mirror of
https://github.com/datahub-project/datahub.git
synced 2025-10-26 00:14:53 +00:00
44 lines
1.7 KiB
Python
44 lines
1.7 KiB
Python
|
import datahub.emitter.mce_builder as builder
|
||
|
|
import datahub.metadata.schema_classes as models
|
||
|
|
from datahub.emitter.mcp import MetadataChangeProposalWrapper
|
||
|
|
from datahub.emitter.rest_emitter import DatahubRestEmitter
|
||
|
|
from datahub.ingestion.graph.client import DatahubClientConfig, DataHubGraph
|
||
|
|
from datahub.metadata.schema_classes import MLFeatureTablePropertiesClass
|
||
|
|
|
||
|
|
gms_endpoint = "http://localhost:8080"
|
||
|
|
# Create an emitter to DataHub over REST
|
||
|
|
emitter = DatahubRestEmitter(gms_server=gms_endpoint, extra_headers={})
|
||
|
|
|
||
|
|
feature_table_urn = builder.make_ml_feature_table_urn(
|
||
|
|
feature_table_name="my-feature-table", platform="feast"
|
||
|
|
)
|
||
|
|
feature_urns = [
|
||
|
|
builder.make_ml_feature_urn(
|
||
|
|
feature_name="my-feature2", feature_table_name="my-feature-table"
|
||
|
|
),
|
||
|
|
]
|
||
|
|
|
||
|
|
# This code concatenates the new features with the existing features in the feature table.
|
||
|
|
# If you want to replace all existing features with only the new ones, you can comment out this line.
|
||
|
|
graph = DataHubGraph(DatahubClientConfig(server=gms_endpoint))
|
||
|
|
feature_table_properties = graph.get_aspect(
|
||
|
|
entity_urn=feature_table_urn, aspect_type=MLFeatureTablePropertiesClass
|
||
|
|
)
|
||
|
|
if feature_table_properties:
|
||
|
|
current_features = feature_table_properties.mlFeatures
|
||
|
|
print("current_features:", current_features)
|
||
|
|
if current_features:
|
||
|
|
feature_urns += current_features
|
||
|
|
|
||
|
|
feature_table_properties = models.MLFeatureTablePropertiesClass(mlFeatures=feature_urns)
|
||
|
|
# MCP createion
|
||
|
|
metadata_change_proposal = MetadataChangeProposalWrapper(
|
||
|
|
entityType="mlFeatureTable",
|
||
|
|
changeType=models.ChangeTypeClass.UPSERT,
|
||
|
|
entityUrn=feature_table_urn,
|
||
|
|
aspect=feature_table_properties,
|
||
|
|
)
|
||
|
|
|
||
|
|
# Emit metadata! This is a blocking call
|
||
|
|
emitter.emit(metadata_change_proposal)
|