v0.42.0
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.42.0 for changelog.
- README.md +22 -9
- precompiled/qualcomm-qcs8275-proxy/CenterNet-3D_float.bin +3 -0
- precompiled/qualcomm-qcs8275-proxy/tool-versions.yaml +3 -0
- precompiled/qualcomm-qcs8450-proxy/CenterNet-3D_float.bin +3 -0
- precompiled/qualcomm-qcs8450-proxy/tool-versions.yaml +3 -0
- precompiled/qualcomm-qcs8550-proxy/CenterNet-3D_float.bin +3 -0
- precompiled/qualcomm-qcs8550-proxy/CenterNet-3D_float.onnx.zip +2 -2
- precompiled/qualcomm-qcs9075-proxy/CenterNet-3D_float.bin +3 -0
- precompiled/qualcomm-qcs9075-proxy/tool-versions.yaml +3 -0
- precompiled/qualcomm-sa7255p/CenterNet-3D_float.bin +3 -0
- precompiled/qualcomm-sa7255p/tool-versions.yaml +3 -0
- precompiled/qualcomm-sa8255p-proxy/CenterNet-3D_float.bin +3 -0
- precompiled/qualcomm-sa8255p-proxy/tool-versions.yaml +3 -0
- precompiled/qualcomm-sa8295p/CenterNet-3D_float.bin +3 -0
- precompiled/qualcomm-sa8295p/tool-versions.yaml +3 -0
- precompiled/qualcomm-sa8650p-proxy/CenterNet-3D_float.bin +3 -0
- precompiled/qualcomm-sa8650p-proxy/tool-versions.yaml +3 -0
- precompiled/qualcomm-sa8775p/CenterNet-3D_float.bin +3 -0
- precompiled/qualcomm-sa8775p/tool-versions.yaml +3 -0
- precompiled/qualcomm-snapdragon-8-elite-for-galaxy/CenterNet-3D_float.bin +3 -0
- precompiled/qualcomm-snapdragon-8-elite-for-galaxy/CenterNet-3D_float.onnx.zip +2 -2
- precompiled/qualcomm-snapdragon-8-elite-gen5/CenterNet-3D_float.bin +3 -0
- precompiled/qualcomm-snapdragon-8-elite-gen5/CenterNet-3D_float.onnx.zip +2 -2
- precompiled/qualcomm-snapdragon-8gen3/CenterNet-3D_float.bin +3 -0
- precompiled/qualcomm-snapdragon-8gen3/CenterNet-3D_float.onnx.zip +2 -2
- precompiled/qualcomm-snapdragon-x-elite/CenterNet-3D_float.bin +3 -0
- precompiled/qualcomm-snapdragon-x-elite/CenterNet-3D_float.onnx.zip +2 -2
README.md
CHANGED
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@@ -35,11 +35,24 @@ 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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| CenterNet-3D | float |
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| CenterNet-3D | float |
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| CenterNet-3D | float |
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| CenterNet-3D | float |
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| CenterNet-3D | float |
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```
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## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
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Sign-in to [Qualcomm® AI Hub](https://
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Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
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With this API token, you can configure your client to run models on the cloud
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```bash
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qai-hub configure --api_token API_TOKEN
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```
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Navigate to [docs](https://
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spot check the output with expected output.
