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diff --git a/src/Prototypes/engine/torch_impl/convert_onnx_to_tflite.py b/src/Prototypes/engine/torch_impl/convert_onnx_to_tflite.py
index 936ede9ad..f0bee06a8 100644
--- a/src/Prototypes/engine/torch_impl/convert_onnx_to_tflite.py
+++ b/src/Prototypes/engine/torch_impl/convert_onnx_to_tflite.py
@@ -1,80 +1,45 @@
 import onnx
-from onnx_tf.backend import prepare
+import onnx2tf
 import tensorflow as tf
 import os
 
 # Path to your ONNX model
-ONNX_MODEL_PATH = "outputs/2026-01-15/09-23-05/efficientnet_v2_qat.onnx"  # Your existing ONNX model
-TF_SAVED_MODEL_PATH = "efficientnet_v2_qat_savedmodel"  # Temporary path for TensorFlow SavedModel
-TFLITE_MODEL_PATH = "efficientnet_v2_qat.tflite"  # Output TFLite model
-
+ONNX_MODEL_PATH = "/Users/dinalfernando/Project-Echo/src/Prototypes/engine/torch_impl/model/cnn14/cnn14.onnx"
+TFLITE_MODEL_PATH = "/Users/dinalfernando/Project-Echo/src/Prototypes/engine/torch_impl/model/cnn14/cnn14.tflite"
+TF_SAVED_MODEL_PATH = "/Users/dinalfernando/Project-Echo/src/Prototypes/engine/torch_impl/model/cnn14/cnn14_savedmodel"
 
 def convert_onnx_to_tflite():
-	"""
-	Convert ONNX model to TFLite format
-	"""
-	try:
-		print("=" * 60)
-		print("ONNX to TFLite Conversion")
-		print("=" * 60)
-
-		# Step 1: Load ONNX model
-		print(f"\n[1/4] Loading ONNX model from: {ONNX_MODEL_PATH}")
-		onnx_model = onnx.load(ONNX_MODEL_PATH)
-
-		# Check and simplify the model
-		print("[1/4] Checking ONNX model...")
-		onnx.checker.check_model(onnx_model)
-		print("[1/4]  ONNX model is valid")
-
-		# Step 2: Convert ONNX to TensorFlow
-		print(f"\n[2/4] Converting ONNX to TensorFlow SavedModel...")
-		tf_rep = prepare(onnx_model)
-		tf_rep.export_graph(TF_SAVED_MODEL_PATH)
-		print(f"[2/4]  TensorFlow SavedModel saved to: {TF_SAVED_MODEL_PATH}")
-
-		# Step 3: Load TensorFlow SavedModel
-		print(f"\n[3/4] Loading TensorFlow SavedModel...")
-		converter = tf.lite.TFLiteConverter.from_saved_model(TF_SAVED_MODEL_PATH)
-
-		# Use minimal conversion settings to preserve model accuracy
-		# Don't apply additional optimizations since the model is already trained
-		converter.target_spec.supported_ops = [tf.lite.OpsSet.TFLITE_BUILTINS, tf.lite.OpsSet.SELECT_TF_OPS]
-
-		print("[3/4]  Converter configured")
-
-		# Step 4: Convert to TFLite
-		print(f"\n[4/4] Converting to TFLite format...")
-		tflite_model = converter.convert()
-
-		# Save TFLite model
-		with open(TFLITE_MODEL_PATH, "wb") as f:
-			f.write(tflite_model)
-
-		print(f"[4/4]  TFLite model saved to: {TFLITE_MODEL_PATH}")
-
-		# Display file sizes
-		print("\n" + "=" * 60)
-		print("Conversion Summary")
-		print("=" * 60)
-		onnx_size = os.path.getsize(ONNX_MODEL_PATH) / (1024 * 1024)
-		tflite_size = os.path.getsize(TFLITE_MODEL_PATH) / (1024 * 1024)
-		print(f"ONNX model size:   {onnx_size:.2f} MB")
-		print(f"TFLite model size: {tflite_size:.2f} MB")
-		print(f"Size reduction:    {((onnx_size - tflite_size) / onnx_size * 100):.1f}%")
-		print("=" * 60)
-		print(" Conversion completed successfully!")
