YamNet / README.md

v0.59.0

0bc0fb0 verified 10 days ago

15.2 kB

	---
	library_name: pytorch
	license: other
	tags:
	- real_time
	- android
	pipeline_tag: audio-classification

	---

	![](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/yamnet/web-assets/model_demo.png)

	# YamNet: Optimized for Qualcomm Devices

	An audio event classifier trained on the AudioSet dataset to predict audio events from the AudioSet ontology employing the Mobilenet_v1 depthwise-separable convolution architecture.

	This is based on the implementation of YamNet found [here](https://github.com/w-hc/torch_audioset).
	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/v0.59.0/src/qai_hub_models/models/yamnet) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).

	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.

	## Getting Started
	There are two ways to deploy this model on your device:

	### Option 1: Download Pre-Exported Models

	Below are pre-exported model assets ready for deployment.

	\| Runtime \| Precision \| Chipset \| SDK Versions \| Download \|
	\|---\|---\|---\|---\|---\|
	\| ONNX \| float \| Universal \| QAIRT 2.45, ONNX Runtime 1.27.1 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/yamnet/releases/v0.59.0/yamnet-onnx-float.zip)
	\| ONNX \| w8a16 \| Universal \| QAIRT 2.45, ONNX Runtime 1.27.1 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/yamnet/releases/v0.59.0/yamnet-onnx-w8a16.zip)
	\| ONNX \| w8a8 \| Universal \| QAIRT 2.45, ONNX Runtime 1.27.1 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/yamnet/releases/v0.59.0/yamnet-onnx-w8a8.zip)
	\| QNN_DLC \| float \| Universal \| QAIRT 2.45 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/yamnet/releases/v0.59.0/yamnet-qnn_dlc-float.zip)
	\| QNN_DLC \| w8a16 \| Universal \| QAIRT 2.45 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/yamnet/releases/v0.59.0/yamnet-qnn_dlc-w8a16.zip)
	\| QNN_DLC \| w8a8 \| Universal \| QAIRT 2.45 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/yamnet/releases/v0.59.0/yamnet-qnn_dlc-w8a8.zip)
	\| TFLITE \| float \| Universal \| QAIRT 2.45 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/yamnet/releases/v0.59.0/yamnet-tflite-float.zip)
	\| TFLITE \| w8a8 \| Universal \| QAIRT 2.45 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/yamnet/releases/v0.59.0/yamnet-tflite-w8a8.zip)

	For more device-specific assets and performance metrics, visit [YamNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/yamnet).


	### Option 2: Export with Custom Configurations

	Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/yamnet) Python library to compile and export the model with your own:
	- Custom weights (e.g., fine-tuned checkpoints)
	- Custom input shapes
	- Target device and runtime configurations

	This option is ideal if you need to customize the model beyond the default configuration provided here.

	See our repository for [YamNet on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/yamnet) for usage instructions.

	## Model Details

	Model Type: Model_use_case.audio_classification

	Model Stats:
	- Model checkpoint: yamnet.pth
	- Input resolution: 1x1x96x64
	- Number of parameters: 3.73M
	- Model size (float): 14.2 MB

