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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())
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