Summary of "AI Coding BATTLE | Which Open Source Model is BEST?"
Summary of the Video
In the video titled "AI Coding BATTLE | Which Open Source Model is BEST?", the presenter tests three open-source coding models: Deep Sea Coder V2, Yoder 9B, and Quen 2.5 Coder 7B. The focus is on determining which model performs best for local coding without internet access. The testing is conducted on a high-performance Dell Precision 5860 workstation equipped with dual Nvidia RTX A6000 GPUs and 96 GB of VRAM.
Key Tests and Findings
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Snake Game Implementation:
- Deep Sea Coder V2: Generated code using the Tkinter library; performance was decent at about 30 tokens per second but had issues with functionality.
- Yoder 9B: Faster at 50 tokens per second, used the Turtle library, and produced a working version with minor pixel alignment issues.
- Quen 2.5 Coder 7B: Best performance at nearly 70 tokens per second, successfully implemented the game using the Pygame library and handled game logic correctly.
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Tetris Game Implementation:
All models struggled with creating a functional Tetris game. Deep Sea Coder V2 and Yoder 9B encountered issues with missing library references, while Quen 2.5 produced code but failed to execute correctly.
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Coding Challenges:
For simpler challenges (e.g., "Move 10"), all models performed well, passing the tests with correct implementations. In more complex challenges, like generating prime numbers, all models timed out or failed to produce a valid solution within the required constraints.
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Median of Two Sorted Arrays:
All three models successfully generated code for this challenge, demonstrating their capabilities in handling structured programming tasks.
Conclusion
The Quen 2.5 Coder 7B emerged as the overall winner due to its speed and ability to successfully implement the Snake game. The presenter expressed satisfaction with the performance of all models, especially noting Quen's efficiency. The video also highlighted the powerful capabilities of the Dell Precision 5860 workstation for running these models.
Main Speakers/Sources
- The presenter (not named in the subtitles) is the primary speaker, providing insights and commentary throughout the testing process.
- The video is sponsored by Dell and Nvidia, with mentions of the hardware specifications.
Category
Technology
