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- hf.py +148 -0
- traj/env_ue_bigcity/astar_data/low_short/2024-12-16_21-3-10_1937477084.parquet +3 -0
- traj/env_ue_bigcity/astar_data/low_short/2024-12-16_23-6-37_1034949299.parquet +3 -0
- traj/env_ue_bigcity/astar_data/low_short/2024-12-17_17-32-2_430253414.parquet +3 -0
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- traj/env_ue_bigcity/astar_data/low_short/2024-12-24_19-16-40_1473144500.parquet +3 -0
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- traj/env_ue_bigcity/astar_data/low_short/2024-12-25_19-42-47_2053999932.parquet +3 -0
- traj/env_ue_bigcity/astar_data/low_short/2024-12-26_12-49-56_1869470124.parquet +3 -0
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- traj/env_ue_bigcity/astar_data/low_short/2024-12-28_12-39-51_1632621729.parquet +3 -0
- traj/env_ue_bigcity/astar_data/low_short/2024-12-28_12-49-48_760313750.parquet +3 -0
- traj/env_ue_bigcity/astar_data/low_short/2024-12-28_22-31-19_1918502651.parquet +3 -0
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- traj/env_ue_bigcity/astar_data/low_short/2024-12-31_3-22-16_2069110699.parquet +3 -0
- traj/env_ue_bigcity/astar_data/low_short/2024-12-31_9-48-51_705178736.parquet +3 -0
- traj/env_ue_bigcity/astar_data/low_short/2025-1-3_13-24-18_1605908235.parquet +3 -0
- traj/env_ue_bigcity/astar_data/low_short/2025-1-3_14-18-40_1953443376.parquet +3 -0
- traj/env_ue_bigcity/astar_data/low_short/2025-1-3_17-20-55_213975407.parquet +3 -0
- traj/env_ue_bigcity/astar_data/low_short/2025-1-3_21-38-26_639806732.parquet +3 -0
- traj/env_ue_bigcity/astar_data/low_short/2025-1-3_22-16-35_1089653714.parquet +3 -0
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- traj/env_ue_bigcity/astar_data/low_short/2025-1-4_10-46-10_560413640.parquet +3 -0
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- traj/env_ue_bigcity/astar_data/low_short/2025-1-4_17-27-36_191520958.parquet +3 -0
- traj/env_ue_bigcity/astar_data/low_short/2025-1-4_18-45-53_1362638020.parquet +3 -0
- traj/env_ue_bigcity/astar_data/low_short/2025-1-4_19-53-2_997191005.parquet +3 -0
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- traj/env_ue_bigcity/astar_data/low_short/2025-1-4_21-1-22_1152262092.parquet +3 -0
- traj/env_ue_bigcity/astar_data/low_short/2025-1-4_21-35-10_2041984908.parquet +3 -0
- traj/env_ue_bigcity/astar_data/low_short/2025-1-4_8-39-20_1906889260.parquet +3 -0
- traj/env_ue_bigcity/astar_data/low_short/2025-1-4_8-52-42_1470593630.parquet +3 -0
- traj/env_ue_bigcity/astar_data/low_short/2025-1-4_9-36-39_61204105.parquet +3 -0
README.md
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---
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license: apache-2.0
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---
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hf.py
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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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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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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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# 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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number_part = s[last_underscore_pos + 1:]
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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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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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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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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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# 用来存储完整的 JSON 对象
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json_objects = []
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| 47 |
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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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# 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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return action_dicts
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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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json_path = '/cpfs01/shared/optimal/Datasets/Openfly/OpenFly/Annotation/unseen.json'
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with open(json_path, 'r') as file:
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data = json.load(file)
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| 96 |
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for item in tqdm(data, ncols=100, position=0, desc="Progress"):
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| 97 |
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path = '/cpfs01/shared/optimal/Datasets/Openfly/OpenFly/Image/'+str(item['image_path']) + '/'
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json_path = path + 'pose.jsonl'
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| 99 |
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path += '*.png' # 假设图片格式为png,可以根据实际情况修改
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| 100 |
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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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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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| 109 |
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img_id = [Path(item).stem for item in png_files]
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| 110 |
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num = len(png_files)
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| 111 |
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assert num == len(action_list), f"Number of images and actions do not match: {num} != {len(action_list)}"
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| 112 |
