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v0.53.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.53.0 for changelog.

Files changed (2) hide show
  1. README.md +59 -44
  2. release_assets.json +14 -14
README.md CHANGED
@@ -27,11 +27,11 @@ 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 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.52.0/cvt-onnx-float.zip)
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- | ONNX | w8a16_mixed_fp16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.52.0/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/v0.52.0/cvt-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16_mixed_fp16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.52.0/cvt-qnn_dlc-w8a16_mixed_fp16.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/v0.52.0/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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@@ -61,45 +61,60 @@ 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 | 183.433 ms | 8 - 2258 MB | NPU
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- | CVT | ONNX | float | Snapdragon® X2 Elite | 183.052 ms | 20 - 20 MB | NPU
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- | CVT | ONNX | float | Snapdragon® X Elite | 282.825 ms | 18 - 18 MB | NPU
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- | CVT | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 224.699 ms | 8 - 2578 MB | NPU
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- | CVT | ONNX | float | Qualcomm® QCS8550 (Proxy) | 318.335 ms | 0 - 24 MB | NPU
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- | CVT | ONNX | float | Qualcomm® QCS9075 | 326.55 ms | 7 - 10 MB | NPU
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- | CVT | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 188.812 ms | 3 - 2222 MB | NPU
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- | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | 216.427 ms | 6 - 1317 MB | NPU
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- | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® X2 Elite | 221.839 ms | 18 - 18 MB | NPU
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- | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® X Elite | 355.386 ms | 15 - 15 MB | NPU
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- | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 303.476 ms | 6 - 1626 MB | NPU
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- | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | 253.463 ms | 4 - 1117 MB | NPU
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- | CVT | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 168.119 ms | 7 - 2308 MB | NPU
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- | CVT | QNN_DLC | float | Snapdragon® X2 Elite | 182.86 ms | 7 - 7 MB | NPU
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- | CVT | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 230.68 ms | 283 - 2866 MB | NPU
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- | CVT | QNN_DLC | float | Qualcomm® QCS9075 | 324.812 ms | 7 - 17 MB | NPU
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- | CVT | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 440.341 ms | 7 - 2717 MB | NPU
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- | CVT | QNN_DLC | float | Qualcomm® SA8295P | 334.518 ms | 1 - 2331 MB | NPU
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- | CVT | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 185.274 ms | 1 - 2377 MB | NPU
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- | CVT | QNN_DLC | w8a16_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | 203.573 ms | 4 - 2395 MB | NPU
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- | CVT | QNN_DLC | w8a16_mixed_fp16 | Snapdragon® X2 Elite | 205.518 ms | 4 - 4 MB | NPU
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- | CVT | QNN_DLC | w8a16_mixed_fp16 | Snapdragon® X Elite | 319.905 ms | 4 - 4 MB | NPU
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- | CVT | QNN_DLC | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 246.658 ms | 5 - 2560 MB | NPU
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- | CVT | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® QCS8275 (Proxy) | 471.996 ms | 0 - 2282 MB | NPU
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- | CVT | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | 344.857 ms | 4 - 7 MB | NPU
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- | CVT | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® SA8775P | 324.019 ms | 2 - 2284 MB | NPU
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- | CVT | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® QCS9075 | 396.11 ms | 4 - 9 MB | NPU
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- | CVT | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® SA7255P | 471.996 ms | 0 - 2282 MB | NPU
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- | CVT | QNN_DLC | w8a16_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | 212.022 ms | 4 - 2347 MB | NPU
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- | CVT | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 174.276 ms | 0 - 2332 MB | NPU
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- | CVT | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 233.495 ms | 0 - 2667 MB | NPU
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- | CVT | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 434.684 ms | 0 - 2303 MB | NPU
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- | CVT | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 324.164 ms | 0 - 4 MB | NPU
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- | CVT | TFLITE | float | Qualcomm® SA8775P | 302.238 ms | 0 - 2303 MB | NPU
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- | CVT | TFLITE | float | Qualcomm® QCS9075 | 331.09 ms | 0 - 36 MB | NPU
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- | CVT | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 443.407 ms | 0 - 2740 MB | NPU
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- | CVT | TFLITE | float | Qualcomm® SA7255P | 434.684 ms | 0 - 2303 MB | NPU
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- | CVT | TFLITE | float | Qualcomm® SA8295P | 346.35 ms | 0 - 2304 MB | NPU
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- | CVT | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 193.625 ms | 0 - 2398 MB | NPU
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
103
 
