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Loaders

Load a list of Example data from JSON represented records in the Prodigy format.

json_to_examples(data)

Show source code in recon/loaders.py

def json_to_examples(data: List[Dict[str, Any]]) -> List[Example]:
    """Convert List of Dicts to List of typed Examples

    Args:
        data (List[Dict[str, Any]]): Input List of Dicts to convert

    Returns:
        List[Example]: List of typed Examples
    """
    return [Example(**example) for example in data]

Convert List of Dicts to List of typed Examples

Parameters

Name	Type	Description	Default
data	List[Dict[str, Any]]	Input List of Dicts to convert	required

Returns

Type	Description
List[recon.types.Example]	List[Example]: List of typed Examples

read_json(path)

Show source code in recon/loaders.py

def read_json(path: Path) -> List[Example]:
    """Read annotations in JSON file format

    Args:
        path (Path): Path to data

    Returns:
        List[Example]: List of examples
    """
    data = srsly.read_jsonl(path)
    examples = json_to_examples(data)
    return examples

Read annotations in JSON file format

Parameters

Name	Type	Description	Default
path	Path	Path to data	required

Returns

Type	Description
List[recon.types.Example]	List[Example]: List of examples

read_jsonl(path)

Show source code in recon/loaders.py

def read_jsonl(path: Path) -> List[Example]:
    """Read annotations in JSONL file format

    Args:
        path (Path): Path to data

    Returns:
        List[Example]: List of examples
    """
    data = srsly.read_jsonl(path)
    examples = json_to_examples(data)
    return examples

Read annotations in JSONL file format

Parameters

Name	Type	Description	Default
path	Path	Path to data	required

Returns

Type	Description
List[recon.types.Example]	List[Example]: List of examples