stats update

data/stats.json

@@ -1 +1 @@
-{"mean_pitch": 166.3789520263672, "std_pitch": 28.15303611755371, "mean_energy": 0.12094783782958984, "std_energy": 0.09327217191457748, "mean_duration": 1.417296846080225, "std_duration": 0.902642275968069}
+{"mean_pitch": [166.35569763183594, 50.2285041809082], "std_pitch": [28.150461196899414, 12.998950004577637], "mean_energy": [0.1212499812245369, 0.033803604543209076], "std_energy": [0.0933549553155899, 0.024853786453604698], "mean_duration": [1.417181324063708, 0.3717550478609409], "std_duration": [0.9026830676267007, 0.09262743799230512], "mean_dvec": [-0.003188301809132099, 0.0046525378711521626], "std_dvec": [0.05742684751749039, 0.0044458359479904175]}

test.py

@@ -44,12 +44,15 @@ mean_energys = []
 std_energys = []
 mean_durations = []
 std_durations = []
+mean_dvecs = []
+std_dvecs = []
 
 for item in tqdm(dataloader):
     result = vocex.model(item["mel"], inference=True)
     pitch = result["measures"]["pitch"]
     energy = result["measures"]["energy"]
     va = result["measures"]["voice_activity_binary"]
+    dvec = result["dvector"]
     mean_pitch = pitch.mean()
     std_pitch = pitch.std()
     mean_energy = energy.mean()
@@ -64,22 +67,28 @@ for item in tqdm(dataloader):
     std_energys.append(std_energy)
     mean_durations.append(mean_duration)
     std_durations.append(std_duration)
+    mean_dvecs.append(dvec.mean())
+    std_dvecs.append(dvec.std())
 
-mean_pitch = np.mean(mean_pitchs)
-std_pitch = np.mean(std_pitchs)
-mean_energy = np.mean(mean_energys)
-std_energy = np.mean(std_energys)
-mean_duration = np.mean(mean_durations)
-std_duration = np.mean(std_durations)
+mean_pitch = [float(np.mean(mean_pitchs)), float(np.std(mean_pitchs))]
+std_pitch = [float(np.mean(std_pitchs)), float(np.std(std_pitchs))]
+mean_energy = [float(np.mean(mean_energys)), float(np.std(mean_energys))]
+std_energy = [float(np.mean(std_energys)), float(np.std(std_energys))]
+mean_duration = [float(np.mean(mean_durations)), float(np.std(mean_durations))]
+std_duration = [float(np.mean(std_durations)), float(np.std(std_durations))]
+mean_dvec = [float(np.mean(mean_dvecs)), float(np.std(mean_dvecs))]
+std_dvec = [float(np.mean(std_dvecs)), float(np.std(std_dvecs))]
 
 # save the stats
 stats = {
-    "mean_pitch": float(mean_pitch),
-    "std_pitch": float(std_pitch),
-    "mean_energy": float(mean_energy),
-    "std_energy": float(std_energy),
-    "mean_duration": float(mean_duration),
-    "std_duration": float(std_duration),
+    "mean_pitch": mean_pitch,
+    "std_pitch": std_pitch,
+    "mean_energy": mean_energy,
+    "std_energy": std_energy,
+    "mean_duration": mean_duration,
+    "std_duration": std_duration,
+    "mean_dvec": mean_dvec,
+    "std_dvec": std_dvec,
 }
 
 with open("data/stats.json", "w") as f: