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See https://github.com/quic/ai-hub-models/releases/v0.47.0 for changelog.

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  1. README.md +140 -104
README.md CHANGED
@@ -28,32 +28,41 @@ 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® X Elite | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-precompiled_qnn_onnx-float-qualcomm_snapdragon_x_elite.zip)
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- | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-precompiled_qnn_onnx-float-qualcomm_snapdragon_8gen3.zip)
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- | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-precompiled_qnn_onnx-float-qualcomm_qcs8550_proxy.zip)
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- | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-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 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_gen5.zip)
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- | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-precompiled_qnn_onnx-float-qualcomm_qcs9075.zip)
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- | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-qnn_context_binary-float-qualcomm_snapdragon_x_elite.zip)
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- | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-qnn_context_binary-float-qualcomm_snapdragon_8gen3.zip)
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- | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-qnn_context_binary-float-qualcomm_qcs8275_proxy.zip)
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- | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-qnn_context_binary-float-qualcomm_qcs8550_proxy.zip)
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- | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-qnn_context_binary-float-qualcomm_sa8775p.zip)
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- | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-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 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-qnn_context_binary-float-qualcomm_snapdragon_8_elite_gen5.zip)
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- | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-qnn_context_binary-float-qualcomm_sa7255p.zip)
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- | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-qnn_context_binary-float-qualcomm_sa8295p.zip)
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- | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-qnn_context_binary-float-qualcomm_qcs9075.zip)
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- | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-qnn_context_binary-float-qualcomm_qcs8450_proxy.zip)
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- | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® X Elite | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-qnn_context_binary-w16a16-qualcomm_snapdragon_x_elite.zip)
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- | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-qnn_context_binary-w16a16-qualcomm_snapdragon_8gen3.zip)
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- | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS8275 (Proxy) | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-qnn_context_binary-w16a16-qualcomm_qcs8275_proxy.zip)
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- | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS8550 (Proxy) | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-qnn_context_binary-w16a16-qualcomm_qcs8550_proxy.zip)
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- | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® SA8775P | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-qnn_context_binary-w16a16-qualcomm_sa8775p.zip)
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- | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-qnn_context_binary-w16a16-qualcomm_snapdragon_8_elite_for_galaxy.zip)
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- | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-qnn_context_binary-w16a16-qualcomm_snapdragon_8_elite_gen5.zip)
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- | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® SA7255P | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-qnn_context_binary-w16a16-qualcomm_sa7255p.zip)
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- | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS9075 | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.46.0/zipformer-qnn_context_binary-w16a16-qualcomm_qcs9075.zip)
 
 
 
 
 
 
 
 
 
