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fix: Fix incorrect on demand feature view diffing and improve Java te…
…sts (#3074) * fix: Fix ODFV bug Signed-off-by: Danny Chiao <[email protected]>
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java/serving/src/test/resources/docker-compose/feast10/setup_it.py
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,86 @@ | ||
from pathlib import Path | ||
from feast.repo_config import load_repo_config | ||
from datetime import datetime, timedelta | ||
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import numpy as np | ||
import pandas as pd | ||
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from definitions import ( | ||
benchmark_feature_service, | ||
benchmark_feature_views, | ||
driver, | ||
driver_hourly_stats_view, | ||
entity, | ||
transformed_conv_rate, | ||
) | ||
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from feast import FeatureStore | ||
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def setup_data(): | ||
start = datetime.now() - timedelta(days=10) | ||
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df = pd.DataFrame() | ||
df["driver_id"] = np.arange(1000, 1010) | ||
df["created"] = datetime.now() | ||
df["conv_rate"] = np.arange(0, 1, 0.1) | ||
df["acc_rate"] = np.arange(0.5, 1, 0.05) | ||
df["avg_daily_trips"] = np.arange(0, 1000, 100) | ||
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# some of rows are beyond 7 days to test OUTSIDE_MAX_AGE status | ||
df["event_timestamp"] = start + pd.Series(np.arange(0, 10)).map( | ||
lambda days: timedelta(days=days) | ||
) | ||
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# Store data in parquet files. Parquet is convenient for local development mode. For | ||
# production, you can use your favorite DWH, such as BigQuery. See Feast documentation | ||
# for more info. | ||
df.to_parquet("driver_stats.parquet") | ||
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# For Benchmarks | ||
# Please read more in Feast RFC-031 | ||
# (link https://docs.google.com/document/d/12UuvTQnTTCJhdRgy6h10zSbInNGSyEJkIxpOcgOen1I/edit) | ||
# about this benchmark setup | ||
def generate_data( | ||
num_rows: int, num_features: int, destination: str | ||
) -> pd.DataFrame: | ||
features = [f"feature_{i}" for i in range(num_features)] | ||
columns = ["entity", "event_timestamp"] + features | ||
df = pd.DataFrame(0, index=np.arange(num_rows), columns=columns) | ||
df["event_timestamp"] = datetime.utcnow() | ||
for column in features: | ||
df[column] = np.random.randint(1, num_rows, num_rows) | ||
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df["entity"] = "key-" + pd.Series(np.arange(1, num_rows + 1)).astype( | ||
pd.StringDtype() | ||
) | ||
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df.to_parquet(destination) | ||
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generate_data(10**3, 250, "benchmark_data.parquet") | ||
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def main(): | ||
print("Running setup_it.py") | ||
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setup_data() | ||
existing_repo_config = load_repo_config(Path(".")) | ||
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# Update to default online store since otherwise, relies on Dockerized Redis service | ||
fs = FeatureStore(config=existing_repo_config.copy(update={"online_store": {}})) | ||
fs.apply( | ||
[ | ||
driver_hourly_stats_view, | ||
transformed_conv_rate, | ||
driver, | ||
entity, | ||
benchmark_feature_service, | ||
*benchmark_feature_views, | ||
] | ||
) | ||
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print("setup_it finished") | ||
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if __name__ == "__main__": | ||
main() |
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