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feat: Add quality monitoring features for Trino offline store by Marcus-Rosti · Pull Request #6779 · feast-dev/feast · GitHub

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feat: Add quality monitoring features for Trino offline store #6779

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feat: Add quality monitoring features for Trino offline store #6779

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1 change: 1 addition & 0 deletions docs/how-to-guides/feature-monitoring.md
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Original file line number Diff line number Diff line change
Expand Up @@ -359,6 +359,7 @@ Monitoring works natively with all offline stores that serve as compute engines
| BigQuery | SQL push-down | `MERGE` into BQ tables |
| Redshift | SQL push-down | `MERGE` via Data API |
| Spark | SparkSQL push-down | Parquet tables |
| Trino | SQL push-down | Trino tables |
| Oracle | SQL via Ibis | `MERGE` from `DUAL` |
| DuckDB | In-memory SQL | Parquet files |
| Dask | PyArrow compute | Parquet files |
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17 changes: 12 additions & 5 deletions sdk/python/feast/infra/offline_stores/contrib/trino_offline_store/connectors/upload.py
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Expand Up @@ -18,7 +18,7 @@
```
"""

from datetime import datetime, timezone
from datetime import date, datetime, timezone
from typing import Any, Dict, Iterator, Optional, Set

import numpy as np
Expand Down Expand Up @@ -117,20 +117,27 @@ def _is_nan(value: Any) -> bool:
def _format_value(row: pd.Series, schema: Dict[str, Any]) -> str:
formated_values = []
for row_name, row_value in row.items():
if schema[row_name].startswith("timestamp"):
if _is_nan(row_value):
formated_values.append("NULL")
elif schema[row_name].startswith("timestamp"):
if isinstance(row_value, datetime):
row_value = format_datetime(row_value)
formated_values.append(f"TIMESTAMP '{row_value}'")
elif schema[row_name].startswith("date"):
if isinstance(row_value, (datetime, date)):
row_value = row_value.strftime("%Y-%m-%d")
formated_values.append(f"DATE '{row_value}'")
elif isinstance(row_value, (bool, np.bool_)):
formated_values.append("TRUE" if row_value else "FALSE")
elif isinstance(row_value, list):
formated_values.append(f"ARRAY{row_value}")
elif isinstance(row_value, np.ndarray):
formated_values.append(f"ARRAY{row_value.tolist()}")
elif isinstance(row_value, tuple):
formated_values.append(f"ARRAY{list(row_value)}")
elif isinstance(row_value, str):
formated_values.append(f"'{row_value}'")
elif _is_nan(row_value):
formated_values.append("NULL")
escaped = row_value.replace("'", "''")
formated_values.append(f"'{escaped}'")
else:
formated_values.append(f"{row_value}")

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