DeepSeekMoE. MLA guarantees efficient inference through significantly compressing the Key-Value (KV) cache into a latent vector, while DeepSeekMoE enables training strong models at an economical cost through achieves significantly stronger performance, and meanwhile saves 42.5% of training costs, reduces the KV cache by 93.3%, and boosts the maximum generation throughput to 5.76 times. We pretrain DeepSeek-V2 on a Costs (K GPU Hours/T Tokens) 0 100 200 300 400 DeepSeek-V2 DeepSeek 67B reducing KV cache by 93.3% KV Cache for Generation (KB/Token) 0 10000 20000 30000 40000 50000 DeepSeek-V2 DeepSeek 67B 576%

fur, a new particle system, enhanced image browsing, cloth, a seamless and non-intrusive physics cache, rendering improvements in reflections, AO, and render baking, a Mesh Deform modifier for muscles support), Cycles now supports hair, the Bevel tool now supports individual vertex beveling, new Mesh Cache modifier and the new UV Warp modifier, new SPH particle fluid solver. More than 250 bug fixes. 2 used in the Compositor. Read Render Layers Ctrl-R Reads all the current scene's render layers from cache, as needed. This can be used to save RAM while rendering because the render layers do not have to

fur, a new particle system, enhanced image browsing, cloth, a seamless and non-intrusive physics cache, rendering improvements in reflections, AO, and render baking, a Mesh Deform modifier for muscles support), Cycles now supports hair, the Bevel tool now supports individual vertex beveling, new Mesh Cache modifier and the new UV Warp modifier, new SPH particle fluid solver. More than 250 bug fixes. 2 used in the Compositor. Read Render Layers Ctrl-R Reads all the current scene’s render layers from cache, as needed. This can be used to save RAM while rendering because the render layers do not have to

fur, a new particle system, enhanced image browsing, cloth, a seamless and non-intrusive physics cache, rendering improvements in reflections, AO, and render baking, a Mesh Deform modifier for muscles support), Cycles now supports hair, the Bevel tool now supports individual vertex beveling, new Mesh Cache modifier and the new UV Warp modifier, new SPH particle fluid solver. More than 250 bug fixes. 2 used in the Compositor. Read Render Layers Ctrl-R Reads all the current scene's render layers from cache, as needed. This can be used to save RAM while rendering because the render layers do not have to

fur, a new particle system, enhanced image browsing, cloth, a seamless and non-intrusive physics cache, rendering improvements in reflections, AO, and render baking, a Mesh Deform modifier for muscles support), Cycles now supports hair, the Bevel tool now supports individual vertex beveling, new Mesh Cache modifier and the new UV Warp modifier, new SPH particle fluid solver. More than 250 bug fixes. 2 used in the Compositor. Read Render Layers Ctrl-R Reads all the current scene’s render layers from cache, as needed. This can be used to save RAM while rendering because the render layers do not have to

fur, a new particle system, enhanced image browsing, cloth, a seamless and non-intrusive physics cache, rendering improvements in reflections, AO, and render baking, a Mesh Deform modifier for muscles support), Cycles now supports hair, the Bevel tool now supports individual vertex beveling, new Mesh Cache modifier and the new UV Warp modifier, new SPH particle fluid solver. More than 250 bug fixes. 2 used in the Compositor. Read Render Layers Ctrl-R Reads all the current scene’s render layers from cache, as needed. This can be used to save RAM while rendering because the render layers do not have to

fur, a new particle system, enhanced image browsing, cloth, a seamless and non-intrusive physics cache, rendering improvements in reflections, AO, and render baking, a Mesh Deform modifier for muscles support), Cycles now supports hair, the Bevel tool now supports individual vertex beveling, new Mesh Cache modifier and the new UV Warp modifier, new SPH particle fluid solver. More than 250 bug fixes. 2 used in the Compositor. Read Render Layers Ctrl-R Reads all the current scene's render layers from cache, as needed. This can be used to save RAM while rendering because the render layers do not have to

fur, a new particle system, enhanced image browsing, cloth, a seamless and non-intrusive physics cache, rendering improvements in reflections, AO, and render baking, a Mesh Deform modifier for muscles support), Cycles now supports hair, the Bevel tool now supports individual vertex beveling, new Mesh Cache modifier and the new UV Warp modifier, new SPH particle fluid solver. More than 250 bug fixes. 2 used in the Compositor. Read Render Layers Ctrl-R Reads all the current scene's render layers from cache, as needed. This can be used to save RAM while rendering because the render layers do not have to

fur, a new particle system, enhanced image browsing, cloth, a seamless and non-intrusive physics cache, rendering improvements in reflections, AO, and render baking, a Mesh Deform modifier for muscles support), Cycles now supports hair, the Bevel tool now supports individual vertex beveling, new Mesh Cache modifier and the new UV Warp modifier, new SPH particle fluid solver. More than 250 bug fixes. 2 used in the Compositor. Read Render Layers Ctrl-R Reads all the current scene’s render layers from cache, as needed. This can be used to save RAM while rendering because the render layers do not have to

fur, a new particle system, enhanced image browsing, cloth, a seamless and non-intrusive physics cache, rendering improvements in reflections, AO, and render baking, a Mesh Deform modifier for muscles support), Cycles now supports hair, the Bevel tool now supports individual vertex beveling, new Mesh Cache modifier and the new UV Warp modifier, new SPH particle fluid solver. More than 250 bug fixes. 2 used in the Compositor. Read Render Layers Ctrl-R Reads all the current scene's render layers from cache, as needed. This can be used to save RAM while rendering because the render layers do not have to