added

template.py

@@ -7,46 +7,40 @@
 
 # List of files and directories relative to the current root
 list_of_files = [
-    ".github/workflows/main.yml",
+    "PRODUCTION-READY-INSTRUCTION-FINETUNING-OF-META-Llama-3.2-3B Instruct",
     ".github/FUNDING.yml",
-    "notebooks/exploratory/.gitkeep",
-    "notebooks/model_training/.gitkeep",
-    "notebooks/evaluation/.gitkeep",
-    "src/__init__.py",
-    "src/components/__init__.py",
-    "src/components/data_processing.py",
-    "src/components/model_training.py",
-    "src/components/model_evaluation.py",
-    "src/configuration/__init__.py",
-    "src/constants/__init__.py",
-    "src/entity/__init__.py",
-    "src/entity/config_entity.py",
-    "src/entity/artifacts_entity.py",
-    "src/exception/__init__.py",
-    "src/exception/exception.py",
-    "src/logger/__init__.py",
-    "src/logger/logger.py",
-    "src/pipeline/__init__.py",
-    "src/pipeline/training_pipeline.py",
-    "src//utils/__init__.py",
-    "src//utils/main_utils.py",
-    "results/metrics.py",
-    "results/plots.py",
-    "scripts/train_model.py",
-    "scripts/eval_model.py",
-    "config/train_config.py",
-    "config/eval_config.py",
-    "docs/README.md",  
-    "data/.gitkeep",   
-    "templates/.gitkeep",  
-    ".dockerignore",
+    "docs/1. Understanding Instruction Finetuning.md",
+    "docs/2. reward_model.md",
+    "docs/3. RLHF with PPO.md",
+    "docs/4. Direct Preference Optimization.md",
+    "docs/5. Understanding ULMA.md",
+    "docs/6. Parameter Efficient Finetuning.md",
+    "docs/7. Low Rank Adaptation(LORA).md",
+    "docs/8. Quantized-Low Rank Adaptation(Qlora).md",
+    "notebooks/.gitkeep",
+    "src/finetuning/config/lora_params.yaml",
+    "src/finetuning/config/model_loading_params.yaml",
+    "src/finetuning/config/trainer_params.yaml",
+    "src/finetuning/exception/__init__.py",
+    "src/finetuning/logger/__init__.py",
+    "src/finetuning/utils/__init__.py",
+    "src/finetuning/applying_lora.py",
+    "src/finetuning/data_formatting.py",
+    "src/finetuning/data_preparation.py",
+    "src/finetuning/demo.py",
+    "src/finetuning/inference_testing.py",
+    "src/finetuning/merge_base_and_finetuned_model.py",
+    "src/finetuning/model_and_tokenizer_pusher_to_s3.py",
+    "src/finetuning/model_loader.py",
+    "src/finetuning/model_trainer.py",
+    "src/finetuning/training_config.py",
+    ".gitignore",
     "demo.py",
-    "flowcharts/.gitkeep", 
-    "app.py",
-    "Dockerfile",
+    "LICENSE",
+    "README.md",
     "requirements.txt",
     "setup.py",
-    "pyproject.toml",
+    "template.py",
 ]
 
 # File and directory creation logic