### Setup Python Environment and Install Dependencies

Source: https://github.com/e-p-armstrong/augmentoolkit/blob/master/docs/quickstart.md

Create a virtual environment and install Python dependencies using uv. Ensure Redis is running before starting the Huey worker.

```bash
python3 -m venv .venv && source .venv/bin/activate
```

```bash
python -m venv .venv && .\.venv\Scripts\activate
```

```bash
pip install uv
uv pip install -r requirements.txt
```

--------------------------------

### Augmentoolkit Initial Setup

Source: https://github.com/e-p-armstrong/augmentoolkit/blob/master/docs/example.md

Performs initial setup for an Augmentoolkit pipeline, including checking for unused keyword arguments, resolving prompt paths, initializing token counters, and setting up concurrency limits and LLM engine wrappers.

```python
# Check for unused kwargs
if kwargs:
    print("Additional arguments provided:")
    # ... print kwargs ...

default_prompts = make_relative_to_self(default_prompts)
prompts = make_relative_to_self(prompts)

small_token_counter = { ... }
large_token_counter = { ... }

run_task_with_limit, engine_wrapper, engine_wrapper_large, _ = setup_semaphore_and_engines(
    # ... api details, concurrency ...
    engine_input_observers=[...],
    engine_output_observers=[...]
)
```