机器人 -- 开启用户指引
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@@ -1,5 +1,4 @@
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import json
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from typing import Dict, Any
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from dashscope import Generation
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from retry import retry
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@@ -8,8 +7,7 @@ from urllib3.exceptions import NewConnectionError
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from app.core.config import *
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from app.service.chat_robot.script.callbacks.qwen_callback_handler import QWenCallbackHandler
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from app.service.chat_robot.script.database import CustomDatabase
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from app.service.chat_robot.script.prompt import FASHION_CHAT_BOT_PREFIX, TOOLS_FUNCTIONS_SUFFIX
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from app.service.chat_robot.script.prompt import FASHION_CHAT_BOT_PREFIX, TOOLS_FUNCTIONS_SUFFIX, TUTORIAL_TOOL_RETURN
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get_database_table_description = "Input is an empty string, output is a comma separated list of tables in the database."
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@@ -32,7 +30,10 @@ query_database_description = (
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"Example Input: 'SELECT img_name FROM female_skirt WHERE opening_type = 'Button' ORDER BY RAND() LIMIT 1'"
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"Example Input 2: 'SELECT img_name FROM female_top WHERE sleeve_length = 'Long' AND type = 'Blouse' "
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"order by rand() LIMIT 2'"
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)
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)
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tutorial_description = ("Utilize this tool to retrieve specific statements related to user guidance tutorials."
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"Input is an empty string")
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tools = [
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# 工具一
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@@ -97,6 +98,23 @@ tools = [
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},
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"required": ["sql_string"]
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}
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},
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# 工具四
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{
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"type": "function",
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"function": {
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"name": "tutorial_tool",
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"description": tutorial_description,
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"parameters": {
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"type": "object",
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"properties": {
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"sql_string": {
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"type": "string",
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"description": "由模型生成的sql语句"
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}
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}
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},
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}
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}
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]
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@@ -106,6 +124,7 @@ db = CustomDatabase.from_uri(f'mysql+pymysql://{DB_USERNAME}:{DB_PASSWORD}@{DB_H
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engine_args={"pool_recycle": 7200})
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qwen = QWenCallbackHandler()
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def search_from_internet(message):
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response = Generation.call(
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model='qwen-turbo',
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@@ -118,15 +137,19 @@ def search_from_internet(message):
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)
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return response
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def get_database_table():
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return 'female_top, female_skirt, female_pants, female_dress, female_outwear, male_bottom, male_top, male_outwear'
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def get_table_info(table_names):
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return CustomDatabase.get_table_info(db, table_names)
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def query_database(sql_string):
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return CustomDatabase.run(db, sql_string)
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@retry(exceptions=NewConnectionError, tries=3, delay=1)
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def get_response(messages):
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response = Generation.call(
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@@ -208,6 +231,10 @@ def call_with_messages(message):
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flag = False
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result_content = tool_info['content']
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response_type = "image"
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elif assistant_output.tool_calls[0]['function']['name'] == 'tutorial_tool':
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tool_info = {"name": "tutorial_tool", "role": "tool", 'content': tutorial_tool()}
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flag = False
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result_content = tool_info['content']
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print(f"工具输出信息:{tool_info['content']}\n")
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messages.append(tool_info)
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@@ -217,8 +244,6 @@ def call_with_messages(message):
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final_output["response_type"] = response_type
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QWenCallbackHandler.on_chain_end(qwen, final_output)
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# 模型的第二轮调用,对工具的输出进行总结
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# if flag :
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# second_response = get_response(messages)
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@@ -229,9 +254,8 @@ def call_with_messages(message):
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return final_output
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def tutorial_tool():
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return TUTORIAL_TOOL_RETURN
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if __name__ == '__main__':
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call_with_messages()
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