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v0.49.1

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See https://github.com/qualcomm/ai-hub-models/releases/v0.49.1 for changelog.

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  1. README.md +77 -77
README.md CHANGED
@@ -14,7 +14,7 @@ pipeline_tag: other
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  Geometry-guided Kernel Transformer is a machine learning model for generating a birds eye view represenation from the sensors(cameras) mounted on a vehicle.
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  This is based on the implementation of GKT found [here](https://github.com/hustvl/GKT/ https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf).
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- This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/gkt) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
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  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
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@@ -27,56 +27,56 @@ 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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- | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-precompiled_qnn_onnx-float-qualcomm_snapdragon_x2_elite.zip)
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- | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-precompiled_qnn_onnx-float-qualcomm_snapdragon_x_elite.zip)
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- | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-precompiled_qnn_onnx-float-qualcomm_snapdragon_8gen3.zip)
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- | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-precompiled_qnn_onnx-float-qualcomm_qcs8550_proxy.zip)
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- | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
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- | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_gen5.zip)
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- | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-precompiled_qnn_onnx-float-qualcomm_qcs9075.zip)
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- | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Snapdragon® X2 Elite | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-precompiled_qnn_onnx-w8a16_mixed_fp16-qualcomm_snapdragon_x2_elite.zip)
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- | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Snapdragon® X Elite | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-precompiled_qnn_onnx-w8a16_mixed_fp16-qualcomm_snapdragon_x_elite.zip)
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- | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-precompiled_qnn_onnx-w8a16_mixed_fp16-qualcomm_snapdragon_8gen3.zip)
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- | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-precompiled_qnn_onnx-w8a16_mixed_fp16-qualcomm_qcs8550_proxy.zip)
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- | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-precompiled_qnn_onnx-w8a16_mixed_fp16-qualcomm_snapdragon_8_elite_for_galaxy.zip)
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- | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-precompiled_qnn_onnx-w8a16_mixed_fp16-qualcomm_snapdragon_8_elite_gen5.zip)
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- | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Qualcomm® QCS9075 | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-precompiled_qnn_onnx-w8a16_mixed_fp16-qualcomm_qcs9075.zip)
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- | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-qnn_context_binary-float-qualcomm_snapdragon_x2_elite.zip)
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- | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-qnn_context_binary-float-qualcomm_snapdragon_x_elite.zip)
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- | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-qnn_context_binary-float-qualcomm_snapdragon_8gen3.zip)
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- | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-qnn_context_binary-float-qualcomm_qcs8550_proxy.zip)
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- | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-qnn_context_binary-float-qualcomm_sa8775p.zip)
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- | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-qnn_context_binary-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
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- | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-qnn_context_binary-float-qualcomm_snapdragon_8_elite_gen5.zip)
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- | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-qnn_context_binary-float-qualcomm_sa7255p.zip)
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- | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-qnn_context_binary-float-qualcomm_sa8295p.zip)
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- | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-qnn_context_binary-float-qualcomm_qcs9075.zip)
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- | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-qnn_context_binary-float-qualcomm_qcs8450_proxy.zip)
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- | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Snapdragon® X2 Elite | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-qnn_context_binary-w8a16_mixed_fp16-qualcomm_snapdragon_x2_elite.zip)
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- | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Snapdragon® X Elite | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-qnn_context_binary-w8a16_mixed_fp16-qualcomm_snapdragon_x_elite.zip)
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- | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-qnn_context_binary-w8a16_mixed_fp16-qualcomm_snapdragon_8gen3.zip)
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- | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-qnn_context_binary-w8a16_mixed_fp16-qualcomm_qcs8550_proxy.zip)
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- | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® SA8775P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-qnn_context_binary-w8a16_mixed_fp16-qualcomm_sa8775p.zip)