	## Performance Summary
	\| Model \| Runtime \| Precision \| Chipset \| Inference Time (ms) \| Peak Memory Range (MB) \| Primary Compute Unit
	\|---\|---\|---\|---\|---\|---\|---
	\| YamNet \| ONNX \| float \| Snapdragon® X2 Elite \| 0.117 ms \| 1 - 1 MB \| NPU
	\| YamNet \| ONNX \| float \| Snapdragon® X Elite \| 0.166 ms \| 8 - 8 MB \| NPU
	\| YamNet \| ONNX \| float \| Snapdragon® 8 Gen 3 Mobile \| 0.175 ms \| 0 - 38 MB \| NPU
	\| YamNet \| ONNX \| float \| Snapdragon® 8 Gen 1 Mobile \| 0.362 ms \| 0 - 44 MB \| NPU
	\| YamNet \| ONNX \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 0.222 ms \| 0 - 10 MB \| NPU
	\| YamNet \| ONNX \| float \| Qualcomm® QCS8450 \| 0.362 ms \| 0 - 44 MB \| NPU
	\| YamNet \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 0.309 ms \| 0 - 3 MB \| NPU
	\| YamNet \| ONNX \| float \| Qualcomm® Dragonwing™ IQ-X7181 \| 0.166 ms \| 8 - 8 MB \| NPU
	\| YamNet \| ONNX \| float \| Qualcomm® Dragonwing™ Q-8750 \| 0.154 ms \| 0 - 21 MB \| NPU
	\| YamNet \| ONNX \| float \| Snapdragon® 8 Elite Mobile \| 0.154 ms \| 0 - 21 MB \| NPU
	\| YamNet \| ONNX \| float \| Snapdragon® 8 Elite Gen 5 Mobile \| 0.156 ms \| 0 - 21 MB \| NPU
	\| YamNet \| ONNX \| w8a16 \| Snapdragon® X2 Elite \| 0.064 ms \| 1 - 1 MB \| NPU
	\| YamNet \| ONNX \| w8a16 \| Snapdragon® X Elite \| 0.099 ms \| 0 - 0 MB \| NPU
	\| YamNet \| ONNX \| w8a16 \| Snapdragon® 8 Gen 3 Mobile \| 0.113 ms \| 0 - 40 MB \| NPU
	\| YamNet \| ONNX \| w8a16 \| Snapdragon® 8 Gen 1 Mobile \| 0.223 ms \| 0 - 43 MB \| NPU
	\| YamNet \| ONNX \| w8a16 \| Qualcomm® Dragonwing™ QCS6490 \| 0.751 ms \| 0 - 3 MB \| NPU
	\| YamNet \| ONNX \| w8a16 \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 0.133 ms \| 0 - 6 MB \| NPU
	\| YamNet \| ONNX \| w8a16 \| Qualcomm® QCS8450 \| 0.223 ms \| 0 - 43 MB \| NPU
	\| YamNet \| ONNX \| w8a16 \| Qualcomm® Dragonwing™ IQ-9075 \| 0.224 ms \| 0 - 3 MB \| NPU
	\| YamNet \| ONNX \| w8a16 \| Qualcomm® Dragonwing™ IQ-X7181 \| 0.099 ms \| 0 - 0 MB \| NPU
	\| YamNet \| ONNX \| w8a16 \| Qualcomm® Dragonwing™ Q-8750 \| 0.103 ms \| 0 - 23 MB \| NPU
	\| YamNet \| ONNX \| w8a16 \| Snapdragon® 8 Elite Mobile \| 0.103 ms \| 0 - 23 MB \| NPU
	\| YamNet \| ONNX \| w8a16 \| Snapdragon® 8 Elite Gen 5 Mobile \| 0.1 ms \| 0 - 25 MB \| NPU
	\| YamNet \| ONNX \| w8a8 \| Snapdragon® X2 Elite \| 0.059 ms \| 1 - 1 MB \| NPU
	\| YamNet \| ONNX \| w8a8 \| Snapdragon® X Elite \| 0.097 ms \| 0 - 0 MB \| NPU
	\| YamNet \| ONNX \| w8a8 \| Snapdragon® 8 Gen 3 Mobile \| 0.111 ms \| 0 - 40 MB \| NPU
	\| YamNet \| ONNX \| w8a8 \| Snapdragon® 8 Gen 1 Mobile \| 0.216 ms \| 0 - 44 MB \| NPU
	\| YamNet \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ QCS6490 \| 0.719 ms \| 0 - 3 MB \| NPU
	\| YamNet \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 0.138 ms \| 0 - 6 MB \| NPU
	\| YamNet \| ONNX \| w8a8 \| Qualcomm® QCS8450 \| 0.216 ms \| 0 - 44 MB \| NPU
	\| YamNet \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ IQ-9075 \| 0.22 ms \| 0 - 3 MB \| NPU
	\| YamNet \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ IQ-X7181 \| 0.097 ms \| 0 - 0 MB \| NPU
	\| YamNet \| ONNX \| w8a8 \| Qualcomm® Dragonwing™ Q-8750 \| 0.1 ms \| 0 - 24 MB \| NPU
	\| YamNet \| ONNX \| w8a8 \| Snapdragon® 8 Elite Mobile \| 0.1 ms \| 0 - 24 MB \| NPU
