Landing.ai

Landing.ai Training API

The Training API from Landing.ai — 6 operation(s) for training.

GitHub OpenAPI
Business capability
Artificial Intelligence Management BC-610.60

Operations 7

POST /v1/projects/{project_id}/train Create Training Job #
GET /v1/projects/{project_id}/train Get Training List #
GET /v1/projects/{project_id}/train/{training_id}/status Get Training Status #
GET /v1/projects/{project_id}/train/architectures Get Train Archs #
POST /v1/projects/{project_id}/autosplit Auto Split #
GET /v1/projects/{project_id}/train/{training_id}/results/metrics Get Metrics Summary For All Splits #
GET /v1/projects/{project_id}/train/{training_id}/results/confusion-matrix Get Confusion Matrix For All Splits #

Documentation

📖
Documentation
https://docs.landing.ai/dpt3/overview
📖
APIReference
https://docs.landing.ai/api-reference/parse/ade-parse
📖
GettingStarted
https://docs.landing.ai/dpt3/quickstart
📖
Documentation
https://docs.landing.ai/ade/ade-overview
📖
APIReference
https://docs.landing.ai/api-reference/tools/ade-parse
📖
GettingStarted
https://docs.landing.ai/ade/ade-quickstart
📖
Documentation
https://docs.landing.ai/
📖
Documentation
https://docs.landing.ai/landinglens-landingedge

Specifications

⚙
OpenAPI
https://artifacts.apis.io/landingai/openapi/landingai-training-api-openapi.yml

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OpenAPI Specification

landingai-training-api-openapi.yml Raw ↑ 
openapi: 3.2.0
info:
  title: LandingLens Training API
  description: '**LandingLens API** is a RESTful API that allows you to use LandingLens programmatically.'
  version: 0.1.0
servers:
- url: https://api.landing.ai
  description: Production environment
tags:
- name: Training
paths:
  /v1/projects/{project_id}/train:
    post:
      tags:
      - Training
      summary: Create Training Job
      operationId: create_training_job_v1_projects__project_id__train_post
      parameters:
      - name: project_id
        in: path
        required: true
        schema:
          type: integer
          title: Project Id
      - name: timeout
        in: query
        required: false
        schema:
          anyOf:
          - type: integer
          - type: 'null'
          default: 60
          title: Timeout
      - name: apikey
        in: header
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          title: Apikey
      requestBody:
        content:
          application/json:
            schema:
              anyOf:
              - $ref: '#/components/schemas/TrainItem'
              - type: 'null'
              title: Training Config Request
            examples:
              classification:
                summary: train classification model
                value:
                  model:
                    architecture: ConvNext-[16M]
                    hyperParams:
                      epochs: 20
                  transforms:
                    preprocessing:
                    - rescaleWithPadding:
                        height: 896
                        width: 1280
                        paddingValue: 0
                    augmentations:
                    - horizontalFlip:
                        p: 0.5
                    - randAugment:
                        numberTransforms: 2
                        magnitude: 4
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/BaseResponse_TrainingResponseData_'
              example:
                data: edcfea45-33b5-4a52-8625-94d156e63fb3
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
    get:
      tags:
      - Training
      summary: Get Training List
      operationId: get_training_list_v1_projects__project_id__train_get
      parameters:
      - name: project_id
        in: path
        required: true
        schema:
          type: integer
          title: Project Id
      - name: timeout
        in: query
        required: false
        schema:
          anyOf:
          - type: integer
          - type: 'null'
          default: 60
          title: Timeout
      - name: apikey
        in: header
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          title: Apikey
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/BaseResponse_list_TrainingItem__'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/projects/{project_id}/train/{training_id}/status:
    get:
      tags:
      - Training
      summary: Get Training Status
      operationId: get_training_status_v1_projects__project_id__train__training_id__status_get
      parameters:
      - name: project_id
        in: path
        required: true
        schema:
          type: integer
          title: Project Id
      - name: training_id
        in: path
        required: true
        schema:
          type: string
          title: Training Id
      - name: timeout
        in: query
        required: false
        schema:
          anyOf:
          - type: integer
          - type: 'null'
          default: 60
          title: Timeout
      - name: apikey
        in: header
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          title: Apikey
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/BaseResponse_TrainingStatus_'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/projects/{project_id}/train/architectures:
    get:
      tags:
      - Training
      summary: Get Train Archs
      operationId: get_train_archs_v1_projects__project_id__train_architectures_get
      parameters:
      - name: project_id
        in: path
        required: true
        schema:
          type: integer
          title: Project Id
      - name: timeout
        in: query
        required: false
        schema:
          anyOf:
          - type: integer
          - type: 'null'
          default: 60
          title: Timeout
      - name: apikey
        in: header
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          title: Apikey
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/BaseResponse_list_ArchItem__'
              examples:
                classification:
                  summary: classification project
                  value:
                    data:
                    - name: ConvNext-[16M]
                    - name: ConvNext-[29M]
                object_detection:
                  summary: object detection project
                  value:
                    data:
                    - name: RtmDet-[9M]
                    - name: RepPoints-[20M]
                    - name: RepPoints-[37M]
                segmentation:
                  summary: segmentation project
                  value:
                    data:
                    - name: SegFormer-[14M]
                    - name: FastVit-[14M]
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/projects/{project_id}/autosplit:
    post:
      tags:
      - Training
      summary: Auto Split
      operationId: auto_split_v1_projects__project_id__autosplit_post
      parameters:
      - name: project_id
        in: path
        required: true
        schema:
          type: integer
          title: Project Id
      - name: timeout
        in: query
        required: false
        schema:
          anyOf:
          - type: integer
          - type: 'null'
          default: 60
          title: Timeout
      - name: apikey
        in: header
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          title: Apikey
      requestBody:
        required: true
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/AutoSplitBody'
      responses:
        '201':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/projects/{project_id}/train/{training_id}/results/metrics:
    get:
      tags:
      - Training
      summary: Get Metrics Summary For All Splits
      operationId: get_metrics_summary_for_all_splits_v1_projects__project_id__train__training_id__results_metrics_get
      parameters:
      - name: project_id
        in: path
        required: true
        schema:
          type: integer
          title: Project Id
      - name: training_id
        in: path
        required: true
        schema:
          type: string
          format: uuid4
          title: Training Id
      - name: timeout
        in: query
        required: false
        schema:
          anyOf:
          - type: integer
          - type: 'null'
          default: 60
          title: Timeout
      - name: apikey
        in: header
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          title: Apikey
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/MetricsSummaryResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/projects/{project_id}/train/{training_id}/results/confusion-matrix:
    get:
      tags:
      - Training
      summary: Get Confusion Matrix For All Splits
      operationId: get_confusion_matrix_for_all_splits_v1_projects__project_id__train__training_id__results_confusion_matrix_get
      parameters:
      - name: project_id
        in: path
        required: true
        schema:
          type: integer
          title: Project Id
      - name: training_id
        in: path
        required: true
        schema:
          type: string
          format: uuid4
          title: Training Id
      - name: timeout
        in: query
        required: false
        schema:
          anyOf:
          - type: integer
          - type: 'null'
          default: 60
          title: Timeout
      - name: apikey
        in: header
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          title: Apikey
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ConfusionMetricsResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
components:
  schemas:
    TrainingStatus:
      properties:
        status:
          $ref: '#/components/schemas/JobStatus'
      type: object
      required:
      - status
      title: TrainingStatus
    ConfusionMetricsResponse:
      properties:
        data:
          anyOf:
          - items:
              $ref: '#/components/schemas/ConfusionMatrix'
            type: array
          - type: 'null'
          title: Data
      type: object
      required:
      - data
      title: ConfusionMetricsResponse
    Metric:
      properties:
        name:
          type: string
          title: Name
        performance:
          type: number
          title: Performance
        recall:
          type: number
          title: Recall
        precision:
          type: number
          title: Precision
      type: object
      required:
      - name
      - performance
      - recall
      - precision
      title: Metric
    AutoSplitBody:
      properties:
        splitPercentages:
          $ref: '#/components/schemas/SplitPercentages'
        selectOption:
          allOf:
          - $ref: '#/components/schemas/AutoSplitOptions'
          description: '`all-labeled` takes all labeled images, whether they have a split or not.

            This option modifies the splits, which can be risky and inconvenient if you manually assigned the splits, as it will override your work.


            `without-split` only takes the labeled images that do not yet have a split. It does not modify the splits already assigned to the images that previously had splits.'
      type: object
      required:
      - splitPercentages
      - selectOption
      title: AutoSplitBody
    MetricsSummary:
      properties:
        name:
          type: string
          title: Name
          description: The split name
        classes:
          anyOf:
          - items:
              $ref: '#/components/schemas/ClassMetrics'
            type: array
          - type: 'null'
          title: Classes
        metrics:
          anyOf:
          - items:
              $ref: '#/components/schemas/Metric'
            type: array
          - type: 'null'
          title: Metrics
      type: object
      required:
      - name
      - classes
      - metrics
      title: MetricsSummary
    ArchItem:
      properties:
        name:
          type: string
          title: Name
      type: object
      required:
      - name
      title: ArchItem
    JobStatus:
      type: string
      enum:
      - CREATED
      - STARTING
      - TRAINING
      - EVALUATING
      - PUBLISHING
      - SUCCEEDED
      - FAILED
      title: JobStatus
    AutoSplitOptions:
      type: string
      enum:
      - all-labeled
      - without-split
      title: AutoSplitOptions
    ConfusionMatrix:
      properties:
        name:
          type: string
          title: Name
        correctPredictions:
          items:
            $ref: '#/components/schemas/PredictionItem'
          type: array
          title: Correctpredictions
        falseNegativePredictions:
          items:
            $ref: '#/components/schemas/PredictionItem'
          type: array
          title: Falsenegativepredictions
        falsePositivePredictions:
          items:
            $ref: '#/components/schemas/PredictionItem'
          type: array
          title: Falsepositivepredictions
        misclassifications:
          items:
            $ref: '#/components/schemas/PredictionItem'
          type: array
          title: Misclassifications
      type: object
      required:
      - name
      - correctPredictions
      - falseNegativePredictions
      - falsePositivePredictions
      - misclassifications
      title: ConfusionMatrix
    BaseResponse_TrainingStatus_:
      properties:
        data:
          anyOf:
          - $ref: '#/components/schemas/TrainingStatus'
          - type: 'null'
      type: object
      required:
      - data
      title: BaseResponse[TrainingStatus]
    TrainingResponseData:
      properties:
        trainingId:
          type: string
          title: Trainingid
      type: object
      required:
      - trainingId
      title: TrainingResponseData
    TrainItem:
      properties:
        name:
          anyOf:
          - type: string
          - type: 'null'
          title: Name
        model:
          $ref: '#/components/schemas/TrainItemModel'
        transforms:
          $ref: '#/components/schemas/TrainItemTransforms'
      type: object
      required:
      - model
      - transforms
      title: TrainItem
    TrainItemModel:
      properties:
        architecture:
          type: string
          title: Architecture
        hyperParams:
          type: object
          title: Hyperparams
      type: object
      required:
      - architecture
      - hyperParams
      title: TrainItemModel
    HTTPValidationError:
      properties:
        detail:
          items:
            $ref: '#/components/schemas/ValidationError'
          type: array
          title: Detail
      type: object
      title: HTTPValidationError
    MetricsSummaryResponse:
      properties:
        data:
          anyOf:
          - items:
              $ref: '#/components/schemas/MetricsSummary'
            type: array
          - type: 'null'
          title: Data
      type: object
      required:
      - data
      title: MetricsSummaryResponse
    PredictionItem:
      properties:
        count:
          type: integer
          title: Count
        groundTruthClassId:
          type: integer
          title: Groundtruthclassid
        predictedClassId:
          type: integer
          title: Predictedclassid
      type: object
      required:
      - count
      - groundTruthClassId
      - predictedClassId
      title: PredictionItem
    SplitPercentages:
      properties:
        train:
          type: integer
          title: Train
        dev:
          type: integer
          title: Dev
        test:
          type: integer
          title: Test
      type: object
      required:
      - train
      - dev
      - test
      title: SplitPercentages
    BaseResponse_TrainingResponseData_:
      properties:
        data:
          anyOf:
          - $ref: '#/components/schemas/TrainingResponseData'
          - type: 'null'
      type: object
      required:
      - data
      title: BaseResponse[TrainingResponseData]
    BaseResponse_list_TrainingItem__:
      properties:
        data:
          anyOf:
          - items:
              $ref: '#/components/schemas/TrainingItem'
            type: array
          - type: 'null'
          title: Data
      type: object
      required:
      - data
      title: BaseResponse[list[TrainingItem]]
    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
    TrainingItem:
      properties:
        id:
          type: string
          title: Id
        status:
          $ref: '#/components/schemas/JobStatus'
      type: object
      required:
      - id
      - status
      title: TrainingItem
    ClassMetrics:
      properties:
        id:
          type: integer
          title: Id
          description: The class id
        performance:
          type: number
          title: Performance
        recall:
          type: number
          title: Recall
        precision:
          type: number
          title: Precision
      type: object
      required:
      - id
      - performance
      - recall
      - precision
      title: ClassMetrics
    BaseResponse_list_ArchItem__:
      properties:
        data:
          anyOf:
          - items:
              $ref: '#/components/schemas/ArchItem'
            type: array
          - type: 'null'
          title: Data
      type: object
      required:
      - data
      title: BaseResponse[list[ArchItem]]
    TrainItemTransforms:
      properties:
        preprocessing:
          items:
            additionalProperties:
              type: object
            type: object
          type: array
          title: Preprocessing
        augmentations:
          anyOf:
          - items:
              additionalProperties:
                type: object
              type: object
            type: array
          - type: 'null'
          title: Augmentations
      type: object
      required:
      - preprocessing
      title: TrainItemTransforms
x-provenance:
  method: harvested
  publisher: Landing.ai
  source: https://api.landing.ai/openapi.json
  note: split by refine-openapis from the provider's own published document, verified by fetch (openapi/_original/*.fetch.json);
    stamped by stamp-openapi-provenance.py (roadmap#793)