XLSXToDocument
Convert XLSX files to documents your pipeline can search.
Basic Information
- Pipeline type: Indexing
- Type:
deepset_cloud_custom_nodes.converters.xlsx.XLSXToDocument
- Components it can connect with:
- FileTypeRouter: XLSXToDocument can receive XLSX files from FileTypeRouter to convert them to documents.
- DocumentJoiner: DocumentJoiner can receive the converted documents and send them on to DocumentSplitter or Cleaner.
Inputs
Required Inputs
Name | Type | Description |
---|---|---|
sources | List of file paths or ByteStream objects. | The files to be converted. |
Optional Inputs
Name | Type | Description |
---|---|---|
meta | Dictionary or a list of dictionaries of string and any | The metadata to attach to the converted documents. If it's a single dictionary, its content is added to the metadata of all produced documents. If it's a list, the length of the list must match the number of sources because the two lists will be zipped. If sources contain ByteStream objects, their meta is added to the output documents. |
Outputs
Name | Type | Description |
---|---|---|
documents | List of Document objects | A list of documents. |
Overview
Use the XLSXToDocument converter to turn XLSX files into a searchable format. It uses the pandas.read_excel
function under the hood.
Usage Example
This example shows an indexing pipeline using XLSXToDocument with default settings. It generates one document for each sheet in the XLSX file. To retain the column names from the first row, we skip sending the output documents to DocumentSplitter. Instead, we use DocumentJoiner to combine the split documents from other converters with the unsplit documents from XLSXToDocument, then send them all to DocumentEmbedder.
components:
file_classifier:
type: haystack.components.routers.file_type_router.FileTypeRouter
init_parameters:
mime_types:
- text/plain
- application/vnd.openxmlformats-officedocument.presentationml.presentation
- application/vnd.openxmlformats-officedocument.spreadsheetml.sheet
text_converter:
type: haystack.components.converters.txt.TextFileToDocument
init_parameters:
encoding: utf-8
pptx_converter:
type: haystack.components.converters.pptx.PPTXToDocument
init_parameters: {}
xlsx_converter:
type: deepset_cloud_custom_nodes.converters.xlsx.XLSXToDocument
init_parameters: {}
joiner:
type: haystack.components.joiners.document_joiner.DocumentJoiner
init_parameters:
join_mode: concatenate
sort_by_score: false
joiner_xlsx: # merge split documents with non-split xlsx documents
type: haystack.components.joiners.document_joiner.DocumentJoiner
init_parameters:
join_mode: concatenate
sort_by_score: false
splitter:
type: deepset_cloud_custom_nodes.preprocessors.document_splitter.DeepsetDocumentSplitter
init_parameters:
split_by: word
split_length: 250
split_overlap: 30
respect_sentence_boundary: True
language: en
document_embedder:
type: haystack.components.embedders.sentence_transformers_document_embedder.SentenceTransformersDocumentEmbedder
init_parameters:
model: "intfloat/e5-base-v2"
writer:
type: haystack.components.writers.document_writer.DocumentWriter
init_parameters:
document_store:
type: haystack_integrations.document_stores.opensearch.document_store.OpenSearchDocumentStore
init_parameters:
embedding_dim: 768
similarity: cosine
policy: OVERWRITE
connections: # Defines how the components are connected
- sender: file_classifier.text/plain
receiver: text_converter.sources
- sender: file_classifier.application/vnd.openxmlformats-officedocument.presentationml.presentation
receiver: pptx_converter.sources
- sender: file_classifier.application/vnd.openxmlformats-officedocument.spreadsheetml.sheet
receiver: xlsx_converter.sources
- sender: text_converter.documents
receiver: joiner.documents
- sender: pptx_converter.documents
receiver: joiner.documents
- sender: joiner.documents
receiver: splitter.documents
- sender: splitter.documents
receiver: joiner_xlsx.documents # DocumentJoiner receives the split documents from other converters
- sender: xlsx_converter.documents
receiver: joiner_xlsx.documents # DocumentJoiner receives unsplit documents from XLSXToDocument
- sender: joiner_xlsx.documents # DocumentJoiner sends all documents to DocumentEmbedder
receiver: document_embedder.documents
- sender: document_embedder.documents
receiver: writer.documents
Init Parameters
Parameter | Type | Possible values | Description |
---|---|---|---|
document_per | Literal | sheet row Default: sheet | Specifies how to create documents. Possible options: - sheet : Creates a separate document for each sheet.- row : Creates a separate document for each row.Required |
content_column | String | Default: content | The name of the column to use as document content if document_per is set to row .Required. |
sheet_name | List of strings and integers | Default: None | Specifies the sheet to convert. It can be the sheet name, number, or both. If None , converts all sheets. |
**kwargs | Any | Additional arguments to pass to pandas.read_excel . For a list of possible options, see pandas.read_excel documentation. |
Updated 3 months ago