	\| YamNet \| ONNX \| w8a8 \| Snapdragon® 8 Elite Gen 5 Mobile \| 0.097 ms \| 0 - 25 MB \| NPU
	\| YamNet \| QNN_DLC \| float \| Snapdragon® X2 Elite \| 0.182 ms \| 1 - 1 MB \| NPU
	\| YamNet \| QNN_DLC \| float \| Snapdragon® X Elite \| 0.265 ms \| 1 - 1 MB \| NPU
	\| YamNet \| QNN_DLC \| float \| Snapdragon® 8 Gen 3 Mobile \| 0.175 ms \| 0 - 37 MB \| NPU
	\| YamNet \| QNN_DLC \| float \| Snapdragon® 8 Gen 1 Mobile \| 0.35 ms \| 0 - 42 MB \| NPU
	\| YamNet \| QNN_DLC \| float \| Qualcomm® Dragonwing™ QCS8275 \| 0.684 ms \| 0 - 21 MB \| NPU
	\| YamNet \| QNN_DLC \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 0.215 ms \| 0 - 1 MB \| NPU
	\| YamNet \| QNN_DLC \| float \| Qualcomm® SA8775P \| 0.36 ms \| 0 - 23 MB \| NPU
	\| YamNet \| QNN_DLC \| float \| Qualcomm® SA8650P \| 0.36 ms \| 0 - 23 MB \| NPU
	\| YamNet \| QNN_DLC \| float \| Qualcomm® SA8255P \| 0.36 ms \| 0 - 23 MB \| NPU
	\| YamNet \| QNN_DLC \| float \| Qualcomm® QCS8450 \| 0.35 ms \| 0 - 42 MB \| NPU
	\| YamNet \| QNN_DLC \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 0.27 ms \| 2 - 4 MB \| NPU
	\| YamNet \| QNN_DLC \| float \| Qualcomm® Dragonwing™ IQ-X7181 \| 0.265 ms \| 1 - 1 MB \| NPU
	\| YamNet \| QNN_DLC \| float \| Qualcomm® Dragonwing™ Q-8750 \| 0.152 ms \| 0 - 23 MB \| NPU
	\| YamNet \| QNN_DLC \| float \| Qualcomm® SA7255P \| 0.684 ms \| 0 - 21 MB \| NPU
	\| YamNet \| QNN_DLC \| float \| Qualcomm® SA8295P \| 0.576 ms \| 0 - 19 MB \| NPU
	\| YamNet \| QNN_DLC \| float \| Snapdragon® 8 Elite Mobile \| 0.152 ms \| 0 - 23 MB \| NPU
	\| YamNet \| QNN_DLC \| float \| Snapdragon® 8 Elite Gen 5 Mobile \| 0.152 ms \| 0 - 20 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a16 \| Snapdragon® X2 Elite \| 0.179 ms \| 0 - 0 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a16 \| Snapdragon® X Elite \| 0.204 ms \| 1 - 1 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a16 \| Snapdragon® 8 Gen 3 Mobile \| 0.1 ms \| 0 - 36 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a16 \| Snapdragon® 8 Gen 1 Mobile \| 0.214 ms \| 0 - 42 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a16 \| Qualcomm® Dragonwing™ QCS6490 \| 0.666 ms \| 0 - 2 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a16 \| Qualcomm® Dragonwing™ QCS8275 \| 0.417 ms \| 0 - 25 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a16 \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 0.131 ms \| 0 - 2 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a16 \| Qualcomm® SA8775P \| 0.27 ms \| 0 - 26 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a16 \| Qualcomm® SA8650P \| 0.27 ms \| 0 - 26 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a16 \| Qualcomm® SA8255P \| 0.27 ms \| 0 - 26 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a16 \| Qualcomm® QCS8450 \| 0.214 ms \| 0 - 42 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a16 \| Qualcomm® Dragonwing™ IQ-9075 \| 0.185 ms \| 0 - 2 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a16 \| Qualcomm® Dragonwing™ IQ-X7181 \| 0.204 ms \| 1 - 1 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a16 \| Qualcomm® Dragonwing™ Q-6690 \| 0.48 ms \| 0 - 24 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a16 \| Qualcomm® Dragonwing™ Q-7790 \| 0.161 ms \| 0 - 24 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a16 \| Qualcomm® Dragonwing™ Q-8750 \| 0.101 ms \| 0 - 27 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a16 \| Qualcomm® SA7255P \| 0.417 ms \| 0 - 25 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a16 \| Qualcomm® SA8295P \| 0.419 ms \| 0 - 22 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a16 \| Snapdragon® 8 Elite Mobile \| 0.101 ms \| 0 - 27 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a16 \| Snapdragon® 8 Elite Gen 5 Mobile \| 0.094 ms \| 0 - 23 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a16 \| Snapdragon® 7 Gen 4 Mobile \| 0.161 ms \| 0 - 24 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a8 \| Snapdragon® X2 Elite \| 0.171 ms \| 1 - 1 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a8 \| Snapdragon® X Elite \| 0.191 ms \| 1 - 1 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a8 \| Snapdragon® 8 Gen 3 Mobile \| 0.109 ms \| 0 - 37 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a8 \| Snapdragon® 8 Gen 1 Mobile \| 0.205 ms \| 0 - 41 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a8 \| Qualcomm® Dragonwing™ QCS6490 \| 0.639 ms \| 2 - 4 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a8 \| Qualcomm® Dragonwing™ QCS8275 \| 0.392 ms \| 0 - 25 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a8 \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 0.134 ms \| 0 - 57 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a8 \| Qualcomm® SA8775P \| 0.272 ms \| 0 - 26 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a8 \| Qualcomm® SA8650P \| 0.272 ms \| 0 - 26 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a8 \| Qualcomm® SA8255P \| 0.272 ms \| 0 - 26 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a8 \| Qualcomm® QCS8450 \| 0.205 ms \| 0 - 41 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a8 \| Qualcomm® Dragonwing™ IQ-9075 \| 0.191 ms \| 0 - 2 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a8 \| Qualcomm® Dragonwing™ IQ-X7181 \| 0.191 ms \| 1 - 1 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a8 \| Qualcomm® Dragonwing™ Q-6690 \| 0.439 ms \| 0 - 24 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a8 \| Qualcomm® Dragonwing™ Q-7790 \| 0.164 ms \| 0 - 24 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a8 \| Qualcomm® Dragonwing™ Q-8750 \| 0.095 ms \| 0 - 28 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a8 \| Qualcomm® SA7255P \| 0.392 ms \| 0 - 25 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a8 \| Qualcomm® SA8295P \| 0.428 ms \| 0 - 22 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a8 \| Snapdragon® 8 Elite Mobile \| 0.095 ms \| 0 - 28 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a8 \| Snapdragon® 8 Elite Gen 5 Mobile \| 0.096 ms \| 0 - 23 MB \| NPU
	\| YamNet \| QNN_DLC \| w8a8 \| Snapdragon® 7 Gen 4 Mobile \| 0.164 ms \| 0 - 24 MB \| NPU
	\| YamNet \| TFLITE \| float \| Snapdragon® 8 Gen 3 Mobile \| 0.171 ms \| 0 - 42 MB \| NPU
	\| YamNet \| TFLITE \| float \| Snapdragon® 8 Gen 1 Mobile \| 0.35 ms \| 0 - 49 MB \| NPU
	\| YamNet \| TFLITE \| float \| Qualcomm® Dragonwing™ QCS8275 \| 0.684 ms \| 0 - 27 MB \| NPU
