544 lines
14 KiB
Markdown
544 lines
14 KiB
Markdown
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# Advanced Features
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## Text Chunking
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Split extracted text into chunks for RAG, vector databases, or LLM context windows. Four strategies:
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- **Text** — splits on whitespace/punctuation boundaries
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- **Markdown** — structure-aware; preserves headings, lists, and code blocks
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- **YAML** — section-aware; preserves YAML document structure
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- **Semantic** — topic-aware; splits at natural document boundaries
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### Semantic
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Set `chunker_type` to `"semantic"`. Uses an embedding model for topic detection when one is configured; otherwise falls back to structural heuristics.
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```python
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config = ExtractionConfig(
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chunking=ChunkingConfig(chunker_type="semantic")
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)
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```
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**Behavior:**
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- **Without embeddings** — Uses structural heuristics: detects headers (ALL CAPS, numbered sections) and paragraph boundaries
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- **With embeddings** — Compares consecutive paragraphs via embeddings to detect topic shifts, merging paragraphs below the `topic_threshold` (default: 0.5)
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Use `topic_threshold` to control sensitivity: higher values (0.7–0.9) preserve more fine-grained topics, lower values (0.1–0.3) merge aggressive. Only applies when an embedding model is configured.
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### Configuration
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=== "Python"
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--8<-- "snippets/python/config/chunking_config.md"
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=== "TypeScript"
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--8<-- "snippets/typescript/config/chunking_config.md"
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=== "Rust"
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--8<-- "snippets/rust/advanced/chunking_config.md"
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=== "Go"
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--8<-- "snippets/go/config/chunking_config.md"
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=== "Java"
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--8<-- "snippets/java/config/chunking_config.md"
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=== "C#"
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--8<-- "snippets/csharp/advanced/chunking_config.md"
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=== "Ruby"
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--8<-- "snippets/ruby/config/chunking_config.md"
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=== "R"
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--8<-- "snippets/r/config/chunking_config.md"
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=== "Wasm"
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--8<-- "snippets/wasm/config/chunking_config.md"
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### Chunk Output
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Each chunk in `result.chunks` contains:
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| Field | Description |
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| --------------------------------------- | ------------------------------------------------ |
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| `content` | Chunk text |
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| `metadata.byte_start` / `byte_end` | Byte offsets in the original text |
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| `metadata.chunk_index` / `total_chunks` | Position in sequence |
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| `metadata.token_count` | Token count (when embeddings enabled) |
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| `metadata.heading_context` | Active heading hierarchy (Markdown chunker only) |
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| `embedding` | Embedding vector (when configured) |
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Chunks can be sized by token count instead of characters — enable the `chunking-tokenizers` feature and set `sizing` to `token`.
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### RAG Pipeline Example
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=== "Python"
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--8<-- "snippets/python/utils/chunking_rag.md"
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=== "TypeScript"
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--8<-- "snippets/typescript/utils/chunking_rag.md"
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=== "Rust"
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--8<-- "snippets/rust/advanced/chunking_rag.md"
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=== "Go"
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--8<-- "snippets/go/advanced/chunking_rag.md"
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=== "Java"
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--8<-- "snippets/java/advanced/chunking_rag.md"
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=== "C#"
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--8<-- "snippets/csharp/advanced/chunking_rag.md"
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=== "Ruby"
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--8<-- "snippets/ruby/advanced/chunking_rag.md"
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=== "R"
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--8<-- "snippets/r/advanced/chunking_rag.md"
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## Language Detection
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Detect languages in extracted text using [`whatlang`](https://crates.io/crates/whatlang) — 60+ languages with ISO 639-3 codes. Set `detect_multiple: true` to chunk the text into 200-char segments and return all detected languages sorted by prevalence.
