Weights & Biases Refs API

The Refs API from Weights & Biases — 1 operation(s) for refs.

Operations 1

POST /refs/read_batch Refs Read Batch #

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OpenAPI Specification

weights-and-biases-refs-api-openapi.yml Raw ↑
openapi: 3.2.0
info:
  title: Fast Calls Refs API
  version: 0.1.0
servers:
- url: https://trace.wandb.ai
tags:
- name: Refs
paths:
  /refs/read_batch:
    post:
      tags:
      - Refs
      summary: Refs Read Batch
      operationId: refs_read_batch_refs_read_batch_post
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/RefsReadBatchReq'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/RefsReadBatchRes'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - HTTPBasic: []
components:
  schemas:
    RefsReadBatchRes:
      properties:
        vals:
          items: {}
          type: array
          title: Vals
      type: object
      required:
      - vals
      title: RefsReadBatchRes
    HTTPValidationError:
      properties:
        detail:
          items:
            $ref: '#/components/schemas/ValidationError'
          type: array
          title: Detail
      type: object
      title: HTTPValidationError
    RefsReadBatchReq:
      properties:
        refs:
          items:
            type: string
          type: array
          title: Refs
      type: object
      required:
      - refs
      title: RefsReadBatchReq
    ValidationError:
      properties:
        loc:
          items:
            anyOf:
            - type: string
            - type: integer
          type: array
          title: Location
        msg:
          type: string
          title: Message
        type:
          type: string
          title: Error Type
      type: object
      required:
      - loc
      - msg
      - type
      title: ValidationError
  securitySchemes:
    HTTPBasic:
      type: http
      scheme: basic