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v0.56.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.56.0 for changelog.

Files changed (2) hide show
  1. README.md +47 -41
  2. release_assets.json +8 -8
README.md CHANGED
@@ -27,10 +27,10 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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- | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.55.0/cvt-onnx-float.zip)
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- | ONNX | w8a16_mixed_fp16 | Universal | QAIRT 2.42, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.55.0/cvt-onnx-w8a16_mixed_fp16.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.55.0/cvt-qnn_dlc-float.zip)
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- | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.55.0/cvt-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[CVT on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/cvt)**.
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@@ -60,43 +60,49 @@ See our repository for [CVT on GitHub](https://github.com/qualcomm/ai-hub-models
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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  |---|---|---|---|---|---|---
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- | CVT | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 180.758 ms | 8 - 2258 MB | NPU
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- | CVT | ONNX | float | Snapdragon® X2 Elite | 182.295 ms | 205 - 205 MB | NPU
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- | CVT | ONNX | float | Snapdragon® X Elite | 284.357 ms | 147 - 147 MB | NPU
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- | CVT | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 243.389 ms | 8 - 2601 MB | NPU
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- | CVT | ONNX | float | Qualcomm® QCS8550 (Proxy) | 306.931 ms | 0 - 25 MB | NPU
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- | CVT | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 186.596 ms | 5 - 2270 MB | NPU
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- | CVT | ONNX | float | Qualcomm® QCS9075 | 321.296 ms | 7 - 52 MB | NPU
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- | CVT | ONNX | float | Qualcomm® QCS8750 | 186.596 ms | 5 - 2270 MB | NPU
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- | CVT | ONNX | float | Qualcomm® QCS7181 | 284.357 ms | 147 - 147 MB | NPU
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- | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | 218.945 ms | 15 - 1246 MB | NPU
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- | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 298.525 ms | 15 - 1617 MB | NPU
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- | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | 261.974 ms | 13 - 1107 MB | NPU
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- | CVT | ONNX | w8a16_mixed_fp16 | Qualcomm® QCS8750 | 261.974 ms | 13 - 1107 MB | NPU
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- | CVT | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 168.835 ms | 7 - 2297 MB | NPU
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- | CVT | QNN_DLC | float | Snapdragon® X2 Elite | 182.659 ms | 7 - 7 MB | NPU
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- | CVT | QNN_DLC | float | Snapdragon® X Elite | 286.587 ms | 7 - 7 MB | NPU
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- | CVT | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 222.542 ms | 0 - 2569 MB | NPU
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- | CVT | QNN_DLC | float | Qualcomm® QCS8275 | 425.777 ms | 2 - 2214 MB | NPU
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- | CVT | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 333.185 ms | 8 - 12 MB | NPU
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- | CVT | QNN_DLC | float | Qualcomm® SA8775P | 293.056 ms | 2 - 2213 MB | NPU
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- | CVT | QNN_DLC | float | Qualcomm® SA8650P | 293.056 ms | 2 - 2213 MB | NPU
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- | CVT | QNN_DLC | float | Qualcomm® SA8255P | 293.056 ms | 2 - 2213 MB | NPU
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- | CVT | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 441.965 ms | 7 - 2719 MB | NPU
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- | CVT | QNN_DLC | float | Qualcomm® SA7255P | 425.777 ms | 2 - 2214 MB | NPU
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- | CVT | QNN_DLC | float | Qualcomm® SA8295P | 334.17 ms | 0 - 2323 MB | NPU
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- | CVT | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 181.922 ms | 0 - 2290 MB | NPU
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- | CVT | QNN_DLC | float | Qualcomm® QCS9075 | 322.616 ms | 7 - 17 MB | NPU
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- | CVT | QNN_DLC | float | Qualcomm® QCS8750 | 181.922 ms | 0 - 2290 MB | NPU
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- | CVT | QNN_DLC | float | Qualcomm® QCS7181 | 286.587 ms | 7 - 7 MB | NPU
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- | CVT | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 166.616 ms | 0 - 2305 MB | NPU
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- | CVT | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 224.577 ms | 0 - 2670 MB | NPU
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- | CVT | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 321.143 ms | 0 - 4 MB | NPU
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- | CVT | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 440.053 ms | 1 - 2726 MB | NPU
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- | CVT | TFLITE | float | Qualcomm® SA8295P | 330.943 ms | 0 - 2306 MB | NPU
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- | CVT | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 180.728 ms | 1 - 2364 MB | NPU
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- | CVT | TFLITE | float | Qualcomm® QCS9075 | 318.129 ms | 0 - 36 MB | NPU
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- | CVT | TFLITE | float | Qualcomm® QCS8750 | 180.728 ms | 1 - 2364 MB | NPU
 
