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docs: Add High-Performance Storage documentation #646
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| Original file line number | Diff line number | Diff line change |
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| --- | ||
| title: "High-Performance Storage" | ||
| description: "Premium storage tier for demanding AI workloads with up to 3x throughput and 4x IOPS." | ||
| --- | ||
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| import { PodsTooltip, ServerlessTooltip, WorkersTooltip, InstantClusterTooltip } from "/snippets/tooltips.jsx"; | ||
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| High-Performance Storage is a network volume tier designed for data-intensive AI workloads. Its parallel storage architecture delivers high throughput and low latency under heavy concurrent load, even when thousands of processes access it simultaneously. | ||
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| The storage uses [Solidigm](https://www.solidigm.com/) high-density SSDs optimized for AI data pipelines. | ||
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| ## Performance comparison | ||
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| In internal benchmarks, High-Performance Storage delivers up to 3x the throughput and 4x the IOPS of Standard Storage on parallel operations. | ||
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| | | Standard Storage | High-Performance Storage | | ||
| |------------------|-------------------------------------------------------|---------------------------------------------------| | ||
| | Best for | General-purpose work, development, cost-sensitive jobs | Training, fine-tuning, latency-sensitive inference | | ||
| | Throughput | High | Up to 3x higher | | ||
| | IOPS | High | Up to 4x higher | | ||
| | Concurrency | Moderate | Optimized for massive parallelism | | ||
| | Relative cost | Lower | Premium | | ||
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| Both tiers are fully supported. Choose based on whether storage performance sits on the critical path of your workload. | ||
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| ## When to choose High-Performance Storage | ||
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| If your GPUs ever sit idle waiting on data (slow dataloaders, long checkpoint writes, sluggish model loads) you're a candidate for High-Performance Storage. If storage isn't your bottleneck, Standard Storage is the cost-effective choice. | ||
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| | Use case | Why it helps | | ||
| |------------------------------|-------------------------------------------------------------------------------------------------------| | ||
| | Training | Feeds GPUs at the rate they can consume data, preventing I/O bottlenecks and reducing training time. | | ||
| | Fine-tuning and checkpointing | Speeds up write-heavy operations like checkpoints, so jobs spend more time computing. | | ||
| | Inference | Cuts model load time from a central volume, lowering endpoint cold-start latency. | | ||
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| ## Create a High-Performance volume | ||
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| High-Performance Storage is available as a network volume type in select data centers. | ||
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| <Tabs> | ||
| <Tab title="Web console"> | ||
| 1. Navigate to **Storage** > **Network Volumes** in the [Runpod console](https://console.runpod.io). | ||
| 2. Click **New Network Volume**. | ||
| 3. Select a data center. Data centers that support High-Performance Storage display a purple diamond icon. | ||
| 4. Under **Storage Type**, select **High-Performance**. | ||
| 5. Enter a name and set the volume size in GB. The console displays per-GB and total monthly cost as you adjust. | ||
| 6. Click **Create Network Volume**. | ||
| </Tab> | ||
| <Tab title="REST API"> | ||
| ```bash | ||
| curl --request POST \ | ||
| --url https://rest.runpod.io/v1/networkvolumes \ | ||
| --header 'Authorization: Bearer RUNPOD_API_KEY' \ | ||
| --header 'Content-Type: application/json' \ | ||
| --data '{ | ||
| "name": "my-hps-volume", | ||
| "size": 100, | ||
| "dataCenterId": "US-KS-2", | ||
| "storageType": "high-performance" | ||
| }' | ||
| ``` | ||
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| See the [network volumes API reference](/api-reference/network-volumes/POST/networkvolumes) for details. | ||
| </Tab> | ||
| </Tabs> | ||
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| ## Attach to your workloads | ||
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| High-Performance volumes work across the platform like standard network volumes. | ||
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| - **<PodsTooltip />**: Attach during Pod creation, or from the volume manager for existing setups. | ||
| - **<ServerlessTooltip />**: Attach to an endpoint to speed up model loading and reduce cold-start latency. See [Network volumes for Serverless](/storage/network-volumes#network-volumes-for-serverless). | ||
| - **<InstantClusterTooltip />s**: New clusters can be provisioned with High-Performance Storage by default. | ||
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| ## Pricing | ||
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| High-Performance Storage is priced per-GB at a premium to Standard Storage. The console displays per-GB and total monthly cost as you configure a volume. | ||
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| <Note> | ||
| Exact pricing varies by data center. Check the volume creation flow in the console for current rates. | ||
| </Note> | ||
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| ## FAQ | ||
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| **Is Standard Storage going away?** | ||
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| No. Standard Storage remains fully supported and is the recommended choice for general-purpose work. High-Performance Storage is an additional tier for performance-sensitive workloads. | ||
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| **Which data centers support High-Performance Storage?** | ||
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| Multiple US and European data centers support High-Performance Storage, with more rolling out over time. Supported data centers display a purple diamond icon in the network volume creation flow. | ||
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| **Can I migrate an existing Standard volume to High-Performance?** | ||
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| Direct migration is not currently supported. To move data to a High-Performance volume, create a new High-Performance volume and transfer your data using the [S3-compatible API](/storage/s3-api) or [runpodctl](/storage/network-volumes#using-runpodctl). | ||
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| ## Next steps | ||
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| <CardGroup cols={2}> | ||
| <Card title="Network volumes" href="/storage/network-volumes" icon="hard-drive" horizontal> | ||
| Learn more about network volume management and features. | ||
| </Card> | ||
| <Card title="S3-compatible API" href="/storage/s3-api" icon="cloud" horizontal> | ||
| Manage files without launching compute resources. | ||
| </Card> | ||
| </CardGroup> | ||
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Performance specs (3x throughput, 4x IOPS), Solidigm SSD partnership, supported workloads (training, fine-tuning, inference), and product positioning all sourced from the product specification draft shared in this Slack message.
Source: https://runpod-team.slack.com/archives/C06G367N3FC/p1780696138034159