META's New Code LLaMA 70b BEATS GPT4 At Coding (Open Source)

Matthew Berman
31 Jan 202409:25

TLDRMeta has released Code LLaMA 70b, its most powerful coding model yet, which is likely the most advanced in the market. The model is available for open-source use and comes in three versions: base, Python-specific, and an instruct model for understanding natural language instructions. Code LLaMA 70b has achieved high performance on human evaluations and is suitable for fine-tuning code generation models. It is licensed for both research and commercial use. Mark Zuckerberg emphasizes the importance of AI in coding and programming, predicting a future where large language models will make programming obsolete by translating natural language into code directly. The model has already shown success in generating complex applications like the Snake game in Python. The video also mentions the release of SQL Coder 70b, which outperforms other models in SQL query generation. The presenter tests the model using LM Studio and a powerful VM provided by Mast Compute, highlighting the model's capabilities and potential.

Takeaways

  • 🚀 **New Release**: Meta has released Code LLaMA 70b, which is likely the most powerful coding model available.
  • 🤖 **Open Source**: Code LLaMA 70b is available under the same license as previous models, supporting both research and commercial use.
  • 🔗 **Access Request**: Interested users can download the model by filling out a form, with access typically granted within an hour.
  • 🐍 **Python Focus**: A version of Code LLaMA 70b was specifically trained for Python, catering to a broad developer audience.
  • 📈 **High Performance**: Code LLaMA 70b Instruct achieves a 67.8% score on human evaluation, marking it as one of the top open models.
  • 🧰 **Fine-Tuning**: The base model is highly performant for fine-tuning code generation models, inviting community contributions.
  • 💼 **Commercial Use**: The models are licensed to support commercial use, in addition to research.
  • 📝 **AI in Coding**: Mark Zuckerberg emphasizes the importance of AI in coding, predicting a future where programming may become obsolete due to advanced AI.
  • 🔍 **Information Processing**: AI models' ability to code is crucial for processing information more rigorously and logically in other domains.
  • 📈 **Outperformance**: In benchmarks, Code LLaMA outperformed state-of-the-art publicly available models on code tasks.
  • 🔧 **LM Studio**: The video mentions using LM Studio, where the presenter is an investor, for testing and showcasing the capabilities of Code LLaMA 70b.
  • 🎮 **Snake Game**: Code LLaMA 70b was tested for generating a Snake game in Python, demonstrating its capabilities in complex task execution.

Q & A

  • What is Code LLaMA 70b?

    -Code LLaMA 70b is a powerful coding model developed by Meta, which is likely one of the most powerful coding models available. It is designed for code generation and is available under an open-source license.

  • How can one access Code LLaMA 70b models?

    -To access Code LLaMA 70b models, one needs to request access through a provided form. The process is straightforward, and access is typically granted quickly for those who express a legitimate use case.

  • What are the three versions of Code LLaMA 70b mentioned in the transcript?

    -The three versions of Code LLaMA 70b mentioned are the base model, a version specifically trained for Python, and the Code LLaMA 70b instruct model, which is fine-tuned for understanding natural language instructions.

  • What is the performance of Code LLaMA 70b instruct on human eval?

    -Code LLaMA 70b instruct achieves a score of 67.8 on human eval, making it one of the highest performing open models available today.

  • Is Code LLaMA 70b suitable for commercial use?

    -Yes, Code LLaMA 70b models are available under the same license as Llama 2 and previous Code LLaMA models, which supports both research and commercial use.

  • What does Mark Zuckerberg say about the importance of AI models in coding?

    -Mark Zuckerberg states that writing and editing code has become one of the most important uses of AI models. He believes that AI will eventually make programming obsolete by enabling a more natural language interface to compute with large language models.

  • What is the significance of the SQL Coder 70b model?

    -The SQL Coder 70b model is significant because it outperforms all publicly accessible large language models (LLMs) for PostgreSQL text-to-SQL generation by a wide margin. It is fine-tuned on the Code LLaMA 70b model and has achieved a 93% score on SQL eval.

