Repository: deepsense-ai/ragbits (language: python)

Issue:
feat(document-search): Implement document search public interface
[DocumentSearch](https://github.com/deepsense-ai/ragbits/blob/main/packages/ragbits-document-search/src/ragbits/document_search/_main.py#L13) class should support:

- [ ] inserting `Elements` to a vector store
- [ ] passing DocumentProccessor/Config for each processed document
- [ ] passing search params along with the query in the `search` method


Discussion / hints:

Fix patch:
diff --git a/packages/ragbits-document-search/src/ragbits/document_search/_main.py b/packages/ragbits-document-search/src/ragbits/document_search/_main.py
index 0659dd40..ae593a1e 100644
--- a/packages/ragbits-document-search/src/ragbits/document_search/_main.py
+++ b/packages/ragbits-document-search/src/ragbits/document_search/_main.py
@@ -1,8 +1,12 @@
+from typing import Any, Optional, Union
+
+from pydantic import BaseModel, Field
+
 from ragbits.core.embeddings.base import Embeddings
-from ragbits.document_search.documents.document import DocumentMeta, DocumentType
+from ragbits.document_search.documents.document import Document, DocumentMeta
 from ragbits.document_search.documents.element import Element
-from ragbits.document_search.ingestion.document_processor import DocumentProcessor
-from ragbits.document_search.ingestion.providers.dummy import DummyProvider
+from ragbits.document_search.ingestion.document_processor import DocumentProcessorRouter
+from ragbits.document_search.ingestion.providers.base import BaseProvider
 from ragbits.document_search.retrieval.rephrasers.base import QueryRephraser
 from ragbits.document_search.retrieval.rephrasers.noop import NoopQueryRephraser
 from ragbits.document_search.retrieval.rerankers.base import Reranker
@@ -10,6 +14,16 @@
 from ragbits.document_search.vector_store.base import VectorStore
 
 
+class SearchConfig(BaseModel):
+    """
+    Configuration for the search process.
+    """
+
+    reranker_kwargs: dict[str, Any] = Field(default_factory=dict)
+    vector_store_kwargs: dict[str, Any] = Field(default_factory=dict)
+    embedder_kwargs: dict[str, Any] = Field(default_factory=dict)
+
+
 class DocumentSearch:
     """
     A main entrypoint to the DocumentSearch functionality.
@@ -36,18 +50,21 @@ def __init__(
         vector_store: VectorStore,
         query_rephraser: QueryRephraser | None = None,
         reranker: Reranker | None = None,
+        document_processor_router: DocumentProcessorRouter | None = None,
     ) -> None:
         self.embedder = embedder
         self.vector_store = vector_store
         self.query_rephraser = query_rephraser or NoopQueryRephraser()
         self.reranker = reranker or NoopReranker()
+        self.document_processor_router = document_processor_router or DocumentProcessorRouter.from_config()
 
-    async def search(self, query: str) -> list[Element]:
+    async def search(self, query: str, search_config: SearchConfig = SearchConfig()) -> list[Element]:
         """
         Search for the most relevant chunks for a query.
 
         Args:
             query: The query to search for.
+            search_config: The search configuration.
 
         Returns:
             A list of chunks.
@@ -56,23 +73,36 @@ async def search(self, query: str) -> list[Element]:
         elements = []
         for rephrased_query in queries:
             search_vector = await self.embedder.embed_text([rephrased_query])
-            # TODO: search parameters should be configurable
-            entries = await self.vector_store.retrieve(search_vector[0], k=1)
+            entries = await self.vector_store.retrieve(search_vector[0], **search_config.vector_store_kwargs)
             elements.extend([Element.from_vector_db_entry(entry) for entry in entries])
 
         return self.reranker.rerank(elements)
 
-    async def ingest_document(self, document: DocumentMeta) -> None:
+    async def ingest_document(
+        self, document: Union[DocumentMeta, Document], document_processor: Optional[BaseProvider] = None
+    ) -> None:
         """
         Ingest a document.
 
