v0.34.0
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.34.0 for changelog.
README.md
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@@ -23,6 +23,7 @@ More details on model performance across various devices, can be found
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[here](https://aihub.qualcomm.com/models/fastsam_x).
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### Model Details
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- **Model Type:** Model_use_case.semantic_segmentation
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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 |
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| FastSam-X | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 277.315 ms | 4 - 90 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE |
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| FastSam-X | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 99.798 ms | 5 - 93 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE |
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| FastSam-X | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 40.425 ms | 5 - 32 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 70.
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| FastSam-X | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 67.905 ms | 4 - 87 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE |
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| FastSam-X | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 277.315 ms | 4 - 90 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE |
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| FastSam-X | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 42.995 ms | 5 - 36 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 89.
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| FastSam-X | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 79.789 ms | 5 - 82 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE |
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| FastSam-X | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 42.818 ms | 5 - 30 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 70.
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| FastSam-X | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 67.905 ms | 4 - 87 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE |
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| FastSam-X | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 42.361 ms | 5 - 30 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 46.52 ms | 0 - 174 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 |
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| FastSam-X | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 32.931 ms | 5 - 86 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 35.033 ms | 14 - 98 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.
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| FastSam-X | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 25.394 ms | 5 - 91 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 29.851 ms | 14 - 88 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_DLC | 45.562 ms | 355 - 355 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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```bash
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python -m qai_hub_models.models.fastsam_x.export
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```
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-
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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) : 281.0
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Estimated peak memory usage (MB): [4, 120]
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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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## How does this work?
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[here](https://aihub.qualcomm.com/models/fastsam_x).
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### Model Details
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- **Model Type:** Model_use_case.semantic_segmentation
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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 | 2097.531 ms | 0 - 115 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_DLC | 277.315 ms | 4 - 90 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 87.273 ms | 4 - 202 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_DLC | 99.798 ms | 5 - 93 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 43.436 ms | 4 - 62 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_DLC | 40.425 ms | 5 - 32 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 70.672 ms | 4 - 119 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_DLC | 67.905 ms | 4 - 87 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2097.531 ms | 0 - 115 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_DLC | 277.315 ms | 4 - 90 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 45.819 ms | 4 - 62 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_DLC | 42.995 ms | 5 - 36 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 89.598 ms | 4 - 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_DLC | 79.789 ms | 5 - 82 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 43.576 ms | 4 - 63 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_DLC | 42.818 ms | 5 - 30 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 70.672 ms | 4 - 119 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_DLC | 67.905 ms | 4 - 87 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 45.814 ms | 0 - 63 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_DLC | 42.361 ms | 5 - 30 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 46.52 ms | 0 - 174 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 | 34.452 ms | 3 - 207 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_DLC | 32.931 ms | 5 - 86 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 35.033 ms | 14 - 98 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 | 30.709 ms | 2 - 119 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_DLC | 25.394 ms | 5 - 91 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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| FastSam-X | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 29.851 ms | 14 - 88 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_DLC | 45.562 ms | 355 - 355 MB | NPU | [FastSam-X.dlc](https://huggingface.co/qualcomm/FastSam-X/blob/main/FastSam-X.dlc) |
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```bash
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python -m qai_hub_models.models.fastsam_x.export
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```
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## How does this work?
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precompiled/qualcomm-snapdragon-x-elite/FastSam-X.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size 149666184
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version https://git-lfs.github.com/spec/v1
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oid sha256:c03aebd0a72300e9289e81c3b2ee02062e7c88cece5b80f2b26ab0b85b026228
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size 149666184
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precompiled/qualcomm-snapdragon-x-elite/FastSam-X.onnx.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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-
size
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version https://git-lfs.github.com/spec/v1
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oid sha256:17d32c3698fd6bbda5916de685d6420e20479c975e7a4dd9c820462d8dd753cc
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size 135765543
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precompiled/qualcomm-snapdragon-x-elite/sdk_versions.yml
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sdk_versions:
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qnn_context_binary:
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qairt: 2.34.2.250528164111_119506
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precompiled_qnn_onnx:
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qairt: 2.33.2.250410134701_117956
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