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## ποΈ Project Structure | |
``` | |
βββ app.py # Main FastAPI app entrypoint | |
βββ config.py # Configuration loader (.env, settings) | |
βββ features/ | |
β βββ text_classifier/ # English (GPT-2) classifier | |
β β βββ controller.py | |
β β βββ inferencer.py | |
β β βββ model_loader.py | |
β β βββ preprocess.py | |
β β βββ routes.py | |
β βββ nepali_text_classifier/ # Nepali (sentencepiece) classifier | |
β βββ controller.py | |
β βββ inferencer.py | |
β βββ model_loader.py | |
β βββ preprocess.py | |
β βββ routes.py | |
βββ np_text_model/ # Nepali model artifacts (auto-downloaded) | |
β βββ classifier/ | |
β β βββ sentencepiece.bpe.model | |
β βββ model_95_acc.pth | |
βββ models/ # English GPT-2 model/tokenizer (auto-downloaded) | |
β βββ merges.txt | |
β βββ tokenizer.json | |
β βββ model_weights.pth | |
βββ Dockerfile # Container build config | |
βββ Procfile # Deployment entrypoint (for PaaS) | |
βββ requirements.txt # Python dependencies | |
βββ README.md | |
βββ Docs # documents | |
βββ .env # Secret token(s), environment config | |
``` | |
### π Key Files and Their Roles | |
- **`app.py`**: Entry point initializing FastAPI app and routes. | |
- **`Procfile`**: Tells Railway (or similar platforms) how to run the program. | |
- **`requirements.txt`**: Tracks all Python dependencies for the project. | |
- **`__init__.py`**: Package initializer for the root module and submodules. | |
- **`features/text_classifier/`** | |
- **`controller.py`**: Handles logic between routes and the model. | |
- **`inferencer.py`**: Runs inference and returns predictions as well as file system | |
utilities. | |
- **`features/NP/`** | |
- **`controller.py`**: Handles logic between routes and the model. | |
- **`inferencer.py`**: Runs inference and returns predictions as well as file system | |
utilities. | |
- **`model_loader.py`**: Loads the ML model and tokenizer. | |
- **`preprocess.py`**: Prepares input text for the model. | |
- **`routes.py`**: Defines API routes for text classification. | |
-[Main](../README.md) |