Upload training_scripts/phase3_eval.py with huggingface_hub
Browse files- training_scripts/phase3_eval.py +130 -0
training_scripts/phase3_eval.py
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#!/usr/bin/env python3
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"""Phase 3: Evaluation on HumanEval+ and MBPP+"""
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import subprocess
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from pathlib import Path
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# Config
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CKPT_DIR = Path("./qwen3_pipeline/checkpoint")
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RESULTS_DIR = Path("./qwen3_pipeline/results")
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RESULTS_DIR.mkdir(parents=True, exist_ok=True)
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model_path = str(CKPT_DIR / "merged")
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print("="*70)
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print("PHASE 3: EVALUATION")
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print("="*70)
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print(f"\nModel: {model_path}\n")
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# Check if model exists
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if not (CKPT_DIR / "merged").exists():
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print(f"❌ Model not found at {model_path}")
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print(f" Did Phase 2 complete successfully?")
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exit(1)
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# HumanEval+
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print("="*70)
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print("HUMANEVAL+")
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print("="*70)
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humaneval_log = RESULTS_DIR / "humaneval_plus.log"
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cmd_humaneval = (
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f'evalplus.evaluate '
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f'--model "{model_path}" '
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f'--dataset humaneval '
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f'--backend vllm '
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f'--greedy '
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f'--tp 1'
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)
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print(f"\nRunning: {cmd_humaneval}\n")
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try:
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result = subprocess.run(
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cmd_humaneval,
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shell=True,
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capture_output=True,
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text=True,
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timeout=1800 # 30 min timeout
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)
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# Save full log
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with open(humaneval_log, "w") as f:
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f.write(result.stdout)
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f.write("\n\n=== STDERR ===\n\n")
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f.write(result.stderr)
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# Print key results
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print("\n" + "="*70)
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print("HUMANEVAL+ RESULTS")
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print("="*70)
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for line in result.stdout.split("\n"):
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if any(k in line.lower() for k in ["pass@1", "base", "plus", "score"]):
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print(line)
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print(f"\nFull log: {humaneval_log}")
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except subprocess.TimeoutExpired:
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print("❌ HumanEval+ timed out (30 min)")
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except Exception as e:
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print(f"❌ HumanEval+ failed: {e}")
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# MBPP+
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print("\n" + "="*70)
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print("MBPP+")
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print("="*70)
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mbpp_log = RESULTS_DIR / "mbpp_plus.log"
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cmd_mbpp = (
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f'evalplus.evaluate '
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f'--model "{model_path}" '
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f'--dataset mbpp '
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f'--backend vllm '
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f'--greedy '
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f'--tp 1'
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)
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print(f"\nRunning: {cmd_mbpp}\n")
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try:
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result = subprocess.run(
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cmd_mbpp,
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shell=True,
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capture_output=True,
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text=True,
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timeout=1800 # 30 min timeout
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)
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# Save full log
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with open(mbpp_log, "w") as f:
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f.write(result.stdout)
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f.write("\n\n=== STDERR ===\n\n")
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f.write(result.stderr)
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# Print key results
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print("\n" + "="*70)
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print("MBPP+ RESULTS")
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print("="*70)
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for line in result.stdout.split("\n"):
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if any(k in line.lower() for k in ["pass@1", "base", "plus", "score"]):
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print(line)
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print(f"\nFull log: {mbpp_log}")
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except subprocess.TimeoutExpired:
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print("❌ MBPP+ timed out (30 min)")
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except Exception as e:
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print(f"❌ MBPP+ failed: {e}")
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# Summary
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print("\n" + "="*70)
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print("✓ PHASE 3 COMPLETE")
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print("="*70)
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print(f"\nResults saved to: {RESULTS_DIR}/")
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print(f" - {humaneval_log}")
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print(f" - {mbpp_log}")
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print(f"\n➡️ Next: python phase4_codet.py")
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