         Args:
-            document: The document to ingest.
+            document: The document or metadata of the document to ingest.
+            document_processor: The document processor to use. If not provided, the document processor will be
+                determined based on the document metadata.
+        """
+        document_meta = document if isinstance(document, DocumentMeta) else document.metadata
+        if document_processor is None:
+            document_processor = self.document_processor_router.get_provider(document_meta)
+
+        elements = await document_processor.process(document_meta)
+        await self.insert_elements(elements)
+
+    async def insert_elements(self, elements: list[Element]) -> None:
         """
-        # TODO: This is a placeholder implementation. It should be replaced with a real implementation.
+        Insert Elements into the vector store.
 
-        document_processor = DocumentProcessor.from_config({DocumentType.TXT: DummyProvider()})
-        elements = await document_processor.process(document)
+        Args:
+            elements: The list of Elements to insert.
+        """
         vectors = await self.embedder.embed_text([element.get_key() for element in elements])
         entries = [element.to_vector_db_entry(vector) for element, vector in zip(elements, vectors)]
         await self.vector_store.store(entries)
diff --git a/packages/ragbits-document-search/src/ragbits/document_search/ingestion/document_processor.py b/packages/ragbits-document-search/src/ragbits/document_search/ingestion/document_processor.py
index 9a4f8ae5..79da68d7 100644
--- a/packages/ragbits-document-search/src/ragbits/document_search/ingestion/document_processor.py
+++ b/packages/ragbits-document-search/src/ragbits/document_search/ingestion/document_processor.py
@@ -2,12 +2,12 @@
 from typing import Optional
 
 from ragbits.document_search.documents.document import DocumentMeta, DocumentType
-from ragbits.document_search.documents.element import Element
 from ragbits.document_search.ingestion.providers.base import BaseProvider
 from ragbits.document_search.ingestion.providers.unstructured import UnstructuredProvider
 
 ProvidersConfig = dict[DocumentType, BaseProvider]
 
+
 DEFAULT_PROVIDERS_CONFIG: ProvidersConfig = {
     DocumentType.TXT: UnstructuredProvider(),
     DocumentType.MD: UnstructuredProvider(),
@@ -30,20 +30,21 @@
 }
 
 
-class DocumentProcessor:
+class DocumentProcessorRouter:
     """
-    A class with an implementation of Document Processor, allowing to process documents.
+    The DocumentProcessorRouter is responsible for routing the document to the correct provider based on the document
+    metadata such as the document type.
     """
 
     def __init__(self, providers: dict[DocumentType, BaseProvider]):
         self._providers = providers
 
     @classmethod
-    def from_config(cls, providers_config: Optional[ProvidersConfig] = None) -> "DocumentProcessor":
+    def from_config(cls, providers_config: Optional[ProvidersConfig] = None) -> "DocumentProcessorRouter":
         """
-        Create a DocumentProcessor from a configuration. If the configuration is not provided, the default configuration
-        will be used. If the configuration is provided, it will be merged with the default configuration, overriding
-        the default values for the document types that are defined in the configuration.
+        Create a DocumentProcessorRouter from a configuration. If the configuration is not provided, the default
+        configuration will be used. If the configuration is provided, it will be merged with the default configuration,
+        overriding the default values for the document types that are defined in the configuration.
         Example of the configuration:
         {
             DocumentType.TXT: YourCustomProviderClass(),
@@ -55,30 +56,27 @@ def from_config(cls, providers_config: Optional[ProvidersConfig] = None) -> "Doc
              provider class.
 
         Returns:
-            The DocumentProcessor.
+            The DocumentProcessorRouter.
         """
         config = copy.deepcopy(DEFAULT_PROVIDERS_CONFIG)
         config.update(providers_config if providers_config is not None else {})
 
         return cls(providers=config)
 
-    async def process(self, document_meta: DocumentMeta) -> list[Element]:
+    def get_provider(self, document_meta: DocumentMeta) -> BaseProvider:
         """
-        Process the document.
+        Get the provider for the document.
 
         Args:
-            document_meta: The document to process.
+            document_meta: The document metadata.
 
         Returns:
-            The list of elements extracted from the document.
+            The provider for processing the document.
 