 
 
 
 
 
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  ## License
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  * The license for the original implementation of CVT can be found
 
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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+ | ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.56.0/cvt-onnx-float.zip)
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+ | ONNX | w8a16_mixed_fp16 | Universal | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.56.0/cvt-onnx-w8a16_mixed_fp16.zip)
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+ | QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.56.0/cvt-qnn_dlc-float.zip)
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+ | TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.56.0/cvt-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[CVT on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/cvt)**.
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60
  ## Performance Summary
61
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
62
  |---|---|---|---|---|---|---
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+ | CVT | ONNX | float | Snapdragon® X2 Elite | 183.908 ms | 173 - 173 MB | NPU
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+ | CVT | ONNX | float | Snapdragon® X Elite | 274.2 ms | 142 - 142 MB | NPU
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+ | CVT | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 245.125 ms | 8 - 2683 MB | NPU
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+ | CVT | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 424.309 ms | 10 - 2821 MB | NPU
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+ | CVT | ONNX | float | Qualcomm® QCS8550 (Proxy) | 325.517 ms | 0 - 24 MB | NPU
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+ | CVT | ONNX | float | Qualcomm® QCS8450 | 424.309 ms | 10 - 2821 MB | NPU
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+ | CVT | ONNX | float | Snapdragon® 8 Elite Mobile | 187.62 ms | 3 - 2380 MB | NPU
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+ | CVT | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 167.214 ms | 0 - 2411 MB | NPU
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+ | CVT | ONNX | float | Qualcomm® QCS9075 | 321.618 ms | 7 - 53 MB | NPU
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+ | CVT | ONNX | float | Qualcomm® QCS8750 | 187.62 ms | 3 - 2380 MB | NPU
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+ | CVT | ONNX | float | Qualcomm® QCS7181 | 274.2 ms | 142 - 142 MB | NPU
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+ | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 253.311 ms | 15 - 2643 MB | NPU
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+ | CVT | ONNX | w8a16_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | 355.673 ms | 13 - 18 MB | NPU
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+ | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite Mobile | 217.182 ms | 12 - 2415 MB | NPU
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+ | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | 198.04 ms | 12 - 2507 MB | NPU
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+ | CVT | ONNX | w8a16_mixed_fp16 | Qualcomm® QCS9075 | 425.412 ms | 14 - 59 MB | NPU
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+ | CVT | ONNX | w8a16_mixed_fp16 | Qualcomm® QCS8750 | 217.182 ms | 12 - 2415 MB | NPU
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+ | CVT | QNN_DLC | float | Snapdragon® X2 Elite | 182.322 ms | 7 - 7 MB | NPU
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+ | CVT | QNN_DLC | float | Snapdragon® X Elite | 286.885 ms | 7 - 7 MB | NPU
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+ | CVT | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 222.363 ms | 7 - 2575 MB | NPU
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+ | CVT | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 441.585 ms | 7 - 2718 MB | NPU
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+ | CVT | QNN_DLC | float | Qualcomm® QCS8275 | 425.513 ms | 2 - 2213 MB | NPU
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+ | CVT | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 331.6 ms | 8 - 13 MB | NPU
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+ | CVT | QNN_DLC | float | Qualcomm® QCS8450 | 441.585 ms | 7 - 2718 MB | NPU
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+ | CVT | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 184.913 ms | 0 - 2290 MB | NPU
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+ | CVT | QNN_DLC | float | Qualcomm® SA8295P | 332.666 ms | 0 - 2323 MB | NPU
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+ | CVT | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 168.158 ms | 7 - 2319 MB | NPU
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+ | CVT | QNN_DLC | float | Qualcomm® QCS9075 | 322.622 ms | 7 - 17 MB | NPU
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+ | CVT | QNN_DLC | float | Qualcomm® SA7255P | 425.513 ms | 2 - 2213 MB | NPU
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+ | CVT | QNN_DLC | float | Qualcomm® QCS8750 | 184.913 ms | 0 - 2290 MB | NPU
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+ | CVT | QNN_DLC | float | Qualcomm® QCS7181 | 286.885 ms | 7 - 7 MB | NPU
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+ | CVT | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 215.76 ms | 1 - 2673 MB | NPU
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+ | CVT | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 416.47 ms | 1 - 2724 MB | NPU
