DeepSeek's hybrid MoE architecture splits experts into one shared expert that always fires for every token (handling common knowledge) and 255 routed experts (specializing in specific patterns), achieving the same accuracy as pure routing models while reducing training compute by 30% by eliminating redundant learning of basic grammar across multiple experts.
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DeepSeek splits its experts into shared + routed. Same accuracy, 30% less compute.本站添加:
DeepSeek splits its experts into two groups. [music] One always fires, the rest are picked. Same accuracy, 30% less training compute. Most mixture of experts models pick the top eight experts out of 256. Pure routing.
[music] Every token goes through whichever experts the router picks. Pure routing wastes capacity. Basic grammar gets relearned by half the experts.
>> [music] >> So, DeepSeek splits the pool. One expert is shared, it fires every token and owns the common stuff. The other 255 are routed. The router picks eight. [music] Now, those eight specialize. The shared expert always runs, so your compute floor goes up. Push past two shared and you're [music] sliding back to a dense model. So, when you compare mixture of experts checkpoints, the shared two routed split is the design lever. Pure top K like Mistral is the old shape.
Shared plus routed is the new one. One always fires, eight get picked, 30% [music] cheaper.
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