♻️(backend) refactor document parsers
I refactor document parsing by introducing AlbertParser and BaseParser
This commit is contained in:
@@ -0,0 +1,66 @@
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"""Document parsers for RAG backends."""
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import logging
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from io import BytesIO
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from urllib.parse import urljoin
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from django.conf import settings
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import requests
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from chat.agent_rag.document_converter.markitdown import DocumentConverter
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logger = logging.getLogger(__name__)
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class BaseParser:
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"""Base class for document parsers."""
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def parse_document(self, name: str, content_type: str, content: BytesIO) -> str:
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"""
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Parse the document and prepare it for the search operation.
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This method should handle the logic to convert the document
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into a format suitable for storage.
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Args:
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name (str): The name of the document.
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content_type (str): The MIME type of the document (e.g., "application/pdf").
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content (BytesIO): The content of the document as a BytesIO stream.
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Returns:
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str: The document content in Markdown format.
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"""
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raise NotImplementedError("Must be implemented in subclass.")
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class AlbertParser(BaseParser):
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"""Document parser using Albert API for PDFs and DocumentConverter for other formats."""
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endpoint = urljoin(settings.ALBERT_API_URL, "/v1/parse-beta")
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def parse_pdf_document(self, name: str, content_type: str, content: BytesIO) -> str:
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"""Parse PDF document using Albert API."""
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response = requests.post(
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self.endpoint,
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headers={
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"Authorization": f"Bearer {settings.ALBERT_API_KEY}",
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},
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files={
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"file": (name, content, content_type),
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"output_format": (None, "markdown"),
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},
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timeout=settings.ALBERT_API_PARSE_TIMEOUT,
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)
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response.raise_for_status()
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return "\n\n".join(
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document_page["content"] for document_page in response.json().get("data", [])
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)
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def parse_document(self, name: str, content_type: str, content: BytesIO) -> str:
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"""Parse document based on content type."""
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if content_type == "application/pdf":
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return self.parse_pdf_document(name=name, content_type=content_type, content=content)
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return DocumentConverter().convert_raw(
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name=name, content_type=content_type, content=content
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)
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@@ -13,7 +13,7 @@ import requests
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from chat.agent_rag.albert_api_constants import Searches
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from chat.agent_rag.constants import RAGWebResult, RAGWebResults, RAGWebUsage
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from chat.agent_rag.document_converter.markitdown import DocumentConverter
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from chat.agent_rag.document_converter.parser import AlbertParser
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from chat.agent_rag.document_rag_backends.base_rag_backend import BaseRagBackend
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logger = logging.getLogger(__name__)
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@@ -46,10 +46,9 @@ class AlbertRagBackend(BaseRagBackend): # pylint: disable=too-many-instance-att
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}
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self._collections_endpoint = urljoin(self._base_url, "/v1/collections")
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self._documents_endpoint = urljoin(self._base_url, "/v1/documents")
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self._pdf_parser_endpoint = urljoin(self._base_url, "/v1/parse-beta")
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self._search_endpoint = urljoin(self._base_url, "/v1/search")
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self._default_collection_description = "Temporary collection for RAG document search"
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self.parser = AlbertParser()
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def create_collection(self, name: str, description: Optional[str] = None) -> str:
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"""
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@@ -114,58 +113,6 @@ class AlbertRagBackend(BaseRagBackend): # pylint: disable=too-many-instance-att
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)
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response.raise_for_status()
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def parse_pdf_document(self, name: str, content_type: str, content: BytesIO) -> str:
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"""
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Parse the PDF document content and return the text content.
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This method should handle the logic to convert the PDF into
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a format suitable for the Albert API.
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"""
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response = requests.post(
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self._pdf_parser_endpoint,
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headers=self._headers,
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files={
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"file": (
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name,
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content,
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content_type,
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), # Use the name as the filename in the request
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"output_format": (None, "markdown"), # Specify the output format as Markdown,
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},
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timeout=settings.ALBERT_API_PARSE_TIMEOUT,
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)
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response.raise_for_status()
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return "\n\n".join(
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document_page["content"] for document_page in response.json().get("data", [])
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)
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def parse_document(self, name: str, content_type: str, content: BytesIO):
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"""
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Parse the document and prepare it for the search operation.
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This method should handle the logic to convert the document
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into a format suitable for the Albert API.
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Args:
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name (str): The name of the document.
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content_type (str): The MIME type of the document (e.g., "application/pdf").
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content (BytesIO): The content of the document as a BytesIO stream.
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Returns:
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str: The document content in Markdown format.
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"""
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# Implement the parsing logic here
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if content_type == "application/pdf":
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# Handle PDF parsing
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markdown_content = self.parse_pdf_document(
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name=name, content_type=content_type, content=content
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)
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else:
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markdown_content = DocumentConverter().convert_raw(
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name=name, content_type=content_type, content=content
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)
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return markdown_content
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def store_document(self, name: str, content: str, **kwargs) -> None:
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"""
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Store the document content in the Albert collection.
