v0.34.0
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.34.0 for changelog.
- README.md +41 -51
- ResNeXt101_w8a8.dlc +1 -1
- precompiled/qualcomm-qcs6490-proxy/sdk_versions.yml +3 -0
- precompiled/qualcomm-snapdragon-x-elite/ResNeXt101.onnx.zip +1 -1
- precompiled/qualcomm-snapdragon-x-elite/ResNeXt101_w8a8.onnx.zip +1 -1
- precompiled/qualcomm-snapdragon-x-elite/sdk_versions.yml +5 -0
README.md
CHANGED
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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/resnext101).
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### Model Details
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- **Model Type:** Model_use_case.image_classification
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@@ -36,66 +37,65 @@ 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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| ResNeXt101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 36.
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| ResNeXt101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 35.946 ms | 1 - 129 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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| ResNeXt101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 9.
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| ResNeXt101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 9.875 ms | 1 - 79 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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| ResNeXt101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 6.59 ms | 0 -
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| ResNeXt101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 7.076 ms | 0 - 43 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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| ResNeXt101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 10.
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| ResNeXt101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 10.314 ms | 1 - 130 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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| ResNeXt101 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 36.
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| ResNeXt101 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 35.946 ms | 1 - 129 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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| ResNeXt101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 6.
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| ResNeXt101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 6.966 ms | 0 - 44 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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| ResNeXt101 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 10.
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| ResNeXt101 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 10.744 ms | 1 - 74 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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| ResNeXt101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 6.
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| ResNeXt101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 7.103 ms | 1 - 42 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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| ResNeXt101 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 10.
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| ResNeXt101 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 10.314 ms | 1 - 130 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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| ResNeXt101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 6.
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| ResNeXt101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 7.204 ms | 0 - 42 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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| ResNeXt101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 7.232 ms | 1 - 38 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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| ResNeXt101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 4.
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| ResNeXt101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 4.935 ms | 1 - 127 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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| ResNeXt101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.807 ms | 1 - 117 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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| ResNeXt101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 4.
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| ResNeXt101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 4.549 ms | 1 - 118 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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| ResNeXt101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.347 ms | 1 - 133 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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| ResNeXt101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 7.063 ms | 594 - 594 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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| ResNeXt101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.616 ms | 172 - 172 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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| ResNeXt101 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 6.
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| ResNeXt101 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 6.
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| ResNeXt101 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.
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| ResNeXt101 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC |
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| ResNeXt101 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.
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| ResNeXt101 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.
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| ResNeXt101 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.
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| ResNeXt101 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.
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| ResNeXt101 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) |
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| ResNeXt101 | w8a8 |
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| ResNeXt101 | w8a8 |
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| ResNeXt101 | w8a8 | SA7255P ADP | Qualcomm® SA7255P |
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| ResNeXt101 | w8a8 |
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| ResNeXt101 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) |
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| ResNeXt101 | w8a8 |
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| ResNeXt101 | w8a8 | SA8295P ADP | Qualcomm® SA8295P |
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| ResNeXt101 | w8a8 |
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| ResNeXt101 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) |
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| ResNeXt101 | w8a8 |
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| ResNeXt101 | w8a8 | SA8775P ADP | Qualcomm® SA8775P |
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| ResNeXt101 | w8a8 |
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| ResNeXt101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile |
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| ResNeXt101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 2.957 ms | 0 - 37 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
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| ResNeXt101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 38.207 ms | 0 - 243 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.onnx) |
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| ResNeXt101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.
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| ResNeXt101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.
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| ResNeXt101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 27.472 ms | 8 - 1021 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.onnx) |
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| ResNeXt101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE |
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| ResNeXt101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 2.
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| ResNeXt101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 26.257 ms | 6 - 1094 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.onnx) |
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| ResNeXt101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.
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| ResNeXt101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 34.289 ms | 107 - 107 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.onnx) |
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```bash
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python -m qai_hub_models.models.resnext101.export
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```
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-
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Profiling Results
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------------------------------------------------------------
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ResNeXt101
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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Estimated inference time (ms) : 36.6
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Estimated peak memory usage (MB): [15, 331]
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Total # Ops : 147
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Compute Unit(s) : npu (147 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/resnext101).
