minrecord.functional¶
minrecord.functional ¶
Contain functions to manipulate records.
minrecord.functional.get_best_values ¶
get_best_values(
records: Mapping[str, BaseRecord[Any]],
prefix: str = "",
suffix: str = "",
) -> dict[str, Any]
Get the best value of each record.
This function ignores the empty and non-comparable records.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
records
|
Mapping[str, BaseRecord[Any]]
|
The records and their associated keys. |
required |
prefix
|
str
|
The prefix used to create the dict of best values. The goal of this prefix is to generate a name which is different from the record name to avoid confusion. By default, the returned dict uses the same name as the record. |
''
|
suffix
|
str
|
The suffix used to create the dict of best values. The goal of this suffix is to generate a name which is different from the record name to avoid confusion. By default, the returned dict uses the same name as the record. |
''
|
Returns:
| Type | Description |
|---|---|
dict[str, Any]
|
The dict with the best value of each record. |
Example
>>> from minrecord import (
... MinScalarRecord,
... MaxScalarRecord,
... get_best_values,
... )
>>> record1 = MinScalarRecord.from_elements("loss", elements=[(None, 1.9), (None, 1.2)])
>>> record2 = MaxScalarRecord.from_elements("accuracy", elements=[(None, 42), (None, 35)])
>>> get_best_values({"loss": record1, "accuracy": record2})
{'loss': 1.2, 'accuracy': 42}
>>> get_best_values({"loss": record1, "accuracy": record2}, prefix="best/")
{'best/loss': 1.2, 'best/accuracy': 42}
>>> get_best_values({"loss": record1, "accuracy": record2}, suffix="/best")
{'loss/best': 1.2, 'accuracy/best': 42}
minrecord.functional.get_last_values ¶
get_last_values(
records: Mapping[str, BaseRecord[Any]],
prefix: str = "",
suffix: str = "",
) -> dict[str, Any]
Get the last value of each record.
This function ignores the empty records.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
records
|
Mapping[str, BaseRecord[Any]]
|
The records and their associated keys. |
required |
prefix
|
str
|
The prefix used to create the dict of best values. The goal of this prefix is to generate a name which is different from the record name to avoid confusion. By default, the returned dict uses the same name as the record. |
''
|
suffix
|
str
|
The suffix used to create the dict of best values. The goal of this suffix is to generate a name which is different from the record name to avoid confusion. By default, the returned dict uses the same name as the record. |
''
|
Returns:
| Type | Description |
|---|---|
dict[str, Any]
|
The dict with the best value of each record. |
Example
>>> from minrecord import (
... MinScalarRecord,
... MaxScalarRecord,
... get_last_values,
... )
>>> record1 = MinScalarRecord.from_elements("loss", elements=[(None, 1.9), (None, 1.2)])
>>> record2 = MaxScalarRecord.from_elements("accuracy", elements=[(None, 42), (None, 35)])
>>> get_last_values({"loss": record1, "accuracy": record2})
{'loss': 1.2, 'accuracy': 35}
>>> get_last_values({"loss": record1, "accuracy": record2}, prefix="last/")
{'last/loss': 1.2, 'last/accuracy': 35}
>>> get_last_values({"loss": record1, "accuracy": record2}, suffix="/last")
{'loss/last': 1.2, 'accuracy/last': 35}