RecursiveCharacterChunkModel
Chunking model that recursively splits text using a prioritized list of separators.
Falls back to character-level splitting when no separator fits within the chunk size.
Parameters
- chunk_size : integer, default=
1000 - Size of each chunk in characters.
- chunk_overlap : integer, default=
100 - Number of characters to overlap between chunks. Must be less than chunk_size.
- separators : array, default=
['\n\n', '\n', '.', ' ', ''] - Ordered list of separators to use for splitting.
Methods
chunk_text(self, text: str) -> List[str]
RecursiveCharacterChunkModelSplit text into chunks using recursive separator-based splitting.
chunk(self, document: DashAI.back.dataloaders.classes.dashai_document.DashAIDocument) -> DashAI.back.dataloaders.classes.dashai_document.DashAIDocument
BaseChunkingModelSplit the text items of a document into a chunked document.
Parameters
- document : DashAIDocument
- The parsed source document.
Returns
- DashAIDocument
- One Text item of kind
"chunk"per chunk, withpageset to the first covered page andattrsholdingpages(first and last page) andsources(positions of the covered items).
get_credential(self, name: str)
ConfigObjectResolve a registered credential component by name.
Parameters
- name : str
- Credential component class name (e.g. "HuggingFaceCredential").
Returns
- BaseCredential
- An instance of the requested credential component.
get_schema(cls) -> dict
ConfigObjectGenerates the component related Json Schema.
Returns
- dict
- Dictionary representing the Json Schema of the component.
validate_and_transform(self, raw_data: dict) -> dict
ConfigObjectIt takes the data given by the user to initialize the model and returns it with all the objects that the model needs to work.
Parameters
- raw_data : dict
- A dictionary with the data provided by the user to initialize the model.
Returns
- dict
- A validated dictionary with the necessary objects.