tfx.types.ComponentSpec

A specification of the inputs, outputs and parameters for a component.

tfx.types.ComponentSpec(
    **kwargs
)

Components should have a corresponding ComponentSpec inheriting from this class and must override:

  • PARAMETERS (as a dict of string keys and ExecutionParameter values),
  • INPUTS (as a dict of string keys and ChannelParameter values) and
  • OUTPUTS (also a dict of string keys and ChannelParameter values).

Here is an example of how a ComponentSpec may be defined:

class MyCustomComponentSpec(ComponentSpec): PARAMETERS = { 'internal_option': ExecutionParameter(type=str), } INPUTS = { 'input_examples': ChannelParameter(type=standard_artifacts.Examples), } OUTPUTS = { 'output_examples': ChannelParameter(type=standard_artifacts.Examples), }

To create an instance of a subclass, call it directly with any execution parameters / inputs / outputs as kwargs. For example:

spec = MyCustomComponentSpec( internal_option='abc', input_examples=input_examples_channel, output_examples=output_examples_channel)

**kwargs Any inputs, outputs and execution parameters for this instance of the component spec.

PARAMETERS a dict of string keys and ExecutionParameter values.
INPUTS a dict of string keys and ChannelParameter values.
OUTPUTS a dict of string keys and ChannelParameter values.

Methods

INPUTS

View source

INPUTS()

OUTPUTS

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OUTPUTS()

PARAMETERS

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PARAMETERS()

from_json_dict

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@classmethod
from_json_dict(
    dict_data: Dict[Text, Any]
) -> Any

Convert from dictionary data to an object.

to_json_dict

View source

to_json_dict() -> Dict[Text, Any]

Convert from an object to a JSON serializable dictionary.

__eq__

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__eq__(
    other
)

Return self==value.