# symproj
[](https://crates.io/crates/symproj)
[](https://docs.rs/symproj)
[](https://github.com/arclabs561/symproj/actions/workflows/ci.yml)
Codebook-based token-to-vector projection.
## Usage
```rust
use symproj::{Codebook, Projection};
use textprep::BpeTokenizer;
// 1. Load a Codebook (matrix + dimension)
let matrix = vec![...]; // flattened [vocab_size * dim]
let codebook = Codebook::new(matrix, 384).unwrap();
// 2. Create a Projection (tokenizer + codebook)
let tokenizer = BpeTokenizer::from_file("tokenizer.json")?;
let proj = Projection::new(tokenizer, codebook);
// 3. Encode text -> vector (mean pooling)
let vec = proj.encode("Hello world").unwrap();
```
## Features
- **Codebook**: Dense embedding matrix lookup.
- **Pooling**: Mean, weighted mean (SIF), and sequence output.
- **Normalization**: L2 normalization and component removal (PCA-based denoising).
## License
MIT OR Apache-2.0