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  1. README.md +3 -0
  2. hf.py +148 -0
  3. traj/env_ue_bigcity/astar_data/low_short/2024-12-16_21-3-10_1937477084.parquet +3 -0
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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ ---
hf.py ADDED
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+ import glob
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+ import json
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+ import time
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+ from pathlib import Path
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+
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+ import datasets
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+ from datasets.table import embed_table_storage
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+ from tqdm import tqdm
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+
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+
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+ def extract_number(s):
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+ # 移除 `.png` 后缀部分
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+ if s.endswith(".png"):
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+ s = s.rsplit('.', 1)[0] # 删除文件扩展名
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+
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+ # 查找最后一个 "_" 后的数字部分
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+ last_underscore_pos = s.rfind("_")
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+ if last_underscore_pos == -1:
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+ return float("inf") # 没有找到 "_" 时,返回一个较大的值,表示该项排最后
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+
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+ number_part = s[last_underscore_pos + 1:]
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+
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+ # 尝试将数字部分转换为整数,如果失败则返回 float('inf')
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+ try:
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+ return int(number_part)
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+ except ValueError:
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+ return float("inf")
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+
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+ def sort_strings(strings):
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+ # 使用 sorted 排序,根据数字部分排序
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+ return sorted(strings, key=extract_number)
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+
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+
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+ def embed_images(dataset: datasets.Dataset) -> datasets.Dataset:
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+ format = dataset.format
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+ dataset = dataset.with_format("arrow")
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+ dataset = dataset.map(embed_table_storage, batched=False)
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+ dataset = dataset.with_format(**format)
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+ return dataset
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+
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+ def read_jsonl(file_path):
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+ with open(file_path, 'r') as f:
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+ content = f.read()
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+
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+ # 用来存储完整的 JSON 对象
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+ json_objects = []
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+
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+ # 变量用于跟踪大括号的嵌套层级
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+ brace_count = 0
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+ start = 0
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+
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+ # 遍历文件内容
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+ for idx, char in enumerate(content):
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+ if char == '{':
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+ # 增加嵌套层级
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+ if brace_count == 0:
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+ start = idx # 记录开始位置
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+ brace_count += 1
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+ elif char == '}':
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+ # 减少嵌套层级
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+ brace_count -= 1
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+ if brace_count == 0:
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+ # 当嵌套层级归零时,意味着我们找到了一个完整的 JSON 对象
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+ json_str = content[start:idx+1]
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+ try:
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+ # 将字符串解析为字典
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+ json_objects.append(json.loads(json_str))
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+ except json.JSONDecodeError as e:
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+ print(f"Error parsing JSON: {e}")
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+ continue
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+ action_dicts = [d for d in json_objects if 'action' in d]
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+
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+ return action_dicts
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+
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+
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+ features = datasets.Features(
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+ {
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+ "env_id": datasets.Value("string"),
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+ "traj_id": datasets.Value("string"),
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+ "image_id": datasets.Value("string"),
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+ "frame_index": datasets.Value("int32"),
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+ "image": datasets.Image(),
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+ "pos": datasets.Sequence(length=3, feature=datasets.Value("float64")),
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+ "yaw": datasets.Value("float64"),
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+ "action_type": datasets.Value("string"),
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+ "action_value": datasets.Value("int32"),
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+ }
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+ )
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+
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+
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+ json_path = '/cpfs01/shared/optimal/Datasets/Openfly/OpenFly/Annotation/unseen.json'
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+
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+ with open(json_path, 'r') as file:
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+ data = json.load(file)
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+
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+ for item in tqdm(data, ncols=100, position=0, desc="Progress"):
97
+ path = '/cpfs01/shared/optimal/Datasets/Openfly/OpenFly/Image/'+str(item['image_path']) + '/'
98
+ json_path = path + 'pose.jsonl'
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+ path += '*.png' # 假设图片格式为png,可以根据实际情况修改
100
+ print(json_path)
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+ # 获取所有匹配的文件
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+ png_files = sort_strings(glob.glob(path))
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+ action_list = read_jsonl(json_path) # 假设read_jsonl函数已经定义,用于读取jsonl文件
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+ action_list.sort(key=lambda x: int(x['action']['imageid'])) # 根据帧号排序action_list
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+
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+ image_path = Path(item['image_path'])
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+ env_id_item = image_path.parent
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+ traj_id_item = image_path.stem
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+ img_id = [Path(item).stem for item in png_files]
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+ num = len(png_files)
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+ assert num == len(action_list), f"Number of images and actions do not match: {num} != {len(action_list)}"
112
+ data_dict = {
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+ "env_id" : [env_id_item] * num,
114
+ "traj_id" : [traj_id_item] * num,
115
+ "image_id" : img_id,
116
+ "frame_index" : [i for i in range(num)],
117
+ "image" : ['/cpfs01/shared/optimal/Datasets/Openfly/OpenFly/Image/'+str(image_path) + '/' + img_id[i] + '.png' for i in range(num)],
118
+ "pos": [action_list[i]['action']['pos'][:3] for i in range(num)],
119
+ "yaw": [action_list[i]['action']['yaw'] for i in range(num)],
120
+ "action_type": [action_list[i]['action']['type'] for i in range(num)],
121
+ "action_value": [action_list[i]['action']['value'] for i in range(num)]
122
+ }
123
+
124
+
125
+ path = Path("./hf")
126
+ episode_dict = {key: data_dict[key] for key in features}
127
+ ep_dataset = datasets.Dataset.from_dict(episode_dict, features=features, split="train")
128
+ ep_dataset = embed_images(ep_dataset)
129
+ ep_data_path = (path / data_dict["env_id"][0] / data_dict["traj_id"][0]).with_suffix(".parquet")
130
+ ep_data_path.parent.mkdir(parents=True, exist_ok=True)
131
+ ep_dataset.to_parquet(ep_data_path)
132
+ # break
133
+
134
+ # data = datasets.load_dataset('parquet', data_files=str(ep_data_path), split='train')
135
+ # print(data)
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+
137
+
138
+
139
+
140
+ # import datasets
141
+
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+ # path = '/cpfs01/shared/optimal/Datasets/Openfly/OpenFly/hf/env_airsim_16/astar_data/high_average/2025-1-9_16-50-28_2007905771.parquet'
143
+
144
+ # data = datasets.load_dataset('parquet', data_files=path, split='train')
145
+ # print(data[1])
146
+
147
+
148
+
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