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  For more device-specific assets and performance metrics, visit **[Zipformer on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/zipformer)**.
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@@ -87,84 +96,111 @@ See our repository for [Zipformer on GitHub](https://github.com/quic/ai-hub-mode
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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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- | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 0.154 ms | 7 - 7 MB | NPU
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- | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.2 ms | 0 - 8 MB | NPU
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- | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.211 ms | 0 - 8 MB | NPU
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- | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | 0.331 ms | 0 - 3 MB | NPU
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- | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.157 ms | 0 - 12 MB | NPU
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- | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.155 ms | 0 - 11 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 0.157 ms | 0 - 0 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 0.054 ms | 0 - 7 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | 0.317 ms | 0 - 8 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | 0.072 ms | 0 - 2 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 0.206 ms | 0 - 5 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | 0.119 ms | 2 - 4 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | 0.099 ms | 0 - 9 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 0.317 ms | 0 - 8 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 0.328 ms | 0 - 5 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.045 ms | 0 - 13 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.043 ms | 0 - 9 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® X Elite | 0.151 ms | 0 - 0 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Gen 3 Mobile | 0.062 ms | 0 - 7 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS8275 (Proxy) | 0.32 ms | 0 - 8 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS8550 (Proxy) | 0.077 ms | 0 - 2 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® SA8775P | 0.228 ms | 0 - 5 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS9075 | 0.128 ms | 2 - 4 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® SA7255P | 0.32 ms | 0 - 8 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.046 ms | 0 - 13 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.045 ms | 0 - 10 MB | NPU
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- | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 9.807 ms | 142 - 142 MB | NPU
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- | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 7.014 ms | 9 - 17 MB | NPU
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- | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | 9.665 ms | 10 - 11 MB | NPU
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- | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | 11.071 ms | 8 - 12 MB | NPU
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- | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 5.879 ms | 9 - 21 MB | NPU
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- | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 5.367 ms | 10 - 20 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 9.567 ms | 3 - 3 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 6.437 ms | 2 - 12 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | 23.669 ms | 3 - 10 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | 9.198 ms | 3 - 5 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 10.839 ms | 3 - 11 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | 10.155 ms | 3 - 7 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | 11.987 ms | 2 - 12 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 23.669 ms | 3 - 10 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 13.259 ms | 1 - 6 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | 5.425 ms | 17 - 26 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.858 ms | 3 - 12 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® X Elite | 14.971 ms | 1 - 1 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Gen 3 Mobile | 12.47 ms | 1 - 9 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS8275 (Proxy) | 28.245 ms | 1 - 9 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS8550 (Proxy) | 16.135 ms | 1 - 3 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® SA8775P | 17.76 ms | 1 - 10 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS9075 | 17.93 ms | 1 - 3 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® SA7255P | 28.245 ms | 1 - 9 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Elite For Galaxy Mobile | 8.709 ms | 1 - 10 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Elite Gen 5 Mobile | 8.026 ms | 1 - 11 MB | NPU
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- | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 0.247 ms | 6 - 6 MB | NPU
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- | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.328 ms | 0 - 7 MB | NPU
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- | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.352 ms | 0 - 8 MB | NPU
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- | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | 0.455 ms | 0 - 3 MB | NPU
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- | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.23 ms | 0 - 7 MB | NPU
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- | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.226 ms | 0 - 11 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 0.254 ms | 0 - 0 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 0.158 ms | 0 - 8 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | 0.456 ms | 0 - 8 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | 0.186 ms | 0 - 1 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 0.914 ms | 0 - 8 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | 0.232 ms | 2 - 4 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | 0.233 ms | 0 - 9 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 0.456 ms | 0 - 8 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 0.46 ms | 0 - 5 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.135 ms | 0 - 13 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.129 ms | 0 - 9 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® X Elite | 0.243 ms | 0 - 0 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Gen 3 Mobile | 0.156 ms | 0 - 7 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS8275 (Proxy) | 0.426 ms | 0 - 8 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS8550 (Proxy) | 0.186 ms | 0 - 1 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® SA8775P | 0.894 ms | 0 - 8 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS9075 | 0.231 ms | 0 - 2 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® SA7255P | 0.426 ms | 0 - 8 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.133 ms | 0 - 9 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.121 ms | 0 - 10 MB | NPU
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ## License
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  * The license for the original implementation of Zipformer can be found
 
