feat(document-search): allow to use local instance of unstructured

packages/ragbits-document-search/src/ragbits/document_search/ingestion/providers/unstructured.py

@@ -1,8 +1,10 @@
 import os
+from io import BytesIO
 from typing import Optional
 
 from unstructured.chunking.basic import chunk_elements
 from unstructured.documents.elements import Element as UnstructuredElement
+from unstructured.partition.auto import partition
 from unstructured.staging.base import elements_from_dicts
 from unstructured_client import UnstructuredClient
 
@@ -56,6 +58,7 @@ def __init__(
         chunking_kwargs: Optional[dict] = None,
         api_key: Optional[str] = None,
         api_server: Optional[str] = None,
+        use_api: bool = False,
     ) -> None:
         """Initialize the UnstructuredProvider.
 
@@ -72,6 +75,7 @@ def __init__(
         self.chunking_kwargs = chunking_kwargs or DEFAULT_CHUNKING_KWARGS
         self.api_key = api_key
         self.api_server = api_server
+        self.use_api = use_api
         self._client = None
 
     @property
@@ -108,18 +112,27 @@ async def process(self, document_meta: DocumentMeta) -> list[Element]:
         self.validate_document_type(document_meta.document_type)
         document = await document_meta.fetch()
 
-        res = await self.client.general.partition_async(
-            request={
-                "partition_parameters": {
-                    "files": {
-                        "content": document.local_path.read_bytes(),
-                        "file_name": document.local_path.name,
-                    },
-                    **self.partition_kwargs,
+        if self.use_api:
+            res = await self.client.general.partition_async(
+                request={
+                    "partition_parameters": {
+                        "files": {
+                            "content": document.local_path.read_bytes(),
+                            "file_name": document.local_path.name,
+                        },
+                        **self.partition_kwargs,
+                    }
                 }
-            }
-        )
-        elements = chunk_elements(elements_from_dicts(res.elements), **self.chunking_kwargs)
+            )
+            elements = elements_from_dicts(res.elements)
+        else:
+            elements = partition(
+                file=BytesIO(document.local_path.read_bytes()),
+                metadata_filename=document.local_path.name,
+                **self.partition_kwargs,
+            )
+
+        elements = chunk_elements(elements, **self.chunking_kwargs)
         return [_to_text_element(element, document_meta) for element in elements]
 
 

packages/ragbits-document-search/tests/integration/test_unstructured.py

@@ -14,12 +14,21 @@
 from ..helpers import env_vars_not_set
 
 
-@pytest.mark.skipif(
-    env_vars_not_set([UNSTRUCTURED_SERVER_URL_ENV, UNSTRUCTURED_API_KEY_ENV]),
-    reason="Unstructured API environment variables not set",
+@pytest.mark.parametrize(
+    "config",
+    [
+        {},
+        pytest.param(
+            {DocumentType.TXT: UnstructuredProvider(use_api=True)},
+            marks=pytest.mark.skipif(
+                env_vars_not_set([UNSTRUCTURED_SERVER_URL_ENV, UNSTRUCTURED_API_KEY_ENV]),
+                reason="Unstructured API environment variables not set",
+            ),
+        ),
+    ],
 )
-async def test_document_processor_processes_text_document_with_unstructured_provider():
-    document_processor = DocumentProcessorRouter.from_config()
+async def test_document_processor_processes_text_document_with_unstructured_provider(config):
+    document_processor = DocumentProcessorRouter.from_config(config)
     document_meta = DocumentMeta.create_text_document_from_literal("Name of Peppa's brother is George.")
 
     elements = await document_processor.get_provider(document_meta).process(document_meta)
@@ -43,28 +52,46 @@ async def test_document_processor_processes_md_document_with_unstructured_provid
     assert elements[0].content == "Ragbits\n\nRepository for internal experiment with our upcoming LLM framework."
 
 
-@pytest.mark.skipif(
-    env_vars_not_set([UNSTRUCTURED_SERVER_URL_ENV, UNSTRUCTURED_API_KEY_ENV]),
-    reason="Unstructured API environment variables not set",
+@pytest.mark.parametrize(
+    "use_api",
+    [
+        False,
+        pytest.param(
+            True,
+            marks=pytest.mark.skipif(
+                env_vars_not_set([UNSTRUCTURED_SERVER_URL_ENV, UNSTRUCTURED_API_KEY_ENV]),
+                reason="Unstructured API environment variables not set",
+            ),
+        ),
+    ],
 )
-async def test_unstructured_provider_document_with_default_partition_kwargs():
+async def test_unstructured_provider_document_with_default_partition_kwargs(use_api):
     document_meta = DocumentMeta.create_text_document_from_literal("Name of Peppa's brother is George.")
-    unstructured_provider = UnstructuredProvider()
+    unstructured_provider = UnstructuredProvider(use_api=use_api)
     elements = await unstructured_provider.process(document_meta)
 
     assert unstructured_provider.partition_kwargs == DEFAULT_PARTITION_KWARGS
     assert len(elements) == 1
     assert elements[0].content == "Name of Peppa's brother is George."
 
 
-@pytest.mark.skipif(
-    env_vars_not_set([UNSTRUCTURED_SERVER_URL_ENV, UNSTRUCTURED_API_KEY_ENV]),
-    reason="Unstructured API environment variables not set",
+@pytest.mark.parametrize(
+    "use_api",
+    [
+        False,
+        pytest.param(
+            True,
+            marks=pytest.mark.skipif(
+                env_vars_not_set([UNSTRUCTURED_SERVER_URL_ENV, UNSTRUCTURED_API_KEY_ENV]),
+                reason="Unstructured API environment variables not set",
+            ),
+        ),
+    ],
 )
-async def test_unstructured_provider_document_with_custom_partition_kwargs():
+async def test_unstructured_provider_document_with_custom_partition_kwargs(use_api):
     document_meta = DocumentMeta.create_text_document_from_literal("Name of Peppa's brother is George.")
     partition_kwargs = {"languages": ["pl"], "strategy": "fast"}
-    unstructured_provider = UnstructuredProvider(partition_kwargs=partition_kwargs)
+    unstructured_provider = UnstructuredProvider(use_api=use_api, partition_kwargs=partition_kwargs)
     elements = await unstructured_provider.process(document_meta)
 
     assert unstructured_provider.partition_kwargs == partition_kwargs

packages/ragbits-document-search/tests/unit/test_providers.py

@@ -23,7 +23,7 @@ def test_unsupported_provider_validates_supported_document_types_fails():
 @patch.dict(os.environ, {}, clear=True)
 async def test_unstructured_provider_raises_value_error_when_api_key_not_set():
     with pytest.raises(ValueError) as err:
-        await UnstructuredProvider().process(
+        await UnstructuredProvider(use_api=True).process(
             DocumentMeta.create_text_document_from_literal("Name of Peppa's brother is George.")
         )
 
@@ -33,7 +33,7 @@ async def test_unstructured_provider_raises_value_error_when_api_key_not_set():
 @patch.dict(os.environ, {}, clear=True)
 async def test_unstructured_provider_raises_value_error_when_server_url_not_set():
     with pytest.raises(ValueError) as err:
-        await UnstructuredProvider(api_key="api_key").process(
+        await UnstructuredProvider(api_key="api_key", use_api=True).process(
             DocumentMeta.create_text_document_from_literal("Name of Peppa's brother is George.")
         )