Architect
Feb 16, 2025 · Artificial Intelligence
DeepSeek-V3, DeepSeek-R1, and Janus‑Pro: Architecture, Training Techniques, and Performance Insights
This article provides an in‑depth technical overview of DeepSeek‑V3, DeepSeek‑R1 and Janus‑Pro models, covering their Mixture‑of‑Experts architecture, novel MLA attention, auxiliary‑loss‑free load balancing, multi‑token prediction, FP8 mixed‑precision training, efficient cross‑node communication, reinforcement‑learning pipelines, multimodal modeling strategies, performance comparisons, cost statistics, and current limitations.
AI architectureDeepSeek-V3FP8 Training
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