Files
azure-openai-proxy/examples/simple-langchain-examples.ipynb
warjiang 857d7e0e99 Fix apibase (#43)
* 🐛 set `api_base=/v1` as default value

* 🐛 fix EndpointUrl=nil when `InitFromEnvironmentVariables`

*  add notebook examples

* 💚 fix ci err, fmt for log.Fatalf
2023-06-16 10:16:01 +08:00

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{
"cells": [
{
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"start_time": "2023-06-15T08:59:08.140962Z"
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"outputs": [
{
"name": "stdout",
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"text": [
"Looking in indexes: https://bytedpypi.byted.org/simple/\r\n",
"Requirement already satisfied: langchain in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (0.0.194)\r\n",
"Collecting langchain\r\n",
" Downloading https://bytedpypi.byted.org/packages/pypi/langchain/langchain-0.0.200-py3-none-any.whl (1.0 MB)\r\n",
"\u001B[2K \u001B[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001B[0m \u001B[32m1.0/1.0 MB\u001B[0m \u001B[31m5.5 MB/s\u001B[0m eta \u001B[36m0:00:00\u001B[0ma \u001B[36m0:00:01\u001B[0m0m\r\n",
"\u001B[?25hRequirement already satisfied: PyYAML>=5.4.1 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from langchain) (6.0)\r\n",
"Requirement already satisfied: SQLAlchemy<3,>=1.4 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from langchain) (2.0.15)\r\n",
"Requirement already satisfied: aiohttp<4.0.0,>=3.8.3 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from langchain) (3.8.4)\r\n",
"Requirement already satisfied: async-timeout<5.0.0,>=4.0.0 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from langchain) (4.0.2)\r\n",
"Requirement already satisfied: dataclasses-json<0.6.0,>=0.5.7 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from langchain) (0.5.7)\r\n",
"Collecting langchainplus-sdk>=0.0.9 (from langchain)\r\n",
" Downloading https://bytedpypi.byted.org/packages/pypi/langchainplus-sdk/langchainplus_sdk-0.0.10-py3-none-any.whl (21 kB)\r\n",
"Requirement already satisfied: numexpr<3.0.0,>=2.8.4 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from langchain) (2.8.4)\r\n",
"Requirement already satisfied: numpy<2,>=1 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from langchain) (1.23.5)\r\n",
"Requirement already satisfied: openapi-schema-pydantic<2.0,>=1.2 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from langchain) (1.2.4)\r\n",
"Requirement already satisfied: pydantic<2,>=1 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from langchain) (1.10.7)\r\n",
"Requirement already satisfied: requests<3,>=2 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from langchain) (2.28.2)\r\n",
"Requirement already satisfied: tenacity<9.0.0,>=8.1.0 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from langchain) (8.2.2)\r\n",
"Requirement already satisfied: attrs>=17.3.0 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain) (23.1.0)\r\n",
"Requirement already satisfied: charset-normalizer<4.0,>=2.0 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain) (3.1.0)\r\n",
"Requirement already satisfied: multidict<7.0,>=4.5 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain) (6.0.4)\r\n",
"Requirement already satisfied: yarl<2.0,>=1.0 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain) (1.9.2)\r\n",
"Requirement already satisfied: frozenlist>=1.1.1 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain) (1.3.3)\r\n",
"Requirement already satisfied: aiosignal>=1.1.2 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain) (1.3.1)\r\n",
"Requirement already satisfied: marshmallow<4.0.0,>=3.3.0 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from dataclasses-json<0.6.0,>=0.5.7->langchain) (3.19.0)\r\n",
"Requirement already satisfied: marshmallow-enum<2.0.0,>=1.5.1 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from dataclasses-json<0.6.0,>=0.5.7->langchain) (1.5.1)\r\n",
"Requirement already satisfied: typing-inspect>=0.4.0 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from dataclasses-json<0.6.0,>=0.5.7->langchain) (0.8.0)\r\n",
"Requirement already satisfied: typing-extensions>=4.2.0 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from pydantic<2,>=1->langchain) (4.5.0)\r\n",
"Requirement already satisfied: idna<4,>=2.5 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from requests<3,>=2->langchain) (3.4)\r\n",
"Requirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from requests<3,>=2->langchain) (1.26.15)\r\n",
"Requirement already satisfied: certifi>=2017.4.17 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from requests<3,>=2->langchain) (2022.12.7)\r\n",
"Requirement already satisfied: packaging>=17.0 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from marshmallow<4.0.0,>=3.3.0->dataclasses-json<0.6.0,>=0.5.7->langchain) (23.1)\r\n",
