Class swarmauri_parser_bertembedding.BERTEmbeddingParser.BERTEmbeddingParser
swarmauri_parser_bertembedding.BERTEmbeddingParser.BERTEmbeddingParser
BERTEmbeddingParser(**kwargs)
Bases: ParserBase
A parser that transforms input text into document embeddings using BERT.
This parser tokenizes the input text, passes it through a pre-trained BERT model, and uses the resulting embeddings as the document content.
Initializes the BERTEmbeddingParser with a specific BERT model.
Parameters: - model_name (str): The name of the pre-trained BERT model to use.
Source code in swarmauri_parser_bertembedding/BERTEmbeddingParser.py
27 28 29 30 31 32 33 34 35 36 37 |
|
parser_model_name
class-attribute
instance-attribute
parser_model_name = 'bert-base-uncased'
type
class-attribute
instance-attribute
type = 'BERTEmbeddingParser'
model_config
class-attribute
instance-attribute
model_config = ConfigDict(
extra="allow", arbitrary_types_allowed=True
)
id
class-attribute
instance-attribute
id = Field(default_factory=generate_id)
members
class-attribute
instance-attribute
members = None
owners
class-attribute
instance-attribute
owners = None
host
class-attribute
instance-attribute
host = None
default_logger
class-attribute
default_logger = None
logger
class-attribute
instance-attribute
logger = None
name
class-attribute
instance-attribute
name = None
version
class-attribute
instance-attribute
version = '0.1.0'
parse
parse(data)
Tokenizes input data and generates embeddings using a BERT model.
Parameters: - data (Union[str, Any]): Input data, expected to be a single string or batch of strings.
Returns: - List[IDocument]: A list containing a single IDocument instance with BERT embeddings as content.
Source code in swarmauri_parser_bertembedding/BERTEmbeddingParser.py
39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 |
|
register_model
classmethod
register_model()
Decorator to register a base model in the unified registry.
RETURNS | DESCRIPTION |
---|---|
Callable
|
A decorator function that registers the model class.
TYPE:
|
Source code in swarmauri_base/DynamicBase.py
562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 |
|
register_type
classmethod
register_type(resource_type=None, type_name=None)
Decorator to register a subtype under one or more base models in the unified registry.
PARAMETER | DESCRIPTION |
---|---|
resource_type
|
The base model(s) under which to register the subtype. If None, all direct base classes (except DynamicBase) are used.
TYPE:
|
type_name
|
An optional custom type name for the subtype.
TYPE:
|
RETURNS | DESCRIPTION |
---|---|
Callable
|
A decorator function that registers the subtype.
TYPE:
|
Source code in swarmauri_base/DynamicBase.py
587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 |
|
model_validate_toml
classmethod
model_validate_toml(toml_data)
Validate a model from a TOML string.
Source code in swarmauri_base/TomlMixin.py
12 13 14 15 16 17 18 19 20 21 22 23 24 |
|
model_dump_toml
model_dump_toml(
fields_to_exclude=None, api_key_placeholder=None
)
Return a TOML representation of the model.
Source code in swarmauri_base/TomlMixin.py
26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 |
|
model_validate_yaml
classmethod
model_validate_yaml(yaml_data)
Validate a model from a YAML string.
Source code in swarmauri_base/YamlMixin.py
11 12 13 14 15 16 17 18 19 20 21 22 23 |
|
model_dump_yaml
model_dump_yaml(
fields_to_exclude=None, api_key_placeholder=None
)
Return a YAML representation of the model.
Source code in swarmauri_base/YamlMixin.py
25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 |
|
model_post_init
model_post_init(logger=None)
Assign a logger instance after model initialization.
Source code in swarmauri_base/LoggerMixin.py
23 24 25 26 27 28 |
|