//! zenpredict-driven encoder-knob picker for zenwebp (v0.1).
//!
//! Replaces the 3-row [`crate::encoder::analysis::content_type_to_tuning`]
//! lookup table with a baked hybrid-heads MLP (ZNPR v2) that predicts
//! `log_bytes + (sns, filter_strength, filter_sharpness)` per cell
//! over a 6-cell `(method × segments)` Cartesian grid. Argmin over
//! the bytes_log block under a constraint mask gives the cell; the
//! scalar heads at that cell index give the per-cell scalar tuning.
//!
//! Status: experimental. Gated on the `picker` cargo feature so
//! production builds are unaffected. The `analyzer` feature is also
//! required (the picker consumes 32 zenanalyze features).
//!
//! ## Cell grid (6 cells)
//!
//! | axis | values |
//! |------------|-----------|
//! | `method` | {4, 5, 6} |
//! | `segments` | {1, 4} |
//!
//! Scalar heads predicted per-cell:
//!
//! | head | range |
//! |-------------------|--------|
//! | `sns_strength` | 0..100 |
//! | `filter_strength` | 0..100 |
//! | `filter_sharpness`| 0..7 |
pub use ;