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Depth-Anything

Depth Estimation
PyTorch
LiteRT
ONNX
android
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@@ -34,45 +34,44 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | Depth-Anything | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 319.894 ms | 1 - 50 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 381.352 ms | 3 - 64 MB | FP16 | NPU | [Depth-Anything.so](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.so) |
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- | Depth-Anything | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 239.991 ms | 2 - 181 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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- | Depth-Anything | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 251.2 ms | 0 - 245 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 285.515 ms | 3 - 260 MB | FP16 | NPU | [Depth-Anything.so](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.so) |
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- | Depth-Anything | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 190.287 ms | 5 - 280 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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- | Depth-Anything | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 235.92 ms | 1 - 271 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 274.163 ms | 1 - 281 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 159.416 ms | 5 - 296 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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- | Depth-Anything | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 330.813 ms | 0 - 48 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 229.181 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | SA7255P ADP | SA7255P | TFLITE | 1137.758 ms | 0 - 268 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | SA7255P ADP | SA7255P | QNN | 1011.035 ms | 3 - 11 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 324.319 ms | 1 - 60 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | SA8255 (Proxy) | SA8255P Proxy | QNN | 228.817 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | SA8295P ADP | SA8295P | TFLITE | 387.91 ms | 1 - 271 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | SA8295P ADP | SA8295P | QNN | 280.391 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 319.159 ms | 2 - 71 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | SA8650 (Proxy) | SA8650P Proxy | QNN | 229.777 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | SA8775P ADP | SA8775P | TFLITE | 368.749 ms | 1 - 270 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | SA8775P ADP | SA8775P | QNN | 264.03 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 377.74 ms | 1 - 259 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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- | Depth-Anything | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 435.103 ms | 0 - 273 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 212.975 ms | 3 - 3 MB | FP16 | NPU | Use Export Script |
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- | Depth-Anything | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 271.873 ms | 63 - 63 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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  ## Installation
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- This model can be installed as a Python package via pip.
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  ```bash
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- pip install "qai-hub-models[depth_anything]"
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  ```
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-
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  ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
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  Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
@@ -123,10 +122,10 @@ Profiling Results
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  Depth-Anything
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 319.9
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- Estimated peak memory usage (MB): [1, 50]
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- Total # Ops : 635
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- Compute Unit(s) : NPU (635 ops)
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  ```
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@@ -151,7 +150,7 @@ from qai_hub_models.models.depth_anything import Model
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  torch_model = Model.from_pretrained()
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  # Device
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- device = hub.Device("Samsung Galaxy S23")
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  # Trace model
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  input_shape = torch_model.get_input_spec()
@@ -243,7 +242,8 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
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  ## License
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- * The license for the original implementation of Depth-Anything can be found [here](https://github.com/huggingface/transformers/blob/main/LICENSE).
 
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  * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | Depth-Anything | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 327.858 ms | 1 - 60 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 379.27 ms | 3 - 83 MB | FP16 | NPU | [Depth-Anything.so](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.so) |
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+ | Depth-Anything | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 240.144 ms | 0 - 181 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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+ | Depth-Anything | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 250.711 ms | 0 - 246 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 286.215 ms | 0 - 258 MB | FP16 | NPU | [Depth-Anything.so](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.so) |
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+ | Depth-Anything | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 186.098 ms | 5 - 280 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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+ | Depth-Anything | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 236.545 ms | 1 - 272 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 242.956 ms | 3 - 283 MB | FP16 | NPU | Use Export Script |
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+ | Depth-Anything | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 158.768 ms | 5 - 297 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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+ | Depth-Anything | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 317.382 ms | 0 - 58 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 229.212 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Depth-Anything | SA7255P ADP | SA7255P | TFLITE | 1141.05 ms | 0 - 268 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | SA7255P ADP | SA7255P | QNN | 1005.592 ms | 3 - 12 MB | FP16 | NPU | Use Export Script |
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+ | Depth-Anything | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 322.962 ms | 0 - 61 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | SA8255 (Proxy) | SA8255P Proxy | QNN | 230.498 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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+ | Depth-Anything | SA8295P ADP | SA8295P | TFLITE | 387.756 ms | 1 - 271 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | SA8295P ADP | SA8295P | QNN | 279.83 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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+ | Depth-Anything | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 329.299 ms | 1 - 66 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | SA8650 (Proxy) | SA8650P Proxy | QNN | 241.205 ms | 3 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Depth-Anything | SA8775P ADP | SA8775P | TFLITE | 368.831 ms | 1 - 270 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | SA8775P ADP | SA8775P | QNN | 263.584 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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+ | Depth-Anything | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 379.814 ms | 1 - 256 MB | FP16 | NPU | [Depth-Anything.tflite](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.tflite) |
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+ | Depth-Anything | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 427.625 ms | 3 - 276 MB | FP16 | NPU | Use Export Script |
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+ | Depth-Anything | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 207.005 ms | 3 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Depth-Anything | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 271.796 ms | 63 - 63 MB | FP16 | NPU | [Depth-Anything.onnx](https://huggingface.co/qualcomm/Depth-Anything/blob/main/Depth-Anything.onnx) |
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  ## Installation
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+ Install the package via pip:
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  ```bash
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+ pip install "qai-hub-models[depth-anything]"
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  ```
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  ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
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  Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
 
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  Depth-Anything
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 327.9
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+ Estimated peak memory usage (MB): [1, 60]
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+ Total # Ops : 634
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+ Compute Unit(s) : NPU (634 ops)
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  ```
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  torch_model = Model.from_pretrained()
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  # Device
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+ device = hub.Device("Samsung Galaxy S24")
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  # Trace model
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  input_shape = torch_model.get_input_spec()
 
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  ## License
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+ * The license for the original implementation of Depth-Anything can be found
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+ [here](https://github.com/huggingface/transformers/blob/main/LICENSE).
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  * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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