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@@ -8,6 +8,7 @@ from typing import List, Optional
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from asgiref.sync import sync_to_async
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from chat.agent_rag.constants import RAGWebResults
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from chat.agent_rag.document_converter.parser import BaseParser
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logger = logging.getLogger(__name__)
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@@ -38,6 +39,7 @@ class BaseRagBackend:
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self.collection_id = collection_id
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self.read_only_collection_id = read_only_collection_id or []
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self._default_collection_description = "Temporary collection for RAG document search"
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self.parser: BaseParser = BaseParser()
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def get_all_collection_ids(self) -> List[str]:
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"""
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@@ -88,7 +90,7 @@ class BaseRagBackend:
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Returns:
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str: The document content in Markdown format.
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"""
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raise NotImplementedError("Must be implemented in subclass.")
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return self.parser.parse_document(name, content_type, content)
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def store_document(self, name: str, content: str, **kwargs) -> None:
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"""
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@@ -2,7 +2,6 @@
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import logging
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import uuid
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from io import BytesIO
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from typing import List, Optional
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from urllib.parse import urljoin
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from uuid import uuid4
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@@ -14,7 +13,7 @@ from django.utils import timezone
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import requests
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from chat.agent_rag.constants import RAGWebResult, RAGWebResults, RAGWebUsage
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from chat.agent_rag.document_converter.markitdown import DocumentConverter
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from chat.agent_rag.document_rag_backends.albert_rag_backend import AlbertParser
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from chat.agent_rag.document_rag_backends.base_rag_backend import BaseRagBackend
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from utils.oidc import with_fresh_access_token
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@@ -41,10 +40,10 @@ class FindRagBackend(BaseRagBackend): # pylint: disable=too-many-instance-attri
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):
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# Initialize any necessary parameters or configurations here
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super().__init__(collection_id, read_only_collection_id)
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self._pdf_parser_endpoint = urljoin(settings.ALBERT_API_URL, "/v1/parse-beta")
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self.api_key = settings.FIND_API_KEY
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self.search_endpoint = "api/v1.0/documents/search/"
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self.indexing_endpoint = "api/v1.0/documents/index/"
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self.parser = AlbertParser()
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if not self.api_key:
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raise ImproperlyConfigured("FIND_API_KEY must be set in Django settings.")
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@@ -62,62 +61,6 @@ class FindRagBackend(BaseRagBackend): # pylint: disable=too-many-instance-attri
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"""
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logger.warning("deletion of collections is not yet supported in FindRagBackend")
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# TODO: factor with albert api
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def parse_pdf_document(self, name: str, content_type: str, content: BytesIO) -> str:
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"""
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Parse the PDF document content and return the text content.
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This method should handle the logic to convert the PDF into
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a format suitable for the Albert API.
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"""
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response = requests.post(
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self._pdf_parser_endpoint,
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headers={
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"Authorization": f"Bearer {settings.ALBERT_API_KEY}",
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},
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files={
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"file": (
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name,
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content,
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content_type,
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), # Use the name as the filename in the request
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"output_format": (None, "markdown"), # Specify the output format as Markdown,
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},
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timeout=settings.ALBERT_API_PARSE_TIMEOUT,
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)
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response.raise_for_status()
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return "\n\n".join(
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document_page["content"] for document_page in response.json().get("data", [])
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)
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# TODO: factor with albert api
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def parse_document(self, name: str, content_type: str, content: BytesIO):
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"""
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Parse the document and prepare it for the search operation.
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This method should handle the logic to convert the document
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into a format suitable for the Find API.
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Args:
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name (str): The name of the document.
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content_type (str): The MIME type of the document (e.g., "application/pdf").
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content (BytesIO): The content of the document as a BytesIO stream.
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Returns:
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str: The document content in Markdown format.
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"""
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# Implement the parsing logic here
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if content_type == "application/pdf":
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# Handle PDF parsing
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markdown_content = self.parse_pdf_document(
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name=name, content_type=content_type, content=content
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)
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else:
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markdown_content = DocumentConverter().convert_raw(
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name=name, content_type=content_type, content=content
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)
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return markdown_content
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def store_document(self, name: str, content: str, **kwargs) -> None:
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"""
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index document in Find
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@@ -169,10 +112,12 @@ class FindRagBackend(BaseRagBackend): # pylint: disable=too-many-instance-attri
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response = requests.post(
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urljoin(settings.FIND_API_URL, self.search_endpoint),
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headers={"Authorization": f"Bearer {kwargs["session"].get("oidc_access_token")}"},
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headers={"Authorization": f"Bearer {kwargs['session'].get('oidc_access_token')}"},
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json={
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"q": query,
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"tags": [f"collection-{collection_id}" for collection_id in self.get_all_collection_ids()],
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"tags": [
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f"collection-{collection_id}" for collection_id in self.get_all_collection_ids()
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],
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"k": results_count,
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},
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timeout=settings.FIND_API_TIMEOUT,
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@@ -38,6 +38,7 @@ def with_fresh_access_token(func):
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Decorator to handle OIDC token refresh and extraction.
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Expects 'session' in kwargs and update it with the fresh token.
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"""
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@wraps(func)
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def wrapper(*args, **kwargs):
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session = kwargs.get("session")
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@@ -45,4 +46,5 @@ def with_fresh_access_token(func):
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raise AuthenticationFailed({"error": "Session is required but not provided"})
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kwargs["session"] = refresh_access_token(session)
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return func(*args, **kwargs)
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return wrapper
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