-
-	except FileNotFoundError:
-		print(f"\n Error: Could not find ONNX model at: {ONNX_MODEL_PATH}")
-		print("Please check the file path and try again.")
-	except Exception as e:
-		print(f"\n Error during conversion: {str(e)}")
-		print("\nTroubleshooting tips:")
-		print("1. Ensure your ONNX model is valid")
-		print("2. Check that all dependencies are installed correctly")
-		raise
-
+    try:
+        print("=" * 60)
+        print("ONNX to TFLite Conversion")
+        print("=" * 60)
+
+        # Step 1: Validate ONNX model
+        print(f"\n[1/2] Loading ONNX model from: {ONNX_MODEL_PATH}")
+        onnx_model = onnx.load(ONNX_MODEL_PATH)
+        onnx.checker.check_model(onnx_model)
+        print("[1/2] ✓ ONNX model is valid")
+
+        # Step 2: Convert directly to TFLite via onnx2tf
+        print(f"\n[2/2] Converting ONNX → TFLite...")
+        onnx2tf.convert(
+            input_onnx_file_path=ONNX_MODEL_PATH,
+            output_folder_path=TF_SAVED_MODEL_PATH,
+            non_verbose=True,
+        )
+        print(f"[2/2] ✓ Done. TFLite file is inside: {TF_SAVED_MODEL_PATH}")
+
+        # Find and report the .tflite file
+        import glob
+        tflite_files = glob.glob(f"{TF_SAVED_MODEL_PATH}/*.tflite")
+        if tflite_files:
+            print(f"\nTFLite model: {tflite_files[0]}")
+            size = os.path.getsize(tflite_files[0]) / (1024 * 1024)
+            print(f"Size: {size:.2f} MB")
+        
+    except Exception as e:
+        print(f"\n✗ Error during conversion: {str(e)}")
+        raise
 
 if __name__ == "__main__":
-	convert_onnx_to_tflite()
+    convert_onnx_to_tflite()
\ No newline at end of file
diff --git a/src/Prototypes/engine/torch_impl/effnetv2.onnx b/src/Prototypes/engine/torch_impl/effnetv2.onnx
new file mode 100644
index 000000000..a91d96b21
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diff --git a/src/Prototypes/engine/torch_impl/export_cnn14_onnx.py b/src/Prototypes/engine/torch_impl/export_cnn14_onnx.py
new file mode 100644
index 000000000..cca3b9518
--- /dev/null
+++ b/src/Prototypes/engine/torch_impl/export_cnn14_onnx.py
@@ -0,0 +1,49 @@
+import sys
+import torch
+import onnx
+import os
+
+BASE_DIR = os.path.dirname(os.path.abspath(__file__))
+MODEL_DIR = os.path.join(BASE_DIR, "model")
+sys.path.append(MODEL_DIR)
+
+from panns_cnn14 import PannsCNN14ArcFace
+
+CHECKPOINT_PATH = r"/Users/dinalfernando/Project-Echo/src/Prototypes/engine/torch_impl/model/cnn14/Cnn14_mAP=0.431.pth"
+ONNX_OUTPUT_PATH = r"/Users/dinalfernando/Project-Echo/src/Prototypes/engine/torch_impl/model/cnn14/cnn14.onnx"
+
+DEVICE = "cpu"
+NUM_CLASSES = 123
+
+model = PannsCNN14ArcFace(
+    classes_num=NUM_CLASSES,
+    pretrained=False,
+    use_arcface=False
+).to(DEVICE)
+
+checkpoint = torch.load(CHECKPOINT_PATH, map_location=DEVICE)
+state_dict = checkpoint["model"] if isinstance(checkpoint, dict) and "model" in checkpoint else checkpoint
+
+missing, unexpected = model.load_state_dict(state_dict, strict=False)
+print("Missing keys:", missing)
+print("Unexpected keys:", unexpected)
+
+model.eval()
+
+dummy_input = torch.randn(1, 1, 64, 500, device=DEVICE)
+
+torch.onnx.export(
+    model,
+    dummy_input,
+    ONNX_OUTPUT_PATH,
+    export_params=True,
+    opset_version=13,
+    do_constant_folding=True,
+    input_names=["input"],
+    output_names=["output"],
+    dynamic_axes={"input": {0: "batch_size"}, "output": {0: "batch_size"}},
+)
+
+m = onnx.load(ONNX_OUTPUT_PATH)
+for x in m.opset_import:
+    print("Opset:", x.version)
\ No newline at end of file
diff --git a/src/Prototypes/engine/torch_impl/export_efficientnetv2_onnx.py b/src/Prototypes/engine/torch_impl/export_efficientnetv2_onnx.py
new file mode 100644
index 000000000..408c41da4
--- /dev/null
+++ b/src/Prototypes/engine/torch_impl/export_efficientnetv2_onnx.py
@@ -0,0 +1,39 @@
