api/baseline.py

import os
import time
from pathlib import Path
from typing import Any

from dotenv import load_dotenv

from api.flux import FluxAPI


class BaselineAPI(FluxAPI):
    """
    As our baseline, we use the Replicate API with go_fast=False.
    """

    def __init__(self):
        load_dotenv()
        self._api_key = os.getenv("REPLICATE_API_TOKEN")
        if not self._api_key:
            raise ValueError("REPLICATE_API_TOKEN not found in environment variables")

    @property
    def name(self) -> str:
        return "baseline"

    def generate_image(self, prompt: str, save_path: Path) -> float:
        import replicate

        start_time = time.time()
        result = replicate.run(
            "black-forest-labs/flux-dev",
            input={
                "prompt": prompt,
                "go_fast": False,
                "guidance": 3.5,
                "num_outputs": 1,
                "aspect_ratio": "1:1",
                "output_format": "png",
                "num_inference_steps": 28,
                "seed": 0,
            },
        )
        end_time = time.time()

        if result and len(result) > 0:
            self._save_image_from_result(result[0], save_path)
        else:
            raise Exception("No result returned from Replicate API")

        return end_time - start_time

    def _save_image_from_result(self, result: Any, save_path: Path):
        save_path.parent.mkdir(parents=True, exist_ok=True)
        with open(save_path, "wb") as f:
            f.write(result.read())