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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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/zipformer/releases/v0.47.0/zipformer-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/zipformer/releases/v0.47.0/zipformer-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/zipformer/releases/v0.47.0/zipformer-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/zipformer/releases/v0.47.0/zipformer-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/zipformer/releases/v0.47.0/zipformer-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/zipformer/releases/v0.47.0/zipformer-precompiled_qnn_onnx-float-qualcomm_qcs9075.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/zipformer/releases/v0.47.0/zipformer-precompiled_qnn_onnx-float-qualcomm_snapdragon_x2_elite.zip)
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+ | PRECOMPILED_QNN_ONNX | w16a16 | 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/zipformer/releases/v0.47.0/zipformer-precompiled_qnn_onnx-w16a16-qualcomm_snapdragon_x_elite.zip)
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+ | PRECOMPILED_QNN_ONNX | w16a16 | 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/zipformer/releases/v0.47.0/zipformer-precompiled_qnn_onnx-w16a16-qualcomm_snapdragon_8gen3.zip)
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+ | PRECOMPILED_QNN_ONNX | w16a16 | 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/zipformer/releases/v0.47.0/zipformer-precompiled_qnn_onnx-w16a16-qualcomm_qcs8550_proxy.zip)
41
+ | PRECOMPILED_QNN_ONNX | w16a16 | 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/zipformer/releases/v0.47.0/zipformer-precompiled_qnn_onnx-w16a16-qualcomm_snapdragon_8_elite_for_galaxy.zip)
42
+ | PRECOMPILED_QNN_ONNX | w16a16 | 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/zipformer/releases/v0.47.0/zipformer-precompiled_qnn_onnx-w16a16-qualcomm_snapdragon_8_elite_gen5.zip)
43
+ | PRECOMPILED_QNN_ONNX | w16a16 | 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/zipformer/releases/v0.47.0/zipformer-precompiled_qnn_onnx-w16a16-qualcomm_snapdragon_x2_elite.zip)
44
+ | PRECOMPILED_QNN_ONNX | w16a16 | 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/zipformer/releases/v0.47.0/zipformer-precompiled_qnn_onnx-w16a16-qualcomm_qcs9075.zip)
45
+ | 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/zipformer/releases/v0.47.0/zipformer-qnn_context_binary-float-qualcomm_snapdragon_x_elite.zip)
46
+ | 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/zipformer/releases/v0.47.0/zipformer-qnn_context_binary-float-qualcomm_snapdragon_8gen3.zip)
47
+ | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.47.0/zipformer-qnn_context_binary-float-qualcomm_qcs8275_proxy.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/zipformer/releases/v0.47.0/zipformer-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/zipformer/releases/v0.47.0/zipformer-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/zipformer/releases/v0.47.0/zipformer-qnn_context_binary-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
51
+ | 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/zipformer/releases/v0.47.0/zipformer-qnn_context_binary-float-qualcomm_snapdragon_8_elite_gen5.zip)
52
+ | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.47.0/zipformer-qnn_context_binary-float-qualcomm_sa7255p.zip)
53
+ | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.47.0/zipformer-qnn_context_binary-float-qualcomm_sa8295p.zip)
54
+ | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.47.0/zipformer-qnn_context_binary-float-qualcomm_qcs9075.zip)
55
+ | 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/zipformer/releases/v0.47.0/zipformer-qnn_context_binary-float-qualcomm_qcs8450_proxy.zip)
56
+ | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® X Elite | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.47.0/zipformer-qnn_context_binary-w16a16-qualcomm_snapdragon_x_elite.zip)
57
+ | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.47.0/zipformer-qnn_context_binary-w16a16-qualcomm_snapdragon_8gen3.zip)
58
+ | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS8275 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.47.0/zipformer-qnn_context_binary-w16a16-qualcomm_qcs8275_proxy.zip)
59
+ | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS8550 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.47.0/zipformer-qnn_context_binary-w16a16-qualcomm_qcs8550_proxy.zip)
60
+ | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® SA8775P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.47.0/zipformer-qnn_context_binary-w16a16-qualcomm_sa8775p.zip)
61
+ | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.47.0/zipformer-qnn_context_binary-w16a16-qualcomm_snapdragon_8_elite_for_galaxy.zip)
62
+ | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.47.0/zipformer-qnn_context_binary-w16a16-qualcomm_snapdragon_8_elite_gen5.zip)
63
+ | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® X2 Elite | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.47.0/zipformer-qnn_context_binary-w16a16-qualcomm_snapdragon_x2_elite.zip)
64
+ | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® SA7255P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.47.0/zipformer-qnn_context_binary-w16a16-qualcomm_sa7255p.zip)
65
+ | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS9075 | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.47.0/zipformer-qnn_context_binary-w16a16-qualcomm_qcs9075.zip)
66
 
67
  For more device-specific assets and performance metrics, visit **[Zipformer on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/zipformer)**.
68
 
