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docs: super minor typos #801

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Jan 24, 2025
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docs: super minor typos #801

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8 changes: 4 additions & 4 deletions docs/examples/rag_azuresearch.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -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",
Expand Down Expand Up @@ -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",
Expand Down Expand Up @@ -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. "
]
},
{
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