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FastSam-X

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v0.30.5

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See https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.

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  1. README.md +34 -36
README.md CHANGED
@@ -35,35 +35,33 @@ More details on model performance across various devices, can be found
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | FastSam-X | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 280.693 ms | 4 - 98 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 277.43 ms | 0 - 9 MB | NPU | Use Export Script |
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- | FastSam-X | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 86.8 ms | 4 - 193 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 100.032 ms | 5 - 76 MB | NPU | Use Export Script |
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- | FastSam-X | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 45.231 ms | 4 - 57 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 42.906 ms | 5 - 7 MB | NPU | Use Export Script |
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- | FastSam-X | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 70.591 ms | 4 - 98 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 68.099 ms | 1 - 11 MB | NPU | Use Export Script |
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- | FastSam-X | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 280.693 ms | 4 - 98 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 277.43 ms | 0 - 9 MB | NPU | Use Export Script |
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- | FastSam-X | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 47.383 ms | 3 - 58 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 43.695 ms | 5 - 7 MB | NPU | Use Export Script |
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- | FastSam-X | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 89.652 ms | 4 - 95 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 80.068 ms | 0 - 18 MB | NPU | Use Export Script |
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- | FastSam-X | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 45.586 ms | 4 - 58 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 42.452 ms | 5 - 7 MB | NPU | Use Export Script |
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- | FastSam-X | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 70.591 ms | 4 - 98 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 68.099 ms | 1 - 11 MB | NPU | Use Export Script |
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- | FastSam-X | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 45.519 ms | 4 - 58 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 42.512 ms | 5 - 32 MB | NPU | Use Export Script |
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- | FastSam-X | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 46.427 ms | 12 - 326 MB | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
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- | FastSam-X | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 34.898 ms | 3 - 190 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 32.512 ms | 5 - 64 MB | NPU | Use Export Script |
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- | FastSam-X | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 33.508 ms | 17 - 82 MB | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
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- | FastSam-X | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 31.028 ms | 4 - 100 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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- | FastSam-X | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 25.358 ms | 5 - 59 MB | NPU | Use Export Script |
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- | FastSam-X | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 30.147 ms | 15 - 72 MB | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
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- | FastSam-X | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 43.446 ms | 5 - 5 MB | NPU | Use Export Script |
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- | FastSam-X | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 46.969 ms | 139 - 139 MB | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
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@@ -126,11 +124,11 @@ Profiling Results
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  ------------------------------------------------------------
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  FastSam-X
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  Device : cs_8275 (ANDROID 14)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 280.7
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- Estimated peak memory usage (MB): [4, 98]
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- Total # Ops : 419
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- Compute Unit(s) : npu (419 ops) gpu (0 ops) cpu (0 ops)
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  ```
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@@ -217,13 +215,13 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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  You can also run the demo on-device.
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  ```bash
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- python -m qai_hub_models.models.fastsam_x.demo --on-device
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  ```
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  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
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  environment, please add the following to your cell (instead of the above).
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  ```
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- %run -m qai_hub_models.models.fastsam_x.demo -- --on-device
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  ```
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | FastSam-X | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 2094.279 ms | 5 - 14 MB | NPU | Use Export Script |
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+ | FastSam-X | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 92.958 ms | 4 - 199 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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+ | FastSam-X | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 99.394 ms | 5 - 88 MB | NPU | Use Export Script |
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+ | FastSam-X | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 43.602 ms | 4 - 68 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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+ | FastSam-X | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 42.594 ms | 5 - 8 MB | NPU | Use Export Script |
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+ | FastSam-X | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 70.714 ms | 4 - 118 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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+ | FastSam-X | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 68.128 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | FastSam-X | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 2094.279 ms | 5 - 14 MB | NPU | Use Export Script |
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+ | FastSam-X | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 45.407 ms | 1 - 60 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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+ | FastSam-X | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 43.169 ms | 5 - 7 MB | NPU | Use Export Script |
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+ | FastSam-X | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 89.577 ms | 3 - 104 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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+ | FastSam-X | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 79.849 ms | 0 - 16 MB | NPU | Use Export Script |
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+ | FastSam-X | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 46.386 ms | 4 - 58 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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+ | FastSam-X | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 42.826 ms | 5 - 7 MB | NPU | Use Export Script |
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+ | FastSam-X | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 70.714 ms | 4 - 118 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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+ | FastSam-X | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 68.128 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | FastSam-X | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 43.786 ms | 4 - 60 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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+ | FastSam-X | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 43.288 ms | 5 - 31 MB | NPU | Use Export Script |
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+ | FastSam-X | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 48.573 ms | 12 - 322 MB | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
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+ | FastSam-X | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 34.806 ms | 3 - 213 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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+ | FastSam-X | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 33.533 ms | 5 - 89 MB | NPU | Use Export Script |
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+ | FastSam-X | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 34.229 ms | 13 - 99 MB | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
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+ | FastSam-X | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 30.673 ms | 3 - 120 MB | NPU | [FastSam-X.tflite](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.tflite) |
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+ | FastSam-X | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 28.818 ms | 5 - 83 MB | NPU | Use Export Script |
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+ | FastSam-X | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 26.71 ms | 17 - 90 MB | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
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+ | FastSam-X | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 43.717 ms | 5 - 5 MB | NPU | Use Export Script |
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+ | FastSam-X | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 47.241 ms | 139 - 139 MB | NPU | [FastSam-X.onnx](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.onnx) |
 
 
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  ------------------------------------------------------------
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  FastSam-X
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  Device : cs_8275 (ANDROID 14)
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+ Runtime : QNN
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+ Estimated inference time (ms) : 2094.3
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+ Estimated peak memory usage (MB): [5, 14]
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+ Total # Ops : 418
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+ Compute Unit(s) : npu (418 ops) gpu (0 ops) cpu (0 ops)
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  ```
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  You can also run the demo on-device.
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  ```bash
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+ python -m qai_hub_models.models.fastsam_x.demo --eval-mode on-device
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  ```
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  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
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  environment, please add the following to your cell (instead of the above).
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  ```
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+ %run -m qai_hub_models.models.fastsam_x.demo -- --eval-mode on-device
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  ```
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