	\| YamNet \| TFLITE \| float \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 0.218 ms \| 0 - 2 MB \| NPU
	\| YamNet \| TFLITE \| float \| Qualcomm® SA8775P \| 0.375 ms \| 0 - 29 MB \| NPU
	\| YamNet \| TFLITE \| float \| Qualcomm® SA8650P \| 0.375 ms \| 0 - 29 MB \| NPU
	\| YamNet \| TFLITE \| float \| Qualcomm® SA8255P \| 0.375 ms \| 0 - 29 MB \| NPU
	\| YamNet \| TFLITE \| float \| Qualcomm® QCS8450 \| 0.35 ms \| 0 - 49 MB \| NPU
	\| YamNet \| TFLITE \| float \| Qualcomm® Dragonwing™ IQ-9075 \| 0.275 ms \| 0 - 10 MB \| NPU
	\| YamNet \| TFLITE \| float \| Qualcomm® Dragonwing™ Q-8750 \| 0.155 ms \| 0 - 27 MB \| NPU
	\| YamNet \| TFLITE \| float \| Qualcomm® SA7255P \| 0.684 ms \| 0 - 27 MB \| NPU
	\| YamNet \| TFLITE \| float \| Qualcomm® SA8295P \| 0.574 ms \| 0 - 26 MB \| NPU
	\| YamNet \| TFLITE \| float \| Snapdragon® 8 Elite Mobile \| 0.155 ms \| 0 - 27 MB \| NPU
	\| YamNet \| TFLITE \| float \| Snapdragon® 8 Elite Gen 5 Mobile \| 0.154 ms \| 0 - 27 MB \| NPU
	\| YamNet \| TFLITE \| w8a8 \| Snapdragon® 8 Gen 3 Mobile \| 0.111 ms \| 0 - 36 MB \| NPU
	\| YamNet \| TFLITE \| w8a8 \| Snapdragon® 8 Gen 1 Mobile \| 0.204 ms \| 0 - 42 MB \| NPU
	\| YamNet \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ QCS6490 \| 0.553 ms \| 0 - 6 MB \| NPU
	\| YamNet \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ QCS8275 \| 0.415 ms \| 0 - 24 MB \| NPU
	\| YamNet \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ QCS8550 (Proxy) \| 0.138 ms \| 0 - 2 MB \| NPU
	\| YamNet \| TFLITE \| w8a8 \| Qualcomm® SA8775P \| 0.292 ms \| 0 - 25 MB \| NPU
	\| YamNet \| TFLITE \| w8a8 \| Qualcomm® SA8650P \| 0.292 ms \| 0 - 25 MB \| NPU
	\| YamNet \| TFLITE \| w8a8 \| Qualcomm® SA8255P \| 0.292 ms \| 0 - 25 MB \| NPU
	\| YamNet \| TFLITE \| w8a8 \| Qualcomm® QCS8450 \| 0.204 ms \| 0 - 42 MB \| NPU
	\| YamNet \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ IQ-9075 \| 0.197 ms \| 0 - 6 MB \| NPU
	\| YamNet \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ Q-6690 \| 0.439 ms \| 0 - 22 MB \| NPU
	\| YamNet \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ Q-7790 \| 0.165 ms \| 0 - 22 MB \| NPU
	\| YamNet \| TFLITE \| w8a8 \| Qualcomm® Dragonwing™ Q-8750 \| 0.099 ms \| 0 - 28 MB \| NPU
	\| YamNet \| TFLITE \| w8a8 \| Qualcomm® SA7255P \| 0.415 ms \| 0 - 24 MB \| NPU
	\| YamNet \| TFLITE \| w8a8 \| Qualcomm® SA8295P \| 0.454 ms \| 0 - 21 MB \| NPU
	\| YamNet \| TFLITE \| w8a8 \| Snapdragon® 8 Elite Mobile \| 0.099 ms \| 0 - 28 MB \| NPU
	\| YamNet \| TFLITE \| w8a8 \| Snapdragon® 8 Elite Gen 5 Mobile \| 0.096 ms \| 0 - 23 MB \| NPU
	\| YamNet \| TFLITE \| w8a8 \| Snapdragon® 7 Gen 4 Mobile \| 0.165 ms \| 0 - 22 MB \| NPU

	## License
	* The license for the original implementation of YamNet can be found
	[here](https://github.com/w-hc/torch_audioset/blob/master/LICENSE).

	## References
	* [MobileNets Efficient Convolutional Neural Networks for Mobile Vision Applications](https://arxiv.org/abs/1704.04861)
	* [Source Model Implementation](https://github.com/w-hc/torch_audioset)

	## Community
	* Join [our AI Hub Slack community](https://aihub.qualcomm.com/community/slack) to collaborate, post questions and learn more about on-device AI.
	* For questions or feedback please [reach out to us](mailto:ai-hub-support@qti.qualcomm.com).