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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 +139 -135
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@@ -28,39 +28,40 @@ 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/zipformer/releases/v0.48.0/zipformer-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/zipformer/releases/v0.48.0/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/v0.48.0/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/v0.48.0/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/v0.48.0/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/v0.48.0/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/v0.48.0/zipformer-precompiled_qnn_onnx-float-qualcomm_qcs9075.zip)
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- | PRECOMPILED_QNN_ONNX | mixed | 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/v0.48.0/zipformer-precompiled_qnn_onnx-mixed-qualcomm_snapdragon_x2_elite.zip)
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- | PRECOMPILED_QNN_ONNX | mixed | 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/v0.48.0/zipformer-precompiled_qnn_onnx-mixed-qualcomm_snapdragon_x_elite.zip)
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- | PRECOMPILED_QNN_ONNX | mixed | 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/v0.48.0/zipformer-precompiled_qnn_onnx-mixed-qualcomm_snapdragon_8gen3.zip)
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- | PRECOMPILED_QNN_ONNX | mixed | 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/v0.48.0/zipformer-precompiled_qnn_onnx-mixed-qualcomm_qcs8550_proxy.zip)
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- | PRECOMPILED_QNN_ONNX | mixed | 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/v0.48.0/zipformer-precompiled_qnn_onnx-mixed-qualcomm_snapdragon_8_elite_for_galaxy.zip)
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- | PRECOMPILED_QNN_ONNX | mixed | 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/v0.48.0/zipformer-precompiled_qnn_onnx-mixed-qualcomm_snapdragon_8_elite_gen5.zip)
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- | PRECOMPILED_QNN_ONNX | mixed | 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/v0.48.0/zipformer-precompiled_qnn_onnx-mixed-qualcomm_qcs9075.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/zipformer/releases/v0.48.0/zipformer-qnn_context_binary-float-qualcomm_snapdragon_x_elite.zip)
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- | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.48.0/zipformer-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/zipformer/releases/v0.48.0/zipformer-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/zipformer/releases/v0.48.0/zipformer-qnn_context_binary-float-qualcomm_sa8775p.zip)
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- | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.48.0/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 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.48.0/zipformer-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/zipformer/releases/v0.48.0/zipformer-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/zipformer/releases/v0.48.0/zipformer-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/zipformer/releases/v0.48.0/zipformer-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/zipformer/releases/v0.48.0/zipformer-qnn_context_binary-float-qualcomm_qcs8450_proxy.zip)
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- | QNN_CONTEXT_BINARY | mixed | Snapdragon® X2 Elite | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.48.0/zipformer-qnn_context_binary-mixed-qualcomm_snapdragon_x2_elite.zip)
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- | QNN_CONTEXT_BINARY | mixed | Snapdragon® X Elite | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.48.0/zipformer-qnn_context_binary-mixed-qualcomm_snapdragon_x_elite.zip)
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- | QNN_CONTEXT_BINARY | mixed | 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/v0.48.0/zipformer-qnn_context_binary-mixed-qualcomm_snapdragon_8gen3.zip)
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- | QNN_CONTEXT_BINARY | mixed | Qualcomm® QCS8550 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.48.0/zipformer-qnn_context_binary-mixed-qualcomm_qcs8550_proxy.zip)
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- | QNN_CONTEXT_BINARY | mixed | Qualcomm® SA8775P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.48.0/zipformer-qnn_context_binary-mixed-qualcomm_sa8775p.zip)
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- | QNN_CONTEXT_BINARY | mixed | 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/v0.48.0/zipformer-qnn_context_binary-mixed-qualcomm_snapdragon_8_elite_for_galaxy.zip)
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- | QNN_CONTEXT_BINARY | mixed | 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/v0.48.0/zipformer-qnn_context_binary-mixed-qualcomm_snapdragon_8_elite_gen5.zip)
