According to DeepSeek, the introduction of DualPipe and EPLB offers advanced solutions for V3/R1 training optimization. DualPipe is a bidirectional pipeline parallelism algorithm that improves computation-communication overlap, crucial for efficient training processes. Meanwhile, EPLB serves as an expert-parallel load balancer, ensuring optimal resource distribution during V3/R1 training. These tools are pivotal for traders looking to leverage high-performance computing in crypto market analysis (source: DeepSeek).