高功率机柜、冷板式液冷、RoCE / InfiniBand 无损网络与统一调度平台，按需组合、即用即建。不用选址、不用报装、不用自建运维团队——从大湾区优质机房直接起算力。
High-density racks, cold-plate liquid cooling, lossless RoCE / InfiniBand networking and a unified scheduler — composed on demand, ready when you are. No site hunting, no power applications, no in-house ops team: compute straight from tier-grade data centers in the Greater Bay Area.
大模型训练、AIGC、自动驾驶仿真、生物医药计算、金融量化……算力需求正从"通用 CPU"快速迁移到"以 GPU / AI 加速卡为核心的异构算力"。随之而来的，是单柜 10–40kW 的功率墙、制冷瓶颈、无损网络与专职运维的重投入。
Foundation-model training, AIGC, autonomous-driving simulation, biopharma compute, quantitative finance — demand is shifting fast from general-purpose CPU to heterogeneous GPU/AI-accelerator capacity. What follows is a 10–40 kW per-rack power wall, a cooling bottleneck, a lossless-network requirement and the heavy cost of dedicated operations.
普通机柜塞不下高密度 GPU，电力报装、液冷改造动辄数月，项目窗口先被拖没了。
Standard racks cannot host dense GPU nodes; power applications and liquid-cooling retrofits take months, and the business window closes first.
训练靠集合通信吃饭，丢包和时延一抖，卡再多也跑不出线性加速比。
Training lives on collective communication — jitter and packet loss kill linear scaling no matter how many GPUs you buy.
数据集加载、Checkpoint 回写卡在 I/O 上，昂贵算力空转等待，利用率被白白拉低。
Dataset loading and checkpoint writes stall on I/O, leaving expensive accelerators idle and utilisation on the floor.
专职硬件运维、固件基线、故障备件、7×24 值班——人比设备更难配齐。
Dedicated hardware ops, firmware baselines, spares and 24/7 shifts — the people are harder to source than the hardware.
把"基础设施 + 算力 + 网络 + 运维"打包成一项服务：你只管跑模型，底层由我们兜住。
We package infrastructure, compute, network and operations into a single service: you run the models, we hold the floor.
单柜 6–40kW 可选，双路市电 + UPS + 柴发，风液混合与冷板式液冷按需配置。
6–40 kW per rack, dual utility feeds with UPS and generators, hybrid air-liquid or cold-plate cooling on demand.
RoCE / InfiniBand 双路线，计算、存储、管理三网分离，PFC 与拥塞控制调优到位。
RoCE or InfiniBand, with compute, storage and management planes separated and PFC/congestion control tuned.
训练侧全闪并行文件系统，数据湖与归档侧对象/块存储，让 I/O 不再等算力。
All-flash parallel file systems for training, object/block tiers for data lakes and archives — I/O never waits on compute.
上下架、布线、固件基线、故障工单与巡检全都有人接，出问题不用你自己扛。
Rack-and-stack, cabling, firmware baselines, tickets and inspections are covered — you never carry incidents alone.
不同负载对算力底座的偏好完全不同。我们把配置拆成可组合的积木，按负载裁剪，而不是给你一套标准答案。
Every workload stresses a different layer. We break the stack into composable blocks and cut the configuration to fit — instead of one standard answer.
自下而上分层设计，通过标准化接口协同：整体性能不打折，局部扩容也不用推倒重来。哪一层不够，就扩哪一层。
A bottom-up layered design coordinated through standard interfaces: full-stack performance without rebuilding the stack to grow one layer. Run short anywhere, scale exactly there.
算力集群的性能不是堆卡堆出来的，而是在选型、组网、制冷与冗余四个维度上一寸一寸抠出来的。
Cluster performance is not bought by stacking cards — it is engineered layer by layer across selection, fabric, cooling and redundancy.
训练型优先保障 GPU 数量、卡间带宽与显存；推理型兼顾算力、时延与能效；通用 HPC 节点强化 CPU 主频与内存带宽。全集群统一固件与驱动基线，稳定且可维护。
Training nodes prioritise GPU count, inter-GPU bandwidth and memory; inference nodes balance compute, latency and efficiency; general HPC nodes push CPU clock and memory bandwidth. One firmware and driver baseline across the fleet keeps it stable and serviceable.
Spine-Leaf 无阻塞组网，核心与接入层预留端口密度与带宽余量；RoCE 通过 PFC 与拥塞控制实现无损传输，或选 InfiniBand 换取更低时延。计算、存储、管理三网物理/逻辑分离。
A non-blocking Spine-Leaf fabric with headroom at core and access layers; RoCE delivers lossless transport via PFC and congestion control, or InfiniBand for lower latency. Compute, storage and management planes are physically or logically separated.
按需制冷：冷热通道封闭、智能气流组织、变频精密空调与温湿度联动；超高密度 GPU 机柜引入风液混合或冷板式液冷，压住局部热点，也让 PUE 和长期电费一起降下来。
Cooling on demand: containment, intelligent airflow, variable-speed precision units and linked temperature/humidity control. For the densest GPU racks, hybrid air-liquid or cold-plate cooling suppresses hot spots and pulls down both PUE and the power bill.
供电、制冷、网络与核心设备均按冗余设计，关键部件 N+1 / 2N 配置；单点故障不影响集群运行，关键节点支持热备与快速切换，配合统一监控告警做故障早发现、早处置。
Power, cooling, network and core equipment are redundant by design with N+1 or 2N on critical parts; a single failure never stops the cluster. Hot standby and fast failover on key nodes, with unified monitoring and alerting for early detection.