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- | QNN_CONTEXT_BINARY | mixed | Qualcomm® SA7255P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.48.0/zipformer-qnn_context_binary-mixed-qualcomm_sa7255p.zip)
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- | QNN_CONTEXT_BINARY | mixed | Qualcomm® QCS9075 | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.48.0/zipformer-qnn_context_binary-mixed-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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@@ -94,111 +95,114 @@ See our repository for [Zipformer 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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- | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 0.036 ms | 7 - 7 MB | NPU
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- | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 0.165 ms | 7 - 7 MB | NPU
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- | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.06 ms | 0 - 7 MB | NPU
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- | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.071 ms | 0 - 8 MB | NPU
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- | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | 0.149 ms | 0 - 3 MB | NPU
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- | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.051 ms | 0 - 8 MB | NPU
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  | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.051 ms | 0 - 10 MB | NPU
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- | ZipformerDecoder | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® X2 Elite | 0.053 ms | 7 - 7 MB | NPU
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- | ZipformerDecoder | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® X Elite | 0.155 ms | 7 - 7 MB | NPU
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- | ZipformerDecoder | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® 8 Gen 3 Mobile | 0.066 ms | 0 - 7 MB | NPU
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- | ZipformerDecoder | PRECOMPILED_QNN_ONNX | mixed | Qualcomm® QCS8550 (Proxy) | 0.076 ms | 0 - 8 MB | NPU
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- | ZipformerDecoder | PRECOMPILED_QNN_ONNX | mixed | Qualcomm® QCS9075 | 0.155 ms | 0 - 3 MB | NPU
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- | ZipformerDecoder | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® 8 Elite For Galaxy Mobile | 0.054 ms | 0 - 11 MB | NPU
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- | ZipformerDecoder | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® 8 Elite Gen 5 Mobile | 0.048 ms | 0 - 10 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 0.155 ms | 0 - 0 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 0.055 ms | 0 - 7 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | 0.319 ms | 0 - 8 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | 0.071 ms | 0 - 1 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 0.588 ms | 0 - 8 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | 0.125 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 | 0.319 ms | 0 - 8 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 0.33 ms | 0 - 5 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.043 ms | 0 - 9 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.047 ms | 0 - 10 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | mixed | Snapdragon® X2 Elite | 0.13 ms | 0 - 0 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | mixed | Snapdragon® X Elite | 0.173 ms | 0 - 0 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | mixed | Snapdragon® 8 Gen 3 Mobile | 0.053 ms | 0 - 7 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | mixed | Qualcomm® QCS8275 (Proxy) | 0.314 ms | 0 - 8 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | mixed | Qualcomm® QCS8550 (Proxy) | 0.075 ms | 0 - 1 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | mixed | Qualcomm® SA8775P | 0.222 ms | 0 - 9 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | mixed | Qualcomm® QCS9075 | 0.132 ms | 2 - 4 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | mixed | Qualcomm® SA7255P | 0.314 ms | 0 - 8 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | mixed | Snapdragon® 8 Elite For Galaxy Mobile | 0.047 ms | 0 - 13 MB | NPU
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- | ZipformerDecoder | QNN_CONTEXT_BINARY | mixed | Snapdragon® 8 Elite Gen 5 Mobile | 0.042 ms | 0 - 10 MB | NPU
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- | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 5.469 ms | 142 - 142 MB | NPU
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- | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 9.747 ms | 142 - 142 MB | NPU