  • How does one use Code LLaMA 70b with LM Studio?

    -To use Code LLaMA 70b with LM Studio, one can run the model through the platform, which may require a powerful computing environment like a VM with B GPUs to handle the large model efficiently.

  • What is the requirement for running Code LLaMA 70b instruct quantized version?

    -The Code LLaMA 70b instruct quantized version requires over 30 GB of RAM and is optimized to run with full GPU acceleration for faster performance.

  • What was the outcome of testing Code LLaMA 70b to write the Snake game in Python?

    -The initial test of Code LLaMA 70b to write the Snake game in Python resulted in a large amount of code being generated. However, the execution of the game failed on the first attempt due to a missing module, which was resolved by installing Pygame. Further adjustments were needed to get the game to run successfully.

  • How can one follow up on the progress and future models of Code LLaMA?

    -One can follow up on the progress and future models of Code LLaMA by keeping an eye on announcements from Meta, participating in relevant communities, and checking platforms like Hugging Face where models are often shared.

Outlines

00:00

🚀 Meta's Code LLaMa 70B Release

Meta has released Code LLaMa 70B, its most powerful coding model to date. The model is available for open-source use and can be requested for access. It comes in three versions: the base model, a Python-specific model, and an instruct model fine-tuned for understanding natural language instructions. The instruct model has achieved high performance on human evaluation. The model is suitable for both research and commercial use under the same license as previous Code LLaMa models. Mark Zuckerberg emphasizes the importance of AI models in programming and information processing, and hints at the upcoming release of LLaMa 3. The video also mentions the fine-tuned SQL Coder 70B model, which significantly outperforms other models for SQL generation.

05:00

🤖 Testing Code LLaMa 70B on Virtual Machine

The video creator tests the Code LLaMa 70B instruct quantized version on a virtual machine provided by Mast Compute. The model is quite large, requiring over 30 GB of RAM and offering full GPU acceleration. A test is conducted by asking the model to write a method to output numbers from 1 to 100, which it does in JSX and Python. The video creator also attempts to have the model write a Snake game in Python using the Pygame library. Although the initial test does not run successfully due to a missing module, the video creator expresses intent to continue troubleshooting. The audience is encouraged to comment if they want to see further tests, such as running the model on a MacBook Pro M2 Max. The video ends with a call to like and subscribe for more content.

Mindmap

Keywords

💡Code LLaMa 70b

Code LLaMa 70b is a powerful coding model developed by Meta, which is designed for code generation. It is considered one of the most advanced models in its field. The model is significant because it is open-source, allowing developers and researchers to access, use, and contribute to its development. In the video, it is highlighted as outperforming other models like GPT-4 in coding tasks.

💡Open Source

Open source refers to a type of software or model where the source code is made available to the public, allowing anyone to view, use, modify, and distribute it. In the context of the video, Meta's decision to release Code LLaMa 70b as open source is a notable contribution to the AI community, as it enables collaborative development and innovation.

💡Snake Game

The Snake Game is a classic video game that involves controlling a line which grows in length, with the player avoiding obstacles and the boundaries of the game window. In the video, the presenter tests the capabilities of Code LLaMa 70b by challenging it to write the code for a Snake Game in Python, demonstrating the model's ability to generate complex code.

💡Fine-tuning

Fine-tuning is a machine learning technique where a pre-trained model is further trained on a more specific dataset to adapt to a particular task. The video mentions that Code LLaMa 70b has a base model and a fine-tuned 'instruct' model that is specifically trained for understanding natural language instructions, which is crucial for generating code based on verbal or written prompts.

💡Large Language Models (LLMs)

Large Language Models (LLMs) are AI models that have been trained on vast amounts of text data, enabling them to understand and generate human-like language. In the video, the presenter discusses the importance of LLMs in the future of programming, suggesting that they will simplify the process of coding by translating natural language into executable code.

