kubeflow.fairing package

Subpackages

• kubeflow.fairing.backends package
  • Submodules
  • kubeflow.fairing.backends.backends module
  • Module contents
• kubeflow.fairing.builders package
  • Subpackages
    • kubeflow.fairing.builders.append package
      • Submodules
      • kubeflow.fairing.builders.append.append module
      • Module contents
    • kubeflow.fairing.builders.cluster package
      • Submodules
      • kubeflow.fairing.builders.cluster.azurestorage_context module
      • kubeflow.fairing.builders.cluster.cluster module
      • kubeflow.fairing.builders.cluster.context_source module
      • kubeflow.fairing.builders.cluster.gcs_context module
      • kubeflow.fairing.builders.cluster.s3_context module
      • Module contents
    • kubeflow.fairing.builders.docker package
      • Submodules
      • kubeflow.fairing.builders.docker.docker module
      • Module contents
  • Submodules
  • kubeflow.fairing.builders.base_builder module
  • kubeflow.fairing.builders.builder module
  • kubeflow.fairing.builders.dockerfile module
  • Module contents
• kubeflow.fairing.cloud package
  • Submodules
  • kubeflow.fairing.cloud.aws module
  • kubeflow.fairing.cloud.azure module
  • kubeflow.fairing.cloud.docker module
  • kubeflow.fairing.cloud.gcp module
  • kubeflow.fairing.cloud.storage module
  • Module contents
• kubeflow.fairing.constants package
  • Submodules
  • kubeflow.fairing.constants.constants module
  • Module contents
• kubeflow.fairing.deployers package
  • Subpackages
    • kubeflow.fairing.deployers.gcp package
      • Submodules
      • kubeflow.fairing.deployers.gcp.gcp module
      • kubeflow.fairing.deployers.gcp.gcpserving module
      • Module contents
    • kubeflow.fairing.deployers.job package
      • Submodules
      • kubeflow.fairing.deployers.job.job module
      • Module contents
    • kubeflow.fairing.deployers.kfserving package
      • Submodules
      • kubeflow.fairing.deployers.kfserving.kfserving module
      • Module contents
    • kubeflow.fairing.deployers.serving package
      • Submodules
      • kubeflow.fairing.deployers.serving.serving module
      • Module contents
    • kubeflow.fairing.deployers.tfjob package
      • Submodules
      • kubeflow.fairing.deployers.tfjob.tfjob module
      • Module contents
  • Submodules
  • kubeflow.fairing.deployers.deployer module
  • Module contents
• kubeflow.fairing.frameworks package
  • Submodules
  • kubeflow.fairing.frameworks.lightgbm module
  • kubeflow.fairing.frameworks.lightgbm_dist_training_init module
  • kubeflow.fairing.frameworks.utils module
  • Module contents
• kubeflow.fairing.functions package
  • Submodules
  • kubeflow.fairing.functions.function_shim module
  • Module contents
• kubeflow.fairing.kubernetes package
  • Submodules
  • kubeflow.fairing.kubernetes.manager module
  • kubeflow.fairing.kubernetes.utils module
  • Module contents
• kubeflow.fairing.ml_tasks package
  • Submodules
  • kubeflow.fairing.ml_tasks.tasks module
  • kubeflow.fairing.ml_tasks.utils module
  • Module contents
• kubeflow.fairing.notebook package
  • Submodules
  • kubeflow.fairing.notebook.notebook_util module
  • Module contents
• kubeflow.fairing.preprocessors package
  • Submodules
  • kubeflow.fairing.preprocessors.base module
  • kubeflow.fairing.preprocessors.converted_notebook module
  • kubeflow.fairing.preprocessors.full_notebook module
  • kubeflow.fairing.preprocessors.function module
  • Module contents

Submodules

kubeflow.fairing.config module

class kubeflow.fairing.config.Config

Bases: object

deploy(pod_spec)

deploy the job

Parameters:pod_spec – pod spec of the job

fn(fn)

function

Parameters:fn – return func that set the preprocessorr and run

get_builder(preprocessor)

get the builder

Parameters:preprocessor – preprocessor function

get_deployer()

get deployer

get_preprocessor()

get the preprocessor

reset()

reset the preprocessor, builder_name and deployer name

run()

run the pipeline for job

set_builder(name='append', **kwargs)

set the builder

Parameters:name – builder name (Default value = DEFAULT_BUILDER)

set_deployer(name='job', **kwargs)

set the deployer

Parameters:name – deployer name (Default value = DEFAULT_DEPLOYER)

set_preprocessor(name=None, **kwargs)

Parameters:name – preprocessor name(Default value = None)

kubeflow.fairing.http_utils module

kubeflow.fairing.http_utils.configure_http_instance(http=None)

Configure http instance to modify the request headers to append or modify user-agent.

Parameters:http – Body of googleapiclient (Default value = None) Returns:object: Configurated http contents.

kubeflow.fairing.runtime_config module

class kubeflow.fairing.runtime_config.RuntimeConfig

Bases: object

A passthrough config shim that runs in the fairing runtime

fn(func)

get_builder()

get_deployer(**kwargs)

get_preprocessor()

reset()

run()

set_builder(name, **kwargs)

set_deployer(name, **kwargs)

set_preprocessor(name, **kwargs)

kubeflow.fairing.utils module

kubeflow.fairing.utils.crc(file_name)

Compute a running Cyclic Redundancy Check checksum.

Parameters:file_name – The file name that’s for crc checksum.

kubeflow.fairing.utils.get_current_k8s_namespace()

Get the current namespace of kubernetes.

kubeflow.fairing.utils.get_default_target_namespace()

Get the default target namespace, if running in the kubernetes cluster, will be current namespace, Otherwiase, will be “default”.

kubeflow.fairing.utils.get_image(repository, name)

Get the full image name by integrating repository and image name.

Parameters:

• repository – The name of repository
• name – The short image name

Returns:

str: Full image name, format: repo/name.

kubeflow.fairing.utils.is_running_in_k8s()

Check if running in the kubernetes cluster.

kubeflow.fairing.utils.random_tag()

Get a random tag.

Module contents