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MeloTTS-ZH

Text-to-Audio
PyTorch
real_time
android
Model card Files
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v0.48.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.48.0 for changelog.

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  1. LICENSE +1 -0
  2. README.md +170 -0
LICENSE ADDED
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+ The license of the original trained model can be found at https://github.com/myshell-ai/MeloTTS/blob/main/LICENSE.
README.md ADDED
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+ ---
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+ library_name: pytorch
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+ license: other
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+ tags:
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+ - real_time
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+ - android
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+ pipeline_tag: text-to-audio
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+
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+ ---
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+
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+ ![](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/melotts_zh/web-assets/model_demo.png)
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+
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+ # MeloTTS-ZH: Optimized for Qualcomm Devices
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+
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+ MeloTTS is a high-quality multi-lingual text-to-speech library for English, Chinese and Spanish language.
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+
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+ This is based on the implementation of MeloTTS-ZH found [here](https://github.com/myshell-ai/MeloTTS).
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+ This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/melotts_zh) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
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+
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+ Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
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+
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+ ## Getting Started
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+ There are two ways to deploy this model on your device:
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+
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+ ### Option 1: Download Pre-Exported Models
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+
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+ Below are pre-exported model assets ready for deployment.
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+
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+ | Runtime | Precision | Chipset | SDK Versions | Download |
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+ |---|---|---|---|---|
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+ | PRECOMPILED_QNN_ONNX | mixed_with_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/melotts_zh/releases/v0.48.0/melotts_zh-precompiled_qnn_onnx-mixed_with_float-qualcomm_snapdragon_x2_elite.zip)
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+ | PRECOMPILED_QNN_ONNX | mixed_with_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/melotts_zh/releases/v0.48.0/melotts_zh-precompiled_qnn_onnx-mixed_with_float-qualcomm_snapdragon_x_elite.zip)
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+ | PRECOMPILED_QNN_ONNX | mixed_with_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/melotts_zh/releases/v0.48.0/melotts_zh-precompiled_qnn_onnx-mixed_with_float-qualcomm_snapdragon_8gen3.zip)
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+ | PRECOMPILED_QNN_ONNX | mixed_with_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/melotts_zh/releases/v0.48.0/melotts_zh-precompiled_qnn_onnx-mixed_with_float-qualcomm_qcs8550_proxy.zip)
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+ | PRECOMPILED_QNN_ONNX | mixed_with_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/melotts_zh/releases/v0.48.0/melotts_zh-precompiled_qnn_onnx-mixed_with_float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
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+ | PRECOMPILED_QNN_ONNX | mixed_with_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/melotts_zh/releases/v0.48.0/melotts_zh-precompiled_qnn_onnx-mixed_with_float-qualcomm_snapdragon_8_elite_gen5.zip)
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+ | PRECOMPILED_QNN_ONNX | mixed_with_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/melotts_zh/releases/v0.48.0/melotts_zh-precompiled_qnn_onnx-mixed_with_float-qualcomm_qcs9075.zip)
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+ | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® X2 Elite | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/melotts_zh/releases/v0.48.0/melotts_zh-qnn_context_binary-mixed_with_float-qualcomm_snapdragon_x2_elite.zip)
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+ | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® X Elite | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/melotts_zh/releases/v0.48.0/melotts_zh-qnn_context_binary-mixed_with_float-qualcomm_snapdragon_x_elite.zip)
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+ | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/melotts_zh/releases/v0.48.0/melotts_zh-qnn_context_binary-mixed_with_float-qualcomm_snapdragon_8gen3.zip)
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+ | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® QCS8550 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/melotts_zh/releases/v0.48.0/melotts_zh-qnn_context_binary-mixed_with_float-qualcomm_qcs8550_proxy.zip)
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+ | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® SA8775P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/melotts_zh/releases/v0.48.0/melotts_zh-qnn_context_binary-mixed_with_float-qualcomm_sa8775p.zip)
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+ | QNN_CONTEXT_BINARY | mixed_with_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/melotts_zh/releases/v0.48.0/melotts_zh-qnn_context_binary-mixed_with_float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
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+ | QNN_CONTEXT_BINARY | mixed_with_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/melotts_zh/releases/v0.48.0/melotts_zh-qnn_context_binary-mixed_with_float-qualcomm_snapdragon_8_elite_gen5.zip)
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+ | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® SA7255P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/melotts_zh/releases/v0.48.0/melotts_zh-qnn_context_binary-mixed_with_float-qualcomm_sa7255p.zip)
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+ | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® SA8295P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/melotts_zh/releases/v0.48.0/melotts_zh-qnn_context_binary-mixed_with_float-qualcomm_sa8295p.zip)
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+ | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® QCS9075 | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/melotts_zh/releases/v0.48.0/melotts_zh-qnn_context_binary-mixed_with_float-qualcomm_qcs9075.zip)
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+ | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® QCS8450 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/melotts_zh/releases/v0.48.0/melotts_zh-qnn_context_binary-mixed_with_float-qualcomm_qcs8450_proxy.zip)
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+
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+ For more device-specific assets and performance metrics, visit **[MeloTTS-ZH on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/melotts_zh)**.
