From c58f75d0f75040e32820cc2915ec00755211c02f Mon Sep 17 00:00:00 2001 From: Farzad Sunavala <40604067+farzad528@users.noreply.github.com> Date: Fri, 24 Jan 2025 09:27:05 -0600 Subject: [PATCH] docs: fix minor typos (#801) Signed-off-by: Farzad Sunavala <40604067+farzad528@users.noreply.github.com> --- docs/examples/rag_azuresearch.ipynb | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/docs/examples/rag_azuresearch.ipynb b/docs/examples/rag_azuresearch.ipynb index abbe3774..4350ec2b 100644 --- a/docs/examples/rag_azuresearch.ipynb +++ b/docs/examples/rag_azuresearch.ipynb @@ -63,7 +63,7 @@ "source": [ "# Part 0: Prerequisites\n", " - **Azure AI Search** resource\n", - " - **Azure OpenAI** resource with a deployed embedding & chat completion model (e.g. `text-embedding-3-small` & `gpt-4o`) \n", + " - **Azure OpenAI** resource with a deployed embedding and chat completion model (e.g. `text-embedding-3-small` and `gpt-4o`) \n", " - **Docling 2.12+** (installs `docling_core` automatically) Docling installed (Python 3.8+ environment)\n", "\n", "- A **GPU-enabled environment** is preferred for faster parsing. Docling 2.12 automatically detects GPU if present.\n", @@ -97,7 +97,7 @@ "\n", "\n", "AZURE_SEARCH_ENDPOINT = _get_env(\"AZURE_SEARCH_ENDPOINT\")\n", - "AZURE_SEARCH_KEY = _get_env(\"AZURE_SEARCH_KEY\") # Ensure this your Admin Key\n", + "AZURE_SEARCH_KEY = _get_env(\"AZURE_SEARCH_KEY\") # Ensure this is your Admin Key\n", "AZURE_SEARCH_INDEX_NAME = _get_env(\"AZURE_SEARCH_INDEX_NAME\", \"docling-rag-sample\")\n", "AZURE_OPENAI_ENDPOINT = _get_env(\"AZURE_OPENAI_ENDPOINT\")\n", "AZURE_OPENAI_API_KEY = _get_env(\"AZURE_OPENAI_API_KEY\")\n", @@ -235,8 +235,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Part 3: Hierarchical Chunking\n", - "We convert the `Document` into smaller chunks for embedding & indexing. The built-in `HierarchicalChunker` preserves structure. " + "# Part 2: Hierarchical Chunking\n", + "We convert the `Document` into smaller chunks for embedding and indexing. The built-in `HierarchicalChunker` preserves structure. " ] }, {