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qualcomm
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PiperTTS-EN

Text-to-Audio
PyTorch
real_time
android
Model card Files
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v0.55.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.55.0 for changelog.

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  1. LICENSE +1 -0
  2. README.md +190 -0
  3. release_assets.json +97 -0
LICENSE ADDED
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+ The license of the original trained model can be found at https://github.com/rhasspy/piper/blob/master/LICENSE.md.
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/pipertts_en/web-assets/model_demo.png)
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+
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+ # PiperTTS-EN: Optimized for Qualcomm Devices
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+
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+ PiperTTS is a high-quality multi-lingual text-to-speech library.
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+
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+ This is based on the implementation of PiperTTS-EN found [here](https://github.com/rhasspy/piper).
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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/src/qai_hub_models/models/pipertts_en) 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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+ ## Deploying PiperTTS-EN on-device
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+
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+ This model is compatible with the Qualcomm Voice AI SDK. Download the SDK from the [Qualcomm Package Manager](https://qpm.qualcomm.com/#/main/tools/details/VoiceAI_ASR) to deploy this model on-device.
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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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+ | VOICE_AI | float | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pipertts_en/releases/v0.55.0/pipertts_en-voice_ai-float-qualcomm_snapdragon_8_elite_gen5.zip)
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+ | VOICE_AI | float | Snapdragon® X2 Elite | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pipertts_en/releases/v0.55.0/pipertts_en-voice_ai-float-qualcomm_snapdragon_x2_elite.zip)
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+ | VOICE_AI | float | Snapdragon® X Elite | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pipertts_en/releases/v0.55.0/pipertts_en-voice_ai-float-qualcomm_snapdragon_x_elite.zip)
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+ | VOICE_AI | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pipertts_en/releases/v0.55.0/pipertts_en-voice_ai-float-qualcomm_snapdragon_8gen3.zip)
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+ | VOICE_AI | float | Qualcomm® QCS8550 (Proxy) | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pipertts_en/releases/v0.55.0/pipertts_en-voice_ai-float-qualcomm_qcs8550_proxy.zip)
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+ | VOICE_AI | float | Qualcomm® SA8775P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pipertts_en/releases/v0.55.0/pipertts_en-voice_ai-float-qualcomm_sa8775p.zip)
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+ | VOICE_AI | float | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pipertts_en/releases/v0.55.0/pipertts_en-voice_ai-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
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+ | VOICE_AI | float | Qualcomm® SA7255P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pipertts_en/releases/v0.55.0/pipertts_en-voice_ai-float-qualcomm_sa7255p.zip)
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+ | VOICE_AI | float | Qualcomm® SA8295P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pipertts_en/releases/v0.55.0/pipertts_en-voice_ai-float-qualcomm_sa8295p.zip)
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+ | VOICE_AI | float | Qualcomm® QCS9075 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pipertts_en/releases/v0.55.0/pipertts_en-voice_ai-float-qualcomm_qcs9075.zip)
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+ | VOICE_AI | float | Qualcomm® QCS8450 (Proxy) | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pipertts_en/releases/v0.55.0/pipertts_en-voice_ai-float-qualcomm_qcs8450_proxy.zip)
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+
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+ For more device-specific assets and performance metrics, visit **[PiperTTS-EN on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/pipertts_en)**.