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+
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+
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+ ### Option 2: Export with Custom Configurations
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+
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+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/melotts_zh) Python library to compile and export the model with your own:
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+ - Custom weights (e.g., fine-tuned checkpoints)
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+ - Custom input shapes
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+ - Target device and runtime configurations
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+
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+ This option is ideal if you need to customize the model beyond the default configuration provided here.
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+
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+ See our repository for [MeloTTS-ZH on GitHub](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/melotts_zh) for usage instructions.
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+
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+ ## Model Details
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+
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+ **Model Type:** Model_use_case.audio_generation
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+
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+ **Model Stats:**
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+ - Model checkpoint: myshell-ai/MeloTTS-Chinese
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+ - Max decoded sequence length: 512 tokens
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+ - Number of parameters (Encoder_ZH): 8.34M
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+ - Model size (Encoder_ZH) (float): 31.9 MB
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+ - Number of parameters (Flow_ZH): 20.1M
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+ - Model size (Flow_ZH) (float): 76.9 MB
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+ - Number of parameters (Decoder_ZH): 14.5M
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+ - Model size (Decoder_ZH) (float): 55.5 MB
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+ - Number of parameters (BertWrapper_ZH): 152M
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+ - Model size (BertWrapper_ZH) (float): 581 MB
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+
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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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+ | BertWrapper_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Snapdragon® X2 Elite | 3.067 ms | 293 - 293 MB | NPU
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+ | BertWrapper_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Snapdragon® X Elite | 7.339 ms | 293 - 293 MB | NPU
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+ | BertWrapper_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 4.735 ms | 0 - 12 MB | NPU
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+ | BertWrapper_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Qualcomm® QCS8550 (Proxy) | 6.767 ms | 0 - 322 MB | NPU
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+ | BertWrapper_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Qualcomm® QCS9075 | 8.892 ms | 1 - 4 MB | NPU
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+ | BertWrapper_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 3.465 ms | 0 - 11 MB | NPU
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+ | BertWrapper_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Snapdragon® 8 Elite Gen 5 Mobile | 2.714 ms | 0 - 10 MB | NPU
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+ | BertWrapper_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® X2 Elite | 3.344 ms | 0 - 0 MB | NPU
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+ | BertWrapper_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® X Elite | 7.312 ms | 0 - 0 MB | NPU
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+ | BertWrapper_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 4.735 ms | 0 - 7 MB | NPU
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+ | BertWrapper_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® QCS8275 (Proxy) | 30.055 ms | 0 - 8 MB | NPU
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+ | BertWrapper_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® QCS8550 (Proxy) | 6.751 ms | 0 - 1 MB | NPU
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+ | BertWrapper_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® SA8775P | 41.677 ms | 0 - 7 MB | NPU
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+ | BertWrapper_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® QCS9075 | 8.854 ms | 2 - 4 MB | NPU
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+ | BertWrapper_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® QCS8450 (Proxy) | 10.246 ms | 0 - 9 MB | NPU
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+ | BertWrapper_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® SA7255P | 30.055 ms | 0 - 8 MB | NPU
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+ | BertWrapper_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® SA8295P | 11.322 ms | 0 - 5 MB | NPU
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+ | BertWrapper_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 3.467 ms | 0 - 13 MB | NPU
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+ | BertWrapper_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® 8 Elite Gen 5 Mobile | 2.727 ms | 0 - 9 MB | NPU
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+ | Decoder_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Snapdragon® X2 Elite | 38.457 ms | 20 - 20 MB | NPU
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+ | Decoder_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Snapdragon® X Elite | 76.567 ms | 18 - 18 MB | NPU
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+ | Decoder_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 57.018 ms | 0 - 8 MB | NPU
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+ | Decoder_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Qualcomm® QCS8550 (Proxy) | 77.921 ms | 0 - 22 MB | NPU
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+ | Decoder_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Qualcomm® QCS9075 | 76.506 ms | 0 - 3 MB | NPU
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+ | Decoder_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 47.321 ms | 1 - 12 MB | NPU
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+ | Decoder_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Snapdragon® 8 Elite Gen 5 Mobile | 40.983 ms | 0 - 10 MB | NPU
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+ | Decoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® X2 Elite | 39.09 ms | 0 - 0 MB | NPU
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+ | Decoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® X Elite | 77.001 ms | 0 - 0 MB | NPU
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+ | Decoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 57.808 ms | 0 - 8 MB | NPU
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+ | Decoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® QCS8275 (Proxy) | 127.303 ms | 0 - 9 MB | NPU
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+ | Decoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® QCS8550 (Proxy) | 79.08 ms | 0 - 2 MB | NPU
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+ | Decoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® SA8775P | 330.556 ms | 0 - 9 MB | NPU
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+ | Decoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® QCS9075 | 76.95 ms | 0 - 2 MB | NPU
