enginex-mr_series-sherpa-onnx/scripts/mobile-asr-models/README.md

Introduction

This folder contains scripts to convert ASR models for mobile platforms supporting only batch size equal to 1.

The advantage of fixing the batch size to 1 is that it provides more opportunities for model optimization and quantization.

To give you a concrete example, for the following model https://k2-fsa.github.io/sherpa/onnx/pretrained_models/online-transducer/zipformer-transducer-models.html#csukuangfj-sherpa-onnx-streaming-zipformer-bilingual-zh-en-2023-02-20-bilingual-chinese-english

	encoder-epoch-99-avg-1.onnx	encoder-epoch-99-avg-1.int8.onnx
Dynamic batch size	315 MB	174 MB
Batch size fixed to 1	242 MB	100 MB

The following colab notebook provides examples to use the above two models.

WARNING: Tested with onnxruntime==1.16.3 onnx==1.15.0.

pip install onnxruntime==1.16.3 onnx==1.15.0

More examples

sherpa-onnx-streaming-zipformer-korean-2024-06-16

	encoder-epoch-99-avg-1.onnx	encoder-epoch-99-avg-1.int8.onnx
Dynamic batch size	279 MB	122 MB
Batch size fixed to 1	264 MB	107 MB

sherpa-onnx-streaming-zipformer-en-20M-2023-02-17

	encoder-epoch-99-avg-1.onnx	encoder-epoch-99-avg-1.int8.onnx
Dynamic batch size	85 MB	41 MB
Batch size fixed to 1	75 MB	32 MB

sherpa-onnx-streaming-zipformer-multi-zh-hans-2023-12-12

	encoder-epoch-20-avg-1-chunk-16-left-128.onnx	encoder-epoch-20-avg-1-chunk-16-left-128.int8.onnx
Dynamic batch size	249 MB	67 MB
Batch size fixed to 1	247 MB	65 MB

icefall-asr-zipformer-streaming-wenetspeech-20230615

	encoder-epoch-12-avg-4-chunk-16-left-128.onnx	encoder-epoch-12-avg-4-chunk-16-left-128.int8.onnx
Dynamic batch size	250 MB	68 MB
Batch size fixed to 1	247 MB	65 MB

sherpa-onnx-streaming-zipformer-en-2023-06-26

	encoder-epoch-99-avg-1-chunk-16-left-128.onnx	encoder-epoch-99-avg-1-chunk-16-left-128.int8.onnx
Dynamic batch size	250 MB	68 MB
Batch size fixed to 1	247 MB	65 MB

sherpa-onnx-streaming-zipformer-en-2023-06-21

	encoder-epoch-99-avg-1.onnx	encoder-epoch-99-avg-1.int8.onnx
Dynamic batch size	338 MB	180 MB
Batch size fixed to 1	264 MB	107 MB

sherpa-onnx-streaming-zipformer-en-2023-02-21

	encoder-epoch-99-avg-1.onnx	encoder-epoch-99-avg-1.int8.onnx
Dynamic batch size	279 MB	122 MB
Batch size fixed to 1	264 MB	107 MB

sherpa-onnx-streaming-zipformer-fr-2023-04-14

	encoder-epoch-29-avg-9-with-averaged-model.onnx	encoder-epoch-29-avg-9-with-averaged-model.int8.onnx
Dynamic batch size	279 MB	121 MB
Batch size fixed to 1	264 MB	107 MB

sherpa-onnx-streaming-zipformer-small-bilingual-zh-en-2023-02-16

	encoder-epoch-99-avg-1.onnx	encoder-epoch-99-avg-1.int8.onnx
Dynamic batch size	85 MB	41 MB
Batch size fixed to 1	75 MB	32 MB

sherpa-onnx-streaming-zipformer-zh-14M-2023-02-23

	encoder-epoch-99-avg-1.onnx	encoder-epoch-99-avg-1.int8.onnx
Dynamic batch size	40 MB	21 MB
Batch size fixed to 1	33 MB	15 MB

sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01

	encoder-epoch-12-avg-2-chunk-16-left-64.onnx	encoder-epoch-12-avg-2-chunk-16-left-64.int8.onnx
Dynamic batch size	12 MB	4.6 MB
Batch size fixed to 1	11 MB	3.9 MB

sherpa-onnx-kws-zipformer-gigaspeech-3.3M-2024-01-01

	encoder-epoch-12-avg-2-chunk-16-left-64.onnx	encoder-epoch-12-avg-2-chunk-16-left-64.int8.onnx
Dynamic batch size	12 MB	4.6 MB
Batch size fixed to 1	11 MB	3.9 MB