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from fastapi import FastAPI | |
import gradio as gr | |
import os | |
import io | |
from PIL import Image | |
import base64 | |
from scripts.process_utils import initialize, process_image_as_base64 | |
from scripts.anime import init_model | |
from scripts.generate_prompt import load_wd14_tagger_model | |
app = FastAPI() | |
# 初期化 | |
initialize(_use_local=False, use_gpu=True, use_dotenv=False) | |
init_model(use_local=False) | |
load_wd14_tagger_model() | |
def process_image(input_image, mode, weight1, weight2): | |
# 画像処理ロジック | |
sotai_image, sketch_image = process_image_as_base64(input_image, mode, weight1, weight2) | |
return sotai_image, sketch_image | |
def gradio_process_image(input_image, mode, weight1, weight2): | |
sotai_base64, sketch_base64 = process_image(input_image, mode, weight1, weight2) | |
return sotai_base64, sketch_base64 | |
# Gradio インターフェースの定義 | |
iface = gr.Interface( | |
fn=gradio_process_image, | |
inputs=[ | |
gr.Image(type="pil", label="Input Image"), | |
gr.Radio(["original", "refine"], label="Mode", value="original"), | |
gr.Slider(0, 2, value=0.6, step=0.05, label="Weight 1 (Sketch)"), | |
gr.Slider(0, 1, value=0.05, step=0.025, label="Weight 2 (Body)") | |
], | |
outputs=[ | |
gr.Image(type="pil", label="Sotai (Body) Image"), | |
gr.Image(type="pil", label="Sketch Image") | |
], | |
title="Image2Body API", | |
description="Upload an image and select processing options to generate body and sketch images." | |
) | |
# APIとして公開 | |
app = gr.mount_gradio_app(app, iface, path="/") | |
# Hugging Face Spacesでデプロイする場合 | |
iface.queue().launch() |