v0.34.0
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.34.0 for changelog.
README.md
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@@ -24,6 +24,7 @@ More details on model performance across various devices, can be found
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[here](https://aihub.qualcomm.com/models/yamnet).
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### Model Details
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- **Model Type:** Model_use_case.audio_classification
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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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| YamNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 0.
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| YamNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 0.649 ms | 0 - 12 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.
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| YamNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 0.353 ms | 0 - 23 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.
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| YamNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.215 ms | 0 - 51 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.
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| YamNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 0.352 ms | 0 - 14 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 0.
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| YamNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 0.649 ms | 0 - 12 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.209 ms | 0 -
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| YamNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.217 ms | 0 - 48 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 0.
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| YamNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 0.536 ms | 0 - 15 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.
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| YamNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.201 ms | 0 - 51 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.
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| YamNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 0.352 ms | 0 - 14 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.
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| YamNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.212 ms | 0 - 51 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.298 ms | 0 - 47 MB | NPU | [YamNet.onnx](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.onnx) |
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| YamNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.
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| YamNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.175 ms | 0 - 22 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.238 ms | 0 - 25 MB | NPU | [YamNet.onnx](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.onnx) |
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| YamNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.
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| YamNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.158 ms | 0 - 15 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.263 ms | 0 - 19 MB | NPU | [YamNet.onnx](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.onnx) |
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| YamNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 0.257 ms | 40 - 40 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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```bash
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python -m qai_hub_models.models.yamnet.export
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```
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-
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Profiling Results
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------------------------------------------------------------
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YamNet
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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Estimated inference time (ms) : 0.7
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Estimated peak memory usage (MB): [0, 20]
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Total # Ops : 31
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Compute Unit(s) : npu (31 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/yamnet).
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+
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### Model Details
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- **Model Type:** Model_use_case.audio_classification
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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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| YamNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 0.689 ms | 0 - 20 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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| YamNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 0.649 ms | 0 - 12 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.314 ms | 0 - 29 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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| YamNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 0.353 ms | 0 - 23 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.215 ms | 0 - 72 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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| YamNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.215 ms | 0 - 51 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.374 ms | 0 - 20 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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| YamNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 0.352 ms | 0 - 14 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 0.689 ms | 0 - 20 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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| YamNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 0.649 ms | 0 - 12 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.209 ms | 0 - 71 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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| YamNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.217 ms | 0 - 48 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 0.526 ms | 0 - 25 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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| YamNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 0.536 ms | 0 - 15 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.216 ms | 0 - 72 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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| YamNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.201 ms | 0 - 51 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.374 ms | 0 - 20 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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| YamNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 0.352 ms | 0 - 14 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.209 ms | 0 - 72 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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| YamNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.212 ms | 0 - 51 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.298 ms | 0 - 47 MB | NPU | [YamNet.onnx](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.onnx) |
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| YamNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.174 ms | 0 - 35 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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| YamNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.175 ms | 0 - 22 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.238 ms | 0 - 25 MB | NPU | [YamNet.onnx](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.onnx) |
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| YamNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.171 ms | 0 - 25 MB | NPU | [YamNet.tflite](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.tflite) |
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| YamNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.158 ms | 0 - 15 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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| YamNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.263 ms | 0 - 19 MB | NPU | [YamNet.onnx](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.onnx) |
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| YamNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 0.257 ms | 40 - 40 MB | NPU | [YamNet.dlc](https://huggingface.co/qualcomm/YamNet/blob/main/YamNet.dlc) |
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```bash
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python -m qai_hub_models.models.yamnet.export
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```
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## How does this work?
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precompiled/qualcomm-snapdragon-x-elite/YamNet.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size 8298560
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version https://git-lfs.github.com/spec/v1
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oid sha256:d74761c236ddb46bdff14bd8aa67f8d2d3db3d0f13d79635939519cb75fe8da7
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size 8298560
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precompiled/qualcomm-snapdragon-x-elite/YamNet.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 sha256:1791c6d2a061ee9ad325b1466131a821d4e61d20fe593490e31eb7057e0287fa
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size 7028165
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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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