         Raises:
-            ValueError: If the provider for the document type is not defined in the configuration.
+            ValueError: If no provider is found for the document type.
         """
         provider = self._providers.get(document_meta.document_type)
         if provider is None:
-            raise ValueError(
-                f"Provider for {document_meta.document_type} is not defined in the configuration:" f" {self._providers}"
-            )
-
-        return await provider.process(document_meta)
+            raise ValueError(f"No provider found for the document type {document_meta.document_type}")
+        return provider
diff --git a/uv.lock b/uv.lock
index e28c2360..3a335bc4 100644
--- a/uv.lock
+++ b/uv.lock
@@ -27,16 +27,16 @@ wheels = [
 
 [[package]]
 name = "aiohappyeyeballs"
-version = "2.4.0"
+version = "2.4.3"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/2d/f7/22bba300a16fd1cad99da1a23793fe43963ee326d012fdf852d0b4035955/aiohappyeyeballs-2.4.0.tar.gz", hash = "sha256:55a1714f084e63d49639800f95716da97a1f173d46a16dfcfda0016abb93b6b2", size = 16786 }
+sdist = { url = "https://files.pythonhosted.org/packages/bc/69/2f6d5a019bd02e920a3417689a89887b39ad1e350b562f9955693d900c40/aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586", size = 21809 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/18/b6/58ea188899950d759a837f9a58b2aee1d1a380ea4d6211ce9b1823748851/aiohappyeyeballs-2.4.0-py3-none-any.whl", hash = "sha256:7ce92076e249169a13c2f49320d1967425eaf1f407522d707d59cac7628d62bd", size = 12155 },
+    { url = "https://files.pythonhosted.org/packages/f7/d8/120cd0fe3e8530df0539e71ba9683eade12cae103dd7543e50d15f737917/aiohappyeyeballs-2.4.3-py3-none-any.whl", hash = "sha256:8a7a83727b2756f394ab2895ea0765a0a8c475e3c71e98d43d76f22b4b435572", size = 14742 },
 ]
 
 [[package]]
 name = "aiohttp"
-version = "3.10.5"
+version = "3.10.8"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohappyeyeballs" },
@@ -47,68 +47,68 @@ dependencies = [
     { name = "multidict" },
     { name = "yarl" },
 ]
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 ]
 
 [[package]]


Test patch:
diff --git a/packages/ragbits-document-search/tests/integration/test_file.md b/packages/ragbits-document-search/tests/integration/test_file.md
new file mode 100644
index 00000000..80554b5b
--- /dev/null
+++ b/packages/ragbits-document-search/tests/integration/test_file.md
@@ -0,0 +1,3 @@
+# Ragbits
+
+Repository for internal experiment with our upcoming LLM framework.
diff --git a/packages/ragbits-document-search/tests/integration/test_unstructured.py b/packages/ragbits-document-search/tests/integration/test_unstructured.py
index a48c1f49..b7827b85 100644
--- a/packages/ragbits-document-search/tests/integration/test_unstructured.py
+++ b/packages/ragbits-document-search/tests/integration/test_unstructured.py
@@ -3,7 +3,7 @@
 import pytest
 
 from ragbits.document_search.documents.document import DocumentMeta, DocumentType
-from ragbits.document_search.ingestion.document_processor import DocumentProcessor
+from ragbits.document_search.ingestion.document_processor import DocumentProcessorRouter
 from ragbits.document_search.ingestion.providers.unstructured import (
     DEFAULT_PARTITION_KWARGS,
     UNSTRUCTURED_API_KEY_ENV,
@@ -19,14 +19,14 @@
     reason="Unstructured API environment variables not set",
 )
 async def test_document_processor_processes_text_document_with_unstructured_provider():
-    document_processor = DocumentProcessor.from_config()
+    document_processor = DocumentProcessorRouter.from_config()
     document_meta = DocumentMeta.create_text_document_from_literal("Name of Peppa's brother is George.")
 
-    elements = await document_processor.process(document_meta)
+    elements = await document_processor.get_provider(document_meta).process(document_meta)
 
     assert isinstance(document_processor._providers[DocumentType.TXT], UnstructuredProvider)
     assert len(elements) == 1
-    assert elements[0].content == "Name of Peppa's brother is George"
+    assert elements[0].content == "Name of Peppa's brother is George."
 
