feat(sampling): add adaptive sampling toggle + interactive sampling point viewer

src/core/steps/prediction_step.py

@@ -26,6 +26,7 @@ class PredictionStep:
         glint_mask_path: Optional[str] = None,
         output_dir: Union[str, Path] = "./10_sampling",
         callback: Optional[Callable] = None,
+        use_adaptive_sampling: bool = True,
     ) -> str:
         """生成水域掩膜内且耀斑掩膜外的采样点，统计平均光谱"""
         from pathlib import Path
@@ -83,10 +84,14 @@ class PredictionStep:
         if glint_mask_to_use is None:
             print("未检测到耀斑掩膜，将在采样点生成时不做耀斑区域剔除。")
 
-        # 传递极度安全的 deglint_img_str 进底层
+        # 传递极度安全的 deglint_img_str 进底层（关键字传参，避免 positional 参数顺序陷阱）
         get_spectral_sampling_points_chunked(
             deglint_img_str, water_mask_path, glint_mask_to_use,
-            output_path, interval, sample_radius, chunk_size
+            output_path,
+            interval=interval,
+            sample_radius=sample_radius,
+            chunk_size=chunk_size,
+            use_adaptive_sampling=use_adaptive_sampling,
         )
 
         notify("completed", f"采样点光谱数据已保存: {output_path}")