Nomad changes

docs/snippets/rust/advanced/vector_database_integration.md

@@ -0,0 +1,55 @@
+```rust title="Rust"
+use kreuzberg::{extract_file, ExtractionConfig, ChunkingConfig, EmbeddingConfig};
+
+struct VectorRecord {
+    id: String,
+    content: String,
+    embedding: Vec<f32>,
+    metadata: std::collections::HashMap<String, String>,
+}
+
+async fn extract_and_vectorize(
+    document_path: &str,
+    document_id: &str,
+) -> Result<Vec<VectorRecord>, Box<dyn std::error::Error>> {
+    let config = ExtractionConfig {
+        chunking: Some(ChunkingConfig {
+            max_characters: 512,
+            overlap: 50,
+            embedding: Some(EmbeddingConfig {
+                model: kreuzberg::EmbeddingModelType::Preset {
+                    name: "balanced".to_string(),
+                },
+                normalize: true,
+                batch_size: 32,
+                ..Default::default()
+            }),
+            ..Default::default()
+        }),
+        ..Default::default()
+    };
+
+    let result = extract_file(document_path, None, &config).await?;
+
+    let mut records = Vec::new();
+    if let Some(chunks) = result.chunks {
+        for (index, chunk) in chunks.iter().enumerate() {
+            if let Some(embedding) = &chunk.embedding {
+                let mut metadata = std::collections::HashMap::new();
+                metadata.insert("document_id".to_string(), document_id.to_string());
+                metadata.insert("chunk_index".to_string(), index.to_string());
+                metadata.insert("content_length".to_string(), chunk.content.len().to_string());
+
+                records.push(VectorRecord {
+                    id: format!("{}_chunk_{}", document_id, index),
+                    content: chunk.content.clone(),
+                    embedding: embedding.clone(),
+                    metadata,
+                });
+            }
+        }
+    }
+
+    Ok(records)
+}
+```