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DeepSeek-V3

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DeepSeek-V3

DeepSeek-V3 is a breakthrough mixed-expertise (MoE) language model with 67.1 billion total parameters, but only 3.7 billion parameters activated per token, making it highly efficient. Trained on 14.8 trillion tokens, it outperforms many open-source models and is comparable to leading closed-source models.

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Key Features

- Advanced Architecture

-1. Mixed Expertise (MoE) architecture with 67.1 billion total parameters and 3.7 billion activations per marking.

-2. Multi-Leader Attention (MLA)

-3. DeepSeekMoE architecture

- Extensive training

-1. trained on 14.8 trillion diverse and high quality tokens

-2. Includes a higher proportion of math and programming data

- High Performance

1.Outperforms other open source models such as Llama 3.1 and Qwen 2.5.

2. Competes with leading closed-source models such as GPT-4o and Claude 3.5 Sonnet.

- Long Context Support

-1. Context length up to 128,000 tokens

- Function Capabilities

-1. Support for function calls

-2.JSON output

-3.FIM completion

- Open Source Availability

-1. available under the MIT license

-2. Model checkpoints accessible on GitHub (DeepSeek-V3 GitHub)

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