruction fields from task_description_id.txt")
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parser.add_argument(
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"--hdf5-dir",
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type=str,
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default="libero_spatial",
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help="Directory containing the HDF5 files (e.g., libero_object/)"
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)
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parser.add_argument(
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"--viz-parent-dir",
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type=str,
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default="task_visualizations",
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help="Parent directory of visualizations (default: task_visualizations/)"
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)
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args = parser.parse_args()
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postprocess_all_hdf5s(args.hdf5_dir, args.viz_parent_dir)
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# object
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