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Codet5p 770m Py

Developed by Salesforce
CodeT5+ is an open-source family of large language models for code, featuring an encoder-decoder architecture that supports a wide range of code understanding and generation tasks. This model has been additionally fine-tuned for Python code.
Downloads 4,564
Release Time : 5/15/2023

Model Overview

CodeT5+ is a novel large language model for code that supports flexible mode switching and can be used for tasks such as code understanding, generation, and completion. This checkpoint is specifically optimized for Python code generation.

Model Features

Flexible architecture
Supports encoder-decoder, encoder-only, or decoder-only modes to adapt to different task requirements
Multi-task pre-training
Utilizes various pre-training tasks including span denoising, causal language modeling, contrastive learning, and text-code matching
Python optimization
Specially optimized for Python code generation with additional training cycles
Efficient scaling
Adopts a 'shallow encoder-deep decoder' architecture and frozen LLM component initialization for efficient scaling to larger sizes

Model Capabilities

Code generation
Code completion
Code understanding
Text-to-code conversion
Mathematical programming problem solving

Use Cases

Software development
Function auto-completion
Automatically generates function implementations based on function signatures
Achieves 15.5% pass@1 on the HumanEval benchmark
Code documentation generation
Generates explanatory documentation from code
Education
Programming teaching assistance
Helps students understand code logic and generate example code
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