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Update app.py
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app.py
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import os
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import io
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import base64
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from typing import List,
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import gradio as gr
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from PIL import Image
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import
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""
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""
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""
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try:
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resp = httpx.post(url, headers=headers, json=payload, timeout=60)
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resp.raise_for_status()
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data = resp.json()
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return data["choices"][0]["message"]["content"]
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except httpx.HTTPError as e:
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return f"调用失败(HTTP):{e}"
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except Exception as e:
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"""
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{"type": "text", "text": q},
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],
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}
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]
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return _post_chat(messages)
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with gr.Blocks(title="Step-3 · 图片问答") as demo:
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gr.Markdown("## Step-3 图片问答\n上传一张图,随便问。")
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with gr.Row():
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#
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import os
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import io
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import base64
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from typing import List, Tuple, Optional
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import gradio as gr
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from PIL import Image
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from openai import OpenAI
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BASE_URL = "https://api.stepfun.com/v1"
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DEFAULT_MODEL = "step-3" # 可改为 step-r1-v-mini
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DEFAULT_DETAIL = "high" # high | low | auto
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def _get_api_key() -> Optional[str]:
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# 优先读环境变量(在 HF Spaces 的 Settings -> Variables and secrets 中配置)
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return os.environ.get("STEPFUN_API_KEY")
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def pil_image_to_data_uri(img: Image.Image) -> str:
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buffer = io.BytesIO()
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# 统一编码为 JPEG,降低大小并确保浏览器/模型兼容
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rgb_img = img.convert("RGB")
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rgb_img.save(buffer, format="JPEG", quality=90)
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b64 = base64.b64encode(buffer.getvalue()).decode("utf-8")
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return f"data:image/jpeg;base64,{b64}"
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def build_messages(
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chat_history: List[Tuple[str, str]],
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user_text: str,
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image: Optional[Image.Image],
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system_prompt: Optional[str],
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detail: str,
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) -> list:
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messages: List[dict] = []
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if system_prompt:
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messages.append({"role": "system", "content": system_prompt})
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# 将历史轮次压缩为仅文本内容(简单稳妥)
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for user_turn, assistant_turn in chat_history:
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if user_turn:
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messages.append({
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"role": "user",
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"content": [{"type": "text", "text": user_turn}],
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})
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if assistant_turn:
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messages.append({
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"role": "assistant",
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"content": [{"type": "text", "text": assistant_turn}],
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})
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# 当前用户输入:可包含图片 + 文本
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content: List[dict] = []
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if image is not None:
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data_uri = pil_image_to_data_uri(image)
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content.append({
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"type": "image_url",
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"image_url": {"url": data_uri, "detail": detail},
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})
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if user_text:
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content.append({"type": "text", "text": user_text})
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if not content:
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# 保底,避免空消息
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content.append({"type": "text", "text": ""})
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messages.append({"role": "user", "content": content})
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return messages
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def stream_response(
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user_text: str,
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image: Optional[Image.Image],
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model: str,
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detail: str,
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system_prompt: str,
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chat_history: List[Tuple[str, str]],
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):
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api_key = _get_api_key()
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if not api_key:
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error_text = "未检测到 STEPFUN_API_KEY,请在 Space 的 Settings -> Variables and secrets 中配置后重试。"
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# 将错误作为助手消息显示
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display_user = (user_text or "") + ("\n[已附带图片]" if image is not None else "")
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new_history = chat_history + [(display_user, error_text)]
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yield new_history, ""
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return
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client = OpenAI(api_key=api_key, base_url=BASE_URL)
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# 将用户消息先追加到对话框
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display_user = (user_text or "") + ("\n[已附带图片]" if image is not None else "")
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chat_history = chat_history + [(display_user, "")] # 预先占位一条助手回复
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yield chat_history, ""
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try:
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messages = build_messages(chat_history[:-1], user_text=user_text, image=image, system_prompt=system_prompt, detail=detail)
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stream = client.chat.completions.create(
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model=model or DEFAULT_MODEL,
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messages=messages,
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stream=True,
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)
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assistant_acc = []
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for chunk in stream:
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delta = None
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try:
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delta = chunk.choices[0].delta
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except Exception:
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pass
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if delta and getattr(delta, "content", None):
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assistant_acc.append(delta.content)
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# 实时更新最后一条消息
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chat_history[-1] = (display_user, "".join(assistant_acc))
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yield chat_history, ""
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except Exception as e:
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chat_history[-1] = (display_user, f"[调用失败] {type(e).__name__}: {e}")
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yield chat_history, ""
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with gr.Blocks(title="StepFun - Step3 Multimodal Chat", theme=gr.themes.Soft()) as demo:
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gr.Markdown("""
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# StepFun Step-3 多模态对话(Hugging Face Space)
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- 支持上传图片 + 文本提问,后端接口兼容 OpenAI Chat Completions。
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- 在 Space 中运行时,请到 Settings -> Variables and secrets 配置 `STEPFUN_API_KEY`。
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- 可在右上角切换到 **dev mode** 查看构建/运行日志。
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""")
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with gr.Row():
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model = gr.Dropdown(
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label="模型",
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choices=["step-3", "step-r1-v-mini"],
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value=DEFAULT_MODEL,
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interactive=True,
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)
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detail = gr.Dropdown(
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label="图像细节",
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choices=["high", "low", "auto"],
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value=DEFAULT_DETAIL,
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interactive=True,
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)
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system_prompt = gr.Textbox(
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label="系统提示(可选)",
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placeholder="例如:你是一个美食专家,回答要简洁。",
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lines=2,
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)
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chatbot = gr.Chatbot(height=420, show_label=False)
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with gr.Row():
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image = gr.Image(label="上传图片(可选)", type="pil")
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user_text = gr.Textbox(label="你的问题", placeholder="描述你的问题……", lines=4)
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with gr.Row():
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submit = gr.Button("发送", variant="primary")
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clear = gr.Button("清空对话")
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# 清空
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def _clear_chat():
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return [], None, ""
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clear.click(_clear_chat, outputs=[chatbot, image, user_text])
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# 发送并流式生成
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submit.click(
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fn=stream_response,
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inputs=[user_text, image, model, detail, system_prompt, chatbot],
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outputs=[chatbot, user_text],
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)
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if __name__ == "__main__":
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# 本地调试:python app.py
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demo.queue().launch(server_name="0.0.0.0", server_port=int(os.environ.get("PORT", 7860)))
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