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+ | Decoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® QCS8450 (Proxy) | 106.196 ms | 3 - 11 MB | NPU
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+ | Decoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® SA7255P | 127.303 ms | 0 - 9 MB | NPU
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+ | Decoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® SA8295P | 92.924 ms | 0 - 6 MB | NPU
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+ | Decoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 46.363 ms | 0 - 9 MB | NPU
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+ | Decoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® 8 Elite Gen 5 Mobile | 41.104 ms | 0 - 10 MB | NPU
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+ | Encoder_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Snapdragon® X2 Elite | 19.597 ms | 14 - 14 MB | NPU
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+ | Encoder_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Snapdragon® X Elite | 32.705 ms | 13 - 13 MB | NPU
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+ | Encoder_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 25.034 ms | 4 - 11 MB | NPU
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+ | Encoder_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Qualcomm® QCS8550 (Proxy) | 33.374 ms | 0 - 17 MB | NPU
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+ | Encoder_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Qualcomm® QCS9075 | 39.259 ms | 4 - 6 MB | NPU
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+ | Encoder_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 20.93 ms | 3 - 14 MB | NPU
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+ | Encoder_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Snapdragon® 8 Elite Gen 5 Mobile | 17.456 ms | 4 - 14 MB | NPU
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+ | Encoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® X2 Elite | 19.826 ms | 4 - 4 MB | NPU
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+ | Encoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® X Elite | 32.492 ms | 4 - 4 MB | NPU
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+ | Encoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 24.81 ms | 4 - 11 MB | NPU
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+ | Encoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® QCS8275 (Proxy) | 77.757 ms | 2 - 10 MB | NPU
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+ | Encoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® QCS8550 (Proxy) | 34.537 ms | 4 - 5 MB | NPU
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+ | Encoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® SA8775P | 39.315 ms | 2 - 10 MB | NPU
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+ | Encoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® QCS9075 | 39.262 ms | 4 - 9 MB | NPU
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+ | Encoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® QCS8450 (Proxy) | 48.783 ms | 4 - 13 MB | NPU
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+ | Encoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® SA7255P | 77.757 ms | 2 - 10 MB | NPU
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+ | Encoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® SA8295P | 43.802 ms | 0 - 5 MB | NPU
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+ | Encoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 19.943 ms | 2 - 15 MB | NPU
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+ | Encoder_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® 8 Elite Gen 5 Mobile | 17.774 ms | 4 - 14 MB | NPU
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+ | Flow_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Snapdragon® X2 Elite | 84.263 ms | 31 - 31 MB | NPU
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+ | Flow_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Snapdragon® X Elite | 147.785 ms | 30 - 30 MB | NPU
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+ | Flow_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 118.732 ms | 6 - 13 MB | NPU
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+ | Flow_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Qualcomm® QCS8550 (Proxy) | 159.637 ms | 0 - 37 MB | NPU
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+ | Flow_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Qualcomm® QCS9075 | 149.9 ms | 4 - 10 MB | NPU
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+ | Flow_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 102.346 ms | 4 - 10 MB | NPU
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+ | Flow_ZH | PRECOMPILED_QNN_ONNX | mixed_with_float | Snapdragon® 8 Elite Gen 5 Mobile | 91.546 ms | 6 - 16 MB | NPU
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+ | Flow_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® X2 Elite | 85.627 ms | 4 - 4 MB | NPU
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+ | Flow_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® X Elite | 147.313 ms | 4 - 4 MB | NPU
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+ | Flow_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® 8 Gen 3 Mobile | 120.757 ms | 4 - 11 MB | NPU
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+ | Flow_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® QCS8275 (Proxy) | 278.891 ms | 1 - 10 MB | NPU
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+ | Flow_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® QCS8550 (Proxy) | 156.444 ms | 4 - 6 MB | NPU
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+ | Flow_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® SA8775P | 150.668 ms | 1 - 10 MB | NPU
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+ | Flow_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® QCS9075 | 149.706 ms | 6 - 12 MB | NPU
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+ | Flow_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® QCS8450 (Proxy) | 173.669 ms | 4 - 13 MB | NPU
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+ | Flow_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® SA7255P | 278.891 ms | 1 - 10 MB | NPU
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+ | Flow_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Qualcomm® SA8295P | 188.856 ms | 1 - 6 MB | NPU
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+ | Flow_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® 8 Elite For Galaxy Mobile | 102.441 ms | 1 - 14 MB | NPU
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+ | Flow_ZH | QNN_CONTEXT_BINARY | mixed_with_float | Snapdragon® 8 Elite Gen 5 Mobile | 91.038 ms | 4 - 13 MB | NPU
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+
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+ ## License
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+ * The license for the original implementation of MeloTTS-ZH can be found
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+ [here](https://github.com/myshell-ai/MeloTTS/blob/main/LICENSE).
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+
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+ ## References
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+ * [MeloTTS High-quality Multi-lingual Multi-accent Text-to-Speech](https://github.com/myshell-ai/MeloTTS)
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+ * [Source Model Implementation](https://github.com/myshell-ai/MeloTTS)
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+
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+ ## Community
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+ * Join [our AI Hub Slack community](https://aihub.qualcomm.com/community/slack) to collaborate, post questions and learn more about on-device AI.
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+ * For questions or feedback please [reach out to us](mailto:ai-hub-support@qti.qualcomm.com).