已有设备？直接托管。急着用？整机柜租用即用即建。也可以只买网络与安全能力。四种模式可自由组合。
Already own hardware? Colocate it. Need capacity now? Lease whole racks, ready to run. Or take just the network and security layer. The four models combine freely.
客户自带 GPU 服务器上架至高功率机柜，机房提供场地、电力、制冷、带宽与基础运维。
Bring your own GPU servers into high-density racks; we provide space, power, cooling, bandwidth and base operations.
已上架、已组网的算力节点或整机柜，按需付费、即用即建，免自建、免等待。
Pre-racked, pre-networked nodes or whole racks on demand — no build, no wait.
大带宽机柜、BGP 多线 / 双线、IPLC 国际专线与高防 BGP，解决跨网、跨境与防护需求。
High-bandwidth racks, BGP multi-line/dual-line, IPLC private lines and anti-DDoS BGP for cross-network, cross-border and protection needs.
等保评测、DDoS 云防护、流量清洗、WAF、上云与混合云部署，构建合规安全的运行环境。
Classified-protection assessment, cloud anti-DDoS, traffic scrubbing, WAF, cloud and hybrid-cloud deployment for a compliant, secure runtime.
训练和推理是两种完全不同的机器。下面是最常被问到的一组对照，实际配置按规模与预算定制。
Training and inference are two different machines. Below is the comparison we are asked about most; actual configs are tailored to scale and budget.
| 配置项Item | AI 训练集群参考AI training cluster | 推理 / 在线服务集群参考Inference / serving cluster |
|---|---|---|
| 计算节点Compute nodes | 多卡 GPU 训练节点（卡内高速互联），支持横向扩展Multi-GPU training nodes with high-speed inter-GPU links, horizontally scalable | GPU / CPU 推理节点，高并发、低时延GPU/CPU inference nodes, high concurrency, low latency |
| 互联网络Interconnect | RoCE / InfiniBand 无损计算网络，Spine-Leaf 无阻塞Lossless RoCE / InfiniBand fabric, non-blocking Spine-Leaf | 业务网络 BGP 多线，可按需叠加高防BGP multi-line service network, optional anti-DDoS |
| 机柜功率Rack power | 单柜 20kW～40kW（支持液冷 / 风液混合）20–40 kW per rack (liquid or hybrid cooling) | 单柜 8kW～20kW8–20 kW per rack |
| 存储Storage | 全闪存并行文件系统，高吞吐、低时延All-flash parallel file system, high throughput, low latency | 分布式块 / 对象存储，弹性扩容Distributed block/object storage, elastically expandable |
| 供电制冷Power & cooling | 双路市电 + UPS + 柴油发电机，冷热通道封闭Dual feeds + UPS + generators, hot/cold aisle containment | 冗余供电，精密空调制冷Redundant power, precision air conditioning |
| 增值服务Add-ons | 等保评测、DDoS 云防护、流量清洗、WAFCompliance assessment, cloud anti-DDoS, scrubbing, WAF | 同左，可叠加 CDN 与全球加速Same as left, plus CDN and global acceleration |
* 以上为参考配置，实际交付将结合业务规模、模型参数量、并发峰值与预算确定。
* Reference only. Final configuration is set against workload scale, model size, peak concurrency and budget.
7×24×365 专业运维团队与网络监控中心，覆盖电力、空调、网络、设备的日常巡检、故障处置与应急响应。
A 24/7/365 operations team and network operations centre covering day-to-day inspection, incident handling and emergency response across power, cooling, network and equipment.
机柜上下架与布线、网络配置与带宽调整、设备状态监控、远程与现场支持、故障工单与定期运行报告——这些都是我们的日常，不是额外收费项。
Rack-and-stack and cabling, network configuration and bandwidth changes, equipment monitoring, remote and on-site support, tickets and periodic run reports — all standard scope, not surcharges.
从需求调研到上线运维，节奏可压缩、责任到人。租用模式可实现快速交付。
From discovery to steady-state operations — a schedule that can compress and owners for every step. Lease models deliver fast.
明确算力规模、模型类型、网络与存储指标，输出需求基线。
Pin down compute scale, model types and network/storage targets; produce a requirement baseline.
输出针对性方案与配置清单：节点、组网、存储、制冷、功率与报价。
A tailored design and BOM: nodes, fabric, storage, cooling, power and pricing.
依托机房既有资源完成机柜、供电、制冷与网络就绪。
Racks, power, cooling and network readied from existing facility capacity.
设备上架、系统安装、集群组网与软件栈部署，固件与驱动统一基线。
Rack-and-stack, OS install, cluster fabric build and software stack deployment on a unified baseline.
性能压测、稳定性与容错测试，用数据确认集群达标。
Performance stress tests plus stability and fault-tolerance tests — acceptance by measurement.
转入常态化运维、监控告警与弹性扩容，随业务一起长大。
Transition to steady-state operations, alerting and elastic scale-out — growing with the business.
门禁、视频监控、消防系统与 7×24 动环值守。
Access control, CCTV, fire suppression and 24/7 facility staffing.
高防 BGP、流量清洗、WAF 与访问控制策略。
Anti-DDoS BGP, traffic scrubbing, WAF and access control.
基线加固、漏洞管理与入侵检测。
Baseline hardening, vulnerability management and intrusion detection.
备份、加密与权限管控，配合等保评测落地。
Backup, encryption and permission control, aligned with classified-protection assessment.
把模型规模、并发量和上线时间告诉我们，我们给出配置建议、机柜方案与预算区间——不收费，也不绑定采购。看机房、见运维团队，随时可以安排。
Tell us your model scale, concurrency and deadline. We will come back with a configuration, a rack plan and a budget range — free of charge, no purchase required. Facility tours and ops-team meetings can be arranged on request.