104
  ## License
105
  * The license for the original implementation of CVT can be found
 
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  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
+ | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.53.0/cvt-onnx-float.zip)
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+ | ONNX | w8a16_mixed_fp16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.53.0/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/v0.53.0/cvt-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a16_mixed_fp16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.53.0/cvt-qnn_dlc-w8a16_mixed_fp16.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/v0.53.0/cvt-tflite-float.zip)
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36
  For more device-specific assets and performance metrics, visit **[CVT on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/cvt)**.
37
 
 
61
  ## Performance Summary
62
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
63
  |---|---|---|---|---|---|---
64
+ | CVT | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 167.029 ms | 8 - 2259 MB | NPU
65
+ | CVT | ONNX | float | Snapdragon® 8 Elite Mobile | 184.398 ms | 1 - 2182 MB | NPU
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+ | CVT | ONNX | float | Snapdragon® X2 Elite | 176.591 ms | 20 - 20 MB | NPU
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+ | CVT | ONNX | float | Snapdragon® X Elite | 278.481 ms | 18 - 18 MB | NPU
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+ | CVT | ONNX | float | Snapdragon® X Elite | 278.481 ms | 18 - 18 MB | NPU
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+ | CVT | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 219.232 ms | 8 - 2573 MB | NPU
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+ | CVT | ONNX | float | Qualcomm® QCS8550 (Proxy) | 324.375 ms | 0 - 24 MB | NPU
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+ | CVT | ONNX | float | Qualcomm® QCS9075 | 317.491 ms | 7 - 10 MB | NPU
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+ | CVT | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 184.398 ms | 1 - 2182 MB | NPU
73
+ | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | 231.104 ms | 6 - 1303 MB | NPU
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+ | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite Mobile | 259.673 ms | 3 - 1132 MB | NPU
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+ | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® X2 Elite | 221.752 ms | 18 - 18 MB | NPU
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+ | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® X Elite | 360.759 ms | 15 - 15 MB | NPU
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+ | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® X Elite | 360.759 ms | 15 - 15 MB | NPU
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+ | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 303.763 ms | 6 - 1626 MB | NPU
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+ | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | 259.673 ms | 3 - 1132 MB | NPU
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+ | CVT | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 179.253 ms | 7 - 2297 MB | NPU
81
+ | CVT | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 183.575 ms | 7 - 2297 MB | NPU
82
+ | CVT | QNN_DLC | float | Snapdragon® X2 Elite | 181.804 ms | 7 - 7 MB | NPU
83
+ | CVT | QNN_DLC | float | Snapdragon® X Elite | 281.634 ms | 7 - 7 MB | NPU
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+ | CVT | QNN_DLC | float | Snapdragon® X Elite | 281.634 ms | 7 - 7 MB | NPU
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+ | CVT | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 228.567 ms | 7 - 2576 MB | NPU
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+ | CVT | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 430.113 ms | 2 - 2214 MB | NPU
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+ | CVT | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 323.682 ms | 8 - 9 MB | NPU
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+ | CVT | QNN_DLC | float | Qualcomm® SA8775P | 292.561 ms | 2 - 2214 MB | NPU
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+ | CVT | QNN_DLC | float | Qualcomm® SA8775P | 292.561 ms | 2 - 2214 MB | NPU
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+ | CVT | QNN_DLC | float | Qualcomm® SA8775P | 292.561 ms | 2 - 2214 MB | NPU
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+ | CVT | QNN_DLC | float | Qualcomm® QCS9075 | 322.826 ms | 7 - 17 MB | NPU
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+ | CVT | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 440.767 ms | 5 - 2718 MB | NPU
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+ | CVT | QNN_DLC | float | Qualcomm® SA7255P | 430.113 ms | 2 - 2214 MB | NPU
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+ | CVT | QNN_DLC | float | Qualcomm® SA8295P | 332.305 ms | 1 - 2325 MB | NPU
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+ | CVT | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 183.575 ms | 7 - 2297 MB | NPU