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- | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 6.746 ms | 9 - 17 MB | NPU
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- | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | 9.096 ms | 0 - 159 MB | NPU
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- | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | 10.377 ms | 8 - 12 MB | NPU
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- | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 5.463 ms | 9 - 17 MB | NPU
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- | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.858 ms | 10 - 20 MB | NPU
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- | ZipformerEncoder | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® X2 Elite | 8.256 ms | 75 - 75 MB | NPU
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- | ZipformerEncoder | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® X Elite | 13.714 ms | 75 - 75 MB | NPU
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- | ZipformerEncoder | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® 8 Gen 3 Mobile | 10.805 ms | 9 - 17 MB | NPU
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- | ZipformerEncoder | PRECOMPILED_QNN_ONNX | mixed | Qualcomm® QCS8550 (Proxy) | 14.699 ms | 9 - 10 MB | NPU
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- | ZipformerEncoder | PRECOMPILED_QNN_ONNX | mixed | Qualcomm® QCS9075 | 16.848 ms | 8 - 12 MB | NPU
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- | ZipformerEncoder | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® 8 Elite For Galaxy Mobile | 7.568 ms | 9 - 21 MB | NPU
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- | ZipformerEncoder | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® 8 Elite Gen 5 Mobile | 7.196 ms | 10 - 20 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 9.632 ms | 3 - 3 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 6.616 ms | 2 - 10 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | 23.756 ms | 3 - 10 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | 8.982 ms | 3 - 4 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 10.941 ms | 3 - 11 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | 10.192 ms | 3 - 7 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | 11.941 ms | 2 - 11 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 23.756 ms | 3 - 10 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 13.226 ms | 3 - 8 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | 5.498 ms | 3 - 11 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.809 ms | 3 - 13 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | mixed | Snapdragon® X2 Elite | 8.739 ms | 3 - 3 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | mixed | Snapdragon® X Elite | 13.254 ms | 3 - 3 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | mixed | Snapdragon® 8 Gen 3 Mobile | 10.769 ms | 2 - 11 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | mixed | Qualcomm® QCS8275 (Proxy) | 25.125 ms | 3 - 11 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | mixed | Qualcomm® QCS8550 (Proxy) | 14.648 ms | 3 - 4 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | mixed | Qualcomm® SA8775P | 16.191 ms | 3 - 12 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | mixed | Qualcomm® QCS9075 | 16.109 ms | 3 - 7 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | mixed | Qualcomm® SA7255P | 25.125 ms | 3 - 11 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | mixed | Snapdragon® 8 Elite For Galaxy Mobile | 7.286 ms | 3 - 12 MB | NPU
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- | ZipformerEncoder | QNN_CONTEXT_BINARY | mixed | Snapdragon® 8 Elite Gen 5 Mobile | 7.011 ms | 3 - 14 MB | NPU
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- | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 0.117 ms | 6 - 6 MB | NPU
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- | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 0.252 ms | 6 - 6 MB | NPU
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- | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.15 ms | 0 - 7 MB | NPU
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- | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.194 ms | 0 - 8 MB | NPU
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- | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | 0.258 ms | 0 - 3 MB | NPU
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- | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.137 ms | 0 - 7 MB | NPU
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- | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.132 ms | 0 - 10 MB | NPU
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- | ZipformerJoiner | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® X2 Elite | 0.085 ms | 6 - 6 MB | NPU
 
