Data scientists can write queries in the English language that the tool translates into complex SQL queries with joins and grouping. CogramĬogram, a Y-Combinator, Berlin-based Startup, is a code generation tool aimed at data scientists and Python programmers using SQL queries and Jupyter Notebooks. While most of the code generators are not open source, Polycoder is one of the first open source code generation models. According to Pol圜oder's authors, the program is capable of writing C with greater accuracy than any other model, including Codex. Developed by the researchers at Carnegie Mellon University, the model is based on OpenAI’s GPT-2, which is trained on a 249 GB codebase written in 12 programming languages. Polycoder is an open source alternative to OpenAI’s Codex.

Code summarization: generate the summary of a function in natural language description.

Code autocompletion: complete the whole function of code given the target function name.

Text-to-code generation: generate code based on the natural language description.

A majority of these datasets were derived from the CodeSearchNet dataset, which includes Ruby, JavaScript, Go, Python, PHP, C, and C#, in addition to two C and C# datasets from BigQuery.ĬodeT5 can potentially bring three capabilities to software programming: In order to train CodeT5, the team sourced over 8.35 million instances of code, including user comments, from publicly accessible GitHub repositories.

It is based on Google’s T5 (Text-to-Text Transfer Transformer) framework. CodeT5ĬodeT5 is an open source programming language model built by researchers at SalesForce. It is available at the price of $432 per year for a team of 3 developers.

Tabnine supports over 20 languages and 15 editors, including popular IDEs like VS Code, IntelliJ, Android Studio, and even Vim.

Rstudio for python