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new file: date_modify.ipynb
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wyf3 committed Aug 30, 2024
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{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from langchain_openai import ChatOpenAI\n",
"llm = ChatOpenAI(temperature=0, model=\"qwen2\", api_key=\"nn\", base_url='http://***/v1')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"llm.invoke('去年中秋节是哪天?').content"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"functions = [{\n",
" 'name': 'get_item_info',\n",
" 'description': '获取时间范围内某个产品的信息',\n",
" 'parameters': {\n",
" 'type': 'object',\n",
" 'properties': {\n",
" 'item': {\n",
" 'type': 'string',\n",
" 'description':\n",
" '产品名称',\n",
" },\n",
" 'start': {\n",
" 'type': 'string',\n",
" 'description':\n",
" '时间范围的起始时间'\n",
" },\n",
" 'end': {\n",
" 'type': 'string',\n",
" 'description':\n",
" '时间范围的结束时间'\n",
" },\n",
" },\n",
" 'required': ['event', 'start', 'end'],\n",
" }\n",
" }]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"llm = llm.bind_tools(functions)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"llm.invoke('2023年1月12至2月1日笔记本的销量')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"llm.invoke('去年九月份笔记本的销量')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import jionlp\n",
"query = '去年中秋节的营收多少'\n",
"def date_extract(query):\n",
" date = jionlp.parse_time(query)\n",
" return date['time']\n",
"date = date_extract(query)\n",
"print(date)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"date_modify_prompt = '''\n",
"你是一个日期转换助手,请按照如下格式对用户输入进行转化。\n",
"\n",
"用户输入:\n",
"2023年端午节的订单销量是多少\n",
"\n",
"日期:\n",
"['2023-06-22 00:00:00', '2023-06-22 23:59:59']\n",
"\n",
"输出:\n",
"2023-06-22 00:00:00到2023-06-22 23:59:59的订单销量是多少\n",
"\n",
"用户输入:\n",
"2022年中秋节的营收多少\n",
"\n",
"日期:\n",
"['2022-09-10 00:00:00', '2022-09-10 23:59:59']\n",
"\n",
"输出:\n",
"2022-09-10 00:00:00到2022-09-10 23:59:59营收多少\n",
"\n",
"用户输入:\n",
"{}\n",
"\n",
"日期:\n",
"{}\n",
"\n",
"输出:\n",
"'''"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from langchain_openai import ChatOpenAI\n",
"llm = ChatOpenAI(temperature=0, model=\"qwen2\", api_key=\"nn\", base_url='http://10.250.2.23:8600/v1')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"query = '去年第一季度的销量怎么样'\n",
"modify_query = llm.invoke(date_modify_prompt.format(query, date_extract(query))).content\n",
"print(modify_query)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "base",
"language": "python",
"name": "python3"
},
"language_info": {
"name": "python",
"version": "3.12.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}

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