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- | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-qnn_context_binary-w8a16_mixed_fp16-qualcomm_snapdragon_8_elite_for_galaxy.zip)
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- | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-qnn_context_binary-w8a16_mixed_fp16-qualcomm_snapdragon_8_elite_gen5.zip)
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- | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® SA7255P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-qnn_context_binary-w8a16_mixed_fp16-qualcomm_sa7255p.zip)
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- | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® SA8295P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-qnn_context_binary-w8a16_mixed_fp16-qualcomm_sa8295p.zip)
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- | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® QCS9075 | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-qnn_context_binary-w8a16_mixed_fp16-qualcomm_qcs9075.zip)
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- | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® QCS8450 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.48.0/gkt-qnn_context_binary-w8a16_mixed_fp16-qualcomm_qcs8450_proxy.zip)
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  For more device-specific assets and performance metrics, visit **[GKT on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/gkt)**.
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  ### Option 2: Export with Custom Configurations
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- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/gkt) Python library to compile and export the model with your own:
73
  - Custom weights (e.g., fine-tuned checkpoints)
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  - Custom input shapes
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  - Target device and runtime configurations
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77
  This option is ideal if you need to customize the model beyond the default configuration provided here.
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79
- See our repository for [GKT on GitHub](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/gkt) for usage instructions.
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  ## Model Details
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@@ -91,44 +91,44 @@ See our repository for [GKT 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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- | GKT | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 61.461 ms | 6 - 6 MB | NPU
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- | GKT | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 106.483 ms | 7 - 7 MB | NPU
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- | GKT | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 79.58 ms | 8 - 15 MB | NPU
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- | GKT | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | 110.077 ms | 8 - 11 MB | NPU
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- | GKT | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | 110.099 ms | 7 - 10 MB | NPU
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- | GKT | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 71.576 ms | 1 - 11 MB | NPU
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- | GKT | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 57.391 ms | 8 - 18 MB | NPU
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- | GKT | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Snapdragon® X2 Elite | 84.266 ms | 7 - 7 MB | NPU
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- | GKT | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Snapdragon® X Elite | 136.395 ms | 6 - 6 MB | NPU
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- | GKT | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 101.083 ms | 4 - 11 MB | NPU
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- | GKT | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | 133.736 ms | 0 - 10 MB | NPU
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- | GKT | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Qualcomm® QCS9075 | 137.16 ms | 4 - 6 MB | NPU
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- | GKT | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | 86.587 ms | 0 - 11 MB | NPU
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- | GKT | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | 74.796 ms | 4 - 14 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | 61.879 ms | 7 - 7 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 105.328 ms | 7 - 7 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 78.845 ms | 8 - 16 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | 183.379 ms | 0 - 9 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | 108.194 ms | 8 - 9 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 110.72 ms | 2 - 7 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | 109.717 ms | 7 - 17 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | 205.284 ms | 8 - 18 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 183.379 ms | 0 - 9 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 140.31 ms | 0 - 6 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | 71.692 ms | 0 - 13 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 57.242 ms | 7 - 17 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Snapdragon® X2 Elite | 84.347 ms | 4 - 4 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Snapdragon® X Elite | 136.085 ms | 4 - 4 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 99.675 ms | 4 - 11 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® QCS8275 (Proxy) | 209.065 ms | 0 - 8 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | 135.674 ms | 5 - 6 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® SA8775P | 137.895 ms | 1 - 10 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® QCS9075 | 137.624 ms | 0 - 6 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® QCS8450 (Proxy) | 149.718 ms | 4 - 14 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® SA7255P | 209.065 ms | 0 - 8 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® SA8295P | 164.207 ms | 0 - 6 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | 86.837 ms | 4 - 17 MB | NPU
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- | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | 74.981 ms | 4 - 13 MB | NPU
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133
  ## License
134
  * The license for the original implementation of GKT can be found
 