+import timm
+import torch
+import onnx
+from pathlib import Path
+
+ONNX_OUTPUT_PATH = Path("model/efficientnetv2_rw_s/efficientnetv2_rw_s.onnx")
+ONNX_OUTPUT_PATH.parent.mkdir(parents=True, exist_ok=True)
+
+DEVICE = "cpu"
+NUM_CLASSES = 123
+
+model = timm.create_model(
+    "efficientnetv2_rw_s",
+    pretrained=True,
+    num_classes=NUM_CLASSES,
+    in_chans=1,
+).to(DEVICE)
+
+model.eval()
+
+dummy_input = torch.randn(1, 1, 128, 313, device=DEVICE)
+
+torch.onnx.export(
+    model,
+    dummy_input,
+    str(ONNX_OUTPUT_PATH),
+    export_params=True,
+    opset_version=13,
+    do_constant_folding=True,
+    input_names=["input"],
+    output_names=["output"],
+    dynamic_axes={"input": {0: "batch_size"}, "output": {0: "batch_size"}},
+)
+
+m = onnx.load(str(ONNX_OUTPUT_PATH))
+for x in m.opset_import:
+    print("Opset:", x.version)
+
+print("Saved to:", ONNX_OUTPUT_PATH.resolve())
\ No newline at end of file
diff --git a/src/Prototypes/engine/torch_impl/test_tflite_models.py b/src/Prototypes/engine/torch_impl/test_tflite_models.py
new file mode 100644
index 000000000..240c3d631
--- /dev/null
+++ b/src/Prototypes/engine/torch_impl/test_tflite_models.py
@@ -0,0 +1,176 @@
+import os
+import numpy as np
+import librosa
+import tensorflow as tf
+
+
+AUDIO_PATH = r"\src\Prototypes\data\database\pig.wav"
+CNN14_TFLITE_PATH = r"\src\Prototypes\engine\torch_impl\model\cnn14\cnn14.tflite"
+EFF_TFLITE_PATH = r"\src\Prototypes\engine\torch_impl\model\efficientnetv2_rw_s\efficientnetv2_rw_s.tflite"
+
+
+def load_audio_fixed(path, target_sr=32000, duration_s=5.0):
+    audio, _ = librosa.load(path, sr=target_sr, mono=True)
+    target_len = int(target_sr * duration_s)
+
+    if len(audio) < target_len:
+        audio = np.pad(audio, (0, target_len - len(audio)), mode="constant")
+    else:
+        audio = audio[:target_len]
+
+    return audio.astype(np.float32)
+
+
+def make_melspec(
+    audio,
+    sr=32000,
+    n_mels=128,
+    hop_length=512,
+    n_fft=1024,
+    fmin=20,
+    fmax=14000,
+    top_db=80.0,
+):
+    mel = librosa.feature.melspectrogram(
+        y=audio,
+        sr=sr,
+        n_fft=n_fft,
+        hop_length=hop_length,
+        n_mels=n_mels,
+        fmin=fmin,
+        fmax=fmax,
+    )
+    mel_db = librosa.power_to_db(mel, ref=np.max, top_db=top_db).astype(np.float32)
+
+    mel_db = (mel_db - mel_db.min()) / (mel_db.max() - mel_db.min() + 1e-6)
+    return mel_db.astype(np.float32)
+
+
+def pad_or_crop_time(spec, target_time_bins):
+    current = spec.shape[1]
+    if current < target_time_bins:
+        pad_width = target_time_bins - current
+        spec = np.pad(spec, ((0, 0), (0, pad_width)), mode="constant")
+    else:
+        spec = spec[:, :target_time_bins]
+    return spec.astype(np.float32)
+
+
+def preprocess_for_cnn14(audio_path):
+    audio = load_audio_fixed(audio_path, target_sr=32000, duration_s=5.0)
+    spec = make_melspec(
+        audio,
+        sr=32000,
+        n_mels=64,
+        hop_length=320,
+        n_fft=1024,
+        fmin=50,
+        fmax=14000,
+        top_db=80.0,
+    )
+    spec = pad_or_crop_time(spec, 500)
+
+    x = np.expand_dims(spec, axis=0)   
+    x = np.expand_dims(x, axis=0)      
+    return x.astype(np.float32)
+
+
+def preprocess_for_eff(audio_path):
+    audio = load_audio_fixed(audio_path, target_sr=32000, duration_s=5.0)
+    spec = make_melspec(
+        audio,
+        sr=32000,
+        n_mels=128,
+        hop_length=512,
+        n_fft=1024,
+        fmin=20,
+        fmax=14000,
+        top_db=80.0,
+    )
+    spec = pad_or_crop_time(spec, 313)
+
+    # NCHW
+    x = np.expand_dims(spec, axis=0)  
+    x = np.expand_dims(x, axis=0)     
+    return x.astype(np.float32)
+
+
+def adapt_to_interpreter_input(x_nchw, input_shape):
+    """
+    TFLite model may expect either NCHW or NHWC.
