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When available, a `,_jsx(`strong`,{children:`Spot Bare Metal GPU`}),` option appears alongside the standard `,_jsx(`strong`,{children:`Bare Metal GPU`}),` in the cluster type selector:`]}),_jsx(Frame,{children:_jsx(OptimizedImage,{src:`https://mintcdn.com/gcore/W9hLxFUXyZVjy-WH/images/docs/edge-ai/ai-infrastructure/spot-bare-metal-gpu/step-gpu-cluster-type.png?fit=max\u0026auto=format\u0026n=W9hLxFUXyZVjy-WH\u0026q=85\u0026s=86a6a6a65a050b0ae103cfc83e72bf25`,alt:`GPU Cluster type selector`,\"data-og-width\":`913`,width:`913`,\"data-og-height\":`336`,height:`336`,\"data-path\":`images/docs/edge-ai/ai-infrastructure/spot-bare-metal-gpu/step-gpu-cluster-type.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/gcore/W9hLxFUXyZVjy-WH/images/docs/edge-ai/ai-infrastructure/spot-bare-metal-gpu/step-gpu-cluster-type.png?w=280\u0026fit=max\u0026auto=format\u0026n=W9hLxFUXyZVjy-WH\u0026q=85\u0026s=8cf2936812cfad2cc6c690991c34b4e2 280w, https://mintcdn.com/gcore/W9hLxFUXyZVjy-WH/images/docs/edge-ai/ai-infrastructure/spot-bare-metal-gpu/step-gpu-cluster-type.png?w=560\u0026fit=max\u0026auto=format\u0026n=W9hLxFUXyZVjy-WH\u0026q=85\u0026s=cf0e3e0782d8513249ef75a2a3e73431 560w, https://mintcdn.com/gcore/W9hLxFUXyZVjy-WH/images/docs/edge-ai/ai-infrastructure/spot-bare-metal-gpu/step-gpu-cluster-type.png?w=840\u0026fit=max\u0026auto=format\u0026n=W9hLxFUXyZVjy-WH\u0026q=85\u0026s=cfb0039811ae6437daf7c326eb7a839b 840w, https://mintcdn.com/gcore/W9hLxFUXyZVjy-WH/images/docs/edge-ai/ai-infrastructure/spot-bare-metal-gpu/step-gpu-cluster-type.png?w=1100\u0026fit=max\u0026auto=format\u0026n=W9hLxFUXyZVjy-WH\u0026q=85\u0026s=3cbb4e52aa1a4f281c6d358c567ebd5a 1100w, https://mintcdn.com/gcore/W9hLxFUXyZVjy-WH/images/docs/edge-ai/ai-infrastructure/spot-bare-metal-gpu/step-gpu-cluster-type.png?w=1650\u0026fit=max\u0026auto=format\u0026n=W9hLxFUXyZVjy-WH\u0026q=85\u0026s=c45e5b384ab23458d7a9e6bf5abe4587 1650w, https://mintcdn.com/gcore/W9hLxFUXyZVjy-WH/images/docs/edge-ai/ai-infrastructure/spot-bare-metal-gpu/step-gpu-cluster-type.png?w=2500\u0026fit=max\u0026auto=format\u0026n=W9hLxFUXyZVjy-WH\u0026q=85\u0026s=a6de8ca56ead59cbf735fc956de7c5b9 2500w`})}),_jsxs(`p`,{children:[`If only `,_jsx(`strong`,{children:`Bare Metal GPU`}),` appears in the selector, Spot is not currently available in that region. In some regions, Spot may appear but show “Out of Stock” — this indicates the option exists, but no capacity is currently available.`]}),_jsx(Heading,{level:`2`,id:`reclamation-process`,children:`Reclamation process`}),_jsx(`p`,{children:`Spot clusters can be reclaimed when Gcore needs the capacity for on-demand workloads or other operational requirements. The reclamation process follows a fixed timeline:`}),_jsxs(_components.ol,{children:[`\n`,_jsx(_components.li,{children:`An email notification is sent to the account owner.`}),`\n`,_jsx(_components.li,{children:`A 24-hour window begins to save data, transfer workloads, and prepare for cluster deletion.`}),`\n`,_jsx(_components.li,{children:`The cluster is deleted. Data on local storage is erased immediately.`}),`\n`]}),_jsx(Warning,{children:_jsx(_components.p,{children:`The notice period is fixed and starts when the email is sent. After 24 hours, the cluster is deleted automatically.`})}),_jsx(Heading,{level:`2`,id:`data-preservation`,children:`Data preservation`}),_jsx(`p`,{children:`When a Spot cluster is deleted, data is handled as follows:`}),_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Resource`}),_jsx(_components.th,{children:`What happens`})]})}),_jsxs(_components.tbody,{children:[_jsxs(_components.tr,{children:[_jsx(_components.td,{children:`Local NVMe storage`}),_jsx(_components.td,{children:`Erased immediately`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{children:`File shares`}),_jsx(_components.td,{children:`Not affected (independent resource)`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{children:`Object storage`}),_jsx(_components.td,{children:`Not affected (independent resource)`})]})]})]}),_jsxs(`p`,{children:[`To protect critical data, use `,_jsx(_components.a,{href:`/cloud/file-shares/configure-file-shares`,children:`file\\xA0shares`}),` for datasets, checkpoints, and model weights. Save outputs and backups to `,_jsx(_components.a,{href:`/storage/manage-object-storage/manage-buckets-via-the-control-panel`,children:`object\\xA0storage`}),`. Implement regular checkpointing in training scripts every 1–4 hours. When a reclamation notice is received, prioritize transferring any data not already on persistent storage.