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+
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### Model Details
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- **Model Type:** Model_use_case.image_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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+
| ResNeXt101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 36.313 ms | 0 - 316 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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| ResNeXt101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 35.946 ms | 1 - 129 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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+
| ResNeXt101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 9.359 ms | 0 - 283 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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| ResNeXt101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 9.875 ms | 1 - 79 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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+
| ResNeXt101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 6.59 ms | 0 - 35 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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| ResNeXt101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 7.076 ms | 0 - 43 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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+
| ResNeXt101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 10.502 ms | 0 - 316 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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| ResNeXt101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 10.314 ms | 1 - 130 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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| ResNeXt101 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 36.313 ms | 0 - 316 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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| ResNeXt101 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 35.946 ms | 1 - 129 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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| ResNeXt101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 6.674 ms | 0 - 35 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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| ResNeXt101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 6.966 ms | 0 - 44 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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+
| ResNeXt101 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 10.941 ms | 0 - 286 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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| ResNeXt101 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 10.744 ms | 1 - 74 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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| ResNeXt101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 6.65 ms | 0 - 34 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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| ResNeXt101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 7.103 ms | 1 - 42 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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+
| ResNeXt101 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 10.502 ms | 0 - 316 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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| ResNeXt101 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 10.314 ms | 1 - 130 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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+
| ResNeXt101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 6.675 ms | 3 - 40 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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| ResNeXt101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 7.204 ms | 0 - 42 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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| ResNeXt101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 7.232 ms | 1 - 38 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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+
| ResNeXt101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 4.752 ms | 0 - 320 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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| ResNeXt101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 4.935 ms | 1 - 127 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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| ResNeXt101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.807 ms | 1 - 117 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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+
| ResNeXt101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 4.681 ms | 0 - 312 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.tflite) |
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| ResNeXt101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 4.549 ms | 1 - 118 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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| ResNeXt101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.347 ms | 1 - 133 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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| ResNeXt101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 7.063 ms | 594 - 594 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.dlc) |
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| ResNeXt101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.616 ms | 172 - 172 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101.onnx) |
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| ResNeXt101 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 6.292 ms | 0 - 158 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
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+
| ResNeXt101 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 6.597 ms | 0 - 143 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
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| ResNeXt101 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.338 ms | 0 - 174 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
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| ResNeXt101 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 3.877 ms | 0 - 160 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
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| ResNeXt101 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.737 ms | 0 - 48 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
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| 74 |
+
| ResNeXt101 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.911 ms | 0 - 34 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
|
| 75 |
+
| ResNeXt101 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.291 ms | 0 - 158 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 76 |
+
| ResNeXt101 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 3.384 ms | 0 - 143 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
|
| 77 |
+
| ResNeXt101 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 15.407 ms | 0 - 213 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
|
| 78 |
+
| ResNeXt101 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 128.994 ms | 1 - 23 MB | GPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 79 |
+
| ResNeXt101 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 6.292 ms | 0 - 158 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 80 |
+
| ResNeXt101 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 6.597 ms | 0 - 143 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
|
| 81 |
+
| ResNeXt101 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.79 ms | 0 - 45 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 82 |
+
| ResNeXt101 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 2.906 ms | 0 - 37 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
|
| 83 |
+
| ResNeXt101 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 4.05 ms | 0 - 159 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 84 |
+
| ResNeXt101 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 4.166 ms | 0 - 144 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
|
| 85 |
+
| ResNeXt101 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.74 ms | 0 - 53 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 86 |
+
| ResNeXt101 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 2.91 ms | 0 - 36 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
|
| 87 |
+
| ResNeXt101 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.291 ms | 0 - 158 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 88 |
+
| ResNeXt101 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 3.384 ms | 0 - 143 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
|
| 89 |
+
| ResNeXt101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.742 ms | 0 - 43 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 90 |
+
| ResNeXt101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 2.933 ms | 0 - 36 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
|
|
|
|
| 91 |
| ResNeXt101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 38.207 ms | 0 - 243 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.onnx) |
|
| 92 |
+
| ResNeXt101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.187 ms | 0 - 167 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 93 |
+
| ResNeXt101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.137 ms | 0 - 155 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
|
| 94 |
| ResNeXt101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 27.472 ms | 8 - 1021 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.onnx) |
|
| 95 |
+
| ResNeXt101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 2.044 ms | 0 - 161 MB | NPU | [ResNeXt101.tflite](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.tflite) |
|
| 96 |
+
| ResNeXt101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 2.114 ms | 0 - 147 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
|
| 97 |
| ResNeXt101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 26.257 ms | 6 - 1094 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.onnx) |
|
| 98 |
+
| ResNeXt101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.128 ms | 297 - 297 MB | NPU | [ResNeXt101.dlc](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.dlc) |
|
| 99 |
| ResNeXt101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 34.289 ms | 107 - 107 MB | NPU | [ResNeXt101.onnx](https://huggingface.co/qualcomm/ResNeXt101/blob/main/ResNeXt101_w8a8.onnx) |
|
| 100 |
|
| 101 |
|
|
|
|
| 154 |
```bash
|
| 155 |
python -m qai_hub_models.models.resnext101.export
|
| 156 |
```
|
| 157 |
+
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|
| 158 |
|
| 159 |
|
| 160 |
## How does this work?
|
ResNeXt101_w8a8.dlc
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 94890265
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:7a8b343cf4d2e263e4766766d3e81fc4c9c3e45c5a35b99353bd9be2e93492a5
|
| 3 |
size 94890265
|
precompiled/qualcomm-qcs6490-proxy/sdk_versions.yml
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
sdk_versions:
|
| 2 |
+
qnn_context_binary:
|
| 3 |
+
qairt: 2.34.2.250528164111_119506
|
precompiled/qualcomm-snapdragon-x-elite/ResNeXt101.onnx.zip
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 165612229
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:722c40adad10bc39074eb781805f00c6edba4b532e68b0244a67d61b570e5258
|
| 3 |
size 165612229
|
precompiled/qualcomm-snapdragon-x-elite/ResNeXt101_w8a8.onnx.zip
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 75138058
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c6e292f128d53122a5e1aa5da4365a2d83f2fb22c4a4a11d35b32ec6fd1a0941
|
| 3 |
size 75138058
|
precompiled/qualcomm-snapdragon-x-elite/sdk_versions.yml
ADDED
|
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
sdk_versions:
|
| 2 |
+
qnn_context_binary:
|
| 3 |
+
qairt: 2.34.2.250528164111_119506
|
| 4 |
+
precompiled_qnn_onnx:
|
| 5 |
+
qairt: 2.33.2.250410134701_117956
|