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**Note**: This on-device profiling and inference requires access to Qualcomm®
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AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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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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+
| CenterNet-3D | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 1725.024 ms | 6 - 15 MB | NPU | Use Export Script |
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| CenterNet-3D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_CONTEXT_BINARY | 1219.693 ms | 6 - 23 MB | NPU | Use Export Script |
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| CenterNet-3D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 1151.267 ms | 6 - 12 MB | NPU | Use Export Script |
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| CenterNet-3D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 892.879 ms | 0 - 76 MB | NPU | Use Export Script |
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| CenterNet-3D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 1163.837 ms | 1 - 11 MB | NPU | Use Export Script |
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+
| CenterNet-3D | float | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 1725.024 ms | 6 - 15 MB | NPU | Use Export Script |
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| CenterNet-3D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 1145.955 ms | 6 - 8 MB | NPU | Use Export Script |
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| CenterNet-3D | float | SA8295P ADP | Qualcomm® SA8295P | QNN_CONTEXT_BINARY | 1263.887 ms | 0 - 14 MB | NPU | Use Export Script |
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| CenterNet-3D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 1153.416 ms | 6 - 8 MB | NPU | Use Export Script |
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| CenterNet-3D | float | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 1163.837 ms | 1 - 11 MB | NPU | Use Export Script |
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| CenterNet-3D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 884.613 ms | 6 - 25 MB | NPU | Use Export Script |
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| CenterNet-3D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 683.465 ms | 8 - 28 MB | NPU | Use Export Script |
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| CenterNet-3D | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_CONTEXT_BINARY | 734.486 ms | 6 - 18 MB | NPU | Use Export Script |
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+
| CenterNet-3D | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | PRECOMPILED_QNN_ONNX | 520.599 ms | 3 - 14 MB | NPU | Use Export Script |
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| CenterNet-3D | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_CONTEXT_BINARY | 666.816 ms | 6 - 17 MB | NPU | Use Export Script |
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+
| CenterNet-3D | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | PRECOMPILED_QNN_ONNX | 503.512 ms | 9 - 19 MB | NPU | Use Export Script |
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| CenterNet-3D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 1162.693 ms | 6 - 6 MB | NPU | Use Export Script |
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| CenterNet-3D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 865.772 ms | 61 - 61 MB | NPU | Use Export Script |
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```
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## Configure Qualcomm® AI Hub Workbench to run this model on a cloud-hosted device
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Sign-in to [Qualcomm® AI Hub Workbench](https://workbench.aihub.qualcomm.com/) with your
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Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
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With this API token, you can configure your client to run models on the cloud
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```bash
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qai-hub configure --api_token API_TOKEN
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```
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Navigate to [docs](https://workbench.aihub.qualcomm.com/docs/) for more information.
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spot check the output with expected output.
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**Note**: This on-device profiling and inference requires access to Qualcomm®
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AI Hub Workbench. [Sign up for access](https://myaccount.qualcomm.com/signup).
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precompiled/qualcomm-qcs8275-proxy/CenterNet-3D_float.bin
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precompiled/qualcomm-qcs8275-proxy/tool-versions.yaml
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tool_versions:
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qnn_context_binary:
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qairt: 2.40.0.251030114326_189385-auto
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precompiled/qualcomm-qcs8450-proxy/CenterNet-3D_float.bin
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tool_versions:
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qnn_context_binary:
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qairt: 2.40.0.251030114326_189385
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precompiled/qualcomm-qcs8550-proxy/CenterNet-3D_float.bin
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precompiled/qualcomm-qcs8550-proxy/CenterNet-3D_float.onnx.zip
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precompiled/qualcomm-qcs9075-proxy/CenterNet-3D_float.bin
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precompiled/qualcomm-qcs9075-proxy/tool-versions.yaml
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tool_versions:
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qnn_context_binary:
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qairt: 2.40.0.251030114326_189385-auto
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precompiled/qualcomm-sa7255p/CenterNet-3D_float.bin
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precompiled/qualcomm-sa7255p/tool-versions.yaml
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tool_versions:
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qnn_context_binary:
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qairt: 2.40.0.251030114326_189385-auto
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precompiled/qualcomm-sa8255p-proxy/CenterNet-3D_float.bin
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tool_versions:
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qnn_context_binary:
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qairt: 2.40.0.251030114326_189385
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precompiled/qualcomm-sa8295p/CenterNet-3D_float.bin
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qairt: 2.40.0.251030114326_189385-auto
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precompiled/qualcomm-sa8650p-proxy/CenterNet-3D_float.bin
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precompiled/qualcomm-sa8775p/CenterNet-3D_float.bin
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precompiled/qualcomm-snapdragon-8-elite-for-galaxy/CenterNet-3D_float.bin
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