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### Configuration
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=== "Python"
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--8<-- "snippets/python/config/language_detection_config.md"
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=== "TypeScript"
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--8<-- "snippets/typescript/config/language_detection_config.md"
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=== "Rust"
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--8<-- "snippets/rust/advanced/language_detection_config.md"
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=== "Go"
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--8<-- "snippets/go/config/language_detection_config.md"
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=== "Java"
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--8<-- "snippets/java/config/language_detection_config.md"
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=== "C#"
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--8<-- "snippets/csharp/advanced/language_detection_config.md"
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=== "Ruby"
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--8<-- "snippets/ruby/config/language_detection_config.md"
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=== "R"
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--8<-- "snippets/r/config/language_detection_config.md"
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### Multilingual Example
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=== "Python"
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--8<-- "snippets/python/utils/language_detection_multilingual.md"
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=== "TypeScript"
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--8<-- "snippets/typescript/metadata/language_detection_multilingual.md"
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=== "Rust"
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--8<-- "snippets/rust/advanced/language_detection_multilingual.md"
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=== "Go"
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--8<-- "snippets/go/advanced/language_detection_multilingual.md"
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=== "Java"
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--8<-- "snippets/java/advanced/language_detection_multilingual.md"
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=== "C#"
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--8<-- "snippets/csharp/advanced/language_detection_multilingual.md"
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=== "Ruby"
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--8<-- "snippets/ruby/advanced/language_detection_multilingual.md"
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=== "R"
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--8<-- "snippets/r/advanced/language_detection_multilingual.md"
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## Embedding Generation
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Local in-process embeddings via ONNX for semantic search and RAG — no external API calls. Requires the `embeddings` feature.
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| Preset | Model | Dimensions | Max Tokens | Use Case |
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| -------------- | ---------------------------- | ---------- | ---------- | ------------------------------------------------------- |
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| `fast` | all-MiniLM-L6-v2 (quantized) | 384 | 512 | Quick prototyping, development, resource-constrained |
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| `balanced` | BGE-base-en-v1.5 | 768 | 1024 | General-purpose RAG, production deployments, English |
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| `quality` | BGE-large-en-v1.5 | 1024 | 2000 | Complex documents, maximum accuracy, sufficient compute |
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| `multilingual` | multilingual-e5-base | 768 | 1024 | International documents, mixed-language content |
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### In-Process Embedding Backends (Plugin Variant)
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Plug a caller-managed embedder (e.g. `llama-cpp-python`, `sentence-transformers`) into Kreuzberg via the `Plugin` variant of `EmbeddingModelType` — Kreuzberg calls back into the registered backend instead of running its own ONNX model.
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1. Register the backend once at startup via `kreuzberg::plugins::register_embedding_backend(Arc::new(MyEmbedder))`. The backend implements `EmbeddingBackend` (a `Plugin`-inheriting async trait with `dimensions()` and `embed(texts) -> Vec<Vec<f32>>`).
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2. Reference it by name in `EmbeddingConfig`: `{ "model": { "type": "plugin", "name": "my-embedder" } }`.
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3. Optional: set `EmbeddingConfig.max_embed_duration_secs` (default 60) to bound the wait on a hung backend; `None` disables the timeout.
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The CLI (`kreuzberg embed --provider plugin --plugin my-embedder`), MCP server (`embed_text` tool, `embedding_plugin` parameter), REST API, and env var `KREUZBERG_EMBEDDING_PLUGIN_NAME` all accept the Plugin variant once a backend is registered.
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**Fork-safety**: Python callers running under `multiprocessing`, `gunicorn`'s prefork worker, or Celery prefork must re-register the backend in each child process — native-backed embedders (including `llama-cpp-python`) aren't fork-safe. Use `os.register_at_fork(after_in_child=reregister_fn)` to automate the re-registration.
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### Configuration
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=== "Python"
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--8<-- "snippets/python/utils/embedding_with_chunking.md"
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=== "TypeScript"
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--8<-- "snippets/typescript/utils/embedding_with_chunking.md"
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=== "Rust"
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--8<-- "snippets/rust/advanced/embedding_with_chunking.md"
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=== "Go"
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--8<-- "snippets/go/advanced/embedding_with_chunking.md"
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=== "Java"
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--8<-- "snippets/java/advanced/embedding_with_chunking.md"
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=== "C#"
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--8<-- "snippets/csharp/advanced/embedding_with_chunking.md"
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=== "Ruby"
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--8<-- "snippets/ruby/advanced/embedding_with_chunking.md"
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=== "R"
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--8<-- "snippets/r/advanced/embedding_with_chunking.md"
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### Vector Database Integration
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=== "Python"
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--8<-- "snippets/python/utils/vector_database_integration.md"
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=== "TypeScript"
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--8<-- "snippets/typescript/utils/vector_database_integration.md"
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=== "Rust"
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--8<-- "snippets/rust/advanced/vector_database_integration.md"
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=== "Go"
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--8<-- "snippets/go/advanced/vector_database_integration.md"
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=== "Java"
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--8<-- "snippets/java/advanced/vector_database_integration.md"
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=== "C#"
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--8<-- "snippets/csharp/advanced/vector_database_integration.md"
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=== "Ruby"
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--8<-- "snippets/ruby/advanced/vector_database_integration.md"
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=== "R"
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--8<-- "snippets/r/advanced/vector_database_integration.md"
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## Token Reduction
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Reduce token count while preserving meaning for LLM pipelines.
