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v0.51.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.51.0 for changelog.

Files changed (2) hide show
  1. README.md +46 -38
  2. release_assets.json +46 -1
README.md CHANGED
@@ -27,10 +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/v0.50.2/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/v0.50.2/cvt-onnx-w8a16_mixed_fp16.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.50.2/cvt-qnn_dlc-float.zip)
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- | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.19.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.50.2/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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@@ -60,40 +61,47 @@ 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 | 183.261 ms | 8 - 2259 MB | NPU
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- | CVT | ONNX | float | Snapdragon® X2 Elite | 181.596 ms | 20 - 20 MB | NPU
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- | CVT | ONNX | float | Snapdragon® X Elite | 284.158 ms | 18 - 18 MB | NPU
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- | CVT | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 249.776 ms | 8 - 2579 MB | NPU
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- | CVT | ONNX | float | Qualcomm® QCS8550 (Proxy) | 336.501 ms | 0 - 25 MB | NPU
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- | CVT | ONNX | float | Qualcomm® QCS9075 | 326.612 ms | 7 - 10 MB | NPU
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- | CVT | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 190.129 ms | 5 - 2223 MB | NPU
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- | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | 260.79 ms | 62 - 1220 MB | NPU
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- | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® X2 Elite | 255.715 ms | 69 - 69 MB | NPU
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- | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® X Elite | 424.841 ms | 70 - 70 MB | NPU
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- | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 365.931 ms | 58 - 2557 MB | NPU
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- | CVT | ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | 277.338 ms | 57 - 1050 MB | NPU
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- | CVT | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 167.529 ms | 7 - 2257 MB | NPU
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- | CVT | QNN_DLC | float | Snapdragon® X2 Elite | 180.883 ms | 7 - 7 MB | NPU
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- | CVT | QNN_DLC | float | Snapdragon® X Elite | 279.839 ms | 7 - 7 MB | NPU
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- | CVT | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 222.043 ms | 6 - 2553 MB | NPU
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- | CVT | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 420.185 ms | 1 - 2187 MB | NPU
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- | CVT | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 333.586 ms | 7 - 10 MB | NPU
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- | CVT | QNN_DLC | float | Qualcomm® SA8775P | 291.639 ms | 2 - 2187 MB | NPU
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- | CVT | QNN_DLC | float | Qualcomm® QCS9075 | 323.621 ms | 7 - 16 MB | NPU
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- | CVT | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 442.643 ms | 6 - 2647 MB | NPU
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- | CVT | QNN_DLC | float | Qualcomm® SA7255P | 420.185 ms | 1 - 2187 MB | NPU
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- | CVT | QNN_DLC | float | Qualcomm® SA8295P | 333.101 ms | 1 - 2241 MB | NPU
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- | CVT | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 184.94 ms | 7 - 2170 MB | NPU
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- | CVT | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 181.707 ms | 0 - 2244 MB | NPU
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- | CVT | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 226.435 ms | 0 - 2561 MB | NPU
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- | CVT | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 425.499 ms | 0 - 2194 MB | NPU
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- | CVT | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 311.817 ms | 0 - 4 MB | NPU
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- | CVT | TFLITE | float | Qualcomm® SA8775P | 296.258 ms | 0 - 2193 MB | NPU
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- | CVT | TFLITE | float | Qualcomm® QCS9075 | 326.991 ms | 0 - 35 MB | NPU
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- | CVT | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 461.625 ms | 1 - 2670 MB | NPU
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- | CVT | TFLITE | float | Qualcomm® SA7255P | 425.499 ms | 0 - 2194 MB | NPU
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- | CVT | TFLITE | float | Qualcomm® SA8295P | 337.147 ms | 0 - 2230 MB | NPU
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- | CVT | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 187.619 ms | 0 - 2258 MB | NPU
 
 
 
 
 
 
 
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  ## License
99
  * 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/v0.51.0/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/v0.51.0/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/v0.51.0/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/v0.51.0/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/v0.51.0/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 | 183.433 ms | 8 - 2258 MB | NPU
65
+ | 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 | 179.073 ms | 7 - 2308 MB | NPU
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+ | CVT | QNN_DLC | float | Snapdragon® X2 Elite | 181.432 ms | 7 - 7 MB | NPU
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+ | CVT | QNN_DLC | float | Snapdragon® X Elite | 270.434 ms | 7 - 7 MB | NPU
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+ | CVT | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 227.639 ms | 7 - 2588 MB | NPU
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+ | CVT | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 328.998 ms | 0 - 1092 MB | NPU
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+ | CVT | QNN_DLC | float | Qualcomm® QCS9075 | 324.86 ms | 7 - 17 MB | NPU
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+ | CVT | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 439.412 ms | 6 - 2717 MB | NPU
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+ | CVT | QNN_DLC | float | Qualcomm® SA8295P | 336.32 ms | 0 - 2330 MB | NPU
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+ | CVT | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 185.53 ms | 7 - 2383 MB | NPU
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+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | 203.486 ms | 4 - 2395 MB | NPU
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+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Snapdragon® X2 Elite | 206.333 ms | 4 - 4 MB | NPU
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+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Snapdragon® X Elite | 320.411 ms | 4 - 4 MB | NPU
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+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 245.379 ms | 4 - 2556 MB | NPU
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+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® QCS8275 (Proxy) | 472.502 ms | 2 - 2284 MB | NPU
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+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | 357.202 ms | 4 - 1500 MB | NPU
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+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® SA8775P | 323.593 ms | 0 - 2282 MB | NPU
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+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® QCS9075 | 395.971 ms | 5 - 11 MB | NPU
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+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Qualcomm® SA7255P | 472.502 ms | 2 - 2284 MB | NPU
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+ | CVT | QNN_DLC | w8a16_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | 211.53 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
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  ## License
107
  * The license for the original implementation of CVT can be found
release_assets.json CHANGED
@@ -1 +1,46 @@
1
- {"version":"0.50.2","precisions":{"float":{"universal_assets":{"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.3"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.50.2/cvt-onnx-float.zip"},"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.50.2/cvt-qnn_dlc-float.zip"},"tflite":{"tool_versions":{"qairt":"2.43.0.260127150333_193827","tflite":"2.19.1"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.50.2/cvt-tflite-float.zip"}}},"w8a16_mixed_fp16":{"universal_assets":{"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.3"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/cvt/releases/v0.50.2/cvt-onnx-w8a16_mixed_fp16.zip"}}}}}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "version": "0.51.0",
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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/v0.51.0/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/v0.51.0/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/v0.51.0/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/v0.51.0/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/v0.51.0/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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+ }