14
  Geometry-guided Kernel Transformer is a machine learning model for generating a birds eye view represenation from the sensors(cameras) mounted on a vehicle.
15
 
16
  This is based on the implementation of GKT found [here](https://github.com/hustvl/GKT/ https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf).
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+ This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/tree/v0.49.1/qai_hub_models/models/gkt) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
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19
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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+ | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_gen5.zip)
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+ | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-precompiled_qnn_onnx-float-qualcomm_snapdragon_x2_elite.zip)
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+ | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-precompiled_qnn_onnx-float-qualcomm_snapdragon_x_elite.zip)
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+ | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-precompiled_qnn_onnx-float-qualcomm_snapdragon_8gen3.zip)
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+ | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-precompiled_qnn_onnx-float-qualcomm_qcs8550_proxy.zip)
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+ | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
36
+ | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-precompiled_qnn_onnx-float-qualcomm_qcs9075.zip)
37
+ | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-precompiled_qnn_onnx-w8a16_mixed_fp16-qualcomm_snapdragon_8_elite_gen5.zip)
38
+ | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Snapdragon® X2 Elite | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-precompiled_qnn_onnx-w8a16_mixed_fp16-qualcomm_snapdragon_x2_elite.zip)
39
+ | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Snapdragon® X Elite | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-precompiled_qnn_onnx-w8a16_mixed_fp16-qualcomm_snapdragon_x_elite.zip)
40
+ | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-precompiled_qnn_onnx-w8a16_mixed_fp16-qualcomm_snapdragon_8gen3.zip)
41
+ | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-precompiled_qnn_onnx-w8a16_mixed_fp16-qualcomm_qcs8550_proxy.zip)
42
+ | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-precompiled_qnn_onnx-w8a16_mixed_fp16-qualcomm_snapdragon_8_elite_for_galaxy.zip)
43
+ | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Qualcomm® QCS9075 | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-precompiled_qnn_onnx-w8a16_mixed_fp16-qualcomm_qcs9075.zip)
44
+ | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-qnn_context_binary-float-qualcomm_snapdragon_8_elite_gen5.zip)
45
+ | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-qnn_context_binary-float-qualcomm_snapdragon_x2_elite.zip)
46
+ | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-qnn_context_binary-float-qualcomm_snapdragon_x_elite.zip)
47
+ | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-qnn_context_binary-float-qualcomm_snapdragon_8gen3.zip)
48
+ | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-qnn_context_binary-float-qualcomm_qcs8550_proxy.zip)
49
+ | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-qnn_context_binary-float-qualcomm_sa8775p.zip)
50
+ | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-qnn_context_binary-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
51
+ | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-qnn_context_binary-float-qualcomm_sa7255p.zip)
52
+ | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-qnn_context_binary-float-qualcomm_sa8295p.zip)
53
+ | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-qnn_context_binary-float-qualcomm_qcs9075.zip)
54
+ | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-qnn_context_binary-float-qualcomm_qcs8450_proxy.zip)
55
+ | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-qnn_context_binary-w8a16_mixed_fp16-qualcomm_snapdragon_8_elite_gen5.zip)
56
+ | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Snapdragon® X2 Elite | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-qnn_context_binary-w8a16_mixed_fp16-qualcomm_snapdragon_x2_elite.zip)
57
+ | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Snapdragon® X Elite | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-qnn_context_binary-w8a16_mixed_fp16-qualcomm_snapdragon_x_elite.zip)
58
+ | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-qnn_context_binary-w8a16_mixed_fp16-qualcomm_snapdragon_8gen3.zip)
59
+ | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-qnn_context_binary-w8a16_mixed_fp16-qualcomm_qcs8550_proxy.zip)
60
+ | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® SA8775P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-qnn_context_binary-w8a16_mixed_fp16-qualcomm_sa8775p.zip)
61
+ | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-qnn_context_binary-w8a16_mixed_fp16-qualcomm_snapdragon_8_elite_for_galaxy.zip)
62
+ | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® SA7255P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-qnn_context_binary-w8a16_mixed_fp16-qualcomm_sa7255p.zip)
63
+ | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® SA8295P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-qnn_context_binary-w8a16_mixed_fp16-qualcomm_sa8295p.zip)
64
+ | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® QCS9075 | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-qnn_context_binary-w8a16_mixed_fp16-qualcomm_qcs9075.zip)
65
+ | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® QCS8450 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/gkt/releases/v0.49.1/gkt-qnn_context_binary-w8a16_mixed_fp16-qualcomm_qcs8450_proxy.zip)
66
 
67
  For more device-specific assets and performance metrics, visit **[GKT on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/gkt)**.
68
 
69
 
70
  ### Option 2: Export with Custom Configurations
71
 
72
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/tree/v0.49.1/qai_hub_models/models/gkt) Python library to compile and export the model with your own:
73
  - Custom weights (e.g., fine-tuned checkpoints)
74
  - Custom input shapes
75
  - Target device and runtime configurations
76
 