💡Meta

Meta, formerly known as Facebook, Inc., is a technology company that specializes in social media platforms, among other things. In the context of the video, Meta is highlighted for its contributions to the field of AI, particularly through the development and open-sourcing of advanced coding models like Code LLaMa 70b.

💡Mark Zuckerberg

Mark Zuckerberg is the co-founder and CEO of Meta. In the video, a statement from Zuckerberg is mentioned, emphasizing the importance of AI models in coding and programming. His perspective underscores Meta's commitment to advancing AI technology and its potential to transform the field of software development.

💡Commercial Use

Commercial use refers to the application of a product, service, or technology for monetary gain or business purposes. The video clarifies that Code LLaMa 70b models are available under a license that supports both research and commercial use, meaning that they can be legally used to create revenue-generating applications and services.

💡Defog Data

Defog Data is mentioned in the video as the creator of SQL Coder 70b, a fine-tuned model based on Code LLaMa 70b that significantly outperforms other models in SQL query generation. This demonstrates the potential of using base models like Code LLaMa for creating specialized tools for specific programming languages or tasks.

💡LM Studio

LM Studio is a tool for working with large language models. The presenter mentions using LM Studio powered by Mass Compute to test Code LLaMa 70b, indicating that it is a suitable platform for developers to experiment with and utilize advanced AI coding models.

💡Second State

Second State is referenced in the video as the provider of a quantized version of Code LLaMa 70b. Quantization is a process that reduces the precision of a model's calculations to enable faster execution and reduced memory usage. The use of Second State's quantized version allows for efficient testing and deployment of the model.

Highlights

Meta has released Code LLaMA 70b, its most powerful coding model to date.

Code LLaMA 70b is likely the most powerful coding model available.

Meta continues to contribute to open-source artificial intelligence.

Three versions of Code LLaMA 70b are being released: base model, Python-specific, and instruct model.

Code LLaMA 70b instruct achieves a high score of 67.8 on human evaluation, making it one of the top open models.

The base model is designed for fine-tuning code generation models.

Code LLaMA 70b models are available for both research and commercial use under the same license as Llama 2.

Mark Zuckerberg emphasizes the importance of AI models in writing and editing code.

Zuckerberg believes AI will make programming obsolete through natural language interfaces with large language models.

Llama 3 is confirmed to be in development and will include advances from Code LLaMA 70b.

Defog Data has open-sourced SQL Coder 70b, which significantly outperforms other models for text-to-SQL generation.

SQL Coder 70b is based on the 34 billion parameter Code LLaMA model and achieved a 93% score on SQL evaluation.

The model is fine-tuned on less than 20,000 hand-curated prompt completion pairs.

Code LLaMA 70b is available for use, including commercially, as long as changes are also open-sourced.

Code LLaMA 70b has already been used to create a functional Snake game in Python.

The model's performance on coding tasks is superior to state-of-the-art publicly available models.

Mast Compute provided a VM with Code LLaMA 70b pre-installed for testing purposes.

LM Studio, an investment by the video creator, will incorporate these advances for easier model usage.

The video demonstrates the potential of Code LLaMA 70b to revolutionize code generation and AI's role in programming.

Casual Browsing

Is CODE LLAMA Really Better Than GPT4 For Coding?!

2024-04-09 06:55:01

LLAMA 3 : L'IA de Meta SURPUISSANTE et Open Source !

2024-04-21 19:25:01

Mark Zuckerberg announces Llama 3, Meta's new AI assistant

2024-04-21 18:20:01

Metas LLAMA 3 Just STUNNED Everyone! (Open Source GPT-4)

2024-04-21 19:00:01

NEW AI Jailbreak Method SHATTERS GPT4, Claude, Gemini, LLaMA

2024-03-27 08:50:02

NEW Universal AI Jailbreak SMASHES GPT4, Claude, Gemini, LLaMA

2024-04-08 06:10:01