ChatGPT / app.py
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import numpy as np
import cv2
import urllib.request
import openai
import gradio as gr
import random
openai.api_key = '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'
user_contexts = {}
def get_assistant_response(user_question, context):
context.append({"role": "user", "content": user_question})
response = openai.ChatCompletion.create(
model='gpt-3.5-turbo',
messages=context,
temperature=0
)
assistant_response = response.choices[0].message['content']
context.append({"role": "assistant", "content": assistant_response})
return assistant_response
def generate_image_url(prompt):
response = openai.Image.create(
prompt=prompt,
n=1, # 生成1张图片
size="512x512", # 图像大小
)
image_url = response["data"][0]["url"]
return image_url
def greet(user_id, user_question, clear_history):
global user_contexts
if user_id not in user_contexts:
user_contexts[user_id] = [
{"role": "system", "content": "你是一个聪明的AI助手。"},
{"role": "user", "content": "你会说中文吗?"},
{"role": "assistant", "content": "是的,我可以说中文。"}
]
context = user_contexts[user_id]
if clear_history:
context = [
{"role": "system", "content": "你是一个聪明的AI助手。"},
{"role": "user", "content": "你会说中文吗?"},
{"role": "assistant", "content": "是的,我可以说中文。"}
]
user_contexts[user_id] = context
return '清空成功', '保持聊天记录', np.ones((5,5))
else:
# 如果user提问包含生成图像的特定指令(这里我们使用“生成图片:”作为示例)
if user_question.startswith("生成图片:"):
image_prompt = user_question[5:] # 提取用于生成图片的文本
image_url = generate_image_url(image_prompt)
resp = urllib.request.urlopen(image_url)
image = np.asarray(bytearray(resp.read()), dtype="uint8")
image = cv2.imdecode(image, cv2.IMREAD_COLOR)
image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)
# return image
return '', '图片已生成', image
get_assistant_response(user_question, context)
prompt = ""
for item in context[3:]:
prompt += item["role"] + ": " + item["content"] + "\n"
return '', prompt, np.ones((5,5))
demo = gr.Interface(
fn=greet,
inputs=[
gr.Textbox(lines=1, label='请输入用户ID', placeholder='请输入用户ID'),
gr.Textbox(lines=15, label='请输入问题', placeholder='请输入您的问题'),
gr.Checkbox(label='清空聊天记录', default=False)
],
outputs=[
gr.Textbox(lines=1, label='聊天记录状态', placeholder='等待清空聊天记录'),
gr.Textbox(lines=20, label='AI回答', placeholder='等待AI回答'),
gr.Image(label='等待图片生成')
],
title="AI助手",
description="请输入您的问题,AI助手会给出回答。支持连续对话,可以记录对话历史。重新开始对话勾选清空聊天记录,输出清空成功表示重新开启对话。"
)
if __name__ == "__main__":
demo.launch()