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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/src/qai_hub_models/models/pipertts_en) 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 [PiperTTS-EN on GitHub](https://github.com/qualcomm/ai-hub-models/blob/main/src/qai_hub_models/models/pipertts_en) 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: rhasspy/piper-checkpoints
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+ - Max decoded sequence length: 64 tokens
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+ - Number of parameters (encoder): 7.51M
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+ - Model size (encoder) (float): 28.7 MB
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+ - Number of parameters (sdp): 1.04K
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+ - Model size (sdp) (float): 6.61 KB
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+ - Number of parameters (flow): 7.39M
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+ - Model size (flow) (float): 28.2 MB
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+ - Number of parameters (decoder): 1.66M
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+ - Model size (decoder) (float): 6.37 MB
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+ - Number of parameters (t5_encoder): 15.1M
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+ - Model size (t5_encoder) (float): 57.5 MB
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+ - Number of parameters (t5_decoder): 5.72M
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+ - Model size (t5_decoder) (float): 21.8 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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+ | charsiu_decoder | VOICE_AI | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.256 ms | 0 - 10 MB | NPU
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+ | charsiu_decoder | VOICE_AI | float | Snapdragon® X2 Elite | 0.353 ms | 1 - 1 MB | NPU
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+ | charsiu_decoder | VOICE_AI | float | Snapdragon® X Elite | 0.417 ms | 1 - 1 MB | NPU
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+ | charsiu_decoder | VOICE_AI | float | Snapdragon® 8 Gen 3 Mobile | 0.331 ms | 0 - 7 MB | NPU
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+ | charsiu_decoder | VOICE_AI | float | Qualcomm® QCS8275 | 1.035 ms | 0 - 8 MB | NPU
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+ | charsiu_decoder | VOICE_AI | float | Qualcomm® QCS8550 (Proxy) | 0.406 ms | 1 - 2 MB | NPU
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+ | charsiu_decoder | VOICE_AI | float | Qualcomm® SA8775P | 0.657 ms | 0 - 9 MB | NPU
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+ | charsiu_decoder | VOICE_AI | float | Qualcomm® SA8650P | 0.657 ms | 0 - 9 MB | NPU
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+ | charsiu_decoder | VOICE_AI | float | Qualcomm® SA8255P | 0.657 ms | 0 - 9 MB | NPU
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+ | charsiu_decoder | VOICE_AI | float | Qualcomm® SA8295P | 0.798 ms | 0 - 6 MB | NPU
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+ | charsiu_decoder | VOICE_AI | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.281 ms | 0 - 13 MB | NPU
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+ | charsiu_decoder | VOICE_AI | float | Qualcomm® QCS9075 | 0.514 ms | 3 - 5 MB | NPU
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+ | charsiu_decoder | VOICE_AI | float | Qualcomm® QCS8450 (Proxy) | 0.578 ms | 1 - 9 MB | NPU
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+ | charsiu_decoder | VOICE_AI | float | Qualcomm® SA7255P | 1.035 ms | 0 - 8 MB | NPU
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+ | charsiu_decoder | VOICE_AI | float | Qualcomm® QCS8750 | 0.281 ms | 0 - 13 MB | NPU
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+ | charsiu_decoder | VOICE_AI | float | Qualcomm® QCS7181 | 0.417 ms | 1 - 1 MB | NPU
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+ | charsiu_encoder | VOICE_AI | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.487 ms | 0 - 10 MB | NPU
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+ | charsiu_encoder | VOICE_AI | float | Snapdragon® X2 Elite | 0.637 ms | 0 - 0 MB | NPU
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+ | charsiu_encoder | VOICE_AI | float | Snapdragon® X Elite | 1.05 ms | 0 - 0 MB | NPU
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+ | charsiu_encoder | VOICE_AI | float | Snapdragon® 8 Gen 3 Mobile | 0.637 ms | 0 - 7 MB | NPU
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+ | charsiu_encoder | VOICE_AI | float | Qualcomm® QCS8275 | 2.891 ms | 0 - 8 MB | NPU
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+ | charsiu_encoder | VOICE_AI | float | Qualcomm® QCS8550 (Proxy) | 0.89 ms | 0 - 1 MB | NPU
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+ | charsiu_encoder | VOICE_AI | float | Qualcomm® SA8775P | 1.258 ms | 0 - 10 MB | NPU
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+ | charsiu_encoder | VOICE_AI | float | Qualcomm® SA8650P | 1.258 ms | 0 - 10 MB | NPU
