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StereoNet

Depth Estimation
PyTorch
android
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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 +32 -24
  2. release_assets.json +5 -5
README.md CHANGED
@@ -27,9 +27,9 @@ 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/stereonet/releases/v0.52.0/stereonet-onnx-float.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/stereonet/releases/v0.52.0/stereonet-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/stereonet/releases/v0.52.0/stereonet-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[StereoNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/stereonet)**.
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@@ -58,27 +58,35 @@ See our repository for [StereoNet on GitHub](https://github.com/qualcomm/ai-hub-
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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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- | StereoNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 196.394 ms | 6 - 1359 MB | NPU
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- | StereoNet | ONNX | float | Snapdragon® X2 Elite | 180.442 ms | 20 - 20 MB | NPU
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- | StereoNet | ONNX | float | Snapdragon® X Elite | 330.195 ms | 19 - 19 MB | NPU
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- | StereoNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 261.045 ms | 6 - 1978 MB | NPU
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- | StereoNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 353.067 ms | 0 - 24 MB | NPU
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- | StereoNet | ONNX | float | Qualcomm® QCS9075 | 513.168 ms | 3 - 6 MB | NPU
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- | StereoNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 219.781 ms | 3 - 1324 MB | NPU
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- | StereoNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 200.432 ms | 3 - 3263 MB | NPU
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- | StereoNet | QNN_DLC | float | Snapdragon® X2 Elite | 193.501 ms | 3 - 3 MB | NPU
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- | StereoNet | QNN_DLC | float | Snapdragon® X Elite | 361.089 ms | 3 - 3 MB | NPU
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- | StereoNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 287.494 ms | 3 - 4453 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 1294.337 ms | 0 - 3260 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 428.248 ms | 3 - 5 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® SA8775P | 461.719 ms | 1 - 3261 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® QCS9075 | 510.607 ms | 5 - 11 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® SA7255P | 1294.337 ms | 0 - 3260 MB | NPU
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- | StereoNet | QNN_DLC | float | Qualcomm® SA8295P | 515.9 ms | 0 - 3366 MB | NPU
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- | StereoNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 237.146 ms | 0 - 3240 MB | NPU
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- | StereoNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 257.68 ms | 72 - 3823 MB | NPU
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- | StereoNet | TFLITE | float | Qualcomm® QCS9075 | 661.686 ms | 72 - 202 MB | NPU
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- | StereoNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 277.134 ms | 73 - 3773 MB | NPU
 
 
 
 
 
 
 
 
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  ## License
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  * The license for the original implementation of StereoNet 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 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/stereonet/releases/v0.53.0/stereonet-onnx-float.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/stereonet/releases/v0.53.0/stereonet-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/stereonet/releases/v0.53.0/stereonet-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[StereoNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/stereonet)**.
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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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+ | StereoNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 184.074 ms | 6 - 1350 MB | NPU
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+ | StereoNet | ONNX | float | Snapdragon® 8 Elite Mobile | 218.855 ms | 3 - 1320 MB | NPU
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+ | StereoNet | ONNX | float | Snapdragon® X2 Elite | 181.239 ms | 20 - 20 MB | NPU
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+ | StereoNet | ONNX | float | Snapdragon® X Elite | 331.458 ms | 20 - 20 MB | NPU
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+ | StereoNet | ONNX | float | Snapdragon® X Elite | 331.458 ms | 20 - 20 MB | NPU
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+ | StereoNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 260.792 ms | 6 - 1985 MB | NPU
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+ | StereoNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 354.11 ms | 0 - 25 MB | NPU
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+ | StereoNet | ONNX | float | Qualcomm® QCS9075 | 513.647 ms | 3 - 6 MB | NPU
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+ | StereoNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 218.855 ms | 3 - 1320 MB | NPU
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+ | StereoNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 200.701 ms | 3 - 3265 MB | NPU
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+ | StereoNet | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 236.966 ms | 0 - 3240 MB | NPU
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+ | StereoNet | QNN_DLC | float | Snapdragon® X2 Elite | 192.532 ms | 3 - 3 MB | NPU
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+ | StereoNet | QNN_DLC | float | Snapdragon® X Elite | 361.271 ms | 3 - 3 MB | NPU
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+ | StereoNet | QNN_DLC | float | Snapdragon® X Elite | 361.271 ms | 3 - 3 MB | NPU
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+ | StereoNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 285.797 ms | 3 - 4453 MB | NPU
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+ | StereoNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 1294.205 ms | 0 - 3259 MB | NPU
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+ | StereoNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 442.28 ms | 3 - 6 MB | NPU
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+ | StereoNet | QNN_DLC | float | Qualcomm® SA8775P | 462.314 ms | 0 - 3260 MB | NPU
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+ | StereoNet | QNN_DLC | float | Qualcomm® SA8775P | 462.314 ms | 0 - 3260 MB | NPU
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+ | StereoNet | QNN_DLC | float | Qualcomm® SA8775P | 462.314 ms | 0 - 3260 MB | NPU
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+ | StereoNet | QNN_DLC | float | Qualcomm® QCS9075 | 511.504 ms | 3 - 9 MB | NPU
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+ | StereoNet | QNN_DLC | float | Qualcomm® SA7255P | 1294.205 ms | 0 - 3259 MB | NPU
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+ | StereoNet | QNN_DLC | float | Qualcomm® SA8295P | 515.319 ms | 3 - 3369 MB | NPU
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+ | StereoNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 236.966 ms | 0 - 3240 MB | NPU
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+ | StereoNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 297.417 ms | 73 - 3824 MB | NPU
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+ | StereoNet | TFLITE | float | Snapdragon® 8 Elite Mobile | 270.062 ms | 73 - 3773 MB | NPU
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+ | StereoNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 336.95 ms | 73 - 5322 MB | NPU
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+ | StereoNet | TFLITE | float | Qualcomm® QCS9075 | 663.537 ms | 72 - 202 MB | NPU
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+ | StereoNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 270.062 ms | 73 - 3773 MB | NPU
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  ## License
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  * The license for the original implementation of StereoNet can be found
release_assets.json CHANGED
@@ -1,27 +1,27 @@
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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/stereonet/releases/v0.52.0/stereonet-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/stereonet/releases/v0.52.0/stereonet-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/stereonet/releases/v0.52.0/stereonet-onnx-float.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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  "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/stereonet/releases/v0.53.0/stereonet-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/stereonet/releases/v0.53.0/stereonet-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/stereonet/releases/v0.53.0/stereonet-onnx-float.zip"
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  }
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  }
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  }