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QUICK_TEST_COMMAND.md

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+# 🚀 Quick Test Command for Single Training Sample
+
+## ✅ Updated Command (With Fixes Applied)
+
+```bash
+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)
+
+```bash
+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:
+
+1. **Lower temperature to 0.05:**
+   ```bash
+   --temperature 0.05
+   ```
+
+2. **Increase repetition penalty to 1.3:**
+   (Edit inference script or add as parameter)
+
+3. **Check prompt format:**
+   - Ensure instruction matches training data exactly
+   - No extra formatting or wrappers
+
+4. **Verify training data format:**
+   - Should be: `instruction + EOS + response + EOS`
+   - Response should start with ```verilog
+
+---
+
+**Test and let me know the results!**
+