+    We start from NCHW and adapt if needed.
+    """
+    x = x_nchw.astype(np.float32)
+
+    if len(input_shape) != 4:
+        raise ValueError(f"Expected 4D input shape, got {input_shape}")
+
+    if tuple(input_shape) == tuple(x.shape):
+        return x
+  
+    x_nhwc = np.transpose(x, (0, 2, 3, 1))
+    if tuple(input_shape) == tuple(x_nhwc.shape):
+        return x_nhwc
+
+    raise ValueError(
+        f"Could not adapt input. Model expects {input_shape}, but prepared NCHW={x.shape} and NHWC={x_nhwc.shape}"
+    )
+
+
+def run_tflite(model_path, prepared_input_nchw, model_name):
+    print("\n" + "=" * 70)
+    print(f"Testing {model_name}")
+    print("=" * 70)
+
+    interpreter = tf.lite.Interpreter(model_path=model_path)
+    interpreter.allocate_tensors()
+
+    input_details = interpreter.get_input_details()
+    output_details = interpreter.get_output_details()
+
+    input_index = input_details[0]["index"]
+    input_shape = tuple(input_details[0]["shape"])
+    input_dtype = input_details[0]["dtype"]
+
+    print("Model path:", model_path)
+    print("Interpreter input shape:", input_shape)
+    print("Interpreter input dtype:", input_dtype)
+    print("Prepared NCHW shape:", prepared_input_nchw.shape)
+
+    x = adapt_to_interpreter_input(prepared_input_nchw, input_shape).astype(input_dtype)
+
+    interpreter.set_tensor(input_index, x)
+    interpreter.invoke()
+
+    output = interpreter.get_tensor(output_details[0]["index"])
+
+    print("Actual fed input shape:", x.shape)
+    print("Output shape:", output.shape)
+    print("Output dtype:", output.dtype)
+
+    flat = output.flatten()
+    preview = flat[:10] if flat.size >= 10 else flat
+    print("Output preview:", preview)
+
+    return output
+
+
+def main():
+    if not os.path.exists(AUDIO_PATH):
+        raise FileNotFoundError(f"Audio file not found: {AUDIO_PATH}")
+    if not os.path.exists(CNN14_TFLITE_PATH):
+        raise FileNotFoundError(f"CNN14 TFLite not found: {CNN14_TFLITE_PATH}")
+    if not os.path.exists(EFF_TFLITE_PATH):
+        raise FileNotFoundError(f"EfficientNetV2 TFLite not found: {EFF_TFLITE_PATH}")
+
+    cnn14_input = preprocess_for_cnn14(AUDIO_PATH)
+    eff_input = preprocess_for_eff(AUDIO_PATH)
+
+    run_tflite(CNN14_TFLITE_PATH, cnn14_input, "CNN14 TFLite")
+    run_tflite(EFF_TFLITE_PATH, eff_input, "EfficientNetV2 TFLite")
+
+    print("\nDone. If both models printed output shapes without crashing, your TFLite validation basically worked.")
+
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file