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+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | 193.385 ms | 4 - 2349 MB | NPU
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+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Snapdragon® 8 Elite Mobile | 211.645 ms | 4 - 2330 MB | NPU
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+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Snapdragon® X2 Elite | 206.64 ms | 4 - 4 MB | NPU
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+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Snapdragon® X Elite | 319.969 ms | 4 - 4 MB | NPU
100
+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Snapdragon® X Elite | 319.969 ms | 4 - 4 MB | NPU
101
+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 246.948 ms | 8 - 2594 MB | NPU
102
+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® QCS8275 (Proxy) | 472.882 ms | 2 - 2319 MB | NPU
103
+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | 354.734 ms | 4 - 1279 MB | NPU
104
+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® SA8775P | 323.12 ms | 2 - 2319 MB | NPU
105
+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® SA8775P | 323.12 ms | 2 - 2319 MB | NPU
106
+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® SA8775P | 323.12 ms | 2 - 2319 MB | NPU
107
+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® QCS9075 | 396.587 ms | 4 - 9 MB | NPU
108
+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® SA7255P | 472.882 ms | 2 - 2319 MB | NPU
109
+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | 211.645 ms | 4 - 2330 MB | NPU
110
+ | CVT | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 166.523 ms | 0 - 2304 MB | NPU
111
+ | CVT | TFLITE | float | Snapdragon® 8 Elite Mobile | 182.509 ms | 0 - 2353 MB | NPU
112
+ | CVT | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 216.769 ms | 0 - 2674 MB | NPU
113
+ | CVT | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 299.412 ms | 0 - 4 MB | NPU
114
+ | CVT | TFLITE | float | Qualcomm® QCS9075 | 317.618 ms | 0 - 36 MB | NPU
115
+ | CVT | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 423.956 ms | 0 - 2726 MB | NPU
116
+ | CVT | TFLITE | float | Qualcomm® SA8295P | 329.079 ms | 0 - 2307 MB | NPU
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+ | CVT | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 182.509 ms | 0 - 2353 MB | NPU
118
 
119
  ## License
120
  * The license for the original implementation of CVT can be found
release_assets.json CHANGED
@@ -1,44 +1,44 @@
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  {
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- "version": "0.52.0",
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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": "1.4.2"
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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/v0.52.0/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/v0.52.0/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": "1.24.3"
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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/v0.52.0/cvt-onnx-float.zip"
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  }
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  }
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  },
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- "w8a16_mixed_fp16": {
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  "universal_assets": {
 
 
 
 
 
 
 
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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/v0.52.0/cvt-qnn_dlc-w8a16_mixed_fp16.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": "1.24.3"
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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/v0.52.0/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": "0.53.0",
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  "precisions": {
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+ "w8a16_mixed_fp16": {
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  "universal_assets": {
 
 
 
 
 
 
 
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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/v0.53.0/cvt-qnn_dlc-w8a16_mixed_fp16.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": "1.24.3"
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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/v0.53.0/cvt-onnx-w8a16_mixed_fp16.zip"
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  }
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  }
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  },
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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/v0.53.0/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/v0.53.0/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": "1.24.3"
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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/v0.53.0/cvt-onnx-float.zip"
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  }
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  }
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  }