 
 @pytest.mark.skipif(
@@ -34,13 +34,13 @@ async def test_document_processor_processes_text_document_with_unstructured_prov
     reason="Unstructured API environment variables not set",
 )
 async def test_document_processor_processes_md_document_with_unstructured_provider():
-    document_processor = DocumentProcessor.from_config()
-    document_meta = DocumentMeta.from_local_path(Path(__file__).parent.parent.parent.parent.parent / "README.md")
+    document_processor = DocumentProcessorRouter.from_config()
+    document_meta = DocumentMeta.from_local_path(Path(__file__).parent / "test_file.md")
 
-    elements = await document_processor.process(document_meta)
+    elements = await document_processor.get_provider(document_meta).process(document_meta)
 
-    assert len(elements) > 0
-    assert elements[0].content == "Ragbits"
+    assert len(elements) == 1
+    assert elements[0].content == "Ragbits\n\nRepository for internal experiment with our upcoming LLM framework."
 
 
 @pytest.mark.skipif(
diff --git a/packages/ragbits-document-search/tests/unit/test_document_processor.py b/packages/ragbits-document-search/tests/unit/test_document_processor.py
index f329e8b3..6e44d249 100644
--- a/packages/ragbits-document-search/tests/unit/test_document_processor.py
+++ b/packages/ragbits-document-search/tests/unit/test_document_processor.py
@@ -1,15 +1,29 @@
+import pytest
+
 from ragbits.document_search.documents.document import DocumentMeta, DocumentType
-from ragbits.document_search.ingestion.document_processor import DocumentProcessor
+from ragbits.document_search.ingestion.document_processor import DocumentProcessorRouter
 from ragbits.document_search.ingestion.providers.dummy import DummyProvider
 
 
-async def test_document_processor_processes_text_document_with_dummy_provider():
-    providers_config = {DocumentType.TXT: DummyProvider()}
-    document_processor = DocumentProcessor.from_config(providers_config)
+async def test_document_processor_router():
+    document_processor_router = DocumentProcessorRouter.from_config({DocumentType.TXT: DummyProvider()})
+
     document_meta = DocumentMeta.create_text_document_from_literal("Name of Peppa's brother is George")
 
-    elements = await document_processor.process(document_meta)
+    document_processor = document_processor_router.get_provider(document_meta)
+
+    assert isinstance(document_processor, DummyProvider)
+
+
+async def test_document_processor_router_raises_when_no_provider_found():
+    document_processor_router = DocumentProcessorRouter.from_config()
+    document_processor_router._providers = {DocumentType.TXT: DummyProvider()}
+
+    document_meta = DocumentMeta.create_text_document_from_literal("Name of Peppa's brother is George")
+
+    document_meta.document_type = DocumentType.PDF
+
+    with pytest.raises(ValueError) as err:
+        _ = document_processor_router.get_provider(document_meta)
 
-    assert isinstance(document_processor._providers[DocumentType.TXT], DummyProvider)
-    assert len(elements) == 1
-    assert elements[0].content == "Name of Peppa's brother is George"
+    assert str(err.value) == f"No provider found for the document type {DocumentType.PDF}"
diff --git a/packages/ragbits-document-search/tests/unit/test_document_search.py b/packages/ragbits-document-search/tests/unit/test_document_search.py
index 2e405ef5..2e34ba72 100644
--- a/packages/ragbits-document-search/tests/unit/test_document_search.py
+++ b/packages/ragbits-document-search/tests/unit/test_document_search.py
@@ -1,19 +1,55 @@
+from pathlib import Path
+from typing import Union
 from unittest.mock import AsyncMock
 
+import pytest
+
 from ragbits.document_search import DocumentSearch
-from ragbits.document_search.documents.document import DocumentMeta
+from ragbits.document_search._main import SearchConfig
+from ragbits.document_search.documents.document import Document, DocumentMeta
 from ragbits.document_search.documents.element import TextElement
+from ragbits.document_search.ingestion.providers.dummy import DummyProvider
 from ragbits.document_search.vector_store.in_memory import InMemoryVectorStore
 
