NEW Starcoder-2 LLM - The Ultimate Language Model for Developers!
AI Summary
Summary of Star Coder 2 Introduction
- Star Coder 2 Release:
- Open-source coding language model.
- Variants: 3B, 7B, 15B parameters.
- Trained on 600+ languages, 4 trillion tokens.
- Outperforms many models in benchmarks.
- Comparison with Other Models:
- Deep Seek Coder’s 33B model excels in code completion for high-resource languages.
- Star Coder 2’s 15B model surpasses in math, coding reasoning, and low-resource languages.
- Big Code Models Leaderboard:
- Deepsea Coder and Code Llama models lead.
- Star Coder 25B performs well against larger models.
- Patreon Benefits:
- Offers $700 worth of subscriptions for free.
- Partnerships with AI companies.
- Provides AI tools, resources, news, consulting, and networking.
- Exploring Star Coder 2:
- New iteration from Big Code.
- Trained on Stacked version 2 dataset.
- Utilizes grouped query attention.
- Context window: 16K tokens, sliding window: 4K tokens.
- Trained with fill-in-the-middle objective.
- Stacked Version 2 Dataset:
- Extensive open-source dataset.
- Improved licensing detection and filtering.
- Collaborated with Software Heritage for source code and history.
- Benchmark Comparisons:
- Star Coder 2’s 15B model compared with other models.
- Performs well in human evaluation and code completion.
- Model Availability:
- Models uploaded to LM Studio for download and use.
- Evaluating Code Models:
- HumanEval, MBPP, and Eval+ benchmarks used.
- Star Coder 2 models show significant improvement over predecessors.
- Final Notes:
- Star Coder 2’s 15B model is a top performer.
- Research paper and demo to be explored further.
- Encouragement to follow on Patreon, Twitter, and YouTube for updates and resources.