 
 
 
 
 
 
 
 
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  | ZipformerJoiner | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® X Elite | 0.278 ms | 6 - 6 MB | NPU
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- | ZipformerJoiner | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® 8 Gen 3 Mobile | 0.152 ms | 0 - 7 MB | NPU
177
- | ZipformerJoiner | PRECOMPILED_QNN_ONNX | mixed | Qualcomm® QCS8550 (Proxy) | 0.199 ms | 0 - 8 MB | NPU
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  | ZipformerJoiner | PRECOMPILED_QNN_ONNX | mixed | Qualcomm® QCS9075 | 0.272 ms | 0 - 3 MB | NPU
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- | ZipformerJoiner | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® 8 Elite For Galaxy Mobile | 0.137 ms | 0 - 8 MB | NPU
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- | ZipformerJoiner | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® 8 Elite Gen 5 Mobile | 0.133 ms | 0 - 10 MB | NPU
181
- | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 0.251 ms | 0 - 0 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 0.152 ms | 0 - 7 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | 0.479 ms | 0 - 8 MB | NPU
184
- | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | 0.191 ms | 0 - 2 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 0.324 ms | 0 - 5 MB | NPU
186
- | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | 0.234 ms | 0 - 2 MB | NPU
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- | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | 0.232 ms | 0 - 9 MB | NPU
188
- | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 0.479 ms | 0 - 8 MB | NPU
189
- | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 0.452 ms | 0 - 5 MB | NPU
190
- | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.131 ms | 0 - 9 MB | NPU
191
- | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.133 ms | 0 - 9 MB | NPU
192
- | ZipformerJoiner | QNN_CONTEXT_BINARY | mixed | Snapdragon® X2 Elite | 0.203 ms | 0 - 0 MB | NPU
193
- | ZipformerJoiner | QNN_CONTEXT_BINARY | mixed | Snapdragon® X Elite | 0.269 ms | 0 - 0 MB | NPU
194
- | ZipformerJoiner | QNN_CONTEXT_BINARY | mixed | Snapdragon® 8 Gen 3 Mobile | 0.163 ms | 0 - 7 MB | NPU
195
- | ZipformerJoiner | QNN_CONTEXT_BINARY | mixed | Qualcomm® QCS8275 (Proxy) | 0.454 ms | 0 - 9 MB | NPU
196
- | ZipformerJoiner | QNN_CONTEXT_BINARY | mixed | Qualcomm® QCS8550 (Proxy) | 0.191 ms | 0 - 1 MB | NPU
197
- | ZipformerJoiner | QNN_CONTEXT_BINARY | mixed | Qualcomm® SA8775P | 0.333 ms | 0 - 5 MB | NPU
198
- | ZipformerJoiner | QNN_CONTEXT_BINARY | mixed | Qualcomm® QCS9075 | 0.255 ms | 0 - 2 MB | NPU
199
- | ZipformerJoiner | QNN_CONTEXT_BINARY | mixed | Qualcomm® SA7255P | 0.454 ms | 0 - 9 MB | NPU
200
- | ZipformerJoiner | QNN_CONTEXT_BINARY | mixed | Snapdragon® 8 Elite For Galaxy Mobile | 0.143 ms | 0 - 9 MB | NPU
201
- | ZipformerJoiner | QNN_CONTEXT_BINARY | mixed | Snapdragon® 8 Elite Gen 5 Mobile | 0.137 ms | 0 - 10 MB | NPU
202
 
