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@@ -35,38 +35,38 @@ 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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- | XLSR-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.058 ms | 0 - 17 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.422 ms | 0 - 2 MB | INT8 | NPU | [XLSR-Quantized.so](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.so) |
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- | XLSR-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.349 ms | 0 - 17 MB | INT8 | NPU | [XLSR-Quantized.onnx](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.onnx) |
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- | XLSR-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.879 ms | 0 - 22 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.246 ms | 0 - 20 MB | INT8 | NPU | [XLSR-Quantized.so](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.so) |
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- | XLSR-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.972 ms | 0 - 24 MB | INT8 | NPU | [XLSR-Quantized.onnx](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.onnx) |
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- | XLSR-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.145 ms | 0 - 18 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.306 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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- | XLSR-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.874 ms | 0 - 18 MB | INT8 | NPU | [XLSR-Quantized.onnx](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.onnx) |
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- | XLSR-Quantized | SA7255P ADP | SA7255P | TFLITE | 4.027 ms | 2 - 12 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | SA7255P ADP | SA7255P | QNN | 2.108 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | XLSR-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.067 ms | 0 - 17 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.389 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | XLSR-Quantized | SA8295P ADP | SA8295P | TFLITE | 1.842 ms | 0 - 16 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | SA8295P ADP | SA8295P | QNN | 0.737 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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- | XLSR-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.072 ms | 0 - 17 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.412 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | XLSR-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.06 ms | 0 - 12 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | SA8775P ADP | SA8775P | QNN | 0.71 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | XLSR-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 2.209 ms | 0 - 15 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.035 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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- | XLSR-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 16.831 ms | 4 - 13 MB | INT8 | GPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 4.027 ms | 2 - 12 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 2.108 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | XLSR-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.098 ms | 0 - 17 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.391 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | XLSR-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.06 ms | 0 - 12 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.71 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | XLSR-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.82 ms | 2 - 19 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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- | XLSR-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.478 ms | 0 - 20 MB | INT8 | NPU | Use Export Script |
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- | XLSR-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.484 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | XLSR-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.379 ms | 9 - 9 MB | INT8 | NPU | [XLSR-Quantized.onnx](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.onnx) |
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@@ -76,7 +76,7 @@ More details on model performance across various devices, can be found
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  Install the package via pip:
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  ```bash
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- pip install "qai-hub-models[xlsr-quantized]"
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  ```
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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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+ | XLSR-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.062 ms | 0 - 17 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.396 ms | 0 - 2 MB | INT8 | NPU | [XLSR-Quantized.so](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.so) |
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+ | XLSR-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.478 ms | 0 - 17 MB | INT8 | NPU | [XLSR-Quantized.onnx](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.onnx) |
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+ | XLSR-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.882 ms | 0 - 20 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.244 ms | 0 - 18 MB | INT8 | NPU | [XLSR-Quantized.so](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.so) |
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+ | XLSR-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.94 ms | 0 - 22 MB | INT8 | NPU | [XLSR-Quantized.onnx](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.onnx) |
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+ | XLSR-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.322 ms | 1 - 14 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.308 ms | 0 - 15 MB | INT8 | NPU | Use Export Script |
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+ | XLSR-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.758 ms | 0 - 18 MB | INT8 | NPU | [XLSR-Quantized.onnx](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.onnx) |
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+ | XLSR-Quantized | SA7255P ADP | SA7255P | TFLITE | 6.189 ms | 2 - 13 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | SA7255P ADP | SA7255P | QNN | 2.114 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | XLSR-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.067 ms | 0 - 16 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.408 ms | 0 - 5 MB | INT8 | NPU | Use Export Script |
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+ | XLSR-Quantized | SA8295P ADP | SA8295P | TFLITE | 1.837 ms | 0 - 21 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | SA8295P ADP | SA8295P | QNN | 0.722 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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+ | XLSR-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.097 ms | 0 - 9 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.415 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | XLSR-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.046 ms | 1 - 11 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | SA8775P ADP | SA8775P | QNN | 0.701 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | XLSR-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 3.109 ms | 0 - 20 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.058 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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+ | XLSR-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 17.17 ms | 4 - 13 MB | INT8 | GPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 6.189 ms | 2 - 13 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 2.114 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | XLSR-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.054 ms | 0 - 17 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.388 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | XLSR-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.046 ms | 1 - 11 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.701 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | XLSR-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.02 ms | 2 - 24 MB | INT8 | NPU | [XLSR-Quantized.tflite](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.tflite) |
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+ | XLSR-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.568 ms | 0 - 27 MB | INT8 | NPU | Use Export Script |
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+ | XLSR-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.502 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | XLSR-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.303 ms | 9 - 9 MB | INT8 | NPU | [XLSR-Quantized.onnx](https://huggingface.co/qualcomm/XLSR-Quantized/blob/main/XLSR-Quantized.onnx) |
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  Install the package via pip:
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  ```bash
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+ pip install qai-hub-models
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  ```
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