update the sorting and minor changes

user-friendly-metrics.py

@@ -141,6 +141,8 @@ class UserFriendlyMetrics(evaluate.Metric):
                 "recognition_0.3",
                 "recognition_0.5",
                 "recognition_0.8",
+            },
+            "recognized_metrics": {
                 "recognized_0.3",
                 "recognized_0.5",
                 "recognized_0.8",
@@ -161,11 +163,12 @@ class UserFriendlyMetrics(evaluate.Metric):
                     run.log({log_key: value})
 
                     if debug:
-                        print(f"Logged to W&B: {log_key} = {value}")
+                        print(f" {log_key} = {value}")
 
                     for category, metrics in categories.items():
                         if metric in metrics:
                             chart_data[category].append([metric, value])
+            print("----------------------------------------------------")
 
         if log_plots:
             for category, data in chart_data.items():
@@ -186,11 +189,8 @@ class UserFriendlyMetrics(evaluate.Metric):
         if "per_sequence" in results:
             sorted_sequences = sorted(
                 results["per_sequence"].items(),
-                key=lambda x: x[1]
-                .get("evaluation_metrics", {})
-                .get("f1", {})
-                .get("all", 0),
-                reverse=True,
+                key=lambda x: next(iter(x[1].values()), {}).get("all", {}).get("f1", 0),
+                reverse=True,  # Set to True for descending order
             )
 
             for sequence_name, sequence_data in sorted_sequences:
@@ -203,9 +203,8 @@ class UserFriendlyMetrics(evaluate.Metric):
                         )
                         run.log({log_key: value})
                         if debug:
-                            print(
-                                f"Logged to W&B: {sequence_name} -> {log_key} = {value}"
-                            )
+                            print(f" {log_key} = {value}")
+                print("----------------------------------------------------")
 
         if debug:
             print("\nDebug Mode: Logging Summary and History")