Get HPC right on your hardware.
We help enterprises, research labs, and startups in Singapore design, build, and tune high‑performance computing clusters on the servers you already own—no vendor lock‑in, no guesswork.
- Architecture that fits your workloads: CFD, genomics, ML training, quant, rendering.
- Schedulers dialed in: Slurm, PBS Pro, LSF, or Kubernetes‑batch with fair‑share & QoS.
- Peak I/O and interconnects: Lustre / BeeGFS, InfiniBand / RoCE, NUMA & BIOS tuning.
HPC services focused on your hardware
Architecture & Capacity
Right‑size CPUs/GPUs, memory channels, storage tiers, and interconnects. We map workloads to nodes, racks, and rooms—with power & cooling in mind.
- Topology & NUMA planning
- Power, cooling, and rack density
- Software bill of materials
Provisioning & Schedulers
Automated cluster build with immutable images and repeatable playbooks. Slurm, PBS Pro, LSF, or Volcano/Kube‑batch configured for fairness and throughput.
- PXE/MAAS/IPXE, Ansible, Terraform
- Accounts, partitions, QoS, fair‑share
- Monitoring: Prometheus + Grafana
Performance Engineering
Squeeze out every FLOP and IOPS. We profile, tune, and benchmark CPUs/GPUs, libs (BLAS/FFTW), MPI stacks, filesystems, and networks.
- Compiler flags & math libs
- GPU drivers, NCCL, MIG
- IB/RDMA tuning & jumbo frames
Storage & Data
Design fast, durable storage tiers: local NVMe scratch, parallel FS (Lustre/BeeGFS), and object stores. Quotas, snapshots, and backup policies included.
Security & Compliance
RBAC/LDAP/AD, MFA, secrets, and network segmentation. We align with Singapore best practices and your sector’s controls.
Training & RunOps
From “first job” to advanced scheduling—user guides, brown‑bag sessions, and on‑call runbooks to keep things humming.
A pragmatic, measurable approach
1) Assess
Workload inventory, perf baselines, constraints (space/power), and risk review. Quick wins identified in week one.
2) Design
Low‑level design (LLD) with node specs, network fabric, storage tiers, scheduler policy, and security model.
3) Build
Automated provisioning, configuration management, and immutable images. CI/CD for cluster configs.
4) Tune
Hot‑path profiling, job mix tuning, and bottleneck elimination with dashboards and SLOs.
5) Train & Support
Operator and user training; runbooks; optional retained support with monthly health checks.
Ecosystem & tools we work with
Snapshot: cluster tune‑up for a Singapore lab
Challenge
GPU nodes starved on I/O; queue backlogs; mixed ML + genomics workloads on a single Slurm cluster.
Actions
BeeGFS stripe policy, Slurm job QoS/limits, NCCL + IB tuning, MIG profiles for right‑sizing, and pre‑staged container images.
Outcome*
Throughput +42%, failed jobs −67%, mean wait time −38%. *Illustrative; results depend on environment.
Engagement models
Readiness Assessment
2–4 weeks · fixed‑fee
- Hardware & workload review
- Bottleneck analysis & quick wins
- LLD & roadmap you can execute
Build & Tune
4–12 weeks · milestone‑based
- Automated provisioning
- Scheduler config & policies
- Perf tuning & acceptance tests
RunCare
Monthly · retainer
- Health checks & tuning
- Incident response SLAs
- Training & office hours
FAQ
Do you work only on‑prem?
We specialise in on‑prem clusters but also enable hybrid burst to AWS/Azure/GCP where it makes sense—keeping your primary workloads on hardware you control.
Can you work with our existing hardware?
Yes—that’s our core value. We evaluate your current servers, accelerators, storage, and fabric, then design the best cluster your hardware can support.
What industries do you support?
Biotech/genomics, finance/quant, manufacturing/CFD, higher‑ed research, media/render, and AI/ML engineering.
Can you train our users and admins?
Absolutely. From basics (connecting, submitting jobs) to advanced scheduling, GPU partitioning, and performance profiling.
Let’s talk about your cluster
Contact
Email: contact@yourcompany.com
Phone: +65 6123 4567
Office: Singapore · CBD
Business hours: Mon–Fri, 09:00–18:00 SGT