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import io | |
import os | |
import base64 | |
import gradio as gr | |
from PIL import Image | |
from openai import OpenAI | |
# ------- 配置区 ------- | |
# 推荐在 HF Space 的 Settings - Variables and secrets 里设置: | |
# Name: OPENAI_API_KEY Value: 你的 StepFun API Key | |
# 如果前台定义变量 (比如 STEPFUN_KEY),下面会依然被读取。 | |
STEPFUN_ENDPOINT = "https://api.stepfun.com/v1" | |
MODEL_NAME = "step-3" | |
# -------------------- | |
def _get_api_key() -> str: | |
"""获取 API KEY,如果没有设置则抛出异常""" | |
# 优先用 OPENAI_API_KEY(OpenAI SDK 的默认约定),否则回退 STEPFUN_KEY | |
return os.getenv("OPENAI_API_KEY") or os.getenv("STEPFUN_KEY") | |
def _pil_to_data_url(img: Image.Image, fmt: str = "PNG") -> str: | |
"""将 PIL 图片转换成 base64 Data URL""" | |
buf = io.BytesIO() | |
img.save(buf, format=fmt) | |
b64 = base64.b64encode(buf.getvalue()).decode("utf-8") | |
mime = "image/png" if fmt.upper() == "PNG" else "image/jpeg" | |
return f"data:{mime};base64,{b64}" | |
def _make_client() -> OpenAI: | |
key = _get_api_key() | |
if not key: | |
raise RuntimeError( | |
"API Key 未设置\n请到 Space 的 Settings - Variables and secrets 添加:\n" | |
"Name=OPENAI_API_KEY, Value=你的 StepFun API Key(或用 STEPFUN_KEY 也可)。" | |
) | |
# 创建客户端时指定 StepFun 的 base_url | |
return OpenAI(api_key=key, base_url=STEPFUN_ENDPOINT) | |
client = _make_client() | |
def chat_with_step3(image: Image.Image, question: str) -> str: | |
"""调用 StepFun 的 step-3 模型进行推理""" | |
if image is None: | |
return "请先上传图片。" | |
if not question: | |
question = "请描述这张图片。" | |
# 将 PIL 图片转成 Data URL,传到 StepFun | |
data_url = _pil_to_data_url(image, fmt="PNG") | |
messages = [ | |
{ | |
"role": "user", | |
"content": [ | |
{"type": "image_url", "image_url": {"url": data_url}}, | |
{"type": "text", "text": question}, | |
], | |
}, | |
] | |
try: | |
# 调用 StepFun 的 OpenAI 兼容接口,不设置 max_tokens | |
resp = client.chat.completions.create( | |
model=MODEL_NAME, | |
messages=messages, | |
) | |
return resp.choices[0].message.content | |
except Exception as e: | |
# 返回异常信息,方便调试 | |
return f"调用失败: {e!r}" | |
# 构建 Gradio 界面 | |
iface = gr.Interface( | |
fn=chat_with_step3, | |
inputs=[ | |
gr.Image(type="pil", label="Upload image"), | |
gr.Textbox(label="Question", placeholder="问点什么..."), | |
], | |
outputs=gr.Textbox(label="Answer"), | |
title="Step3 (API) Demo", | |
description="使用 StepFun 的 OpenAI 兼容 API (/v1) 来调用 step-3 模型。", | |
) | |
if __name__ == "__main__": | |
# 在 HF Spaces 里不需要 share=True | |
iface.launch() | |