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README.md

@@ -35,20 +35,20 @@ More details on model performance across various devices, can be found
 
 | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
 |---|---|---|---|---|---|---|---|---|
-| FastSam-S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 8.107 ms | 5 - 19 MB | FP16 | NPU | [FastSam-S.so](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.so) |
-| FastSam-S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 9.468 ms | 0 - 21 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
-| FastSam-S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 6.167 ms | 5 - 41 MB | FP16 | NPU | [FastSam-S.so](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.so) |
-| FastSam-S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 6.778 ms | 15 - 98 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
-| FastSam-S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 5.494 ms | 5 - 36 MB | FP16 | NPU | Use Export Script |
-| FastSam-S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 6.374 ms | 14 - 59 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
-| FastSam-S | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 7.625 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
-| FastSam-S | SA8255 (Proxy) | SA8255P Proxy | QNN | 7.601 ms | 5 - 9 MB | FP16 | NPU | Use Export Script |
-| FastSam-S | SA8775 (Proxy) | SA8775P Proxy | QNN | 7.667 ms | 7 - 9 MB | FP16 | NPU | Use Export Script |
-| FastSam-S | SA8650 (Proxy) | SA8650P Proxy | QNN | 7.686 ms | 6 - 10 MB | FP16 | NPU | Use Export Script |
-| FastSam-S | SA8295P ADP | SA8295P | QNN | 14.075 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
-| FastSam-S | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 13.593 ms | 5 - 41 MB | FP16 | NPU | Use Export Script |
-| FastSam-S | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 8.254 ms | 5 - 5 MB | FP16 | NPU | Use Export Script |
-| FastSam-S | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.924 ms | 21 - 21 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
+| FastSam-S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 8.104 ms | 5 - 22 MB | FP16 | NPU | [FastSam-S.so](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.so) |
+| FastSam-S | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 9.535 ms | 3 - 24 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
+| FastSam-S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 5.994 ms | 67 - 104 MB | FP16 | NPU | [FastSam-S.so](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.so) |
+| FastSam-S | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 6.6 ms | 15 - 97 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
+| FastSam-S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 5.49 ms | 5 - 35 MB | FP16 | NPU | Use Export Script |
+| FastSam-S | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 5.363 ms | 16 - 64 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
+| FastSam-S | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 7.622 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
+| FastSam-S | SA7255P ADP | SA7255P | QNN | 257.585 ms | 5 - 10 MB | FP16 | NPU | Use Export Script |
+| FastSam-S | SA8255 (Proxy) | SA8255P Proxy | QNN | 7.649 ms | 5 - 10 MB | FP16 | NPU | Use Export Script |
+| FastSam-S | SA8295P ADP | SA8295P | QNN | 13.964 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
+| FastSam-S | SA8650 (Proxy) | SA8650P Proxy | QNN | 7.68 ms | 5 - 6 MB | FP16 | NPU | Use Export Script |
+| FastSam-S | SA8775P ADP | SA8775P | QNN | 14.14 ms | 2 - 7 MB | FP16 | NPU | Use Export Script |
+| FastSam-S | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 14.048 ms | 5 - 38 MB | FP16 | NPU | Use Export Script |
+| FastSam-S | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.897 ms | 20 - 20 MB | FP16 | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
 
 
 
@@ -114,7 +114,7 @@ FastSam-S
 Device                          : Samsung Galaxy S23 (13)
 Runtime                         : QNN                    
 Estimated inference time (ms)   : 8.1                    
-Estimated peak memory usage (MB): [5, 19]                
+Estimated peak memory usage (MB): [5, 22]                
 Total # Ops                     : 286                    
 Compute Unit(s)                 : NPU (286 ops)          
 ```
@@ -135,13 +135,29 @@ in memory using the `jit.trace` and then call the `submit_compile_job` API.
 import torch
 
 import qai_hub as hub
-from qai_hub_models.models.fastsam_s import 
+from qai_hub_models.models.fastsam_s import Model
 
 # Load the model
+torch_model = Model.from_pretrained()
 
 # Device
 device = hub.Device("Samsung Galaxy S23")
 
+# Trace model
+input_shape = torch_model.get_input_spec()
+sample_inputs = torch_model.sample_inputs()
+
+pt_model = torch.jit.trace(torch_model, [torch.tensor(data[0]) for _, data in sample_inputs.items()])
+
+# Compile model on a specific device
+compile_job = hub.submit_compile_job(
+    model=pt_model,
+    device=device,
+    input_specs=torch_model.get_input_spec(),
+)
+
+# Get target model to run on-device
+target_model = compile_job.get_target_model()
 
 ```