`]}),_jsx(Heading,{level:`2`,id:`pricing-and-billing`,children:`Pricing and billing`}),_jsx(`p`,{children:`Spot clusters are billed at a discounted rate compared to standard Bare Metal GPU. The exact discount varies by region and GPU model. The flavor selection card displays both hourly and monthly rates.`}),_jsx(`p`,{children:`Billing is per entire node (all GPUs on the server), calculated per minute, and aggregated hourly. Billing stops when the cluster is deleted, whether by user action or reclamation.`}),_jsxs(`p`,{children:[`A minimum account balance is required before provisioning; if the balance is insufficient, provisioning fails. Discount percentages and minimum balance requirements are listed on the `,_jsx(_components.a,{href:`/edge-ai/billing`,children:`billing`}),` page.`]}),_jsx(Heading,{level:`2`,id:`creating-a-spot-cluster`,children:`Creating a Spot cluster`}),_jsx(`p`,{children:`The creation process is identical to standard Bare Metal GPU clusters, with one additional step: acknowledging the Spot terms.`}),_jsxs(Steps,{children:[_jsx(Step,{title:`Navigate to GPU Clusters`,children:_jsxs(_components.p,{children:[`In the `,_jsx(_components.a,{href:`https://portal.gcore.com`,children:`Gcore Customer Portal`}),`, navigate to `,_jsx(_components.strong,{children:`GPU Cloud`}),` > `,_jsx(_components.strong,{children:`GPU Clusters`}),` > `,_jsx(_components.strong,{children:`Bare Metal GPU Clusters`}),`.`]})}),_jsxs(Step,{title:`Open the creation form`,children:[_jsxs(_components.p,{children:[`Click `,_jsx(_components.strong,{children:`Create Cluster`}),`.`]}),_jsx(Frame,{children:_jsx(OptimizedImage,{src:`https://mintcdn.com/gcore/W9hLxFUXyZVjy-WH/images/docs/edge-ai/ai-infrastructure/spot-bare-metal-gpu/step-create-cluster.png?fit=max\u0026auto=format\u0026n=W9hLxFUXyZVjy-WH\u0026q=85\u0026s=b7775e1d9374230bea2e385e9a1b8411`,alt:`GPU Clusters page with the Create Cluster button`,\"data-og-width\":`1024`,width:`1024`,\"data-og-height\":`169`,height:`169`,\"data-path\":`images/docs/edge-ai/ai-infrastructure/spot-bare-metal-gpu/step-create-cluster.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/gcore/W9hLxFUXyZVjy-WH/images/docs/edge-ai/ai-infrastructure/spot-bare-metal-gpu/step-create-cluster.png?w=280\u0026fit=max\u0026auto=format\u0026n=W9hLxFUXyZVjy-WH\u0026q=85\u0026s=22228fa9099b2a736b4a6a4a170267fd 280w, https://mintcdn.com/gcore/W9hLxFUXyZVjy-WH/images/docs/edge-ai/ai-infrastructure/spot-bare-metal-gpu/step-create-cluster.png?w=560\u0026fit=max\u0026auto=format\u0026n=W9hLxFUXyZVjy-WH\u0026q=85\u0026s=4fdd4ecb0734faf764fb94a2bf8e8a2b 560w, https://mintcdn.com/gcore/W9hLxFUXyZVjy-WH/images/docs/edge-ai/ai-infrastructure/spot-bare-metal-gpu/step-create-cluster.png?w=840\u0026fit=max\u0026auto=format\u0026n=W9hLxFUXyZVjy-WH\u0026q=85\u0026s=cbe1b3106a974a42e92813a1804f78ad 840w, https://mintcdn.com/gcore/W9hLxFUXyZVjy-WH/images/docs/edge-ai/ai-infrastructure/spot-bare-metal-gpu/step-create-cluster.png?w=1100\u0026fit=max\u0026auto=format\u0026n=W9hLxFUXyZVjy-WH\u0026q=85\u0026s=a1a141a4c9069331cc422e75429f47e0 1100w, https://mintcdn.com/gcore/W9hLxFUXyZVjy-WH/images/docs/edge-ai/ai-infrastructure/spot-bare-metal-gpu/step-create-cluster.png?w=1650\u0026fit=max\u0026auto=format\u0026n=W9hLxFUXyZVjy-WH\u0026q=85\u0026s=fe0456a1b33706def27726fcb8f8936a 1650w, https://mintcdn.com/gcore/W9hLxFUXyZVjy-WH/images/docs/edge-ai/ai-infrastructure/spot-bare-metal-gpu/step-create-cluster.png?w=2500\u0026fit=max\u0026auto=format\u0026n=W9hLxFUXyZVjy-WH\u0026q=85\u0026s=9ce8d6356a9bd5798d9e4450ec3a4b4c 2500w`})})]}),_jsx(Step,{title:`Select a region`,children:_jsx(Frame,{children:_jsx(OptimizedImage,{src:`https://mintcdn.com/gcore/W9hLxFUXyZVjy-WH/images/docs/edge-ai/ai-infrastructure/spot-bare-metal-gpu/step-region.png?fit=max\u0026auto=format\u0026n=W9hLxFUXyZVjy-WH\u0026q=85\u0026s=8b251b49ebdafc54f4c7cf7498da8982`,alt:`Region 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A warning banner displays the terms and conditions.