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Various architectures are used in code generation models, but most of them use the auto-regressive left-to-right setting, such as GPT. However InCoder used a decoder-only Transformer with Causal Masking objective,
that combines both next token prediction and bidirectional context through masking. AlphaCode used an encoder-decoder architecture.
<p align="center">
<img src="https://huggingface.co/datasets/loubnabnl/repo-images/resolve/main/model_size.png" alt="drawing" width="440"/>
</p>
For model-specific information about each architecture, please select a model below: