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Zeblok Python SDK

Project description

Zeblok Python SDK

Zeblok-sdk will help integrate your MLOps workflows with the Zeblok Ai-MicroCloud platform.

Components of the Python SDK

Auth

  • API Authentication
  • Datalake Authentication

Resources

  • Plan
  • Namespace

Managed Service

  • Microservice
  • Orchestration-Addons
  • Ai-API
  • Ai-Pipeline
  • DataSet

Interface

Authentication

  • API Authentication: APIAuth(app_url, api_access_key,api_access_secret)
  • Datalake Authentication: DataSet(api_auth, access_key, secret_key, bucket_name)

Plans

  • Get all plans: get_all()
  • Get a plan by id: get_by_id(plan_id)
  • Validate a plan by id: validate_id(plan_id)
  • Get filtered details of a plan: get_filtered_details(plan_id, fields_req)

Namespaces

  • Get all namespaces: get_all()
  • Get a namespace by id: get_by_id(namespace_id)
  • Validate a namespace by id: validate_id(namespace_id)

MicroServices

  • Get all microservices: get_all()
  • Get a microservice by id: get_by_id(plan_id)
  • Validate a microservice by id: validate_id(microservice_id)
  • Spawn a microservices by id: spawn(display_name, microservice_id, plan_id, microservice_name, namespace_id, envs, ports, args, command)

Orchestration-Addons

  • Get all orchestrations: get_all()
  • Get an orchestration by id: get_by_id(orchestration_id)
  • Validate an orchestration by id: validate_id(orchestration_id)
  • Spawn an orchestrations by id: spawn(orchestration_id, plan_id, namespace_id, orchestration_name, min_workers, max_workers)

AI-APIs

  • Get all AI-APIs with deployed state: get_all(state=deployed)
  • Get all AI-APIs with ready state: get_all(state=ready)
  • Validate an AI-API: validate(image_name, state)
  • Create and Spawn an AI-API: create_and_spawn(ai_api_name, model_folder_path, plan_id, namespace_id, ai_api_type)
  • Create an AI-API: create(ai_api_name, model_folder_path, ai_api_type)
  • Spawn an AI-API: spawn(image_name, namespace_id, plan_id)

AI-Pipelines

  • Get all AI-Pipelines with created state: get_all(state=created)
  • Get all AI-Pipelines with ready state: get_all(state=ready)
  • Validate an AI-Pipeline: validate(image_name, state)
  • Create and Spawn an AI-API: create_and_spawn(ai_pipeline_name, ai_pipeline_folder_path, caas_plan_id, ai_pipeline_plan_id, namespace_id)
  • Create an AI-Pipeline: create(ai_pipeline_name, ai_pipeline_folder_path, caas_plan_id, ai_pipeline_plan_id, namespace_id)
  • Spawn an AI-Pipeline: spawn(ai_pipeline_plan_id, namespace_id, ai_pipeline_image_name)

DataSet

  • Check if a bucket exists: bucket_exists()
  • Check if an object exists: object_exists(object_name)
  • Upload an object: upload_object(local_file_pathname, object_name)
  • Download an object: download_object(object_name, local_dir, filename)
  • Get object PreSigned URL: get_presigned_url(object_name)

Usage

Checkout the detailed usage of the SDK at Usage.md

Contact Zeblok

Team Email
Technical Team support@zeblok.com
Sales Team sales@zeblok.com

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