Fix import error

batdetect2/compat/params.py

@@ -13,11 +13,10 @@ from batdetect2.preprocess import (
 )
 from batdetect2.preprocess.spectrogram import get_spectrogram_resolution
 from batdetect2.targets import (
-    HeatmapsConfig,
+    LabelConfig,
     TagInfo,
     TargetConfig,
 )
-from batdetect2.targets.labels import LabelConfig
 from batdetect2.train.preprocess import (
     TrainPreprocessingConfig,
 )
@@ -77,13 +76,12 @@ def get_training_preprocessing_config(
         preprocessing=preprocessing,
         target=TargetConfig(
             classes=[
-                TagInfo(key="class", value=class_name, label=class_name)
+                TagInfo(key="class", value=class_name)
                 for class_name in params["class_names"]
             ],
             generic_class=TagInfo(
                 key="class",
                 value=generic,
-                label=generic,
             ),
             include=[
                 TagInfo(key="event", value=event)
@@ -95,12 +93,10 @@ def get_training_preprocessing_config(
             ],
         ),
         labels=LabelConfig(
-            heatmaps=HeatmapsConfig(
+            position="bottom-left",
-                position="bottom-left",
+            time_scale=1 / time_bin_width,
-                time_scale=1 / time_bin_width,
+            frequency_scale=1 / freq_bin_width,
-                frequency_scale=1 / freq_bin_width,
+            sigma=params["target_sigma"],
-                sigma=params["target_sigma"],
-            )
         ),
     )
 

batdetect2/targets/__init__.py

@@ -7,7 +7,6 @@ predicted class labels map back to the original tag system for interpretation.
 """
 
 from batdetect2.targets.labels import (
-    HeatmapsConfig,
     LabelConfig,
     generate_heatmaps,
     load_label_config,
@@ -47,7 +46,6 @@ from batdetect2.targets.transform import (
 __all__ = [
     "DerivationRegistry",
     "DeriveTagRule",
-    "HeatmapsConfig",
     "LabelConfig",
     "MapValueRule",
     "ReplaceRule",
@@ -66,6 +64,7 @@ __all__ = [
     "get_class_names",
     "get_derivation",
     "get_tag_from_info",
+    "get_term_from_key",
     "individual",
     "load_label_config",
     "load_target_config",

batdetect2/targets/labels.py

@@ -308,17 +308,17 @@ def generate_heatmaps(
     Notes
     -----
     * This function expects `sound_events` to be already filtered and
-      transformed.
+        transformed.
     * It includes error handling to skip individual annotations that cause
-      issues (e.g., missing geometry, out-of-bounds coordinates, encoder
+        issues (e.g., missing geometry, out-of-bounds coordinates, encoder
-      errors) allowing the rest of the clip to be processed. Warnings or
+        errors) allowing the rest of the clip to be processed. Warnings or
-      errors are logged.
+        errors are logged.
     * The `time_scale` and `frequency_scale` parameters are crucial and must be
-      set according to the expectations of the specific BatDetect2 model
+        set according to the expectations of the specific BatDetect2 model
-      architecture being trained. Consult model documentation for required
+        architecture being trained. Consult model documentation for required
-      units/scales.
+        units/scales.
     * Gaussian filtering and normalization are applied only to detection and
-      class heatmaps, not the size heatmap.
+        class heatmaps, not the size heatmap.
     """
     shape = dict(zip(spec.dims, spec.shape))
 

batdetect2/targets/targets.py

@@ -51,7 +51,8 @@ class TargetConfig(BaseConfig):
 
 
 def get_tag_label(tag_info: TagInfo) -> str:
-    return tag_info.label if tag_info.label else tag_info.value
+    # TODO: Review this
+    return tag_info.value
 
 
 def get_class_names(classes: List[TagInfo]) -> List[str]: