TextFileToDocument
Convert text files to documents your pipeline can query.
Basic Information
- Type:
haystack.components.converters.txt.TextFileToDocument - Components it can connect with:
FileTypeRouter:TextFileToDocumentcan receive text files fromFileTypeRouter.DocumentJoiner:TextFileToDocumentcan send converted documents toDocumentJoiner. This is useful if you have other converters in your pipeline and want to join their output withTextFileToDocument's output before sending it further down the pipeline.
Inputs
| Parameter | Type | Default | Description |
|---|---|---|---|
| sources | List[Union[str, Path, ByteStream]] | List of text file paths or ByteStream objects to convert. | |
| meta | Optional[Union[Dict[str, Any], List[Dict[str, Any]]]] | None | Optional metadata to attach to the documents. This value can be a list of dictionaries or a single dictionary. If it's a single dictionary, its content is added to the metadata of all produced documents. If it's a list, its length must match the number of sources as they're zipped together. For ByteStream objects, their meta is added to the output documents. |
Outputs
| Parameter | Type | Default | Description |
|---|---|---|---|
| documents | List[Document] | A list of converted documents. |
Overview
Use TextFileToDocument in your indexes to convert text files to documents you can write into a document store.
By default, `TtextFileToDocument`` uses UTF-8 encoding when converting files but you can also set custom encoding. It can attach metadata to the resulting documents.
Usage Example
Initializing the Component
components:
TextFileToDocument:
type: haystack.components.converters.txt.TextFileToDocument
init_parameters:
Using the Component in an Index
In this index, TextFileToDocument receives text files from FileTypeRouter and sends them to DocumentJoiner.
components:
FileTypeRouter:
type: haystack.components.routers.file_type_router.FileTypeRouter
init_parameters:
mime_types:
- text/plain
- text/csv
- application/json
additional_mimetypes:
TextFileToDocument:
type: haystack.components.converters.txt.TextFileToDocument
init_parameters:
encoding: utf-8
store_full_path: false
CSVToDocument:
type: haystack.components.converters.csv.CSVToDocument
init_parameters:
encoding: utf-8
store_full_path: false
JSONConverter:
type: haystack.components.converters.json.JSONConverter
init_parameters:
jq_schema:
content_key:
extra_meta_fields:
store_full_path: false
DocumentJoiner:
type: haystack.components.joiners.document_joiner.DocumentJoiner
init_parameters:
join_mode: concatenate
weights:
top_k:
sort_by_score: true
DocumentSplitter:
type: haystack.components.preprocessors.document_splitter.DocumentSplitter
init_parameters:
split_by: word
split_length: 200
split_overlap: 0
split_threshold: 0
splitting_function:
respect_sentence_boundary: false
language: en
use_split_rules: true
extend_abbreviations: true
DocumentWriter:
type: haystack.components.writers.document_writer.DocumentWriter
init_parameters:
policy: NONE
document_store:
type: haystack_integrations.document_stores.opensearch.document_store.OpenSearchDocumentStore
init_parameters:
hosts:
index: text-index
max_chunk_bytes: 104857600
embedding_dim: 768
return_embedding: false
method:
mappings:
settings:
create_index: true
http_auth:
use_ssl:
verify_certs:
timeout:
connections:
- sender: FileTypeRouter.text/plain
receiver: TextFileToDocument.sources
- sender: FileTypeRouter.text/csv
receiver: CSVToDocument.sources
- sender: FileTypeRouter.application/json
receiver: JSONConverter.sources
- sender: TextFileToDocument.documents
receiver: DocumentJoiner.documents
- sender: CSVToDocument.documents
receiver: DocumentJoiner.documents
- sender: JSONConverter.documents
receiver: DocumentJoiner.documents
- sender: DocumentJoiner.documents
receiver: DocumentSplitter.documents
- sender: DocumentSplitter.documents
receiver: DocumentWriter.documents
max_runs_per_component: 100
Parameters
Init Parameters
These are the parameters you can configure in Pipeline Builder:
| Parameter | Type | Default | Description |
|---|---|---|---|
| encoding | str | utf-8 | The encoding of the text files to convert. If the encoding is specified in the metadata of a source ByteStream, it overrides this value. |
| store_full_path | bool | False | If True, the full path of the file is stored in the metadata of the document. If False, only the file name is stored. |
Run Method Parameters
These are the parameters you can configure for the component's run() method. This means you can pass these parameters at query time through the API, in Playground, or when running a job. For details, see Modify Pipeline Parameters at Query Time.
| Parameter | Type | Default | Description |
|---|---|---|---|
| sources | List[Union[str, Path, ByteStream]] | List of text file paths or ByteStream objects to convert. | |
| meta | Optional[Union[Dict[str, Any], List[Dict[str, Any]]]] | None | Optional metadata to attach to the documents. This value can be a list of dictionaries or a single dictionary. If it's a single dictionary, its content is added to the metadata of all produced documents. If it's a list, its length must match the number of sources as they're zipped together. For ByteStream objects, their meta is added to the output documents. |
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