""" Unified-LoRA Controller ====================== Convenience wrapper that exposes the full Unified-LoRA stack: - nested_lora.py → execution engine (LoRA with dynamic rank slicing) - orbital_controller.py → control logic (stress-driven rank adaptation) Use this module for simple integration, or import submodules directly for fine-grained control. Author: Simona Vargiu License: Apache 2.0 """ # ── ENGINE ────────────────────────────────────────── from nested_lora import ( NestedLoRALinear, inject_nested_lora, set_rank, get_lora_params, count_params, ) # ── CONTROLLER ────────────────────────────────────── from orbital_controller import ( OrbitalController, setup_unified_lora, ) # ── EXPORT ────────────────────────────────────────── __all__ = [ "NestedLoRALinear", "inject_nested_lora", "set_rank", "get_lora_params", "count_params", "OrbitalController", "setup_unified_lora", ]