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Welcome to Mooncake

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A KVCache-centric Disaggregated Architecture for LLM Serving.

Star Watch Fork

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Mooncake is the serving platform for Kimi, a leading LLM service provided by Moonshot AI. Now both the Transfer Engine and Mooncake Store are open-sourced! This repository also hosts its technical report and the open-sourced traces.

🔄 Updates

  • May 7, 2026: 🚀 vLLM officially features Mooncake Store — a deep dive into how Mooncake's distributed KVCache engine supercharges vLLM inference with high-throughput, memory-efficient, cross-instance KV cache sharing!
  • Apr 29, 2026: SGLang introduces RDMA-based P2P weight transfer for large-scale distributed RL using Mooncake TransferEngine, achieving 7x faster weight updates for the 1T-parameter Kimi-K2 model (53s → 7.2s) with zero-copy RDMA transfer across thousands of GPUs.
  • Mar 19, 2026: TorchSpec: Speculative Decoding Training at Scale is open sourced, using Mooncake to decouple inference and training via efficient hidden states management.
  • Feb 12, 2026: Mooncake Joins PyTorch Ecosystem We are thrilled to announce that Mooncake has officially joined the PyTorch Ecosystem!
  • Jan 28, 2026: FlexKV, a distributed KV store and cache system from Tencent and NVIDIA in collaboration with the community, now supports distributed KVCache reuse with the Mooncake Transfer Engine.
  • Dec 23, 2025: SGLang introduces Encode-Prefill-Decode (EPD) Disaggregation with Mooncake as a transfer backend. This integration allows decoupling compute-intensive multimodal encoders (e.g., Vision Transformers) from language model nodes, utilizing Mooncake's RDMA engine for zero-copy transfer of large multimodal embeddings.
  • Dec 19, 2025: Mooncake Transfer Engine has been integrated into TensorRT LLM for KVCache transfer in PD-disaggregated inference.
  • Dec 19, 2025: Mooncake Transfer Engine has been directly integrated into vLLM v1 as a KV Connector in PD-disaggregated setups.
  • Nov 07, 2025: RBG + SGLang HiCache + Mooncake, a role-based out-of-the-box solution for cloud native deployment, which is elastic, scalable, and high-performance.
  • Sept 18, 2025: Mooncake Store empowers vLLM Ascend by serving as the distributed KV cache pool backend.
  • Sept 10, 2025: SGLang officially supports Mooncake Store as a hierarchical KV caching storage backend. The integration extends RadixAttention with multi-tier KV cache storage across device, host, and remote storage layers.
  • Sept 10, 2025: The official & high-performance version of Mooncake P2P Store is open-sourced as checkpoint-engine. It has been successfully applied in K1.5 and K2 production training, updating Kimi-K2 model (1T parameters) across thousands of GPUs in ~20s.
  • Aug 23, 2025: xLLM high-performance inference engine builds hybrid KV cache management based on Mooncake, supporting global KV cache management with intelligent offloading and prefetching.
  • Aug 18, 2025: vLLM-Ascend integrates Mooncake Transfer Engine for KV cache register and disaggregate prefill, enabling efficient distributed inference on Ascend NPUs.
  • Jul 20, 2025: Mooncake powers the deployment of Kimi K2 on 128 H200 GPUs with PD disaggregation and large-scale expert parallelism, achieving 224k tokens/sec prefill throughput and 288k tokens/sec decode throughput.
  • Jun 20, 2025: Mooncake becomes a PD disaggregation backend for LMDeploy.
  • May 9, 2025: NIXL officially supports Mooncake Transfer Engine as a backend plugin.
  • May 8, 2025: Mooncake x LMCache unite to pioneer KVCache-centric LLM serving system.
  • May 5, 2025: Supported by Mooncake Team, SGLang release guidance to deploy DeepSeek with PD Disaggregation on 96 H100 GPUs.
  • Apr 22, 2025: LMCache officially supports Mooncake Store as a remote connector.
  • Apr 10, 2025: SGLang officially supports Mooncake Transfer Engine for disaggregated prefilling and KV cache transfer.
  • Mar 7, 2025: We open-sourced the Mooncake Store, a distributed KVCache based on Transfer Engine. vLLM's xPyD disaggregated prefilling & decoding based on Mooncake Store will be released soon.
  • Feb 25, 2025: Mooncake receives the Best Paper Award at FAST 2025!
  • Feb 21, 2025: The updated traces used in our FAST'25 paper have been released.
  • Dec 16, 2024: vLLM officially supports Mooncake Transfer Engine for disaggregated prefilling and KV cache transfer.
  • Nov 28, 2024: We open-sourced the Transfer Engine, the central component of Mooncake. We also provide two demonstrations of Transfer Engine: a P2P Store and vLLM integration.
  • July 9, 2024: We open-sourced the trace as a JSONL file.
  • June 27, 2024: We present a series of Chinese blogs with more discussions on zhihu 1, 2, 3, 4, 5, 6, 7.
  • June 26, 2024: Initial technical report release.

Documentation

% How to start using Mooncake?

:::{toctree} :caption: Getting Started :maxdepth: 2

getting_started/build getting_started/quick-start getting_started/supported-protocols getting_started/observability getting_started/examples/sglang-integration-v1 getting_started/examples/sglang-integration/index getting_started/examples/vllm-integration/index Mooncake x LMCache Integration<getting_started/examples/lmcache-integration> getting_started/examples/lmdeploy-integration-v0.9 getting_started/plugin-usage/3FS-USRBIO-Plugin :::

% Making the most out of Mooncake

:::{toctree} :caption: Performance :maxdepth: 1

performance/vllm/index performance/sglang-benchmark-results-v1 performance/vllm-benchmark-results-v0.2 performance/vllm-benchmark-results-v1 performance/sglang-hicache-benchmark-results-v1 performance/vllm-v1-support-benchmark performance/allocator-benchmark-result performance/allocation-strategy-benchmark-result performance/ssd-offload-benchmark-results performance/storage-benchmark :::

% Explanation of Mooncake internals

:::{toctree} :caption: Design Documents :maxdepth: 2

design/architecture design/mooncake-store design/p2p-store design/transfer-engine/index design/hicache-design design/engram design/unified-parallel-tensor-io design/tent/overview design/tent/tebench design/conductor/conductor-architecture-design design/conductor/indexer-api-design :::

% API Documentation

:::{toctree} :caption: API Reference :maxdepth: 2

api-reference/python/index api-reference/cpp/index api-reference/http/index :::

% Q&A for Mooncake

:::{toctree} :caption: Troubleshooting :maxdepth: 1

troubleshooting/error-code troubleshooting/troubleshooting :::

% Deployment docs

:::{toctree} :caption: Deployment :maxdepth: 2

deployment/mooncake-store-deployment-guide :::

% Community

:::{toctree} :caption: Community :maxdepth: 1

community/governance :::

% Archived content

:::{toctree} :caption: Archived :maxdepth: 1

getting_started/examples/vllm-integration/vllm-mooncakestoreconnector getting_started/examples/vllm-integration/vllm-integration-v0.2 getting_started/examples/vllm-integration/vllm-integration-v0.3 getting_started/examples/vllm-integration/vllm-integration-v1.0 :::