77
  This option is ideal if you need to customize the model beyond the default configuration provided here.
78
 
79
+ See our repository for [GKT on GitHub](https://github.com/qualcomm/ai-hub-models/tree/v0.49.1/qai_hub_models/models/gkt) for usage instructions.
80
 
81
  ## Model Details
82
 
 
91
  ## Performance Summary
92
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
93
  |---|---|---|---|---|---|---
94
+ | GKT | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 57.039 ms | 8 - 18 MB | NPU
95
+ | GKT | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 62.202 ms | 6 - 6 MB | NPU
96
+ | GKT | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 106.149 ms | 7 - 7 MB | NPU
97
+ | GKT | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 77.88 ms | 8 - 15 MB | NPU
98
+ | GKT | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | 110.914 ms | 8 - 11 MB | NPU
99
+ | GKT | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | 109.984 ms | 7 - 10 MB | NPU
100
+ | GKT | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 71.374 ms | 1 - 8 MB | NPU
101
+ | GKT | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | 74.72 ms | 4 - 15 MB | NPU
102
+ | GKT | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Snapdragon® X2 Elite | 83.983 ms | 7 - 7 MB | NPU
103
+ | GKT | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Snapdragon® X Elite | 136.364 ms | 6 - 6 MB | NPU
104
+ | GKT | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 99.471 ms | 4 - 10 MB | NPU
105
+ | GKT | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | 134.634 ms | 0 - 10 MB | NPU
106
+ | GKT | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Qualcomm® QCS9075 | 138.114 ms | 4 - 6 MB | NPU
107
+ | GKT | PRECOMPILED_QNN_ONNX | w8a16_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | 87.168 ms | 0 - 8 MB | NPU
108
+ | GKT | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 56.6 ms | 7 - 17 MB | NPU
109
+ | GKT | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | 61.852 ms | 7 - 7 MB | NPU
110
+ | GKT | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 104.416 ms | 7 - 7 MB | NPU
111
+ | GKT | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 78.341 ms | 8 - 15 MB | NPU
112
+ | GKT | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | 183.12 ms | 1 - 10 MB | NPU
113
+ | GKT | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | 108.947 ms | 8 - 9 MB | NPU
114
+ | GKT | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 110.615 ms | 0 - 9 MB | NPU
115
+ | GKT | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | 110.057 ms | 7 - 17 MB | NPU
116
+ | GKT | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | 209.648 ms | 8 - 17 MB | NPU
117
+ | GKT | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 183.12 ms | 1 - 10 MB | NPU
118
+ | GKT | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 139.725 ms | 0 - 6 MB | NPU
119
+ | GKT | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | 71.189 ms | 7 - 17 MB | NPU
120
+ | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Snapdragon® 8 Elite Gen 5 Mobile | 75.043 ms | 4 - 14 MB | NPU
121
+ | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Snapdragon® X2 Elite | 83.073 ms | 4 - 4 MB | NPU
122
+ | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Snapdragon® X Elite | 136.233 ms | 4 - 4 MB | NPU
123
+ | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Snapdragon® 8 Gen 3 Mobile | 100.842 ms | 4 - 11 MB | NPU
124
+ | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® QCS8275 (Proxy) | 209.379 ms | 0 - 9 MB | NPU
125
+ | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® QCS8550 (Proxy) | 135.222 ms | 5 - 6 MB | NPU
126
+ | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® SA8775P | 136.908 ms | 1 - 10 MB | NPU
127
+ | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® QCS9075 | 137.643 ms | 3 - 8 MB | NPU
128
+ | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® QCS8450 (Proxy) | 149.431 ms | 4 - 13 MB | NPU
129
+ | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® SA7255P | 209.379 ms | 0 - 9 MB | NPU
130
+ | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Qualcomm® SA8295P | 164.322 ms | 0 - 6 MB | NPU
131
+ | GKT | QNN_CONTEXT_BINARY | w8a16_mixed_fp16 | Snapdragon® 8 Elite For Galaxy Mobile | 86.295 ms | 4 - 13 MB | NPU
132
 
133
  ## License
134
  * The license for the original implementation of GKT can be found