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datasets.py
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212 lines (183 loc) · 4.93 KB
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"""Translation from https://github.com/openml/OpenML/blob/c19c9b99568c0fabb001e639ff6724b9a754bbc9/openml_OS/models/api/v1/Api_data.php#L707"""
import datetime
from sqlalchemy import Connection, text
from sqlalchemy.engine import Row
from schemas.datasets.openml import Feature
def get(id_: int, connection: Connection) -> Row | None:
row = connection.execute(
text(
"""
SELECT *
FROM dataset
WHERE did = :dataset_id
""",
),
parameters={"dataset_id": id_},
)
return row.one_or_none()
def get_file(*, file_id: int, connection: Connection) -> Row | None:
row = connection.execute(
text(
"""
SELECT *
FROM file
WHERE id = :file_id
""",
),
parameters={"file_id": file_id},
)
return row.one_or_none()
def get_tags_for(id_: int, connection: Connection) -> list[str]:
rows = connection.execute(
text(
"""
SELECT *
FROM dataset_tag
WHERE id = :dataset_id
""",
),
parameters={"dataset_id": id_},
)
return [row.tag for row in rows]
def tag(id_: int, tag_: str, *, user_id: int, connection: Connection) -> None:
connection.execute(
text(
"""
INSERT INTO dataset_tag(`id`, `tag`, `uploader`)
VALUES (:dataset_id, :tag, :user_id)
""",
),
parameters={
"dataset_id": id_,
"user_id": user_id,
"tag": tag_,
},
)
def get_tag_for(id_: int, tag_: str, connection: Connection) -> Row | None:
row = connection.execute(
text(
"""
SELECT *
FROM dataset_tag
WHERE `id` = :dataset_id AND `tag` = :tag
""",
),
parameters={
"dataset_id": id_,
"tag": tag_,
},
)
return row.one_or_none()
def untag(id_: int, tag_: str, *, connection: Connection) -> None:
connection.execute(
text(
"""
DELETE FROM dataset_tag
WHERE `id` = :dataset_id AND `tag` = :tag
""",
),
parameters={
"dataset_id": id_,
"tag": tag_,
},
)
def get_description(
id_: int,
connection: Connection,
) -> Row | None:
"""Get the most recent description for the dataset."""
row = connection.execute(
text(
"""
SELECT *
FROM dataset_description
WHERE did = :dataset_id
ORDER BY version DESC
""",
),
parameters={"dataset_id": id_},
)
return row.first()
def get_status(id_: int, connection: Connection) -> Row | None:
"""Get most recent status for the dataset."""
row = connection.execute(
text(
"""
SELECT *
FROM dataset_status
WHERE did = :dataset_id
ORDER BY status_date DESC
""",
),
parameters={"dataset_id": id_},
)
return row.first()
def get_latest_processing_update(dataset_id: int, connection: Connection) -> Row | None:
row = connection.execute(
text(
"""
SELECT *
FROM data_processed
WHERE did = :dataset_id
ORDER BY processing_date DESC
""",
),
parameters={"dataset_id": dataset_id},
)
return row.first()
def get_features(dataset_id: int, connection: Connection) -> list[Feature]:
rows = connection.execute(
text(
"""
SELECT `index`,`name`,`data_type`,`is_target`,
`is_row_identifier`,`is_ignore`,`NumberOfMissingValues` as `number_of_missing_values`
FROM data_feature
WHERE `did` = :dataset_id
""",
),
parameters={"dataset_id": dataset_id},
)
return [Feature(**row, nominal_values=None) for row in rows.mappings()]
def get_feature_values(dataset_id: int, *, feature_index: int, connection: Connection) -> list[str]:
rows = connection.execute(
text(
"""
SELECT `value`
FROM data_feature_value
WHERE `did` = :dataset_id AND `index` = :feature_index
""",
),
parameters={"dataset_id": dataset_id, "feature_index": feature_index},
)
return [row.value for row in rows]
def update_status(
dataset_id: int,
status: str,
*,
user_id: int,
connection: Connection,
) -> None:
connection.execute(
text(
"""
INSERT INTO dataset_status(`did`,`status`,`status_date`,`user_id`)
VALUES (:dataset, :status, :date, :user)
""",
),
parameters={
"dataset": dataset_id,
"status": status,
"date": datetime.datetime.now(),
"user": user_id,
},
)
def remove_deactivated_status(dataset_id: int, connection: Connection) -> None:
connection.execute(
text(
"""
DELETE FROM dataset_status
WHERE `did` = :data AND `status`='deactivated'
""",
),
parameters={"data": dataset_id},
)