AI intelligent four-level cache solution
HBM→DRAM→All Flash→Archiving, breaking through the video memory bottleneck
Break through the bottleneck of AI training and push performance and realize the intelligent flow of global data. Create a high-performance, low-cost, full-stack intelligent AI cache base for hundreds of billions of parameter models.
Four-level intelligent cache architecture
From GPU memory to cold data archiving, a four-level intelligent cache is built to allow data to intelligently flow with computing power.
core technology
Intelligent scheduling engine
Unified cache manager or distributed KV cache manager (Huawei UCM/NVIDIA Dynamo) supports dynamic data tiering, prefetching, writeback, and multiple caching strategies such as LRU/LFU/MRU.
Hardware-level acceleration and integration
LUISUAN GP equipment is equipped with ASIC/DPU/FPGA chips, protocol offloading, PCIe 5.0 direct connection, close to memory latency, supports zero-copy transmission, and multiple queues to match multi-core computing power in parallel.
High reliability and elastic expansion
L3/L4 independent expansion, linear capacity growth, automatic failover, RTO <30 seconds, supports domestic storage systems, is compliant with information creation, and provides business-free operation and maintenance.
Typical scenario value verification
Large model training
- Training cycles shortened by 60%
- 40% reduction in infrastructure costs
- 10PB data can be quickly warmed up to L3 without waiting for the GPU
- Break through the bottlenecks of video memory and storage to achieve the optimal balance between performance and capacity
Long-term inference and log archiving
- Reduce log storage costs by 70%
- Historical data analysis efficiency increased by 100 times
- Hot and cold data flows automatically, query response is within milliseconds
- Support localized storage system, Xinchuang compliance
Need a tailor-made solution?
Contact us and the LUISUAN technical team will provide professional advice based on your scenario.
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