 
-async def test_document_search():
+@pytest.mark.parametrize(
+    "document",
+    [
+        DocumentMeta.create_text_document_from_literal("Name of Peppa's brother is George"),
+        Document.from_document_meta(
+            DocumentMeta.create_text_document_from_literal("Name of Peppa's brother is George"), Path("test.txt")
+        ),
+    ],
+)
+async def test_document_search_ingest_document(document: Union[DocumentMeta, Document]):
     embeddings_mock = AsyncMock()
     embeddings_mock.embed_text.return_value = [[0.1, 0.1]]
 
     document_search = DocumentSearch(embedder=embeddings_mock, vector_store=InMemoryVectorStore())
 
-    await document_search.ingest_document(
-        DocumentMeta.create_text_document_from_literal("Name of Peppa's brother is George")
+    await document_search.ingest_document(document, document_processor=DummyProvider())
+
+    results = await document_search.search("Peppa's brother")
+
+    first_result = results[0]
+
+    assert isinstance(first_result, TextElement)
+    assert first_result.content == "Name of Peppa's brother is George"
+
+
+async def test_document_search_insert_elements():
+    embeddings_mock = AsyncMock()
+    embeddings_mock.embed_text.return_value = [[0.1, 0.1]]
+
+    document_search = DocumentSearch(embedder=embeddings_mock, vector_store=InMemoryVectorStore())
+
+    await document_search.insert_elements(
+        [
+            TextElement(
+                content="Name of Peppa's brother is George",
+                document_meta=DocumentMeta.create_text_document_from_literal("Name of Peppa's brother is George"),
+            )
+        ]
     )
 
     results = await document_search.search("Peppa's brother")
@@ -22,3 +58,28 @@ async def test_document_search():
 
     assert isinstance(first_result, TextElement)
     assert first_result.content == "Name of Peppa's brother is George"
+
+
+async def test_document_search_with_no_results():
+    document_search = DocumentSearch(embedder=AsyncMock(), vector_store=InMemoryVectorStore())
+
+    results = await document_search.search("Peppa's sister")
+
+    assert not results
+
+
+async def test_document_search_with_search_config():
+    embeddings_mock = AsyncMock()
+    embeddings_mock.embed_text.return_value = [[0.1, 0.1]]
+
+    document_search = DocumentSearch(embedder=embeddings_mock, vector_store=InMemoryVectorStore())
+
+    await document_search.ingest_document(
+        DocumentMeta.create_text_document_from_literal("Name of Peppa's brother is George"),
+        document_processor=DummyProvider(),
+    )
+
+    results = await document_search.search("Peppa's brother", search_config=SearchConfig(vector_store_kwargs={"k": 1}))
+
+    assert len(results) == 1
+    assert results[0].content == "Name of Peppa's brother is George"
diff --git a/packages/ragbits-document-search/tests/unit/test_gcs_source.py b/packages/ragbits-document-search/tests/unit/test_gcs_source.py
index df390361..da32b5a9 100644
--- a/packages/ragbits-document-search/tests/unit/test_gcs_source.py
+++ b/packages/ragbits-document-search/tests/unit/test_gcs_source.py
@@ -18,5 +18,5 @@ async def test_gcs_source_fetch():
     assert path == TEST_FILE_PATH
 
     source = GCSSource(bucket="", object_name="not_found_file.py")
-    with pytest.raises(aiohttp.ClientConnectorError):
+    with pytest.raises(aiohttp.ClientConnectionError):
         await source.fetch()
diff --git a/packages/ragbits-document-search/tests/unit/test_providers.py b/packages/ragbits-document-search/tests/unit/test_providers.py
index 5bde8e52..8b6eb9d9 100644
--- a/packages/ragbits-document-search/tests/unit/test_providers.py
+++ b/packages/ragbits-document-search/tests/unit/test_providers.py
@@ -1,5 +1,4 @@
 import pytest
-from dotenv import load_dotenv
 
 from ragbits.document_search.documents.document import DocumentMeta, DocumentType
 from ragbits.document_search.ingestion.providers.base import DocumentTypeNotSupportedError
@@ -9,8 +8,6 @@
     UnstructuredProvider,
 )
 
-load_dotenv()
-
 
 @pytest.mark.parametrize("document_type", UnstructuredProvider.SUPPORTED_DOCUMENT_TYPES)
 def test_unsupported_provider_validates_supported_document_types_passes(document_type: DocumentType):