AI-Agent / msgpt /gradio_chatbot.py
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from __future__ import annotations
import ast
import html
import re
import traceback
from typing import List, Tuple
import gradio as gr
import json
import markdown
from gradio.components import Chatbot as ChatBotBase
ALREADY_CONVERTED_MARK = '<!-- ALREADY CONVERTED BY PARSER. -->'
class ChatBot(ChatBotBase):
def normalize_markdown(self, bot_message, remove_media=False):
if remove_media:
media_regex = r'(!\[[^\]]*\]\([^)]+\)|<audio[^>]+>.*?</audio>)\n*'
# 使用正则表达式进行替换
bot_message = re.sub(media_regex, '', bot_message)
lines = bot_message.split('\n')
normalized_lines = []
inside_list = False
for i, line in enumerate(lines):
if re.match(r'^(\d+\.|-|\*|\+)\s', line.strip()):
if not inside_list and i > 0 and lines[i - 1].strip() != '':
normalized_lines.append('')
inside_list = True
normalized_lines.append(line)
elif inside_list and line.strip() == '':
if i < len(lines) - 1 and not re.match(r'^(\d+\.|-|\*|\+)\s',
lines[i + 1].strip()):
normalized_lines.append(line)
continue
else:
inside_list = False
normalized_lines.append(line)
return '\n'.join(normalized_lines)
def convert_markdown(self, bot_message, remove_media=False):
if bot_message.count('```') % 2 != 0:
bot_message += '\n```'
bot_message = self.normalize_markdown(bot_message, remove_media)
result = markdown.markdown(
bot_message,
extensions=[
'toc', 'extra', 'tables', 'markdown_katex', 'codehilite',
'mdx_truly_sane_lists', 'markdown_cjk_spacing.cjk_spacing',
'pymdownx.magiclink'
],
extension_configs={
'markdown_katex': {
'no_inline_svg': True, # fix for WeasyPrint
'insert_fonts_css': True,
},
'codehilite': {
'linenums': False,
'guess_lang': True
},
'mdx_truly_sane_lists': {
'nested_indent': 2,
'truly_sane': True,
}
})
result = ''.join(result)
return result
def convert_bot_message(self, bot_message):
# 兼容老格式
chunks = bot_message.split('<extra_id_0>')
if len(chunks) > 1:
new_bot_message = ''
for idx, chunk in enumerate(chunks):
new_bot_message += chunk
if idx % 2 == 0:
if idx != len(chunks) - 1:
new_bot_message += '<|startofthink|>'
else:
new_bot_message += '<|endofthink|>'
bot_message = new_bot_message
start_pos = 0
result = ''
find_json_pattern = re.compile(r'{[\s\S]+}')
START_OF_THINK_TAG, END_OF_THINK_TAG = '<|startofthink|>', '<|endofthink|>'
START_OF_EXEC_TAG, END_OF_EXEC_TAG = '<|startofexec|>', '<|endofexec|>'
while start_pos < len(bot_message):
try:
start_of_think_pos = bot_message.index(START_OF_THINK_TAG,
start_pos)
end_of_think_pos = bot_message.index(END_OF_THINK_TAG,
start_pos)
if start_pos < start_of_think_pos:
result += self.convert_markdown(
bot_message[start_pos:start_of_think_pos])
think_content = bot_message[start_of_think_pos
+ len(START_OF_THINK_TAG
):end_of_think_pos].strip()
json_content = find_json_pattern.search(think_content)
think_content = json_content.group(
) if json_content else think_content
try:
think_node = json.loads(
think_content.replace('\n', ''), strict=False)
plugin_name = think_node.get(
'plugin_name',
think_node.get('plugin',
think_node.get('api_name', 'unknown')))
summary = f'选择插件【{plugin_name}】'
think_node.pop('url', None)
detail = f'```json\n\n{json.dumps(think_node,indent=3,ensure_ascii=False)}\n\n```'
except Exception:
traceback.print_exc()
summary = '思考中...'
detail = think_content
# detail += traceback.format_exc()
result += '<details> <summary>' + summary + '</summary>' + self.convert_markdown(
detail) + '</details>'
start_pos = end_of_think_pos + len(END_OF_THINK_TAG)
except Exception:
# result += traceback.format_exc()
break
try:
start_of_exec_pos = bot_message.index(START_OF_EXEC_TAG,
start_pos)
end_of_exec_pos = bot_message.index(END_OF_EXEC_TAG, start_pos)
if start_pos < start_of_exec_pos:
result += self.convert_markdown(
bot_message[start_pos:start_of_think_pos])
exec_content = bot_message[start_of_exec_pos
+ len(START_OF_EXEC_TAG
):end_of_exec_pos].strip()
exec_content = self.process_exec_result(exec_content)
# result += self.convert_markdown(exec_content)
summary = '执行结果'
result += '<details> <summary>' + summary + '</summary>' + self.convert_markdown(
exec_content) + '</details>'
start_pos = end_of_exec_pos + len(END_OF_EXEC_TAG)
except Exception:
# traceback.print_exc()
break
if start_pos < len(bot_message):
result += self.convert_markdown(
bot_message[start_pos:], remove_media=True)
result += ALREADY_CONVERTED_MARK
return result
def postprocess(
self, message_pairs: List[Tuple[str | None, str | None]]
) -> List[Tuple[str | None, str | None]]:
"""
Parameters:
y: List of tuples representing the message and response pairs.
Each message and response should be a string, which may be in Markdown format.
Returns:
List of tuples representing the message and response. Each message and response will be a string of HTML.
"""
if not message_pairs:
return []
user_message, bot_message = message_pairs[-1]
if not user_message.endswith(ALREADY_CONVERTED_MARK):
user_message = f"<p style=\"white-space:pre-wrap;\">{self.convert_markdown(html.escape(user_message))}</p>"\
+ ALREADY_CONVERTED_MARK
if not bot_message.endswith(ALREADY_CONVERTED_MARK):
bot_message = self.convert_bot_message(bot_message)
message_pairs[-1] = (user_message, bot_message)
return message_pairs
def process_exec_result(self, exec_result: str):
exec_result = exec_result.replace("{'result': ", '')
exec_result = exec_result[:-1]
exec_result = exec_result.replace("'", "\"")
try:
exec_result = json.loads(
exec_result.replace('\n', ''), strict=False)
final_result = f'```json\n\n{exec_result}\n\n```'
return final_result
except Exception:
match_image = re.search(r'!\[IMAGEGEN\]\((.*?)\)', exec_result)
if match_image:
img_path = match_image.group(1)
gr_img_path = self.transform_to_gr_file(img_path)
final_result = exec_result.replace(img_path, gr_img_path)
return final_result
match_audio = re.search(
r'<audio id=audio controls= preload=none> <source id=wav src=(.*?)> <\/audio>',
exec_result)
if match_audio:
audio_path = match_audio.group(1)
gr_audio_path = self.transform_to_gr_file(audio_path)
final_result = exec_result.replace(audio_path, gr_audio_path)
return final_result
final_result = exec_result
return final_result
def transform_to_gr_file(self, file_path):
file_manager = gr.File()
gr_file_path = file_manager.make_temp_copy_if_needed(file_path)
gr_file_path = f'./file={gr_file_path}'
return gr_file_path