 
96
  ## Performance Summary
97
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
98
  |---|---|---|---|---|---|---
99
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 0.16 ms | 7 - 7 MB | NPU
100
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.059 ms | 0 - 7 MB | NPU
101
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.067 ms | 0 - 8 MB | NPU
102
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | 0.137 ms | 0 - 3 MB | NPU
103
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.051 ms | 0 - 7 MB | NPU
104
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.053 ms | 0 - 10 MB | NPU
105
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 0.042 ms | 7 - 7 MB | NPU
106
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | w16a16 | Snapdragon® X Elite | 0.161 ms | 7 - 7 MB | NPU
107
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | w16a16 | Snapdragon® 8 Gen 3 Mobile | 0.067 ms | 0 - 6 MB | NPU
108
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | w16a16 | Qualcomm® QCS8550 (Proxy) | 0.078 ms | 0 - 1 MB | NPU
109
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | w16a16 | Qualcomm® QCS9075 | 0.19 ms | 0 - 3 MB | NPU
110
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | w16a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.05 ms | 0 - 7 MB | NPU
111
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | w16a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.05 ms | 0 - 10 MB | NPU
112
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | w16a16 | Snapdragon® X2 Elite | 0.039 ms | 7 - 7 MB | NPU
113
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 0.151 ms | 0 - 0 MB | NPU
114
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 0.063 ms | 0 - 7 MB | NPU
115
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | 0.319 ms | 0 - 8 MB | NPU
116
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | 0.077 ms | 0 - 1 MB | NPU
117
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 0.208 ms | 0 - 5 MB | NPU
118
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | 0.12 ms | 2 - 4 MB | NPU
119
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | 0.102 ms | 0 - 9 MB | NPU
120
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 0.319 ms | 0 - 8 MB | NPU
121
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 0.33 ms | 0 - 5 MB | NPU
122
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.047 ms | 0 - 13 MB | NPU
123
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.041 ms | 0 - 10 MB | NPU
124
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® X Elite | 0.171 ms | 0 - 0 MB | NPU
125
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Gen 3 Mobile | 0.056 ms | 0 - 7 MB | NPU
126
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS8275 (Proxy) | 0.322 ms | 0 - 8 MB | NPU
127
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS8550 (Proxy) | 0.063 ms | 0 - 1 MB | NPU
128
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® SA8775P | 0.215 ms | 0 - 5 MB | NPU
129
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS9075 | 0.134 ms | 0 - 2 MB | NPU
130
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® SA7255P | 0.322 ms | 0 - 8 MB | NPU
131
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.046 ms | 0 - 9 MB | NPU
132
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.053 ms | 0 - 10 MB | NPU
133
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® X2 Elite | 0.144 ms | 0 - 0 MB | NPU
134
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 9.771 ms | 142 - 142 MB | NPU
135
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 6.505 ms | 9 - 17 MB | NPU
136
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | 9.062 ms | 9 - 10 MB | NPU
137
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | 10.363 ms | 8 - 12 MB | NPU
138
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 5.384 ms | 9 - 17 MB | NPU
139
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.878 ms | 10 - 20 MB | NPU
140
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 5.488 ms | 142 - 142 MB | NPU
141
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | w16a16 | Snapdragon® X Elite | 14.96 ms | 146 - 146 MB | NPU
142
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | w16a16 | Snapdragon® 8 Gen 3 Mobile | 12.414 ms | 4 - 15 MB | NPU
143
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | w16a16 | Qualcomm® QCS8550 (Proxy) | 16.212 ms | 4 - 6 MB | NPU
144
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | w16a16 | Qualcomm® QCS9075 | 18.591 ms | 4 - 7 MB | NPU
145
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | w16a16 | Snapdragon® 8 Elite For Galaxy Mobile | 8.621 ms | 4 - 11 MB | NPU
146
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | w16a16 | Snapdragon® 8 Elite Gen 5 Mobile | 8.046 ms | 4 - 14 MB | NPU
147
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | w16a16 | Snapdragon® X2 Elite | 9.253 ms | 147 - 147 MB | NPU
148
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 9.729 ms | 3 - 3 MB | NPU
149
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 6.6 ms | 2 - 10 MB | NPU
150
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | 23.718 ms | 3 - 11 MB | NPU
