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/esrgan).
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### Model Details
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- **Model Type:** Model_use_case.super_resolution
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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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| ESRGAN | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 454.
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| ESRGAN | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 448.484 ms | 0 - 130 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE |
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| ESRGAN | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 127.118 ms | 0 - 145 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE |
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| ESRGAN | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 64.853 ms | 0 - 34 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 108.
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| ESRGAN | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 105.274 ms | 0 - 130 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 454.
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| ESRGAN | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 448.484 ms | 0 - 130 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE |
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| ESRGAN | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 63.98 ms | 0 - 36 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 118.
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| ESRGAN | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 110.803 ms | 0 - 140 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE |
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| ESRGAN | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 65.102 ms | 0 - 35 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 108.
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| ESRGAN | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 105.274 ms | 0 - 130 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE |
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| ESRGAN | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 64.021 ms | 0 - 43 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 74.901 ms | 6 - 79 MB | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
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| ESRGAN | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE |
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| ESRGAN | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 48.631 ms | 0 - 134 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 52.15 ms | 8 - 172 MB | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
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| ESRGAN | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE |
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| ESRGAN | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 42.33 ms | 0 - 126 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 39.485 ms | 4 - 133 MB | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
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| ESRGAN | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 65.21 ms | 134 - 134 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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```bash
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python -m qai_hub_models.models.esrgan.export
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```
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Profiling Results
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------------------------------------------------------------
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ESRGAN
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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Estimated inference time (ms) : 454.6
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Estimated peak memory usage (MB): [0, 201]
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Total # Ops : 1024
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Compute Unit(s) : npu (1024 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/esrgan).
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### Model Details
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- **Model Type:** Model_use_case.super_resolution
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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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| ESRGAN | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 454.251 ms | 3 - 205 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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| ESRGAN | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 448.484 ms | 0 - 130 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 133.158 ms | 3 - 195 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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| ESRGAN | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 127.118 ms | 0 - 145 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 71.653 ms | 0 - 108 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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| ESRGAN | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 64.853 ms | 0 - 34 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 108.845 ms | 3 - 204 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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| ESRGAN | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 105.274 ms | 0 - 130 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 454.251 ms | 3 - 205 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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| ESRGAN | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 448.484 ms | 0 - 130 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 71.483 ms | 0 - 89 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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| ESRGAN | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 63.98 ms | 0 - 36 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 118.099 ms | 3 - 189 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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| ESRGAN | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 110.803 ms | 0 - 140 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 71.993 ms | 3 - 40 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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| ESRGAN | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 65.102 ms | 0 - 35 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 108.845 ms | 3 - 204 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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| ESRGAN | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 105.274 ms | 0 - 130 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 71.633 ms | 3 - 41 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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| ESRGAN | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 64.021 ms | 0 - 43 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 74.901 ms | 6 - 79 MB | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
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| ESRGAN | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 53.174 ms | 3 - 209 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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| ESRGAN | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 48.631 ms | 0 - 134 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 52.15 ms | 8 - 172 MB | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
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| ESRGAN | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 44.398 ms | 3 - 198 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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| ESRGAN | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 42.33 ms | 0 - 126 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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| ESRGAN | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 39.485 ms | 4 - 133 MB | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
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| ESRGAN | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 65.21 ms | 134 - 134 MB | NPU | [ESRGAN.dlc](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.dlc) |
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```bash
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python -m qai_hub_models.models.esrgan.export
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```
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## How does this work?
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precompiled/qualcomm-snapdragon-x-elite/ESRGAN.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 sha256:7a2b6fbee212f441eb1ca47d4b83b28c4cb32f5e6faa1639bb0e30fe0b67326a
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size 33288777
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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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