update

Causal3D.py

@@ -1,11 +1,8 @@
+import datasets
+import pandas as pd
 import os
-import glob
 from pathlib import Path
-from typing import List
-import pandas as pd
-import numpy as np
 from tqdm import tqdm
-import datasets
 
 print("✅ Custom Causal3D loaded: outside Causal3D.py")
 _CITATION = """\
@@ -26,12 +23,13 @@ _HOMEPAGE = "https://huggingface.co/datasets/LLDDSS/Causal3D"
 _LICENSE = "CC-BY-4.0"
 
 class Causal3D(datasets.GeneratorBasedBuilder):
+    # def __init__(self):
+    #     super().__init__()
+    #     print("Causal3D dataset builder initialized.")
     DEFAULT_CONFIG_NAME = "real_scenes_Real_magnet_v3"
     BUILDER_CONFIGS = [
         # hypothetical_scenes
-        datasets.BuilderConfig(name="hypothetical_scenes_Hypothetic_v2_linear", 
-                               version=datasets.Version("1.0.0"), 
-                               description="Hypothetic_v2_linear scene"),
+        datasets.BuilderConfig(name="hypothetical_scenes_Hypothetic_v2_linear", version=datasets.Version("1.0.0"), description="Hypothetic_v2_linear scene"),
         datasets.BuilderConfig(name="hypothetical_scenes_Hypothetic_v2_nonlinear", version=datasets.Version("1.0.0"), description="Hypothetic_v2_nonlinear scene"),
         datasets.BuilderConfig(name="hypothetical_scenes_Hypothetic_v3_fully_connected_linear", version=datasets.Version("1.0.0"), description="Hypothetic_v3_fully_connected_linear scene"),
         datasets.BuilderConfig(name="hypothetical_scenes_Hypothetic_v4_linear_full_connected", version=datasets.Version("1.0.0"), description="Hypothetic_v4_linear_full_connected scene"),
@@ -59,7 +57,6 @@ class Causal3D(datasets.GeneratorBasedBuilder):
     ]
 
     def _info(self):
-        print(">>> Loaded config:", self.config.name)  # 🟡 加这个调试输出
         return datasets.DatasetInfo(
             description=_DESCRIPTION,
             features=datasets.Features({
@@ -170,6 +167,4 @@ class Causal3D(datasets.GeneratorBasedBuilder):
 
         except Exception as e:
             print(color(f"Error processing CSV rows: {e}", "31"))
-            
-