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from fastapi import FastAPI, Query
from fastapi.middleware.cors import CORSMiddleware
from fastapi.responses import StreamingResponse
from utils import load_model_pkl, generate_image_from_pkl, generate_image_from_onnx
from random import randint
app = FastAPI()
app.add_middleware(
CORSMiddleware,
allow_origins=["*"],
allow_methods=["GET"],
allow_headers=["*"],
allow_credentials=False, # gapake creds
)
styleganv2 = load_model_pkl("styleganv2.pkl")
@app.get("/")
def root():
return {"message": "Welcome to the StyleGAN API!"}
@app.get("/ping")
def ping():
return {"status": "pong"}
@app.get("/generate/stylegan")
def generate_stylegan_onnx():
image_stream = generate_image_from_onnx("stylegan.onnx", model='stylegan')
return StreamingResponse(image_stream, media_type="image/png")
@app.get("/generate/styleganv2")
def generate_styleganv2(seed: int = Query(None)):
if seed is None:
seed = randint(0, 2**32 - 1)
image_stream = generate_image_from_pkl(styleganv2, seed=seed, trunc=1)
return StreamingResponse(image_stream, media_type="image/png")
@app.get("/generate/progan")
def generate_progan():
image_stream = generate_image_from_onnx("progan.onnx", model='progan')
return StreamingResponse(image_stream, media_type="image/png")
@app.get("/generate/dcgan")
def generate_dcgan():
image_stream = generate_image_from_onnx("batik_dcgan.onnx", model='dcgan')
return StreamingResponse(image_stream, media_type="image/png")
@app.get("/generate/vanillagan")
def generate_vanillagan():
image_stream = generate_image_from_onnx("vanillagan.onnx", model='vanillagan')
return StreamingResponse(image_stream, media_type="image/png")