# RAG Pipeline

## Pipeline

```{eval-rst}
.. autoclass:: ractogateway.rag.pipeline.RactoRAG
   :members:
   :show-inheritance:
```

## Models

```{eval-rst}
.. automodule:: ractogateway.rag._models.document
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag._models.retrieval
   :members:
   :show-inheritance:
```

## Readers

```{eval-rst}
.. automodule:: ractogateway.rag.readers.base
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.readers.registry
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.readers.text_reader
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.readers.pdf_reader
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.readers.word_reader
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.readers.spreadsheet_reader
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.readers.image_reader
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.readers.html_reader
   :members:
   :show-inheritance:
```

## Chunkers

```{eval-rst}
.. automodule:: ractogateway.rag.chunkers.base
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.chunkers.fixed_chunker
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.chunkers.recursive_chunker
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.chunkers.sentence_chunker
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.chunkers.semantic_chunker
   :members:
   :show-inheritance:
```

## Processors

```{eval-rst}
.. automodule:: ractogateway.rag.processors.base
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.processors.cleaner
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.processors.lemmatizer
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.processors.pipeline
   :members:
   :show-inheritance:
```

## Embedders

```{eval-rst}
.. automodule:: ractogateway.rag.embedders.base
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.embedders.openai_embedder
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.embedders.google_embedder
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.embedders.voyage_embedder
   :members:
   :show-inheritance:
```

## Stores

```{eval-rst}
.. automodule:: ractogateway.rag.stores.base
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.stores.in_memory_store
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.stores.chroma_store
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.stores.faiss_store
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.stores.pinecone_store
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.stores.qdrant_store
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.stores.weaviate_store
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.stores.milvus_store
   :members:
   :show-inheritance:
```

```{eval-rst}
.. automodule:: ractogateway.rag.stores.pgvector_store
   :members:
   :show-inheritance:
```