203
  ## License
204
  * The license for the original implementation of Zipformer can be found
 
28
 
29
  | Runtime | Precision | Chipset | SDK Versions | Download |
30
  |---|---|---|---|---|
31
+ | 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/v0.49.1/zipformer-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_gen5.zip)
32
+ | 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/v0.49.1/zipformer-precompiled_qnn_onnx-float-qualcomm_snapdragon_x2_elite.zip)
33
+ | 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/v0.49.1/zipformer-precompiled_qnn_onnx-float-qualcomm_snapdragon_x_elite.zip)
34
+ | 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/v0.49.1/zipformer-precompiled_qnn_onnx-float-qualcomm_snapdragon_8gen3.zip)
35
+ | 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/v0.49.1/zipformer-precompiled_qnn_onnx-float-qualcomm_qcs8550_proxy.zip)
36
+ | 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/v0.49.1/zipformer-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
37
+ | 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/v0.49.1/zipformer-precompiled_qnn_onnx-float-qualcomm_qcs9075.zip)
38
+ | PRECOMPILED_QNN_ONNX | mixed | 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/v0.49.1/zipformer-precompiled_qnn_onnx-mixed-qualcomm_snapdragon_8_elite_gen5.zip)
39
+ | PRECOMPILED_QNN_ONNX | mixed | 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/v0.49.1/zipformer-precompiled_qnn_onnx-mixed-qualcomm_snapdragon_x2_elite.zip)
40
+ | PRECOMPILED_QNN_ONNX | mixed | 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/v0.49.1/zipformer-precompiled_qnn_onnx-mixed-qualcomm_snapdragon_x_elite.zip)
41
+ | PRECOMPILED_QNN_ONNX | mixed | 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/v0.49.1/zipformer-precompiled_qnn_onnx-mixed-qualcomm_snapdragon_8gen3.zip)
42
+ | PRECOMPILED_QNN_ONNX | mixed | 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/v0.49.1/zipformer-precompiled_qnn_onnx-mixed-qualcomm_qcs8550_proxy.zip)
43
+ | PRECOMPILED_QNN_ONNX | mixed | 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/v0.49.1/zipformer-precompiled_qnn_onnx-mixed-qualcomm_snapdragon_8_elite_for_galaxy.zip)
44
+ | PRECOMPILED_QNN_ONNX | mixed | 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/v0.49.1/zipformer-precompiled_qnn_onnx-mixed-qualcomm_qcs9075.zip)
45
+ | 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/v0.49.1/zipformer-qnn_context_binary-float-qualcomm_snapdragon_8_elite_gen5.zip)
46
+ | 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/zipformer/releases/v0.49.1/zipformer-qnn_context_binary-float-qualcomm_snapdragon_x2_elite.zip)
47
+ | 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/v0.49.1/zipformer-qnn_context_binary-float-qualcomm_snapdragon_x_elite.zip)
48
+ | 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/v0.49.1/zipformer-qnn_context_binary-float-qualcomm_snapdragon_8gen3.zip)
49
+ | 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/v0.49.1/zipformer-qnn_context_binary-float-qualcomm_qcs8550_proxy.zip)
50
+ | 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/v0.49.1/zipformer-qnn_context_binary-float-qualcomm_sa8775p.zip)
51
+ | 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/v0.49.1/zipformer-qnn_context_binary-float-qualcomm_snapdragon_8_elite_for_galaxy.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/v0.49.1/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/v0.49.1/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/v0.49.1/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/v0.49.1/zipformer-qnn_context_binary-float-qualcomm_qcs8450_proxy.zip)
56
+ | QNN_CONTEXT_BINARY | mixed | 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/v0.49.1/zipformer-qnn_context_binary-mixed-qualcomm_snapdragon_8_elite_gen5.zip)
57
+ | QNN_CONTEXT_BINARY | mixed | Snapdragon® X2 Elite | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.49.1/zipformer-qnn_context_binary-mixed-qualcomm_snapdragon_x2_elite.zip)
58
+ | QNN_CONTEXT_BINARY | mixed | Snapdragon® X Elite | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.49.1/zipformer-qnn_context_binary-mixed-qualcomm_snapdragon_x_elite.zip)
59
+ | QNN_CONTEXT_BINARY | mixed | 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/v0.49.1/zipformer-qnn_context_binary-mixed-qualcomm_snapdragon_8gen3.zip)
60
+ | QNN_CONTEXT_BINARY | mixed | Qualcomm® QCS8550 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.49.1/zipformer-qnn_context_binary-mixed-qualcomm_qcs8550_proxy.zip)
61
+ | QNN_CONTEXT_BINARY | mixed | Qualcomm® SA8775P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.49.1/zipformer-qnn_context_binary-mixed-qualcomm_sa8775p.zip)
62
+ | QNN_CONTEXT_BINARY | mixed | 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/v0.49.1/zipformer-qnn_context_binary-mixed-qualcomm_snapdragon_8_elite_for_galaxy.zip)
63
+ | QNN_CONTEXT_BINARY | mixed | Qualcomm® SA7255P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.49.1/zipformer-qnn_context_binary-mixed-qualcomm_sa7255p.zip)
64
+ | QNN_CONTEXT_BINARY | mixed | Qualcomm® QCS9075 | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/zipformer/releases/v0.49.1/zipformer-qnn_context_binary-mixed-qualcomm_qcs9075.zip)
65
 
66
  For more device-specific assets and performance metrics, visit **[Zipformer on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/zipformer)**.
67
 
 
95
  ## Performance Summary
96
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
97
  |---|---|---|---|---|---|---
 
 
 
 
 
 
98
  | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.051 ms | 0 - 10 MB | NPU
99
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 0.033 ms | 7 - 7 MB | NPU
100
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 0.152 ms | 7 - 7 MB | NPU
101
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.063 ms | 0 - 7 MB | NPU
102
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.074 ms | 0 - 9 MB | NPU
103
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | 0.188 ms | 0 - 3 MB | NPU
104
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.052 ms | 0 - 12 MB | NPU
105
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® 8 Elite Gen 5 Mobile | 0.046 ms | 0 - 10 MB | NPU
106
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® X2 Elite | 0.043 ms | 7 - 7 MB | NPU
107
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® X Elite | 0.163 ms | 7 - 7 MB | NPU
108
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® 8 Gen 3 Mobile | 0.065 ms | 0 - 6 MB | NPU
109
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | mixed | Qualcomm® QCS8550 (Proxy) | 0.079 ms | 0 - 8 MB | NPU
110
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | mixed | Qualcomm® QCS9075 | 0.158 ms | 0 - 3 MB | NPU
111
+ | ZipformerDecoder | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® 8 Elite For Galaxy Mobile | 0.054 ms | 0 - 7 MB | NPU
112
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.046 ms | 0 - 9 MB | NPU
113
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | 0.132 ms | 0 - 0 MB | NPU
114
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 0.164 ms | 0 - 0 MB | NPU
115
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 0.058 ms | 0 - 7 MB | NPU
116
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | 0.309 ms | 0 - 8 MB | NPU
117
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | 0.069 ms | 0 - 5 MB | NPU
118
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 0.217 ms | 0 - 5 MB | NPU
119
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | 0.125 ms | 0 - 2 MB | NPU
120
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | 0.096 ms | 0 - 8 MB | NPU
121
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 0.309 ms | 0 - 8 MB | NPU
122
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 0.317 ms | 0 - 5 MB | NPU
123
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.044 ms | 0 - 9 MB | NPU
124
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | mixed | Snapdragon® 8 Elite Gen 5 Mobile | 0.05 ms | 0 - 9 MB | NPU
125
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | mixed | Snapdragon® X2 Elite | 0.131 ms | 0 - 0 MB | NPU
126
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | mixed | Snapdragon® X Elite | 0.154 ms | 0 - 0 MB | NPU
127
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | mixed | Snapdragon® 8 Gen 3 Mobile | 0.065 ms | 0 - 6 MB | NPU
128
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | mixed | Qualcomm® QCS8275 (Proxy) | 0.335 ms | 0 - 8 MB | NPU
129
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | mixed | Qualcomm® QCS8550 (Proxy) | 0.071 ms | 0 - 1 MB | NPU
130
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | mixed | Qualcomm® SA8775P | 0.225 ms | 0 - 5 MB | NPU
131
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | mixed | Qualcomm® QCS9075 | 0.133 ms | 0 - 2 MB | NPU
132
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | mixed | Qualcomm® SA7255P | 0.335 ms | 0 - 8 MB | NPU
133
+ | ZipformerDecoder | QNN_CONTEXT_BINARY | mixed | Snapdragon® 8 Elite For Galaxy Mobile | 0.051 ms | 0 - 9 MB | NPU
134
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.898 ms | 10 - 19 MB | NPU
135
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 5.445 ms | 142 - 142 MB | NPU
136
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 9.694 ms | 142 - 142 MB | NPU
137
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 6.688 ms | 9 - 17 MB | NPU
138
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | 9.047 ms | 9 - 11 MB | NPU
139
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | 10.359 ms | 8 - 12 MB | NPU
140
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 5.682 ms | 9 - 20 MB | NPU
141
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® 8 Elite Gen 5 Mobile | 7.191 ms | 10 - 20 MB | NPU
142
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® X2 Elite | 8.406 ms | 75 - 75 MB | NPU
143
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® X Elite | 13.524 ms | 75 - 75 MB | NPU
144
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® 8 Gen 3 Mobile | 10.765 ms | 9 - 16 MB | NPU
145
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | mixed | Qualcomm® QCS8550 (Proxy) | 14.146 ms | 10 - 12 MB | NPU
146
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | mixed | Qualcomm® QCS9075 | 16.57 ms | 8 - 12 MB | NPU
147
+ | ZipformerEncoder | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® 8 Elite For Galaxy Mobile | 7.554 ms | 9 - 16 MB | NPU
148
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.758 ms | 3 - 13 MB | NPU
149
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | 6.232 ms | 3 - 3 MB | NPU
150
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 9.529 ms | 3 - 3 MB | NPU
151
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 6.617 ms | 2 - 10 MB | NPU
152
