https://unstructured.io/FileConverter
Converts files to Haystack Documents using the Unstructured API, which supports a wide range of file types.
Key Features
- Converts many file types through the Unstructured API (hosted or local).
- Three document creation modes: one document per file, per page, or per element.
- Configurable element separator for controlling text concatenation.
- Works with the hosted Unstructured API or a locally running instance.
- Optional progress bar for tracking batch conversions.
Configuration
You need an Unstructured API key to use the hosted version of this component. Set the UNSTRUCTURED_API_KEY environment variable or store it as a workspace secret. If you run Unstructured locally, no API key is needed.
- Drag the
UnstructuredFileConvertercomponent onto the canvas from the Component Library. - Click the component to open the configuration panel.
- Configure the parameters as needed.
Connections
UnstructuredFileConverter accepts a list of file paths or directories as input. It outputs a list of Haystack documents.
Connect the pipeline's file path input to its paths input. Connect its documents output to a DocumentSplitter or DocumentWriter.
Usage Example
components:
https://unstructured.io/FileConverter:
type: unstructured.src.haystack_integrations.components.converters.unstructured.converter.https://unstructured.io/FileConverter
init_parameters:
Parameters
Inputs
| Parameter | Type | Default | Description |
|---|---|---|---|
| paths | Union[List[str], List[os.PathLike]] | List of paths to convert. Paths can be files or directories. If a path is a directory, all files in the directory are converted. Subdirectories are ignored. | |
| meta | Optional[Union[Dict[str, Any], List[Dict[str, Any]]]] | None | Optional metadata to attach to the Documents. This value can be either 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, the length of the list must match the number of paths, because the two lists will be zipped. Please note that if the paths contain directories, meta can only be a single dictionary (same metadata for all files). |
Outputs
| Parameter | Type | Default | Description |
|---|---|---|---|
| documents | List[Document] | A dictionary with the following key: - documents: List of Haystack Documents. |
Init Parameters
These are the parameters you can configure in Pipeline Builder:
| Parameter | Type | Default | Description |
|---|---|---|---|
| api_url | str | UNSTRUCTURED_HOSTED_API_URL | URL of the https://unstructured.io/ API. Defaults to the URL of the hosted version. If you run the API locally, specify the URL of your local API (e.g. "http://localhost:8000/general/v0/general"). |
| api_key | Optional[Secret] | Secret.from_env_var('UNSTRUCTURED_API_KEY', strict=False) | API key for the https://unstructured.io/ API. It can be explicitly passed or read the environment variable UNSTRUCTURED_API_KEY (recommended). If you run the API locally, it is not needed. |
| document_creation_mode | Literal['one-doc-per-file', 'one-doc-per-page', 'one-doc-per-element'] | one-doc-per-file | How to create Haystack Documents from the elements returned by https://unstructured.io/. "one-doc-per-file": One Haystack Document per file. All elements are concatenated into one text field. "one-doc-per-page": One Haystack Document per page. All elements on a page are concatenated into one text field. "one-doc-per-element": One Haystack Document per element. Each element is converted to a Haystack Document. |
| separator | str | \n\n | Separator between elements when concatenating them into one text field. |
| unstructured_kwargs | Optional[Dict[str, Any]] | None | Additional parameters that are passed to the https://unstructured.io/ API. For the available parameters, see https://unstructured.io/ API docs. |
| progress_bar | bool | True | Whether to show a progress bar during the conversion. |
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 |
|---|---|---|---|
| paths | Union[List[str], List[os.PathLike]] | List of paths to convert. Paths can be files or directories. If a path is a directory, all files in the directory are converted. Subdirectories are ignored. | |
| meta | Optional[Union[Dict[str, Any], List[Dict[str, Any]]]] | None | Optional metadata to attach to the Documents. This value can be either 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, the length of the list must match the number of paths, because the two lists will be zipped. Please note that if the paths contain directories, meta can only be a single dictionary (same metadata for all files). |
Was this page helpful?