docs: fix minor typos (#801)
Signed-off-by: Farzad Sunavala <40604067+farzad528@users.noreply.github.com>
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@ -63,7 +63,7 @@
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"source": [
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"# Part 0: Prerequisites\n",
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" - **Azure AI Search** resource\n",
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" - **Azure OpenAI** resource with a deployed embedding & chat completion model (e.g. `text-embedding-3-small` & `gpt-4o`) \n",
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" - **Azure OpenAI** resource with a deployed embedding and chat completion model (e.g. `text-embedding-3-small` and `gpt-4o`) \n",
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" - **Docling 2.12+** (installs `docling_core` automatically) Docling installed (Python 3.8+ environment)\n",
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"\n",
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"- A **GPU-enabled environment** is preferred for faster parsing. Docling 2.12 automatically detects GPU if present.\n",
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@ -97,7 +97,7 @@
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"\n",
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"\n",
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"AZURE_SEARCH_ENDPOINT = _get_env(\"AZURE_SEARCH_ENDPOINT\")\n",
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"AZURE_SEARCH_KEY = _get_env(\"AZURE_SEARCH_KEY\") # Ensure this your Admin Key\n",
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"AZURE_SEARCH_KEY = _get_env(\"AZURE_SEARCH_KEY\") # Ensure this is your Admin Key\n",
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"AZURE_SEARCH_INDEX_NAME = _get_env(\"AZURE_SEARCH_INDEX_NAME\", \"docling-rag-sample\")\n",
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"AZURE_OPENAI_ENDPOINT = _get_env(\"AZURE_OPENAI_ENDPOINT\")\n",
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"AZURE_OPENAI_API_KEY = _get_env(\"AZURE_OPENAI_API_KEY\")\n",
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@ -235,8 +235,8 @@
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Part 3: Hierarchical Chunking\n",
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"We convert the `Document` into smaller chunks for embedding & indexing. The built-in `HierarchicalChunker` preserves structure. "
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"# Part 2: Hierarchical Chunking\n",
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"We convert the `Document` into smaller chunks for embedding and indexing. The built-in `HierarchicalChunker` preserves structure. "
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]
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},
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{
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