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+ | charsiu_encoder | VOICE_AI | float | Qualcomm® SA8255P | 1.258 ms | 0 - 10 MB | NPU
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+ | charsiu_encoder | VOICE_AI | float | Qualcomm® SA8295P | 1.738 ms | 0 - 6 MB | NPU
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+ | charsiu_encoder | VOICE_AI | float | Snapdragon® 8 Elite For Galaxy Mobile | 0.521 ms | 0 - 13 MB | NPU
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+ | charsiu_encoder | VOICE_AI | float | Qualcomm® QCS9075 | 1.12 ms | 0 - 2 MB | NPU
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+ | charsiu_encoder | VOICE_AI | float | Qualcomm® QCS8450 (Proxy) | 1.357 ms | 0 - 9 MB | NPU
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+ | charsiu_encoder | VOICE_AI | float | Qualcomm® SA7255P | 2.891 ms | 0 - 8 MB | NPU
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+ | charsiu_encoder | VOICE_AI | float | Qualcomm® QCS8750 | 0.521 ms | 0 - 13 MB | NPU
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+ | charsiu_encoder | VOICE_AI | float | Qualcomm® QCS7181 | 1.05 ms | 0 - 0 MB | NPU
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+ | decoder | VOICE_AI | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.809 ms | 0 - 9 MB | NPU
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+ | decoder | VOICE_AI | float | Snapdragon® X2 Elite | 1.822 ms | 0 - 0 MB | NPU
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+ | decoder | VOICE_AI | float | Snapdragon® X Elite | 3.089 ms | 0 - 0 MB | NPU
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+ | decoder | VOICE_AI | float | Snapdragon® 8 Gen 3 Mobile | 2.17 ms | 0 - 8 MB | NPU
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+ | decoder | VOICE_AI | float | Qualcomm® QCS8275 | 8.11 ms | 0 - 8 MB | NPU
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+ | decoder | VOICE_AI | float | Qualcomm® QCS8550 (Proxy) | 3.019 ms | 0 - 1 MB | NPU
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+ | decoder | VOICE_AI | float | Qualcomm® SA8775P | 3.483 ms | 0 - 10 MB | NPU
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+ | decoder | VOICE_AI | float | Qualcomm® SA8650P | 3.483 ms | 0 - 10 MB | NPU
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+ | decoder | VOICE_AI | float | Qualcomm® SA8255P | 3.483 ms | 0 - 10 MB | NPU
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+ | decoder | VOICE_AI | float | Qualcomm® SA8295P | 3.979 ms | 0 - 6 MB | NPU
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+ | decoder | VOICE_AI | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.898 ms | 0 - 13 MB | NPU
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+ | decoder | VOICE_AI | float | Qualcomm® QCS9075 | 3.332 ms | 0 - 2 MB | NPU
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+ | decoder | VOICE_AI | float | Qualcomm® QCS8450 (Proxy) | 4.392 ms | 0 - 9 MB | NPU
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+ | decoder | VOICE_AI | float | Qualcomm® SA7255P | 8.11 ms | 0 - 8 MB | NPU
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+ | decoder | VOICE_AI | float | Qualcomm® QCS8750 | 1.898 ms | 0 - 13 MB | NPU
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+ | decoder | VOICE_AI | float | Qualcomm® QCS7181 | 3.089 ms | 0 - 0 MB | NPU
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+ | encoder | VOICE_AI | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.072 ms | 0 - 10 MB | NPU
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+ | encoder | VOICE_AI | float | Snapdragon® X2 Elite | 18.089 ms | 0 - 0 MB | NPU
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+ | encoder | VOICE_AI | float | Snapdragon® X Elite | 30.038 ms | 0 - 0 MB | NPU
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+ | encoder | VOICE_AI | float | Snapdragon® 8 Gen 3 Mobile | 23.616 ms | 0 - 7 MB | NPU
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+ | encoder | VOICE_AI | float | Qualcomm® QCS8275 | 47.689 ms | 0 - 9 MB | NPU
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+ | encoder | VOICE_AI | float | Qualcomm® QCS8550 (Proxy) | 33.002 ms | 0 - 1 MB | NPU
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+ | encoder | VOICE_AI | float | Qualcomm® SA8775P | 32.983 ms | 0 - 10 MB | NPU
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+ | encoder | VOICE_AI | float | Qualcomm® SA8650P | 32.983 ms | 0 - 10 MB | NPU
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+ | encoder | VOICE_AI | float | Qualcomm® SA8255P | 32.983 ms | 0 - 10 MB | NPU
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+ | encoder | VOICE_AI | float | Qualcomm® SA8295P | 35.228 ms | 0 - 6 MB | NPU
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+ | encoder | VOICE_AI | float | Snapdragon® 8 Elite For Galaxy Mobile | 19.209 ms | 0 - 13 MB | NPU
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+ | encoder | VOICE_AI | float | Qualcomm® QCS9075 | 32.954 ms | 2 - 5 MB | NPU
