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FILE_INVENTORY.md

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+# 📁 Complete File Inventory for CodeLlama Model Migration
+
+## 📊 Overview
+
+This document lists all files created/modified for the CodeLlama model fine-tuning project.
+
+---
+
+## 📝 Documentation Files (.md)
+
+### Migration & Progress Tracking
+1. **MIGRATION_PROGRESS.md** - Main migration tracking document
+2. **TRAINING_STARTED_SUMMARY.md** - Initial training summary
+3. **TRAINING_COMPLETE.md** - Training completion report (chat format model)
+4. **FINAL_ANSWER.md** - Final answer about format issues and solutions
+
+### Analysis & Guides
+5. **HYPERPARAMETER_ANALYSIS.md** - Optimal hyperparameters for CodeLlama
+6. **HYPERPARAMETER_TUNING_GUIDE.md** - Guide for tuning inference parameters
+7. **DATASET_SPLIT_VALIDATION_GUIDE.md** - Dataset splitting guidelines
+8. **FORMAT_ISSUE_ANALYSIS.md** - Analysis of format mismatch issues
+9. **SOLUTION_DATASET_REFORMAT.md** - Solution for dataset reformatting
+
+### Training Guides
+10. **TRAINING_GUIDE.md** - General training guide
+11. **RETRAIN_WITH_CHAT_FORMAT.md** - Instructions for retraining with chat format
+
+### Testing & Evaluation
+12. **TEST_COMMANDS.md** - Various testing commands
+13. **QUICK_TEST_COMMAND.md** - Quick reference for testing
+14. **TEST_RESULTS_NEW_MODEL.md** - Test results for new chat format model
+15. **EVALUATION_REPORT.md** - Detailed evaluation report
+16. **EVALUATION_SUMMARY.md** - Summary of evaluation results
+17. **COMPARISON_REPORT.md** - Detailed comparison: Expected vs Generated
+18. **QUICK_COMPARISON_SUMMARY.md** - Quick comparison summary
+
+### References
+19. **INFERENCE_GUIDE.md** - Inference usage guide
+20. **QUICK_REFERENCE.md** - Quick reference guide
+21. **SUMMARY_FIX.md** - Summary of fixes applied
+
+### Current Document
+22. **FILE_INVENTORY.md** - This file (complete file listing)
+
+---
+
+## 🐍 Python Scripts (.py)
+
+### Dataset Processing
+1. **reformat_dataset_for_codellama.py** - Reformat dataset to CodeLlama chat format
+2. **scripts/dataset_split.py** - Split dataset into train/val/test
+3. **scripts/validate_dataset.py** - Validate dataset format and quality
+
+### Training Scripts
+4. **scripts/training/finetune_codellama.py** - Main fine-tuning script for CodeLlama
+
+### Inference Scripts
+5. **scripts/inference/inference_codellama.py** - Inference script (adapted for CodeLlama)
+
+### Testing Scripts
+6. **test_samples.py** - Test model on multiple samples from dataset
+7. **test_single_sample.py** - Test on a single training sample
+8. **test_single_training_sample.py** - Test with exact training format
+9. **test_exact_training_format.py** - Test with exact format matching
+10. **test_new_model.py** - Test the new fine-tuned model
+
+---
+
+## 🔧 Shell Scripts (.sh)
+
+1. **start_training.sh** - Start training with original format
+2. **start_training_chat_format.sh** - Start training with chat format dataset
+3. **test_inference.sh** - Quick inference test script
+
+---
+
+## 📊 Dataset Files
+
+### Raw Datasets
+1. **datasets/raw/elinnos_fifo_mistral_100samples_converted.jsonl** - Original converted dataset
+
+### Processed Datasets
+2. **datasets/processed/elinnos_fifo_codellama_v1.jsonl** - Initial CodeLlama formatted dataset (94 samples)
+3. **datasets/processed/elinnos_fifo_codellama_chat_format.jsonl** - Chat template format dataset (94 samples)
+
+### Split Datasets (Original Format)
+4. **datasets/processed/split/train.jsonl** - Training split (71 samples)
+5. **datasets/processed/split/val.jsonl** - Validation split (9 samples)
+6. **datasets/processed/split/test.jsonl** - Test split (14 samples)
+
+### Split Datasets (Chat Format)
+7. **datasets/processed/split_chat_format/train.jsonl** - Chat format training split (70 samples)
+8. **datasets/processed/split_chat_format/val.jsonl** - Chat format validation split (9 samples)
+9. **datasets/processed/split_chat_format/test.jsonl** - Chat format test split (15 samples)
+
+---
+
+## 🤖 Model Files
+
+### Base Model
+- **models/base-models/CodeLlama-7B-Instruct/** - Base CodeLlama model directory
+  - Contains all base model files (config.json, tokenizer files, model weights, etc.)
