| # MG_ZeSmartSampler (v1.1) | |
| Custom sampler that builds hybrid sigma schedules (Karras/Beta blend), adds tiny schedule jitter, and optionally applies a PC2‑like predictor‑corrector shaping. | |
| ## Overview | |
| - Inputs/Outputs match a standard KSampler: `MODEL / SEED / STEPS / CFG / base_sampler / schedule / CONDITIONING / LATENT` → `LATENT`. | |
| - `hybrid_mix` blends the tail toward Beta; `tail_smooth` softens tail jumps adaptively. | |
| - `jitter_sigma` introduces a tiny monotonic noise to schedules for de‑ringing; remains deterministic with fixed seed. | |
| - PC2‑style shaping is available via `smart_strength/target_error/curv_sensitivity` (kept conservative by default). | |
| ## Controls (high‑level) | |
| - `base_sampler` and `schedule` (karras/beta/hybrid) | |
| - `hybrid_mix` ∈ [0..1] | |
| - `jitter_sigma` ∈ [0..0.1] | |
| - `tail_smooth` ∈ [0..1] | |
| - `smart_strength`, `target_error`, `curv_sensitivity` | |
| ## Tips | |
| - Start hybrid at `hybrid_mix≈0.3` for 2D work; 0.5–0.7 for photo‑like. | |
| - Keep `jitter_sigma` very small (≈0.005–0.01) to avoid destabilizing steps. | |
| - If using inside CADE (`scheduler=MGHybrid`), CADE will construct the schedule and run the custom path automatically. | |