#Type4Py

Here is the preview of the VSCode extension for #Type4Py, a deep similarity learning-based type inference for Python. Joint work with @elatoskinas, @prksch, @gousiosg. Stay tuned for the public release! #machinelearning #typeinference #python #vscode #extension #ML4SE

Glad to share that #Type4Py has been accepted at the technical track of @ICSEconf. Type4Py assists developers to retrofit types by providing ML-based type auto-completion in @code. Kudos to our fantastic team, @elatoskinas, @prksch, @gousiosg #icse2022 #paper #ML #python #types

Wanna know more about Type4Py? 1) Pre-print (not the CR version) 2) Development and Release of Type4Py (blog post) #type4py #paper #development #release #ML #AI #vscode #python #types #icse2022

"Type4py is a @code extension that assists developers by adding type annotations to their code bases."

@amir_mir93 Very cool! And it was great to see the @code extension, as well. Let me know if there is anything we can do to help (and would love to try it out, as soon as it's placed on the VS Code Marketplace!). 🙂

@DynamicWebPaige @code Thanks for the support and retweets. We'll do our best to release #type4py VSCode extension ASAP.

💻 📄 "We achieve significantly higher precision than Typilus & TypeWriter by a margin of 19.33% & 13.49%, respectively -- indicating our approach is more capable of predicting rare and user-defined types than other SOTA approaches."

@DynamicWebPaige We will publish the latest version of #type4py paper next week on arXiv, which contains recent results and improvements.

In light of our ICSE'22 paper, we have provided a Docker image for Type4Py. It contains both a pre-trained model and a Rest API to query the model. Check out the installation and usage guide here: NO GPU required. #ML #icse #type4py #docker #typeinference

Wanna know about the design, implementation, and deployment of Type4Py? An ML-powered type auto-completion for Python. Check out my blog post! #type4py #machinelearning #ML #design #development #deployment #release #python #vscode #extension #AI #post

The preview of Type4Py's @code extension had around 50K impressions on Twitter. We're grateful and this motivates us to work harder and release the first version of the extension for beta testing before next Mon. #type4py #vscode #extension #python #machinelearning #types #AI

We've released the #type4py's @code extension for beta testing. It's an ML-based type autocompletion for Python, which assists developers to add type annotations to their codebases. Check it out! #vscode #extension #machinelearning #python #typeannotation

ML-based type auto-completion now comes to your browser! The Type4Py extension is now compatible with @code web and Choose a Python repository of your interest and give Type4Py a try! #type4py #vscode #web #extension #github #ML #types #python #AI #code

@sergeiagreat @elatoskinas @prksch @gousiosg The #Type4Py's model and its pipeline are designed and developed in one year with a team of 4 people. You can check out the Type4Py's implementation and open source tools by the Software Analytics Lab of @serg_delft here:

Type4Py vs. Tabnine: A comparison between two SOTA ML models at the type auto-completion task. Watch what ML-powered @code extensions can do! #type4py #tabnine #ML #machinelearning #vscode #extension #comparison #python #types #autocompletion #SE #AI

Thrilled to see that Type4Py was mentioned in the @pythonbytes podcast as a tool/library that developers can use to gradually add type annotations to their Python codebases. Many thanks to @qubitron for sharing. #type4py #ML #vscode #extension #python

So far, one of the best things I've learned during my PhD was to deploy and scale a pre-trained deep learning model, #Type4Py, on a Kubernetes cluster. This enables handling type prediction requests from @code and also a REST API endpoint. #ML #DL #model #deployment #k8s #scaling

For deploying our #Type4Py model, we use ONNX Runtime by #Microsoft. It scales well on both CPUs and GPUs. Give it a try if you wanna deploy an ML model. #deployment #MachineLearning #DeepLearning #AI #ONNX #python #typeinference #model

Check out the latest version of Type4Py's @code extension here: We'd be delighted if people could test the extension and give us feedback. #type4py #vscode #extension #python #AI #machinelearning #typeannotations #autocompletion

👋 Greetings, intrepid machine-learning-on-source-code researchers! 🔩 For those of you who would like to integrate your models into @code, as extensions: would it be useful for us to share a collection of examples you could use as templates? Why / why not? cc: @amir_mir93

@DynamicWebPaige @code Yes! I think it'd be quite useful. Please feel free to include #Type4Py as an example.

It makes my day when I see my research work, #type4py, was evaluated independently by other researchers. #phd #research