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+ | encoder | VOICE_AI | float | Qualcomm® QCS8450 (Proxy) | 40.133 ms | 0 - 9 MB | NPU
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+ | encoder | VOICE_AI | float | Qualcomm® SA7255P | 47.689 ms | 0 - 9 MB | NPU
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+ | encoder | VOICE_AI | float | Qualcomm® QCS8750 | 19.209 ms | 0 - 13 MB | NPU
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+ | encoder | VOICE_AI | float | Qualcomm® QCS7181 | 30.038 ms | 0 - 0 MB | NPU
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+ | flow | VOICE_AI | float | Snapdragon® 8 Elite Gen 5 Mobile | 8.916 ms | 4 - 13 MB | NPU
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+ | flow | VOICE_AI | float | Snapdragon® X2 Elite | 9.654 ms | 4 - 4 MB | NPU
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+ | flow | VOICE_AI | float | Snapdragon® X Elite | 15.809 ms | 4 - 4 MB | NPU
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+ | flow | VOICE_AI | float | Snapdragon® 8 Gen 3 Mobile | 11.0 ms | 4 - 11 MB | NPU
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+ | flow | VOICE_AI | float | Qualcomm® QCS8275 | 39.687 ms | 2 - 11 MB | NPU
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+ | flow | VOICE_AI | float | Qualcomm® QCS8550 (Proxy) | 15.146 ms | 4 - 5 MB | NPU
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+ | flow | VOICE_AI | float | Qualcomm® SA8775P | 17.303 ms | 1 - 10 MB | NPU
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+ | flow | VOICE_AI | float | Qualcomm® SA8650P | 17.303 ms | 1 - 10 MB | NPU
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+ | flow | VOICE_AI | float | Qualcomm® SA8255P | 17.303 ms | 1 - 10 MB | NPU
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+ | flow | VOICE_AI | float | Qualcomm® SA8295P | 18.869 ms | 0 - 6 MB | NPU
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+ | flow | VOICE_AI | float | Snapdragon® 8 Elite For Galaxy Mobile | 8.896 ms | 1 - 14 MB | NPU
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+ | flow | VOICE_AI | float | Qualcomm® QCS9075 | 17.753 ms | 4 - 10 MB | NPU
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+ | flow | VOICE_AI | float | Qualcomm® QCS8450 (Proxy) | 18.174 ms | 4 - 13 MB | NPU
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+ | flow | VOICE_AI | float | Qualcomm® SA7255P | 39.687 ms | 2 - 11 MB | NPU
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+ | flow | VOICE_AI | float | Qualcomm® QCS8750 | 8.896 ms | 1 - 14 MB | NPU
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+ | flow | VOICE_AI | float | Qualcomm® QCS7181 | 15.809 ms | 4 - 4 MB | NPU
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+ | sdp | VOICE_AI | float | Snapdragon® 8 Elite Gen 5 Mobile | 6.587 ms | 0 - 10 MB | NPU
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+ | sdp | VOICE_AI | float | Snapdragon® X2 Elite | 7.139 ms | 0 - 0 MB | NPU
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+ | sdp | VOICE_AI | float | Snapdragon® X Elite | 11.224 ms | 0 - 0 MB | NPU
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+ | sdp | VOICE_AI | float | Snapdragon® 8 Gen 3 Mobile | 7.688 ms | 0 - 9 MB | NPU
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+ | sdp | VOICE_AI | float | Qualcomm® QCS8275 | 20.595 ms | 0 - 9 MB | NPU
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+ | sdp | VOICE_AI | float | Qualcomm® QCS8550 (Proxy) | 10.516 ms | 0 - 2 MB | NPU
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+ | sdp | VOICE_AI | float | Qualcomm® SA8775P | 11.126 ms | 0 - 10 MB | NPU
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+ | sdp | VOICE_AI | float | Qualcomm® SA8650P | 11.126 ms | 0 - 10 MB | NPU
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+ | sdp | VOICE_AI | float | Qualcomm® SA8255P | 11.126 ms | 0 - 10 MB | NPU
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+ | sdp | VOICE_AI | float | Qualcomm® SA8295P | 12.652 ms | 0 - 6 MB | NPU
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+ | sdp | VOICE_AI | float | Snapdragon® 8 Elite For Galaxy Mobile | 6.962 ms | 0 - 13 MB | NPU
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+ | sdp | VOICE_AI | float | Qualcomm® QCS9075 | 10.914 ms | 0 - 2 MB | NPU
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+ | sdp | VOICE_AI | float | Qualcomm® QCS8450 (Proxy) | 11.243 ms | 0 - 9 MB | NPU
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+ | sdp | VOICE_AI | float | Qualcomm® SA7255P | 20.595 ms | 0 - 9 MB | NPU
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+ | sdp | VOICE_AI | float | Qualcomm® QCS8750 | 6.962 ms | 0 - 13 MB | NPU
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+ | sdp | VOICE_AI | float | Qualcomm® QCS7181 | 11.224 ms | 0 - 0 MB | NPU
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+
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+ ## License
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+ * The license for the original implementation of PiperTTS-EN can be found
