td-toolkit / hugging /td_fuse /run_overnight.py
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"""
Overnight Pipeline: Merge Klear-Reasoner + 3-Phase Reasoning Heal + Benchmark.
Run this before going to sleep:
nohup python3 -m td_fuse.run_overnight > overnight.log 2>&1 &
What it does:
1. Merges Klear-Reasoner-8B into the existing 5-model merge (~10-15 min)
2. Runs 3-phase reasoning heal (~2-3 hours)
3. Runs benchmark to see how good the final model is
Total estimated time: 3-4 hours.
"""
import sys
import time
def main():
total_start = time.time()
print("=" * 70)
print("OVERNIGHT PIPELINE: Merge + Reasoning Heal + Benchmark")
print(f"Started at: {time.strftime('%Y-%m-%d %H:%M:%S')}")
print("=" * 70)
sys.stdout.flush()
# --- Step 1: Merge Klear-Reasoner-8B ---
print("\n\n>>> STEP 1/3: MERGING KLEAR-REASONER-8B <<<\n")
sys.stdout.flush()
from td_fuse.merge_klear import run_merge
merge_path = run_merge()
print(f"\n[overnight] Merge complete. Output: {merge_path}")
sys.stdout.flush()
# --- Step 2: 3-Phase Reasoning Heal ---
print("\n\n>>> STEP 2/3: 3-PHASE REASONING HEAL <<<\n")
sys.stdout.flush()
from td_fuse.reasoning_heal import run_reasoning_heal
heal_path = run_reasoning_heal()
print(f"\n[overnight] Reasoning heal complete. Output: {heal_path}")
sys.stdout.flush()
# --- Step 3: Benchmark ---
print("\n\n>>> STEP 3/3: BENCHMARK <<<\n")
sys.stdout.flush()
try:
from td_fuse.grpo_reason import pre_benchmark
pre_benchmark(heal_path)
except Exception as e:
print(f"[overnight] Benchmark failed: {e}")
print("[overnight] Model is saved — you can benchmark manually later.")
sys.stdout.flush()
# --- Done ---
total_hours = (time.time() - total_start) / 3600
print(f"\n\n{'=' * 70}")
print(f"OVERNIGHT PIPELINE COMPLETE: {total_hours:.1f} hours total")
print(f"Final model at: {heal_path}")
print(f"Finished at: {time.strftime('%Y-%m-%d %H:%M:%S')}")
print(f"{'=' * 70}")
sys.stdout.flush()
if __name__ == "__main__":
main()