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| Level | Reduction | Effect |
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| ------------ | --------- | ---------------------------------------- |
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| `off` | 0% | Pass-through |
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| `moderate` | 15–25% | Stopwords + redundancy removal |
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| `aggressive` | 30–50% | Semantic clustering + importance scoring |
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### Configuration
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=== "Python"
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--8<-- "snippets/python/config/token_reduction_config.md"
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=== "TypeScript"
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--8<-- "snippets/typescript/config/token_reduction_config.md"
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=== "Rust"
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--8<-- "snippets/rust/advanced/token_reduction_config.md"
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=== "Go"
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--8<-- "snippets/go/config/token_reduction_config.md"
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=== "Java"
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--8<-- "snippets/java/config/token_reduction_config.md"
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=== "C#"
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--8<-- "snippets/csharp/advanced/token_reduction_config.md"
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=== "Ruby"
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--8<-- "snippets/ruby/config/token_reduction_config.md"
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=== "R"
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--8<-- "snippets/r/config/token_reduction_config.md"
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### Example
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=== "Python"
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--8<-- "snippets/python/utils/token_reduction_example.md"
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=== "TypeScript"
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--8<-- "snippets/typescript/utils/token_reduction_example.md"
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=== "Rust"
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--8<-- "snippets/rust/advanced/token_reduction_example.md"
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=== "Go"
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--8<-- "snippets/go/advanced/token_reduction_example.md"
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=== "Java"
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--8<-- "snippets/java/advanced/token_reduction_example.md"
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=== "C#"
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--8<-- "snippets/csharp/advanced/token_reduction_example.md"
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=== "Ruby"
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--8<-- "snippets/ruby/advanced/token_reduction_example.md"
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=== "R"
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--8<-- "snippets/r/advanced/token_reduction_example.md"
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## Keyword Extraction
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Extract keywords using YAKE or RAKE algorithms. Requires the `keywords` feature flag. See [Keyword Extraction](keywords.md) for algorithm details and parameter reference.
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### Configuration
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=== "Python"
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--8<-- "snippets/python/config/keyword_extraction_config.md"
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=== "TypeScript"
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--8<-- "snippets/typescript/config/keyword_extraction_config.md"
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=== "Rust"
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--8<-- "snippets/rust/advanced/keyword_extraction_config.md"
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|
|||
|
|
=== "Go"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/go/config/keyword_extraction_config.md"
|
|||
|
|
|
|||
|
|
=== "Java"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/java/config/keyword_extraction_config.md"
|
|||
|
|
|
|||
|
|
=== "C#"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/csharp/advanced/keyword_extraction_config.md"
|
|||
|
|
|
|||
|
|
=== "Ruby"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/ruby/config/keyword_extraction_config.md"
|
|||
|
|
|
|||
|
|
=== "R"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/r/config/keyword_extraction_config.md"
|
|||
|
|
|
|||
|
|
### Example
|
|||
|
|
|
|||
|
|
=== "Python"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/python/utils/keyword_extraction_example.md"
|
|||
|
|
|
|||
|
|
=== "TypeScript"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/typescript/utils/keyword_extraction_example.md"
|
|||
|
|
|
|||
|
|
=== "Rust"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/rust/advanced/keyword_extraction_example.md"
|
|||
|
|
|
|||
|
|
=== "Go"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/go/advanced/keyword_extraction_example.md"
|
|||
|
|
|
|||
|
|
=== "Java"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/java/advanced/keyword_extraction_example.md"
|
|||
|
|
|
|||
|
|
=== "C#"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/csharp/advanced/keyword_extraction_example.md"
|
|||
|
|
|
|||
|
|
=== "Ruby"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/ruby/advanced/keyword_extraction_example.md"
|
|||
|
|
|
|||
|
|
=== "R"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/r/advanced/keyword_extraction_example.md"
|
|||
|
|
|
|||
|
|
## Quality Processing
|
|||
|
|
|
|||
|
|
Score extracted text for quality issues (0.0–1.0, where 1.0 is highest quality). Detects OCR artifacts, script content, navigation elements, and structural issues.