151
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | 9.066 ms | 3 - 5 MB | NPU
152
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 10.992 ms | 3 - 11 MB | NPU
153
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | 10.214 ms | 3 - 7 MB | NPU
154
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | 11.845 ms | 2 - 12 MB | NPU
155
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 23.718 ms | 3 - 11 MB | NPU
156
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 13.295 ms | 3 - 8 MB | NPU
157
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | 5.433 ms | 3 - 15 MB | NPU
158
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.738 ms | 3 - 12 MB | NPU
159
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® X Elite | 14.608 ms | 1 - 1 MB | NPU
160
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Gen 3 Mobile | 11.568 ms | 1 - 8 MB | NPU
161
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS8275 (Proxy) | 27.668 ms | 1 - 8 MB | NPU
162
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS8550 (Proxy) | 15.779 ms | 1 - 5 MB | NPU
163
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® SA8775P | 17.364 ms | 1 - 10 MB | NPU
164
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS9075 | 17.302 ms | 1 - 3 MB | NPU
165
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® SA7255P | 27.668 ms | 1 - 8 MB | NPU
166
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Elite For Galaxy Mobile | 8.509 ms | 1 - 9 MB | NPU
167
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Elite Gen 5 Mobile | 7.924 ms | 1 - 11 MB | NPU
168
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® X2 Elite | 9.366 ms | 1 - 1 MB | NPU
169
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 0.262 ms | 6 - 6 MB | NPU
170
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.149 ms | 0 - 6 MB | NPU
171
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.19 ms | 0 - 8 MB | NPU
172
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | 0.299 ms | 0 - 3 MB | NPU
173
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.134 ms | 0 - 8 MB | NPU
174
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.132 ms | 0 - 10 MB | NPU
175
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 0.079 ms | 6 - 6 MB | NPU
176
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | w16a16 | Snapdragon® X Elite | 0.25 ms | 6 - 6 MB | NPU
177
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | w16a16 | Snapdragon® 8 Gen 3 Mobile | 0.157 ms | 0 - 7 MB | NPU
178
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | w16a16 | Qualcomm® QCS8550 (Proxy) | 0.187 ms | 0 - 8 MB | NPU
179
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | w16a16 | Qualcomm® QCS9075 | 0.253 ms | 0 - 3 MB | NPU
180
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | w16a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.132 ms | 0 - 7 MB | NPU
181
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | w16a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.135 ms | 0 - 10 MB | NPU
182
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | w16a16 | Snapdragon® X2 Elite | 0.083 ms | 6 - 6 MB | NPU
183
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 0.246 ms | 0 - 0 MB | NPU
184
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 0.159 ms | 0 - 7 MB | NPU
185
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | 0.472 ms | 0 - 7 MB | NPU
186
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | 0.187 ms | 0 - 1 MB | NPU
187
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 0.324 ms | 0 - 5 MB | NPU
188
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | 0.235 ms | 0 - 2 MB | NPU
189
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | 0.231 ms | 0 - 9 MB | NPU
190
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 0.472 ms | 0 - 7 MB | NPU
191
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 0.469 ms | 0 - 5 MB | NPU
192
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.133 ms | 0 - 13 MB | NPU
193
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.133 ms | 0 - 10 MB | NPU
194
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® X Elite | 0.253 ms | 0 - 0 MB | NPU
195
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Gen 3 Mobile | 0.151 ms | 0 - 7 MB | NPU
196
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS8275 (Proxy) | 0.438 ms | 0 - 9 MB | NPU
197
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS8550 (Proxy) | 0.183 ms | 0 - 1 MB | NPU
198
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® SA8775P | 0.883 ms | 0 - 8 MB | NPU
199
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® QCS9075 | 0.233 ms | 2 - 4 MB | NPU
200
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | w16a16 | Qualcomm® SA7255P | 0.438 ms | 0 - 9 MB | NPU
201
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.135 ms | 0 - 9 MB | NPU
202
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.135 ms | 0 - 10 MB | NPU
203
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | w16a16 | Snapdragon® X2 Elite | 0.176 ms | 0 - 0 MB | NPU
204
 
205
  ## License
206
  * The license for the original implementation of Zipformer can be found