+
+### Fine-Tuned Models
+
+#### Model v1 (Original Format - Has Issues)
+- **training-outputs/codellama-fifo-v1/** - First fine-tuned model
+  - `adapter_model.safetensors` - LoRA adapter weights
+  - `adapter_config.json` - LoRA configuration
+  - `training_config.json` - Training configuration
+  - `checkpoint-25/` - Checkpoint at step 25
+  - `checkpoint-45/` - Checkpoint at step 45
+
+#### Model v2 (Chat Format - Working!)
+- **training-outputs/codellama-fifo-v2-chat/** - Fine-tuned model with chat format ✅
+  - `adapter_model.safetensors` - LoRA adapter weights (458M)
+  - `adapter_config.json` - LoRA configuration
+  - `training_config.json` - Training configuration
+  - `chat_template.jinja` - Chat template file
+  - `checkpoint-25/` - Final checkpoint (completed training)
+
+---
+
+## 📋 Configuration & Log Files
+
+### Logs
+1. **training_fresh_start.log** - Log from initial training run
+2. **training_chat_format.log** - Log from chat format training run
+3. **evaluation_output.log** - Evaluation output log
+
+### JSON Files
+4. **evaluation_results.json** - Evaluation results in JSON format
+
+### Download Files
+5. **download_log.txt** - Model download log
+6. **download_pid.txt** - Download process ID
+
+---
+
+## 📂 Directory Structure
+
+```
+codellama-migration/
+├── 📄 Documentation (22 .md files)
+├── 🐍 Scripts/
+│   ├── dataset_split.py
+│   ├── validate_dataset.py
+│   ├── training/
+│   │   └── finetune_codellama.py
+│   └── inference/
+│       └── inference_codellama.py
+├── 📊 Datasets/
+│   ├── raw/
+│   │   └── elinnos_fifo_mistral_100samples_converted.jsonl
+│   └── processed/
+│       ├── elinnos_fifo_codellama_v1.jsonl
+│       ├── elinnos_fifo_codellama_chat_format.jsonl
+│       ├── split/ (train/val/test - original format)
+│       └── split_chat_format/ (train/val/test - chat format)
+├── 🤖 Models/
+│   ├── base-models/
+│   │   └── CodeLlama-7B-Instruct/ (Base model)
+│   └── training-outputs/
+│       ├── codellama-fifo-v1/ (Old model - has issues)
+│       └── codellama-fifo-v2-chat/ (New model - working! ✅)
+└── 🔧 Scripts & Tools/
+    ├── reformat_dataset_for_codellama.py
+    ├── start_training.sh
+    ├── start_training_chat_format.sh
+    ├── test_*.py (Multiple test scripts)
+    └── *.log files
+```
+
+---
+
+## ✅ Key Files Summary
+
+### Most Important Files:
+
+1. **Training Script**: `scripts/training/finetune_codellama.py`
+2. **Inference Script**: `scripts/inference/inference_codellama.py`
+3. **Working Model**: `training-outputs/codellama-fifo-v2-chat/`
+4. **Chat Format Dataset**: `datasets/processed/split_chat_format/`
+5. **Training Script**: `start_training_chat_format.sh`
+
+### Key Documentation:
+
+1. **MIGRATION_PROGRESS.md** - Overall progress tracking
+2. **TRAINING_COMPLETE.md** - Training completion details
+3. **COMPARISON_REPORT.md** - Expected vs Generated comparison
+4. **FINAL_ANSWER.md** - Summary of issues and solutions
+
+---
+
+## 📊 File Statistics
+
+- **Total Documentation Files**: 22
+- **Total Python Scripts**: 10
+- **Total Shell Scripts**: 3
+- **Total Dataset Files**: 9
+- **Fine-Tuned Models**: 2 (v1 has issues, v2 working ✅)
+- **Total Files**: ~100+ (including model checkpoints and configs)
+
+---
+
+## 🎯 Current Status
+
+**Working Model**: `training-outputs/codellama-fifo-v2-chat/` ✅  
+**Dataset Used**: `datasets/processed/split_chat_format/` ✅  
+**Status**: Model is working correctly, generates valid Verilog code
+
+---
+
+**Last Updated**: After successful training with chat format dataset
+