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Quantum Data Center Infrastructures: A Scalable Architectural Design Perspective (2501.05598v1)

Published 9 Jan 2025 in quant-ph and physics.optics

Abstract: This paper presents the design of scalable quantum networks that utilize optical switches to interconnect multiple quantum processors, facilitating large-scale quantum computing. By leveraging these novel architectures, we aim to address the limitations of current quantum processors and explore the potential of quantum data centers. We provide an in-depth analysis of these architectures through the development of simulation tools and performance metrics, offering a detailed comparison of their advantages and trade-offs. We hope this work serves as a foundation for the development of efficient and resilient quantum networks, designed to meet the evolving demands of future quantum computing applications.

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Summary

  • The paper presents a scalable quantum data center infrastructure that interconnects multiple QPUs using optical switches for effective entanglement distribution.
  • It introduces both switch-centric and server-centric topologies, adapting classical data center designs like Clos, Fat-tree, BCube, and DCell for quantum applications.
  • Performance simulations assess circuit execution and network latency while highlighting challenges such as photon loss and the need for quantum error correction.

An Overview of Scalable Architectures for Quantum Data Centers

The paper "Quantum Data Center Infrastructures: A Scalable Architectural Design Perspective" introduces innovative designs for scalable quantum networks, employing optical switches to interconnect multiple quantum processors within data centers. As the quantum computing landscape evolves towards achieving practical quantum advantage, scaling to millions of qubits becomes imperative. Current quantum processors are confined to a much smaller number of qubits, hindering large-scale computational applications. This paper addresses the challenge by proposing quantum data centers as a solution, offering insights into both architectures and network protocols.

Architectural Innovations

The proposed architectures expand upon classical data center networking principles to fulfill the unique demands of quantum computing. With the integration of optical switches, the quantum data centers facilitate entanglement distribution and interconnected quantum processing units (QPUs), leading to scalable and efficient quantum networks. Two primary architectures are explored: switch-centric and server-centric topologies.

  • Switch-centric Topologies: These designs provide direct optical links between QPUs, offering full connectivity within the network. Utilizing switch-centric designs based on classical Clos and Fat-tree architectures, the paper delineates how non-blocking photonic interconnects can catalyze scalability and system efficacy.
  • Server-centric Topologies: Opting for modularity, server-centric topologies employ Quantum Processing Units (QPUs) supported by multiple optical links, although without full all-to-all connectivity. BCube and DCell topologies serve as prototypes for this approach, striking a balance between modularity and connectivity.

Entanglement Distribution and Quantum Protocols

To manage entanglement across a quantum data center, the paper introduces a network-aware quantum orchestrator. This orchestrator operates at the intersection of physical-layer efficacy and higher-level application needs, bridging quantum job execution with network architecture. The orchestrator anticipates efficient distributed job scheduling in quantum networks utilizing a dynamic, circuit-switched approach. It also facilitates remote gate execution via various spin-photon interfaces equipped with emitters or scatterers, each mode offering tailored use-cases for intra- and inter-rack communications.

The paper explores three distinct entanglement generation protocols: emitter-emitter, emitter-scatterer, and scatterer-scatterer. Each protocol is analyzed through performance metrics that reflect real-world application feasibility. The choice of encoding systems—such as Fock space and time-bin encoding—is pivotal in determining the protocol's effectiveness across different communication scenarios. While time-bin encoding shows resilience to photon loss, the emitter-emitter protocol is pragmatically favorable for short-range applications where stabilization and synchronization of photons offer technological hurdles.

Performance Assessment

Through extensive simulation and benchmarking, the paper evaluates its architectural designs focusing on two main performance metrics: circuit execution capability and network latency. The paper considers factors like photon loss, entanglement generation rate, and quantum fidelity—each a critical determinant in moving from theoretical designs to practical applicability. Future research may explore integrating quantum memories or quantum error correction, given the slow development of quantum network technologies necessary for fault-tolerant operations.

Conclusion and Future Directions

In summarizing the advancement towards quantum data centers, the paper not only presents a pathway to scalable quantum computing but also challenges existing technological constraints within global quantum networks. These architectures set the stage for future developments in distributed quantum computing, where integrated data centers can seamlessly process exceptionally complex computations.

Further interdisciplinary research could explore optimizing routing protocols, addressing coherence issues, and creating a robust framework adaptable to varied quantum technologies. Ultimately, these findings propel quantum architecture design towards a future where global quantum networks are a foundational component of computational infrastructure, promising significant advancements in both practical applications and theoretical quantum science.

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