model_card_toolkit.TfmaSource
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Source to extract TFMA eval result data for a model card.
model_card_toolkit.TfmaSource(
eval_result_paths: List[str] = dataclasses.field(default_factory=list),
file_format: Optional[str] = '',
model_evaluation_artifacts: List[metadata_store_pb2.Artifact] = dataclasses.field(default_factory=list),
metrics_include: List[str] = dataclasses.field(default_factory=list),
metrics_exclude: List[str] = dataclasses.field(default_factory=list)
)
Provide exactly one of eval_result_paths
or model_evaluation_artifacts
.
Attributes |
eval_result_paths
|
The paths to the eval result output from TensorFlow Model
Analysis or TFX Evaluator.
|
file_format
|
Optional file extension to filter eval result files by.
|
model_evaluation_artifacts
|
The MLMD artifacts from TensorFlow Model
Analysis or TFX Evaluator.
|
metrics_include
|
The list of metric names to include in the model card. By
default, all metrics are included. Mutually exclusive with
metrics_exclude.
|
metrics_exclude
|
The list of metric names to exclude in the model card. By
default, no metrics are excluded. Mutually exclusive with metrics_include.
|
Methods
__eq__
__eq__(
other
)
Class Variables |
file_format
|
''
|
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Last updated 2023-04-07 UTC.
[{
"type": "thumb-down",
"id": "missingTheInformationINeed",
"label":"Missing the information I need"
},{
"type": "thumb-down",
"id": "tooComplicatedTooManySteps",
"label":"Too complicated / too many steps"
},{
"type": "thumb-down",
"id": "outOfDate",
"label":"Out of date"
},{
"type": "thumb-down",
"id": "samplesCodeIssue",
"label":"Samples / code issue"
},{
"type": "thumb-down",
"id": "otherDown",
"label":"Other"
}]
[{
"type": "thumb-up",
"id": "easyToUnderstand",
"label":"Easy to understand"
},{
"type": "thumb-up",
"id": "solvedMyProblem",
"label":"Solved my problem"
},{
"type": "thumb-up",
"id": "otherUp",
"label":"Other"
}]
{"lastModified": "Last updated 2023-04-07 UTC."}
[[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Missing the information I need","missingTheInformationINeed","thumb-down"],["Too complicated / too many steps","tooComplicatedTooManySteps","thumb-down"],["Out of date","outOfDate","thumb-down"],["Samples / code issue","samplesCodeIssue","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2023-04-07 UTC."],[],[]]