GPU Compute
On-demand H100, H200, B200, B300, GB200/GB300 NVL72, A100 and L40S — billed per-second, spot, on-demand or reserved.
What it is
GPU Compute serves dedicated NVIDIA accelerators in apac, use and euw. Three purchase modes: on-demand (per-second, no commitment), spot (40–60% cheaper, reclaim on 30 s notice), and reserved (1-month or 1-year commitment, deepest discount). Pods boot from your container image; warm pool means GPU pods are ready in under 60 s for warm SKUs and under 5 minutes for cold.
When to use it
- Training runs, multi-node with NCCL + InfiniBand.
- Real-time inference (use the Inference product for managed autoscale).
- Batch jobs (use the Batch product for fan-out).
Quickstart
# Single H100 on-demand
asc pods run --gpu h100 --image ghcr.io/me/train:latest
# 8x H100 spot, with auto-resume
asc pods run --gpu h100 --gpus 8 --spot --image ... --auto-resume
# Reserve 4x B200 for 30 days
asc reservations create --gpu b200 --count 4 --duration 30dpod = client.pods.run(
image='ghcr.io/me/train:latest',
gpu='h100',
gpu_count=8,
spot=True,
auto_resume=True,
)
print(pod.status) # pending → readyconst pod = await client.pods.run({
image: 'ghcr.io/me/train:latest',
gpu: 'h100',
gpuCount: 8,
spot: true,
autoResume: true,
});Limits & quotas
| Limit | Default | Burst | Notes |
|---|---|---|---|
| On-demand H100 / region | 32 | 256 | Lift via sales |
| On-demand B200 / region | 16 | 128 | Lift via sales |
| Spot reclaim notice | 30 s | — | Checkpoint to object storage during this window |
| Pod boot (warm SKU) | <60 s | — | Includes image pull from registry |
| Pod max lifetime | 30 days | — | Use Agents for indefinite |
Pricing
See pricing. Pay-as-you-go, billed monthly via Stripe.
API surface
POST /v1/pods— createGET /v1/pods/{id}— readGET /v1/pods— listPOST /v1/pods/{id}/stop— stopPOST /v1/pods/{id}/checkpoint— snapshot to object storagePOST /v1/reservations— reserve capacity
Required scope(s): pods:read, pods:write. See Scopes.
Security
All access is authenticated and scoped. See Auth & scopes and Network controls.