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | 23.781 ms | 3 - 10 MB | NPU
153
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | 8.925 ms | 3 - 4 MB | NPU
154
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 10.93 ms | 3 - 11 MB | NPU
155
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | 10.221 ms | 3 - 7 MB | NPU
156
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | 12.576 ms | 2 - 12 MB | NPU
157
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 23.781 ms | 3 - 10 MB | NPU
158
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 13.295 ms | 1 - 6 MB | NPU
159
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | 5.388 ms | 3 - 16 MB | NPU
160
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | mixed | Snapdragon® 8 Elite Gen 5 Mobile | 7.09 ms | 3 - 13 MB | NPU
161
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | mixed | Snapdragon® X2 Elite | 8.811 ms | 3 - 3 MB | NPU
162
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | mixed | Snapdragon® X Elite | 13.197 ms | 3 - 3 MB | NPU
163
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | mixed | Snapdragon® 8 Gen 3 Mobile | 10.533 ms | 2 - 12 MB | NPU
164
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | mixed | Qualcomm® QCS8275 (Proxy) | 24.95 ms | 3 - 11 MB | NPU
165
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | mixed | Qualcomm® QCS8550 (Proxy) | 14.526 ms | 3 - 5 MB | NPU
166
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | mixed | Qualcomm® SA8775P | 16.083 ms | 3 - 12 MB | NPU
167
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | mixed | Qualcomm® QCS9075 | 15.897 ms | 3 - 8 MB | NPU
168
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | mixed | Qualcomm® SA7255P | 24.95 ms | 3 - 11 MB | NPU
169
+ | ZipformerEncoder | QNN_CONTEXT_BINARY | mixed | Snapdragon® 8 Elite For Galaxy Mobile | 7.542 ms | 3 - 15 MB | NPU
170
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.134 ms | 0 - 10 MB | NPU
171
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 0.082 ms | 6 - 6 MB | NPU
172
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 0.263 ms | 6 - 6 MB | NPU
173
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.154 ms | 0 - 7 MB | NPU
174
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8550 (Proxy) | 0.191 ms | 0 - 8 MB | NPU
175
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS9075 | 0.27 ms | 0 - 3 MB | NPU
176
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.134 ms | 0 - 12 MB | NPU
177
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® 8 Elite Gen 5 Mobile | 0.137 ms | 0 - 10 MB | NPU
178
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® X2 Elite | 0.088 ms | 6 - 6 MB | NPU
179
  | ZipformerJoiner | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® X Elite | 0.278 ms | 6 - 6 MB | NPU
180
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® 8 Gen 3 Mobile | 0.159 ms | 0 - 7 MB | NPU
181
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | mixed | Qualcomm® QCS8550 (Proxy) | 0.204 ms | 0 - 8 MB | NPU
182
  | ZipformerJoiner | PRECOMPILED_QNN_ONNX | mixed | Qualcomm® QCS9075 | 0.272 ms | 0 - 3 MB | NPU
183
+ | ZipformerJoiner | PRECOMPILED_QNN_ONNX | mixed | Snapdragon® 8 Elite For Galaxy Mobile | 0.14 ms | 0 - 7 MB | NPU
184
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.13 ms | 0 - 10 MB | NPU
185
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | 0.176 ms | 0 - 0 MB | NPU
186
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 0.254 ms | 0 - 0 MB | NPU
187
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 0.143 ms | 0 - 7 MB | NPU
188
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8275 (Proxy) | 0.48 ms | 0 - 8 MB | NPU
189
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8550 (Proxy) | 0.187 ms | 0 - 1 MB | NPU
190
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 0.917 ms | 0 - 8 MB | NPU
191
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® QCS9075 | 0.235 ms | 0 - 2 MB | NPU
192
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 (Proxy) | 0.235 ms | 0 - 9 MB | NPU
193
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 0.48 ms | 0 - 8 MB | NPU
194
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 0.466 ms | 0 - 5 MB | NPU
195
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.147 ms | 0 - 13 MB | NPU
196
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | mixed | Snapdragon® 8 Elite Gen 5 Mobile | 0.132 ms | 0 - 10 MB | NPU
197
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | mixed | Snapdragon® X2 Elite | 0.179 ms | 0 - 0 MB | NPU
198
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | mixed | Snapdragon® X Elite | 0.261 ms | 0 - 0 MB | NPU
199
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | mixed | Snapdragon® 8 Gen 3 Mobile | 0.157 ms | 0 - 7 MB | NPU
200
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | mixed | Qualcomm® QCS8275 (Proxy) | 0.461 ms | 0 - 9 MB | NPU
201
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | mixed | Qualcomm® QCS8550 (Proxy) | 0.199 ms | 0 - 2 MB | NPU
202
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | mixed | Qualcomm® SA8775P | 0.343 ms | 0 - 5 MB | NPU
203
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | mixed | Qualcomm® QCS9075 | 0.249 ms | 0 - 2 MB | NPU
204
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | mixed | Qualcomm® SA7255P | 0.461 ms | 0 - 9 MB | NPU
205
+ | ZipformerJoiner | QNN_CONTEXT_BINARY | mixed | Snapdragon® 8 Elite For Galaxy Mobile | 0.148 ms | 0 - 13 MB | NPU
206
 
207
  ## License
208
  * The license for the original implementation of Zipformer can be found