"Requirement already satisfied: mypy-extensions>=0.3.0 in /Users/dingwenjiang/.pyenv/versions/3.10.11/envs/openai310/lib/python3.10/site-packages (from typing-inspect>=0.4.0->dataclasses-json<0.6.0,>=0.5.7->langchain) (1.0.0)\r\n",
"Installing collected packages: langchainplus-sdk, langchain\r\n",
" Attempting uninstall: langchainplus-sdk\r\n",
" Found existing installation: langchainplus-sdk 0.0.7\r\n",
" Uninstalling langchainplus-sdk-0.0.7:\r\n",
" Successfully uninstalled langchainplus-sdk-0.0.7\r\n",
" Attempting uninstall: langchain\r\n",
" Found existing installation: langchain 0.0.194\r\n",
" Uninstalling langchain-0.0.194:\r\n",
" Successfully uninstalled langchain-0.0.194\r\n",
"Successfully installed langchain-0.0.200 langchainplus-sdk-0.0.10\r\n"
]
}
],
"source": [
"!pip install langchain --upgrade"
]
},
{
"cell_type": "markdown",
"source": [
"# LLM Example\n",
"In LLM example, we will use `text-davinci-003` model, and use Azure as the proxy server."
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 2,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" The answer to this question might only seem important to the business owner, but its actually important to everyone who comes in contact with the company, including employees, customers, vendors, and partners.\n",
"\n",
"If the company name is uninspiring or the logo is unappealing, it can be a turn-off to customers who might not consider the company or its products or services. It can also be uninspiring to employees who dont feel proud to work for the company.\n",
"\n",
"A good name can communicate the values and mission of the company, as well as the products or services it offers. It can also be memorable, easy to pronounce, and easy to spell.\n",
"\n",
"Here are some tips for coming up with a good name for your company:\n",
"\n",
"1. Choose a name that is easy to remember and easy to pronounce. You want to make it easy for people to remember your company name, so they can tell others about it. You also want to make it easy for people to pronounce your company name, so they dont feel embarrassed or unsure.\n",
"\n",
"2. Choose a name that is unique. You dont want to choose a name that is too similar to another companys name, because it can cause confusion and make it hard for people to find your company.\n",
"\n",
"3. Choose a name that\n"
]
}
],
"source": [
"from langchain.llms import OpenAI\n",
"llm = OpenAI(\n",
" openai_api_key=\"ANYTHING or None, if set None, plz ensure you have set azure apikey in the proxy server\",\n",
" openai_api_base=\"http://10.37.25.80:8080/v1\"\n",
")\n",
"text = \"What would be a good company name for a company that makes colorful socks?\"\n",
"print(llm(text))"
],
"metadata": {
"collapsed": false,
"ExecuteTime": {
"end_time": "2023-06-15T09:08:31.793579Z",
"start_time": "2023-06-15T09:08:15.836378Z"
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},
{
"cell_type": "markdown",
"source": [
"# Chat Example\n",
"In Chat example, we will use `gpt-3.5-turbo` model."
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 3,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"content=\"J'aime programmer.\" additional_kwargs={} example=False\n"
]
}
],
"source": [
"from langchain.chat_models import ChatOpenAI\n",
"from langchain.schema import (\n",
" AIMessage,\n",
" HumanMessage,\n",
" SystemMessage\n",
")\n",
"chat = ChatOpenAI(\n",
" openai_api_key=\"ANYTHING or None, if set None, plz ensure you have set azure apikey in the proxy server\",\n",
" openai_api_base=\"http://10.37.25.80:8080/v1\",\n",
" temperature=0\n",
")\n",
"print(chat([HumanMessage(content=\"Translate this sentence from English to French. I love programming.\")]))"
],
"metadata": {
"collapsed": false,
"ExecuteTime": {
"end_time": "2023-06-15T09:11:57.575834Z",
"start_time": "2023-06-15T09:11:53.948092Z"
}
}
},
{
"cell_type": "markdown",
"source": [
"# Embedding Example\n",
"In Embedding example, we will use `text-embedding-ada-002` model. After embedding, we always get 1536 dimension vector."
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 4,
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]
}
],
"source": [
"from langchain.embeddings import OpenAIEmbeddings\n",
"embeddings = OpenAIEmbeddings(\n",
" openai_api_key=\"ANYTHING or None, if set None, plz ensure you have set azure apikey in the proxy server\",\n",
" openai_api_base=\"http://10.37.25.80:8080/v1\",\n",
")\n",
"text = \"This is a test document.\"\n",
"query_result = embeddings.embed_query(text)\n",
"print(query_result)"
],
"metadata": {
"collapsed": false,
"ExecuteTime": {
"end_time": "2023-06-15T09:14:53.185603Z",
"start_time": "2023-06-15T09:14:48.867290Z"
}
}
},
{
"cell_type": "markdown",
"source": [
"Above shows the usage of azure-openai-proxy with langchain, based on the examples, it's very esay to implement a qna system based on your private docuements.✈️"
],
"metadata": {
"collapsed": false
}
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
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