Build a speech transcription demo with OpenAI’s Whisper model in-browser using Transformers.js

Transformers.js

Transformers.js is a Javascript implementation of the Python library transformers, which was developed by HuggingFace. Transformers.js uses ONNX Runtime to run pre-trained AI models with JavaScript. Basically, ONNX Runtime performs better on edge or low-end devices with its ONNX models compared to PyTorch, TensorFlow, and other similar frameworks. ONNX Runtime will be introduced in detail in another post. For now, we will focus on implementing a Transformers.js demo instead of diving deep into the background.

Common tasks supported by Transformers.js:

  • Natural Language Processing: text classification, named entity recognition, question answering, language modelling, summarization, translation, multiple choice, and text generation.
  • Computer Vision: image classification, object detection, segmentation, and depth estimation.
  • Audio: automatic speech recognition, audio classification, and text-to-speech.
  • Multimodal: embeddings, zero-shot audio classification, zero-shot image classification, and zero-shot object detection
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Use Azure Devops Pipeline to build && deploy your project

this post will teach you how to deploy your own Docker registry and how to use Microsoft Azure Devops to automatically building your Github Go project, and deploy to your Docker Swarm Server

How it works

Use Azure Devops Pipeline to build && deploy your project - 1

  1. Pipeline download your github project
  2. Build your code by Dockerfile, make docker image then push to your own Docker registry
  3. Execute Bash command in Pipeline, pull off latest image of your project then update Docker swarm service

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Write a Microservice via Go-Micro

I’ve learning Go-Micro around a month, that I wanna write an article to record what I have learnt. In case I forgot it, I can still pick it up by reading this article. What I have wrote about might be inaccurate, I’m very glad that you can correct it.

Architecture

Write a Microservice via Go-Micro - 1

my design about Microservices architecture

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小时候看不懂的鲁迅

鲁迅的文章，中小学生都是不大爱读的，毕竟鲁迅的思想距年轻人太远。至于大学生，除了学中国文学的，恐怕也不会有什么人主动去找鲁迅的书看。
只有成年人，在社会太久并自以为得的时候，再来读读鲁迅，也许才能明白。
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websocket nginx reverse proxy configuration

location /test {
        proxy_pass http://127.0.0.1:8080/ws; # target address

        proxy_set_header X-Real-IP $remote_addr;
        proxy_set_header Host $host;
        proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;

        proxy_http_version 1.1;
        # websocket headers
        proxy_set_header Upgrade $http_upgrade;
        proxy_set_header Connection "upgrade";
        proxy_read_timeout 30;
}