🚀 Quick Test Command for Single Training Sample

✅ Updated Command (With Fixes Applied)

cd /workspace/ftt/codellama-migration && source /venv/main/bin/activate && python3 test_single_training_sample.py

This will:

Load the first training sample
Test with temperatures: 0.1, 0.2, 0.3
Show expected vs generated output
Help you find the best temperature

🔧 Manual Test Command (Custom Temperature)

cd /workspace/ftt/codellama-migration
source /venv/main/bin/activate

# Extract sample #1 instruction
INSTRUCTION=$(sed -n '1p' datasets/processed/split/train.jsonl | python3 -c "import sys, json; print(json.load(sys.stdin)['instruction'])")

# Test with optimized parameters
python3 scripts/inference/inference_codellama.py \
    --mode local \
    --model-path training-outputs/codellama-fifo-v1 \
    --prompt "$INSTRUCTION" \
    --max-new-tokens 1000 \
    --temperature 0.1

🎯 Key Hyperparameter Changes Made

Parameter	Old	New	Impact
Repetition Penalty	1.1	1.2	✅ Prevents repetitive text
Prompt Format	No EOS	+ EOS token	✅ Matches training format
Temperature	0.3	0.1 (recommended)	✅ More deterministic
Response Extraction	Full decode	New tokens only	✅ Cleaner output

📊 Expected Results

With these changes, you should see:

✅ Verilog code generation (not text notes)
✅ Complete modules (module ... endmodule)
✅ No repetitive "Note:" statements
✅ Better match with training data

🔍 If Still Getting Text Instead of Code

Try these in order:

Lower temperature to 0.05:
```
--temperature 0.05
```
Increase repetition penalty to 1.3: (Edit inference script or add as parameter)
Check prompt format:
- Ensure instruction matches training data exactly
- No extra formatting or wrappers
Verify training data format:
- Should be: instruction + EOS + response + EOS
- Response should start with ```verilog

Test and let me know the results!