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fix: Fix Feast UI parser to work with new APIs #2668

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May 11, 2022
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26 changes: 8 additions & 18 deletions ui/feature_repo/features.py
Original file line number Diff line number Diff line change
@@ -1,27 +1,24 @@
from datetime import timedelta

from feast import (
Bool,
Entity,
FeatureService,
FeatureView,
Field,
FileSource,
Int64,
String,
ValueType,
)
from feast.data_source import RequestSource
from feast.request_feature_view import RequestFeatureView
from feast.on_demand_feature_view import on_demand_feature_view
from feast.field import Field
from feast.types import Bool, Int64, String
import pandas as pd

zipcode = Entity(
name="zipcode",
value_type=ValueType.INT64,
description="A zipcode",
labels={"owner": "[email protected]", "team": "hack week",},
tags={"owner": "[email protected]", "team": "hack week",},
)

zipcode_source = FileSource(
Expand All @@ -43,7 +40,7 @@
Field(name="population", dtype=Int64),
Field(name="total_wages", dtype=Int64),
],
batch_source=zipcode_source,
source=zipcode_source,
tags={
"date_added": "2022-02-7",
"experiments": "experiment-A,experiment-B,experiment-C",
Expand All @@ -64,7 +61,7 @@
Field(name="population", dtype=Int64),
Field(name="total_wages", dtype=Int64),
],
batch_source=zipcode_source,
source=zipcode_source,
tags={
"date_added": "2022-02-7",
"experiments": "experiment-A,experiment-B,experiment-C",
Expand All @@ -81,7 +78,7 @@
Field(name="tax_returns_filed", dtype=Int64),
Field(name="total_wages", dtype=Int64),
],
batch_source=zipcode_source,
source=zipcode_source,
tags={
"date_added": "2022-02-7",
"experiments": "experiment-A,experiment-B,experiment-C",
Expand All @@ -94,7 +91,7 @@
name="dob_ssn",
value_type=ValueType.STRING,
description="Date of birth and last four digits of social security number",
labels={"owner": "[email protected]", "team": "hack week",},
tags={"owner": "[email protected]", "team": "hack week",},
)

credit_history_source = FileSource(
Expand All @@ -119,7 +116,7 @@
Field(name="missed_payments_6m", dtype=Int64),
Field(name="bankruptcies", dtype=Int64),
],
batch_source=credit_history_source,
source=credit_history_source,
tags={
"date_added": "2022-02-6",
"experiments": "experiment-A",
Expand Down Expand Up @@ -152,16 +149,10 @@ def transaction_gt_last_credit_card_due(inputs: pd.DataFrame) -> pd.DataFrame:
)
return df


# Define request feature view
transaction_request_fv = RequestFeatureView(
name="transaction_request_fv", request_data_source=input_request,
)

model_v1 = FeatureService(
name="credit_score_v1",
features=[
credit_history[["mortgage_due", "credit_card_due", "missed_payments_1y"]],
credit_history[["credit_card_due", "missed_payments_1y"]],
zipcode_features,
],
tags={"owner": "[email protected]", "stage": "staging"},
Expand All @@ -173,7 +164,6 @@ def transaction_gt_last_credit_card_due(inputs: pd.DataFrame) -> pd.DataFrame:
features=[
credit_history[["mortgage_due", "credit_card_due", "missed_payments_1y"]],
zipcode_features,
transaction_request_fv,
],
tags={"owner": "[email protected]", "stage": "prod"},
description="Credit scoring model",
Expand Down
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