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145a11c
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1 Parent(s): ea05dab

Upload pm25vision.py with huggingface_hub

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  1. pm25vision.py +16 -44
pm25vision.py CHANGED
@@ -1,7 +1,6 @@
1
  import os
2
  import csv
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  import datasets
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- import tarfile
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6
 
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  class PM25Vision(datasets.GeneratorBasedBuilder):
@@ -28,56 +27,29 @@ class PM25Vision(datasets.GeneratorBasedBuilder):
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  )
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  def _split_generators(self, dl_manager):
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- # 下载压缩包
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- train_path = dl_manager.download("train.tar.gz")
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- test_path = dl_manager.download("test.tar.gz")
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  return [
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  datasets.SplitGenerator(
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  name=datasets.Split.TRAIN,
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- gen_kwargs={"archive_path": train_path, "split": "train"},
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  ),
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  datasets.SplitGenerator(
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  name=datasets.Split.TEST,
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- gen_kwargs={"archive_path": test_path, "split": "test"},
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  ),
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  ]
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- def _generate_examples(self, archive_path, split):
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- """
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- 如果是普通模式:解压 -> 遍历 metadata.csv
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- 如果是 streaming 模式:直接读取 tar.gz -> 逐个 yield
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- """
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- if self.config.streaming:
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- # Streaming 模式:用 dl_manager.iter_archive 直接迭代 tar.gz
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- with tarfile.open(archive_path, "r:gz") as tar:
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- members = {m.name: tar.extractfile(m) for m in tar.getmembers() if m.isfile()}
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-
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- # metadata.csv
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- meta_file = None
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- for name in members:
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- if name.endswith("metadata.csv"):
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- meta_file = members[name]
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- break
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- if meta_file is None:
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- raise FileNotFoundError("metadata.csv not found in archive")
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-
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- reader = csv.DictReader(line.decode("utf-8") for line in meta_file)
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- for i, row in enumerate(reader):
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- image_name = os.path.join("images", row["filename"])
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- if image_name in members:
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- row["image"] = {"bytes": members[image_name].read(), "path": row["filename"]}
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- yield i, row
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-
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- else:
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- # 默认模式:先解压,再从磁盘读
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- base_dir = datasets.filesystems.extract_archive(archive_path)
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- metadata_file = os.path.join(base_dir, "metadata.csv")
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- images_dir = os.path.join(base_dir, "images")
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-
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- with open(metadata_file, encoding="utf-8") as f:
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- reader = csv.DictReader(f)
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- for i, row in enumerate(reader):
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- image_path = os.path.join(images_dir, row["filename"])
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- row["image"] = image_path
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- yield i, row
 
1
  import os
2
  import csv
3
  import datasets
 
4
 
5
 
6
  class PM25Vision(datasets.GeneratorBasedBuilder):
 
27
  )
28
 
29
  def _split_generators(self, dl_manager):
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+ # unzip
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+ train_path = dl_manager.download_and_extract("train.zip")
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+ test_path = dl_manager.download_and_extract("test.zip")
33
 
34
  return [
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  datasets.SplitGenerator(
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  name=datasets.Split.TRAIN,
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+ gen_kwargs={"base_dir": train_path},
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  ),
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  datasets.SplitGenerator(
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  name=datasets.Split.TEST,
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+ gen_kwargs={"base_dir": test_path},
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  ),
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  ]
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+ def _generate_examples(self, base_dir):
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+ # structure: base_dir/metadata.csv + base_dir/images/*
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+ metadata_file = os.path.join(base_dir, "metadata.csv")
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+ images_dir = os.path.join(base_dir, "images")
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+
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+ with open(metadata_file, encoding="utf-8") as f:
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+ reader = csv.DictReader(f)
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+ for i, row in enumerate(reader):
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+ image_path = os.path.join(images_dir, row["filename"])
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+ row["image"] = image_path
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+ yield i, row