Nomad changes

docs/snippets/elixir/advanced/embedding_with_chunking.exs

@@ -0,0 +1,27 @@
+# Extract and prepare for embeddings
+config = %Kreuzberg.ExtractionConfig{
+  chunking: %{"enabled" => true, "max_characters" => 512},
+  embeddings: %{"enabled" => true}
+}
+
+{:ok, result} = Kreuzberg.extract_file("document.pdf", nil, config)
+
+# Process chunks with embeddings for semantic search
+embedded_chunks = result.chunks
+  |> Enum.with_index(1)
+  |> Enum.map(fn {chunk, idx} ->
+    %{
+      "chunk_id" => idx,
+      "content" => chunk["content"],
+      "embedding" => chunk["embedding"],
+      "page" => chunk["page"],
+      "metadata" => %{
+        "document" => "document.pdf",
+        "chunk_index" => idx
+      }
+    }
+  end)
+
+# Store embeddings in vector database
+IO.puts("Prepared #{length(embedded_chunks)} chunks with embeddings")
+IO.inspect(embedded_chunks, label: "Embedded Chunks")