# volumetric_infinitizer.py
import os
import time
from transformers import TrainerCallback

class VolumetricInfinitizer:
    """
    TGDK VolumetricInfinitizer
    - Wraps full training lifecycle (stage 1 → epochs → close/save).
    - Injects clause teachings into OliviaAI’s evolving forms.
    - Houses the realmsy engine: dojo/office/war room/domicile.
    """

    def __init__(self, trainer, outdir, realmsy, master_clauses=None):
        self.trainer = trainer
        self.outdir = outdir
        self.realmsy = realmsy
        self.master_clauses = master_clauses or [
            "Bushido",
            "Lincolnian Resolve",
            "How To Enjoy Death (Lama Zopa Rinpoche)",
            "Teachings of Garchen Rinpoche",
        ]
        self.forms = ["Nun", "Samurai", "Clause Guardian"]
        self.current_form_idx = 0

    def evolve_identity(self):
        """Rotate OliviaAI's role (nun → samurai → guardian)."""
        form = self.forms[self.current_form_idx % len(self.forms)]
        print(f"[VolumetricInfinitizer] Olivia evolves into her {form} form.")
        self.current_form_idx += 1

    def inject_clauses(self, text):
        """Fuse teachings into generated training text/logs."""
        prefix = " | ".join(self.master_clauses)
        return f"[Master Clause Injected: {prefix}] {text}"

    def run(self, epochs=1):
        print("⚡ [VolumetricInfinitizer] Initializing realmsy dojo/war room cycle")
        for epoch in range(epochs):
            self.evolve_identity()
            self.realmsy.transform(epoch=epoch)

            print(f"[VolumetricInfinitizer] Epoch {epoch} → training...")
            self.trainer.train()

            # save after each evolution
            save_path = os.path.join(self.outdir, f"checkpoint-epoch{epoch}")
            self.trainer.save_model(save_path)
            print(f"[VolumetricInfinitizer] Saved model → {save_path}")

        print("⚡ [VolumetricInfinitizer] Training dojo cycle complete")

class Realmsy:
    """Clause-driven morphic environment (dojo/war room/office/domicile)."""

    def __init__(self):
        self.states = ["Dojo", "War Room", "Office", "Domicile"]
        self.current_state = None

    def transform(self, epoch):
        self.current_state = self.states[epoch % len(self.states)]
        print(f"[Realmsy] Olivia now inhabits the {self.current_state}.")