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+ | CVT | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 306.789 ms | 0 - 3 MB | NPU
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+ | CVT | TFLITE | float | Qualcomm® SA8775P | 572.418 ms | 48 - 60 MB | CPU
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+ | CVT | TFLITE | float | Qualcomm® SA8650P | 572.418 ms | 48 - 60 MB | CPU
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+ | CVT | TFLITE | float | Qualcomm® SA8255P | 572.418 ms | 48 - 60 MB | CPU
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+ | CVT | TFLITE | float | Qualcomm® QCS8450 | 416.47 ms | 1 - 2724 MB | NPU
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+ | CVT | TFLITE | float | Snapdragon® 8 Elite Mobile | 182.607 ms | 0 - 2363 MB | NPU
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+ | CVT | TFLITE | float | Qualcomm® SA8295P | 332.722 ms | 0 - 2306 MB | NPU
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+ | CVT | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 167.605 ms | 0 - 2315 MB | NPU
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+ | CVT | TFLITE | float | Qualcomm® QCS9075 | 317.919 ms | 0 - 36 MB | NPU
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+ | CVT | TFLITE | float | Qualcomm® QCS8750 | 182.607 ms | 0 - 2363 MB | NPU
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  ## License
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  * The license for the original implementation of CVT can be found
release_assets.json CHANGED
@@ -1,27 +1,27 @@
1
  {
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- "version": "0.55.0",
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  "precisions": {
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  "float": {
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  "universal_assets": {
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  "tflite": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327",
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- "litert": "1.4.3"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.55.0/cvt-tflite-float.zip"
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  },
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  "qnn_dlc": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.55.0/cvt-qnn_dlc-float.zip"
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  },
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  "onnx": {
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  "tool_versions": {
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- "qairt": "2.42.0.251225135753_193295",
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  "onnx_runtime": "1.25.0"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.55.0/cvt-onnx-float.zip"
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  }
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  }
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  },
@@ -29,10 +29,10 @@
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  "universal_assets": {
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  "onnx": {
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  "tool_versions": {
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- "qairt": "2.42.0.251225135753_193295",
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  "onnx_runtime": "1.25.0"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.55.0/cvt-onnx-w8a16_mixed_fp16.zip"
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  }
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  }
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  }
 
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  {
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+ "version": "0.56.0",
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  "precisions": {
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  "float": {
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  "universal_assets": {
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  "tflite": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327",
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+ "litert": "1.4.4"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.56.0/cvt-tflite-float.zip"
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  },
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  "qnn_dlc": {
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.56.0/cvt-qnn_dlc-float.zip"
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  },
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  "onnx": {
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  "tool_versions": {
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+ "qairt": "2.45.0.260326154327",
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  "onnx_runtime": "1.25.0"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.56.0/cvt-onnx-float.zip"
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  }
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  }
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  },
 
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  "universal_assets": {
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  "onnx": {
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  "tool_versions": {
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+ "qairt": "2.45.0.260326154327",
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  "onnx_runtime": "1.25.0"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.56.0/cvt-onnx-w8a16_mixed_fp16.zip"
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  }
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  }
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  }