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v0.42.0

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See https://github.com/quic/ai-hub-models/releases/v0.42.0 for changelog.

Files changed (5) hide show
  1. DeepLabV3-ResNet50_w8a8.dlc +2 -2
  2. DeepLabV3-ResNet50_w8a8.onnx.zip +2 -2
  3. DeepLabV3-ResNet50_w8a8.tflite +1 -1
  4. README.md +27 -25
  5. tool-versions.yaml +3 -3
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README.md CHANGED
@@ -36,27 +36,29 @@ 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
38
  |---|---|---|---|---|---|---|---|---|
39
- | DeepLabV3-ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 439553.535 ms | 1 - 395 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
40
- | DeepLabV3-ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 426099.217 ms | 14 - 571 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
41
- | DeepLabV3-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 261377.905 ms | 1 - 22 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
42
- | DeepLabV3-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 261315.007 ms | 19 - 151 MB | NPU | [DeepLabV3-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx.zip) |
43
- | DeepLabV3-ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 721575.458 ms | 5 - 400 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
44
- | DeepLabV3-ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 1399.295 ms | 3 - 31 MB | GPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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- | DeepLabV3-ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 1221.664 ms | 64 - 81 MB | CPU | [DeepLabV3-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx.zip) |
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- | DeepLabV3-ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 3263.966 ms | 56 - 120 MB | NPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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- | DeepLabV3-ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 1018.503 ms | 64 - 118 MB | CPU | [DeepLabV3-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx.zip) |
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- | DeepLabV3-ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 439553.535 ms | 1 - 395 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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- | DeepLabV3-ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 260757.327 ms | 1 - 24 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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- | DeepLabV3-ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 381688.108 ms | 0 - 393 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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- | DeepLabV3-ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 269370.185 ms | 4 - 27 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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- | DeepLabV3-ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 721575.458 ms | 5 - 400 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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- | DeepLabV3-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 254935.999 ms | 1 - 513 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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- | DeepLabV3-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 258586.424 ms | 1 - 468 MB | NPU | [DeepLabV3-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx.zip) |
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- | DeepLabV3-ResNet50 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 261990.34 ms | 0 - 413 MB | NPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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- | DeepLabV3-ResNet50 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 277196.779 ms | 15 - 322 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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- | DeepLabV3-ResNet50 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 281243.164 ms | 48 - 353 MB | NPU | [DeepLabV3-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx.zip) |
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- | DeepLabV3-ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 342082.55 ms | 101 - 101 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
59
- | DeepLabV3-ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 359157.244 ms | 51 - 51 MB | NPU | [DeepLabV3-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx.zip) |
 
 
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@@ -70,9 +72,9 @@ pip install qai-hub-models
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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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75
- Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
76
  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
77
 
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  With this API token, you can configure your client to run models on the cloud
@@ -80,7 +82,7 @@ hosted devices.
80
  ```bash
81
  qai-hub configure --api_token API_TOKEN
82
  ```
83
- Navigate to [docs](https://app.aihub.qualcomm.com/docs/) for more information.
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@@ -191,7 +193,7 @@ With the output of the model, you can compute like PSNR, relative errors or
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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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37
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
38
  |---|---|---|---|---|---|---|---|---|
39
+ | DeepLabV3-ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 438001.182 ms | 1 - 359 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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+ | DeepLabV3-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 260668.949 ms | 1 - 21 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
41
+ | DeepLabV3-ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 260586.071 ms | 0 - 132 MB | NPU | [DeepLabV3-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx.zip) |
42
+ | DeepLabV3-ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 363685.021 ms | 5 - 367 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
43
+ | DeepLabV3-ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | ONNX | 1212.149 ms | 60 - 76 MB | CPU | [DeepLabV3-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx.zip) |
44
+ | DeepLabV3-ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 3262.651 ms | 28 - 96 MB | NPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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+ | DeepLabV3-ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | ONNX | 959.412 ms | 51 - 99 MB | CPU | [DeepLabV3-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx.zip) |
46
+ | DeepLabV3-ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 438001.182 ms | 1 - 359 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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+ | DeepLabV3-ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 263156.527 ms | 1 - 24 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
48
+ | DeepLabV3-ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 381288.119 ms | 1 - 360 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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+ | DeepLabV3-ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 260556.156 ms | 3 - 25 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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+ | DeepLabV3-ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 363685.021 ms | 5 - 367 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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+ | DeepLabV3-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 235766.818 ms | 0 - 415 MB | NPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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+ | DeepLabV3-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 255996.2 ms | 1 - 384 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
53
+ | DeepLabV3-ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 254083.359 ms | 1 - 464 MB | NPU | [DeepLabV3-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx.zip) |
54
+ | DeepLabV3-ResNet50 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 264191.164 ms | 8 - 421 MB | NPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
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+ | DeepLabV3-ResNet50 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 274193.398 ms | 19 - 324 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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+ | DeepLabV3-ResNet50 | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 279312.091 ms | 13 - 317 MB | NPU | [DeepLabV3-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx.zip) |
57
+ | DeepLabV3-ResNet50 | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | TFLITE | 989094.256 ms | 42 - 196 MB | NPU | [DeepLabV3-ResNet50.tflite](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.tflite) |
58
+ | DeepLabV3-ResNet50 | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | QNN_DLC | 958670.904 ms | 37 - 224 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
59
+ | DeepLabV3-ResNet50 | w8a8 | Snapdragon 7 Gen 4 QRD | Snapdragon® 7 Gen 4 Mobile | ONNX | 824.286 ms | 66 - 83 MB | CPU | [DeepLabV3-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx.zip) |
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+ | DeepLabV3-ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 351933.012 ms | 26 - 26 MB | NPU | [DeepLabV3-ResNet50.dlc](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.dlc) |
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+ | DeepLabV3-ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 364813.625 ms | 51 - 51 MB | NPU | [DeepLabV3-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DeepLabV3-ResNet50/blob/main/DeepLabV3-ResNet50_w8a8.onnx.zip) |
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  ```
73
 
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+ ## Configure Qualcomm® AI Hub Workbench to run this model on a cloud-hosted device
76
 
77
+ Sign-in to [Qualcomm® AI Hub Workbench](https://workbench.aihub.qualcomm.com/) with your
78
  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
79
 
80
  With this API token, you can configure your client to run models on the cloud
 
82
  ```bash
83
  qai-hub configure --api_token API_TOKEN
84
  ```
85
+ Navigate to [docs](https://workbench.aihub.qualcomm.com/docs/) for more information.
86
 
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  spot check the output with expected output.
194
 
195
  **Note**: This on-device profiling and inference requires access to Qualcomm®
196
+ AI Hub Workbench. [Sign up for access](https://myaccount.qualcomm.com/signup).
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tool-versions.yaml CHANGED
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  tool_versions:
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- tflite:
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- qairt: 2.39.0.250925215840_163802
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- tflite: 2.17.0
 
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  tool_versions:
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+ onnx:
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+ qairt: 2.37.1.250807093845_124904
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+ onnx_runtime: 1.23.0