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FastSam-S

Image Segmentation
PyTorch
LiteRT
ONNX
android
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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 +33 -33
README.md CHANGED
@@ -35,35 +35,35 @@ 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-S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 38.384 ms | 4 - 46 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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- | FastSam-S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 38.086 ms | 1 - 10 MB | NPU | Use Export Script |
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- | FastSam-S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 13.762 ms | 4 - 60 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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- | FastSam-S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 16.341 ms | 5 - 44 MB | NPU | Use Export Script |
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- | FastSam-S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 7.145 ms | 4 - 34 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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- | FastSam-S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 7.196 ms | 5 - 7 MB | NPU | Use Export Script |
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- | FastSam-S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 11.024 ms | 4 - 46 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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- | FastSam-S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 10.873 ms | 2 - 16 MB | NPU | Use Export Script |
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- | FastSam-S | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 38.384 ms | 4 - 46 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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- | FastSam-S | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 38.086 ms | 1 - 10 MB | NPU | Use Export Script |
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- | FastSam-S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 7.225 ms | 4 - 27 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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- | FastSam-S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 7.169 ms | 5 - 8 MB | NPU | Use Export Script |
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- | FastSam-S | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 14.881 ms | 4 - 44 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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- | FastSam-S | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 13.261 ms | 0 - 18 MB | NPU | Use Export Script |
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- | FastSam-S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 6.968 ms | 3 - 28 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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- | FastSam-S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 7.062 ms | 5 - 8 MB | NPU | Use Export Script |
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- | FastSam-S | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 11.024 ms | 4 - 46 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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- | FastSam-S | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 10.873 ms | 2 - 16 MB | NPU | Use Export Script |
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- | FastSam-S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 6.929 ms | 4 - 30 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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- | FastSam-S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 7.064 ms | 5 - 18 MB | NPU | Use Export Script |
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- | FastSam-S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 8.734 ms | 15 - 91 MB | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
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- | FastSam-S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 5.409 ms | 4 - 61 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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- | FastSam-S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 5.339 ms | 5 - 48 MB | NPU | Use Export Script |
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- | FastSam-S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 6.453 ms | 53 - 98 MB | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
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- | FastSam-S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 4.159 ms | 0 - 45 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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- | FastSam-S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 4.705 ms | 5 - 41 MB | NPU | Use Export Script |
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- | FastSam-S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.898 ms | 15 - 54 MB | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
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- | FastSam-S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 7.567 ms | 5 - 5 MB | NPU | Use Export Script |
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- | FastSam-S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.149 ms | 20 - 20 MB | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
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@@ -127,8 +127,8 @@ Profiling Results
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  FastSam-S
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 38.4
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- Estimated peak memory usage (MB): [4, 46]
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  Total # Ops : 287
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  Compute Unit(s) : npu (287 ops) gpu (0 ops) cpu (0 ops)
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  ```
@@ -217,13 +217,13 @@ 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_s.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_s.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
37
  |---|---|---|---|---|---|---|---|---|
38
+ | FastSam-S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 38.487 ms | 4 - 55 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 37.997 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | FastSam-S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 13.279 ms | 4 - 60 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 16.898 ms | 5 - 46 MB | NPU | Use Export Script |
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+ | FastSam-S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 7.277 ms | 4 - 31 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 7.205 ms | 5 - 7 MB | NPU | Use Export Script |
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+ | FastSam-S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 11.16 ms | 4 - 55 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 10.941 ms | 1 - 12 MB | NPU | Use Export Script |
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+ | FastSam-S | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 38.487 ms | 4 - 55 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 37.997 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | FastSam-S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 7.296 ms | 4 - 29 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 7.217 ms | 5 - 7 MB | NPU | Use Export Script |
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+ | FastSam-S | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 14.729 ms | 4 - 45 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 13.379 ms | 2 - 19 MB | NPU | Use Export Script |
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+ | FastSam-S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 7.301 ms | 4 - 30 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 7.197 ms | 6 - 8 MB | NPU | Use Export Script |
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+ | FastSam-S | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 11.16 ms | 4 - 55 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 10.941 ms | 1 - 12 MB | NPU | Use Export Script |
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+ | FastSam-S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 7.305 ms | 4 - 30 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 7.045 ms | 4 - 29 MB | NPU | Use Export Script |
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+ | FastSam-S | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 8.651 ms | 14 - 96 MB | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
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+ | FastSam-S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 5.466 ms | 4 - 68 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 5.28 ms | 5 - 95 MB | NPU | Use Export Script |
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+ | FastSam-S | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 6.519 ms | 17 - 122 MB | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
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+ | FastSam-S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 4.836 ms | 4 - 59 MB | NPU | [FastSam-S.tflite](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.tflite) |
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+ | FastSam-S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 4.75 ms | 5 - 75 MB | NPU | Use Export Script |
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+ | FastSam-S | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 5.892 ms | 1 - 86 MB | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
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+ | FastSam-S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 7.766 ms | 5 - 5 MB | NPU | Use Export Script |
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+ | FastSam-S | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 9.48 ms | 20 - 20 MB | NPU | [FastSam-S.onnx](https://huggingface.co/qualcomm/FastSam-S/blob/main/FastSam-S.onnx) |
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  FastSam-S
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 38.5
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+ Estimated peak memory usage (MB): [4, 55]
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  Total # Ops : 287
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  Compute Unit(s) : npu (287 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_s.demo --eval-mode on-device
221
  ```
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223
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
224
  environment, please add the following to your cell (instead of the above).
225
  ```
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+ %run -m qai_hub_models.models.fastsam_s.demo -- --eval-mode on-device
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  ```
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