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data_dict = {
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| 113 |
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"env_id" : [env_id_item] * num,
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| 114 |
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"traj_id" : [traj_id_item] * num,
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| 115 |
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"image_id" : img_id,
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| 116 |
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"frame_index" : [i for i in range(num)],
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| 117 |
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"image" : ['/cpfs01/shared/optimal/Datasets/Openfly/OpenFly/Image/'+str(image_path) + '/' + img_id[i] + '.png' for i in range(num)],
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"pos": [action_list[i]['action']['pos'][:3] for i in range(num)],
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| 119 |
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"yaw": [action_list[i]['action']['yaw'] for i in range(num)],
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| 120 |
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"action_type": [action_list[i]['action']['type'] for i in range(num)],
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| 121 |
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"action_value": [action_list[i]['action']['value'] for i in range(num)]
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| 122 |
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}
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| 123 |
+
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| 124 |
+
|
| 125 |
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path = Path("./hf")
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| 126 |
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episode_dict = {key: data_dict[key] for key in features}
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| 127 |
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ep_dataset = datasets.Dataset.from_dict(episode_dict, features=features, split="train")
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| 128 |
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ep_dataset = embed_images(ep_dataset)
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| 129 |
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ep_data_path = (path / data_dict["env_id"][0] / data_dict["traj_id"][0]).with_suffix(".parquet")
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| 130 |
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ep_data_path.parent.mkdir(parents=True, exist_ok=True)
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| 131 |
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ep_dataset.to_parquet(ep_data_path)
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| 132 |
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# break
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| 133 |
+
|
| 134 |
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# data = datasets.load_dataset('parquet', data_files=str(ep_data_path), split='train')
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| 135 |
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# print(data)
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| 136 |
+
|
| 137 |
+
|
| 138 |
+
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| 139 |
+
|
| 140 |
+
# import datasets
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| 141 |
+
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| 142 |
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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'
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| 143 |
+
|
| 144 |
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# data = datasets.load_dataset('parquet', data_files=path, split='train')
|
| 145 |
+
# print(data[1])
|
| 146 |
+
|
| 147 |
+
|
| 148 |
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traj/env_ue_bigcity/astar_data/low_short/2024-12-16_21-3-10_1937477084.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:6bb849860ac6302e9a0c97727801bfbb74db68678c66a0992164ac34a8620f7a
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size 30021312
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traj/env_ue_bigcity/astar_data/low_short/2024-12-16_23-6-37_1034949299.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:b1e8203debb08eea4d32b7be330355669424ad57ab6833a20080d5530311c21d
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size 25517260
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traj/env_ue_bigcity/astar_data/low_short/2024-12-17_17-32-2_430253414.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:76b0aaea800229f81fbd6465eb4c8462648a9fd8f7bdac9febffec2b4c1e4e38
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size 1956452
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traj/env_ue_bigcity/astar_data/low_short/2024-12-19_15-11-39_1909002904.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:3c46d39a51ad51178a7d75c1905ff99b2d685ff9f0374eb6207fe0604d8e8f6c
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| 3 |
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size 38073020
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traj/env_ue_bigcity/astar_data/low_short/2024-12-19_17-29-21_570073850.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:435d8eebedb0e65ba0c261b8c7ef88fe64549bac235c1245dee70ccfec189cc4
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size 2495563
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traj/env_ue_bigcity/astar_data/low_short/2024-12-19_18-33-32_150517567.parquet
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traj/env_ue_bigcity/astar_data/low_short/2025-1-4_9-36-39_61204105.parquet
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:6dca315d84d81681adfb91dfa44ebf72a026a52381c4bdeaa1e873b8019b97b1
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| 3 |
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size 2029058
|