또 한 가지 주목할 점은, DeepSeek의 소형 모델이 수많은 대형 언어모델보다 상당히 좋은 성능을 보여준다는 점입니다. 허깅페이스 기준으로 지금까지 DeepSeek이 출시한 모델이 48개인데, 2023년 DeepSeek과 비슷한 시기에 설립된 미스트랄AI가 총 15개의 모델을 내놓았고, 2019년에 설립된 독일의 알레프 알파가 6개 모델을 내놓았거든요. 더 적은 수의 활성화된 파라미터를 가지고도 DeepSeekMoE는 Llama 2 7B와 비슷한 성능을 달성할 수 있었습니다. 이렇게 한 번 고르게 높은 성능을 보이는 모델로 기반을 만들어놓은 후, 아주 빠르게 새로운 모델, 개선된 버전을 내놓기 시작했습니다. 불과 두 달 만에, DeepSeek v3는 뭔가 새롭고 흥미로운 것을 들고 나오게 됩니다: 바로 2024년 1월, 고도화된 MoE (Mixture-of-Experts) 아키텍처를 앞세운 DeepSeekMoE와, 새로운 버전의 코딩 모델인 Deepseek Online chat online-Coder-v1.5 등 더욱 발전되었을 뿐 아니라 매우 효율적인 모델을 개발, 공개한 겁니다. 특히, DeepSeek만의 혁신적인 MoE 기법, 그리고 MLA (Multi-Head Latent Attention) 구조를 통해서 높은 성능과 효율을 동시에 잡아, 향후 주시할 만한 AI 모델 개발의 사례로 인식되고 있습니다. But the eye on DeepSeek also threatens to undermine a key strategy of U.S. They acknowledged that they used round 2,000 Nvidia H800 chips, which Nvidia tailored exclusively for China with decrease information switch charges, or slowed-down speeds when compared to the H100 chips utilized by U.S. China in an attempt to stymie the country’s ability to advance AI for army applications or other national safety threats.
But right here is the factor - you can’t consider something coming out of China right now. Now we have Ollama operating, let’s try out some models. And even the most effective models at the moment out there, gpt-4o nonetheless has a 10% likelihood of producing non-compiling code. Complexity varies from everyday programming (e.g. simple conditional statements and loops), to seldomly typed extremely complicated algorithms which can be nonetheless practical (e.g. the Knapsack drawback). CodeGemma: - Implemented a easy turn-based game using a TurnState struct, which included player administration, dice roll simulation, and winner detection. The sport logic can be additional extended to incorporate extra options, corresponding to particular dice or different scoring guidelines. The code included struct definitions, strategies for insertion and lookup, and demonstrated recursive logic and error dealing with. For a similar perform, it might simply recommend a generic placeholder like return 0 as an alternative of the particular logic. Starcoder (7b and 15b): - The 7b version supplied a minimal and incomplete Rust code snippet with only a placeholder. I purchased a perpetual license for his or her 2022 model which was costly, howenstances. While some view it as a concerning development for US technological management, others, like Y Combinator CEO Garry Tan, suggest it may profit all the AI trade by making mannequin training more accessible and accelerating actual-world AI applications. The open-source nature and impressive efficiency benchmarks make it a noteworthy growth within DeepSeek. Founded by a former hedge fund manager, DeepSeek approached artificial intelligence in a different way from the start. Frontiers in Artificial Intelligence. DeepSeek is the identify given to open-supply massive language fashions (LLM) developed by Chinese artificial intelligence company Hangzhou DeepSeek Artificial Intelligence Co., Ltd.
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