`]})}),_jsx(Step,{title:`Configure the cluster`,children:_jsxs(_components.p,{children:[`Select a GPU flavor and configure network, SSH key, and cluster name. GPU flavor, image, network, SSH key, and cluster name options are covered in the `,_jsx(_components.a,{href:`/edge-ai/ai-infrastructure/create-a-bare-metal-gpu-cluster`,children:`cluster\\xA0creation`}),` article.`]})}),_jsx(Step,{title:`Create the cluster`})]})]})}),_jsx(_MdxComponentBoundary,{name:`MethodSection`,children:_jsxs(MethodSection,{id:`api`,label:`REST API`,children:[_jsxs(`p`,{children:[`Spot Bare Metal GPU capacity varies by region and time — Spot flavors appear in the same flavor list as standard Bare Metal GPU, distinguished by `,_jsx(_components.code,{children:`spot`}),` in the flavor name, with a `,_jsx(_components.code,{children:`capacity`}),` field that reflects current availability. Once created, provisioning, IP retrieval, and SSH connection follow the same flow as a standard Bare Metal GPU cluster, documented in the `,_jsx(_components.a,{href:`/edge-ai/ai-infrastructure/create-a-bare-metal-gpu-cluster`,children:`cluster\\xA0creation`}),` REST API tab.`]}),_jsx(Info,{children:_jsxs(_components.p,{children:[`An `,_jsx(_components.a,{href:`/account-settings/api-tokens`,children:`API\\xA0token`}),` is required, along with a\n`,_jsx(_components.a,{href:`/api-reference/cloud/projects/list-projects`,children:`project\\xA0ID`}),`\nand a `,_jsx(_components.a,{href:`/api-reference/cloud/regions/list-regions`,children:`region\\xA0ID`}),`.\nSpot Bare Metal GPU is available in select regions only — check the flavor list to confirm.`]})}),_jsx(`p`,{children:`Open a terminal and set these environment variables before running the examples:`}),_jsx(CodeBlock,{filename:``,numberOfLines:`3`,language:`shellscript`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`shellscript`,children:_jsxs(_components.code,{language:`shellscript`,numberOfLines:`3`,children:[_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#569CD6`},children:`export`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#9CDCFE`},children:` GCORE_API_KEY`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"{YOUR_API_KEY}\"`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#569CD6`},children:`export`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#9CDCFE`},children:` GCORE_CLOUD_PROJECT_ID`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"{YOUR_PROJECT_ID}\"`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#569CD6`},children:`export`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#9CDCFE`},children:` GCORE_CLOUD_REGION_ID`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"{YOUR_REGION_ID}\"`})]}),`\n`]})})}),_jsx(Heading,{level:`2`,id:`check-spot-availability`,children:`Check Spot availability`}),_jsxs(`p`,{children:[`Returns all Bare Metal GPU flavors in the region. Filter by `,_jsx(_components.code,{children:`spot`}),` in the flavor name and check `,_jsx(_components.code,{children:`capacity`}),` before creating — a value of `,_jsx(_components.code,{children:`0`}),` means no Spot nodes are available right now.`]}),_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Field`}),_jsx(_components.th,{children:`Description`})]})}),_jsxs(_components.tbody,{children:[_jsxs(_components.tr,{children:[_jsx(_components.td,{children:_jsx(_components.code,{children:`name`})}),_jsxs(_components.td,{children:[`Flavor identifier — contains `,_jsx(_components.code,{children:`spot`}),` for Spot flavors, e.g. `,_jsx(_components.code,{children:`bm3-ai-ndp2-spot-1xlarge-h100-80-8`})]})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{children:_jsx(_components.code,{children:`capacity`})}),_jsxs(_components.td,{children:[`Available node count. `,_jsx(_components.code,{children:`0`}),` means no Spot capacity in this region at this time`]})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{children:_jsx(_components.code,{children:`hardware_description.gpu`})}),_jsx(_components.td,{children:`GPU model name and VRAM`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{children:_jsx(_components.code,{children:`hardware_properties.gpu_count`})}),_jsx(_components.td,{children:`Number of GPUs per node`})]})]})]}),_jsxs(Tabs,{children:[_jsx(Tab,{title:`Python SDK`,id:`python-sdk`,children:_jsx(CodeBlock,{filename:``,numberOfLines:`8`,language:`python`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default 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