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+ [here](https://github.com/rhasspy/piper/blob/master/LICENSE.md).
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+
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+ ## References
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+ * [PiperTTS High-quality Multi-lingual Multi-accent Text-to-Speech](https://github.com/rhasspy/piper)
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+ * [Source Model Implementation](https://github.com/rhasspy/piper)
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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).
release_assets.json ADDED
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+ {
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+ "version": "0.55.0",
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+ "precisions": {
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+ "float": {
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+ "chipset_assets": {
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+ "qualcomm-snapdragon-8gen3": {
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+ "voice_ai": {
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+ "tool_versions": {
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+ "qairt": "2.45.0.260326154327"
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+ },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pipertts_en/releases/v0.55.0/pipertts_en-voice_ai-float-qualcomm_snapdragon_8gen3.zip"
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+ }
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+ },
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+ "qualcomm-snapdragon-8-elite-for-galaxy": {
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+ "voice_ai": {
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+ "tool_versions": {
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+ "qairt": "2.45.0.260326154327"
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+ },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pipertts_en/releases/v0.55.0/pipertts_en-voice_ai-float-qualcomm_snapdragon_8_elite_for_galaxy.zip"
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+ }
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+ },
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+ "qualcomm-snapdragon-8-elite-gen5": {
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+ "voice_ai": {
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+ "tool_versions": {
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+ "qairt": "2.45.0.260326154327"
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+ },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pipertts_en/releases/v0.55.0/pipertts_en-voice_ai-float-qualcomm_snapdragon_8_elite_gen5.zip"
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+ }
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+ },
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+ "qualcomm-snapdragon-x-elite": {
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+ "voice_ai": {
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+ "tool_versions": {
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+ "qairt": "2.45.0.260326154327"
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+ },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pipertts_en/releases/v0.55.0/pipertts_en-voice_ai-float-qualcomm_snapdragon_x_elite.zip"
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+ }
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+ },
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+ "qualcomm-snapdragon-x2-elite": {
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+ "voice_ai": {
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+ "tool_versions": {
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+ "qairt": "2.45.0.260326154327"
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+ },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pipertts_en/releases/v0.55.0/pipertts_en-voice_ai-float-qualcomm_snapdragon_x2_elite.zip"
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+ }
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+ },
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+ "qualcomm-sa7255p": {
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+ "voice_ai": {
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+ "tool_versions": {
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+ "qairt": "2.45.0.260326154327"
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+ },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pipertts_en/releases/v0.55.0/pipertts_en-voice_ai-float-qualcomm_sa7255p.zip"
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+ }
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+ },
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+ "qualcomm-sa8295p": {
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+ "voice_ai": {
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+ "tool_versions": {
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+ "qairt": "2.45.0.260326154327"
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