|
|||
|
|
|
|||
|
|
| Factor | Weight | Detects |
|
|||
|
|
| ------------------- | ------ | ------------------------------------------------------ |
|
|||
|
|
| OCR Artifacts | 30% | Scattered chars, repeated punctuation, malformed words |
|
|||
|
|
| Script Content | 20% | JavaScript, CSS, HTML tags |
|
|||
|
|
| Navigation Elements | 10% | Breadcrumbs, pagination, skip links |
|
|||
|
|
| Document Structure | 20% | Sentence/paragraph length, punctuation distribution |
|
|||
|
|
| Metadata Quality | 10% | Presence of title, author, subject |
|
|||
|
|
|
|||
|
|
Score ranges: `0.0–0.3` very low, `0.3–0.6` low, `0.6–0.8` moderate, `0.8–1.0` high.
|
|||
|
|
|
|||
|
|
### Configuration
|
|||
|
|
|
|||
|
|
=== "Python"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/python/config/quality_processing_config.md"
|
|||
|
|
|
|||
|
|
=== "TypeScript"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/typescript/config/quality_processing_config.md"
|
|||
|
|
|
|||
|
|
=== "Rust"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/rust/advanced/quality_processing_config.md"
|
|||
|
|
|
|||
|
|
=== "Go"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/go/config/quality_processing_config.md"
|
|||
|
|
|
|||
|
|
=== "Java"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/java/config/quality_processing_config.md"
|
|||
|
|
|
|||
|
|
=== "C#"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/csharp/advanced/quality_processing_config.md"
|
|||
|
|
|
|||
|
|
=== "Ruby"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/ruby/config/quality_processing_config.md"
|
|||
|
|
|
|||
|
|
=== "R"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/r/config/quality_processing_config.md"
|
|||
|
|
|
|||
|
|
### Example
|
|||
|
|
|
|||
|
|
=== "Python"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/python/utils/quality_processing_example.md"
|
|||
|
|
|
|||
|
|
=== "TypeScript"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/typescript/utils/quality_processing_example.md"
|
|||
|
|
|
|||
|
|
=== "Rust"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/rust/advanced/quality_processing_example.md"
|
|||
|
|
|
|||
|
|
=== "Go"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/go/advanced/quality_processing_example.md"
|
|||
|
|
|
|||
|
|
=== "Java"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/java/advanced/quality_processing_example.md"
|
|||
|
|
|
|||
|
|
=== "C#"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/csharp/advanced/quality_processing_example.md"
|
|||
|
|
|
|||
|
|
=== "Ruby"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/ruby/advanced/quality_processing_example.md"
|
|||
|
|
|
|||
|
|
=== "R"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/r/advanced/quality_processing_example.md"
|
|||
|
|
|
|||
|
|
## Combining Features
|
|||
|
|
|
|||
|
|
=== "Python"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/python/advanced/combining_all_features.md"
|
|||
|
|
|
|||
|
|
=== "TypeScript"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/typescript/getting-started/combining_all_features.md"
|
|||
|
|
|
|||
|
|
=== "Rust"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/rust/api/combining_all_features.md"
|
|||
|
|
|
|||
|
|
=== "Go"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/go/api/combining_all_features.md"
|
|||
|
|
|
|||
|
|
=== "Java"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/java/api/combining_all_features.md"
|
|||
|
|
|
|||
|
|
=== "C#"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/csharp/advanced/combining_all_features.md"
|
|||
|
|
|
|||
|
|
=== "Ruby"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/ruby/api/combining_all_features.md"
|
|||
|
|
|
|||
|
|
=== "R"
|
|||
|
|
|
|||
|
|
--8<-- "snippets/r/api/combining_all_features.md"
|