RyanWW commited on
Commit
d6e83e9
·
1 Parent(s): 80904ea

Update L1 questions and dataset structure

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Files changed (2) hide show
  1. Spatial457.py +64 -0
  2. questions/L1_single.json +0 -0
Spatial457.py ADDED
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+ import os
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+ import json
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+ import datasets
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+
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+
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+ class Spatial457(datasets.GeneratorBasedBuilder):
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+ BUILDER_CONFIGS = [
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+ datasets.BuilderConfig(name="L1_single"),
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+ datasets.BuilderConfig(name="L2_objects"),
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+ datasets.BuilderConfig(name="L3_2d_spatial"),
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+ datasets.BuilderConfig(name="L4_occ"),
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+ datasets.BuilderConfig(name="L4_pose"),
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+ datasets.BuilderConfig(name="L5_6d_spatial"),
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+ datasets.BuilderConfig(name="L5_collision"),
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+ ]
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+
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+ def _info(self):
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+ return datasets.DatasetInfo(
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+ description="Spatial457: A multi-task spatial visual question answering dataset.",
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+ features=datasets.Features({
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+ "image": datasets.Image(), # 自动加载图片
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+ "image_filename": datasets.Value("string"),
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+ "question": datasets.Value("string"),
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+ "answer": datasets.Value("string"), # 会自动处理 True / False / str
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+ "question_index": datasets.Value("int32"),
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+ "program": datasets.Sequence(
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+ {
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+ "type": datasets.Value("string"),
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+ "inputs": datasets.Sequence(datasets.Value("int32")),
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+ "_output": datasets.Value("string"),
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+ "value_inputs": datasets.Sequence(datasets.Value("string")),
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+ }
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+ ),
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+ }),
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+ supervised_keys=None,
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+ )
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+
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+ def _split_generators(self, dl_manager):
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+ data_dir = dl_manager.manual_dir # expects local `images/` and `questions/`
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+
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+ task_json = os.path.join(data_dir, "questions", f"{self.config.name}.json")
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+ image_dir = os.path.join(data_dir, "images")
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+
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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={"json_file": task_json, "image_dir": image_dir}
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+ )
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+ ]
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+
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+ def _generate_examples(self, json_file, image_dir):
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+ with open(json_file, "r", encoding="utf-8") as f:
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+ all_data = json.load(f)["questions"]
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+
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+ for idx, q in enumerate(all_data):
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+ img_path = os.path.join(image_dir, q["image_filename"])
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+ yield idx, {
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+ "image": img_path,
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+ "image_filename": q["image_filename"],
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+ "question": q["question"],
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+ "answer": str(q["answer"]),
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+ "question_index": q["question_index"],
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+ "program": q["program"],
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+ }
questions/L1_single.json CHANGED
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