> ## Documentation Index
> Fetch the complete documentation index at: https://docs.veri.studio/llms.txt
> Use this file to discover all available pages before exploring further.

# GPU offering catalog by provider/workload



## OpenAPI

````yaml /api-reference/openapi.json get /v1/gpu/catalog
openapi: 3.1.0
info:
  title: Veri API
  description: >-
    REST API for the Veri RL post-training platform. All requests require a
    Bearer API key (`vk_` prefix).
  license:
    name: ''
  version: 0.1.0
servers:
  - url: https://api.veri.studio
    description: Production
security: []
tags:
  - name: Training jobs
    description: Create, monitor, and manage training jobs.
  - name: Datasets
    description: Upload and connect training datasets.
  - name: Deployments
    description: Serve trained models and run inference.
  - name: Volumes
    description: Persistent file storage mounted into jobs.
  - name: Models
    description: Custom model registry deployments serve from.
  - name: Regions
    description: Discover available launch regions.
  - name: GPU
    description: Live GPU availability by provider and region.
  - name: Code artifacts
    description: Upload custom training script bundles.
  - name: Billing
    description: Credit balance and transaction history.
  - name: API keys
    description: Create and revoke API keys.
  - name: Account
    description: The authenticated caller's identity.
  - name: Settings
    description: Account-level integrations (Weights & Biases).
  - name: Metrics
    description: Prometheus metrics export for your own observability stack.
  - name: Evaluators
    description: 'Evaluators: versioned scoring rules (LLM judge, code, human).'
  - name: Experiments
    description: >-
      Experiments: offline runs of a pinned dataset snapshot through a target,
      scored by pinned evaluators.
  - name: Annotation queues
    description: >-
      Human review: queue traces, threads and experiment items, reserve one at a
      time, score them and feed corrections back into datasets.
  - name: Monitors
    description: >-
      Monitors: evaluators scoring a sampled share of a deployment's live
      traffic.
  - name: Observability
    description: Agent conversations, agents and their traffic.
  - name: Public runs
    description: Unauthenticated reads of runs their owners published to Explore.
paths:
  /v1/gpu/catalog:
    get:
      tags:
        - GPU
      summary: GPU offering catalog by provider/workload
      operationId: catalog
      responses:
        '200':
          description: >-
            Offering rows: provider x workload x gpu_type with node shapes,
            status and price
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/GpuCatalogList'
      security:
        - bearerAuth: []
components:
  schemas:
    GpuCatalogList:
      type: object
      required:
        - object
        - catalog
      properties:
        object:
          type: string
        catalog:
          type: array
          items:
            $ref: '#/components/schemas/GpuCatalogRow'
    GpuCatalogRow:
      type: object
      description: 'One catalog row: a (provider, workload, gpu_type) offering.'
      required:
        - provider
        - gpu_type
        - workload
        - node_counts
        - status
      properties:
        provider:
          type: string
        gpu_type:
          type: string
        workload:
          type: string
          description: '"training" or "serving".'
        node_counts:
          type: array
          items:
            type: integer
            format: int32
            minimum: 0
          description: |-
            Orderable GPUs-per-node counts for this shape (e.g. [8] for AWS
            A100/H100, whole nodes only; [1, 8] for DigitalOcean H100 training).
        status:
          type: string
          description: |-
            "available" (orderable now) or "coming_soon" (wired but behind a
            feature flag; a create 400s until the flag flips).
        usd_per_gpu_hr:
          type:
            - number
            - 'null'
          format: double
          description: |-
            Customer $/GPU-hr (marked up, matching /v1/cost/rates). Absent until
            the provider's rate is seeded; never a fabricated 0.
  securitySchemes:
    bearerAuth:
      type: http
      scheme: bearer
      bearerFormat: API key
      description: API key with the `vk_` prefix. Create one from the dashboard.

````

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