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langchain/docs/versioned_docs/version-0.2.x/integrations/chat/gpt_router.ipynb
Jacob Lee aff771923a Jacob/new docs (#20570)
Use docusaurus versioning with a callout, merged master as well

@hwchase17 @baskaryan

---------

Signed-off-by: Weichen Xu <weichen.xu@databricks.com>
Signed-off-by: Rahul Tripathi <rauhl.psit.ec@gmail.com>
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2024-04-18 11:10:55 -07:00

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{
"cells": [
{
"cell_type": "raw",
"id": "59148044",
"metadata": {},
"source": [
"---\n",
"sidebar_label: GPTRouter\n",
"---"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "bf733a38-db84-4363-89e2-de6735c37230",
"metadata": {},
"source": [
"# GPTRouter\n",
"\n",
"[GPTRouter](https://github.com/Writesonic/GPTRouter) is an open source LLM API Gateway that offers a universal API for 30+ LLMs, vision, and image models, with smart fallbacks based on uptime and latency, automatic retries, and streaming.\n",
"\n",
" \n",
"This notebook covers how to get started with using Langchain + the GPTRouter I/O library. \n",
"\n",
"* Set `GPT_ROUTER_API_KEY` environment variable\n",
"* or use the `gpt_router_api_key` keyword argument"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "d0133ddd",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: GPTRouter in /Users/sirjan-ws/.pyenv/versions/3.10.13/envs/langchain_venv5/lib/python3.10/site-packages (0.1.3)\n",
"Requirement already satisfied: pydantic==2.5.2 in /Users/sirjan-ws/.pyenv/versions/3.10.13/envs/langchain_venv5/lib/python3.10/site-packages (from GPTRouter) (2.5.2)\n",
"Requirement already satisfied: httpx>=0.25.2 in /Users/sirjan-ws/.pyenv/versions/3.10.13/envs/langchain_venv5/lib/python3.10/site-packages (from GPTRouter) (0.25.2)\n",
"Requirement already satisfied: annotated-types>=0.4.0 in /Users/sirjan-ws/.pyenv/versions/3.10.13/envs/langchain_venv5/lib/python3.10/site-packages (from pydantic==2.5.2->GPTRouter) (0.6.0)\n",
"Requirement already satisfied: pydantic-core==2.14.5 in /Users/sirjan-ws/.pyenv/versions/3.10.13/envs/langchain_venv5/lib/python3.10/site-packages (from pydantic==2.5.2->GPTRouter) (2.14.5)\n",
"Requirement already satisfied: typing-extensions>=4.6.1 in /Users/sirjan-ws/.pyenv/versions/3.10.13/envs/langchain_venv5/lib/python3.10/site-packages (from pydantic==2.5.2->GPTRouter) (4.8.0)\n",
"Requirement already satisfied: idna in /Users/sirjan-ws/.pyenv/versions/3.10.13/envs/langchain_venv5/lib/python3.10/site-packages (from httpx>=0.25.2->GPTRouter) (3.6)\n",
"Requirement already satisfied: anyio in /Users/sirjan-ws/.pyenv/versions/3.10.13/envs/langchain_venv5/lib/python3.10/site-packages (from httpx>=0.25.2->GPTRouter) (3.7.1)\n",
"Requirement already satisfied: sniffio in /Users/sirjan-ws/.pyenv/versions/3.10.13/envs/langchain_venv5/lib/python3.10/site-packages (from httpx>=0.25.2->GPTRouter) (1.3.0)\n",
"Requirement already satisfied: certifi in /Users/sirjan-ws/.pyenv/versions/3.10.13/envs/langchain_venv5/lib/python3.10/site-packages (from httpx>=0.25.2->GPTRouter) (2023.11.17)\n",
"Requirement already satisfied: httpcore==1.* in /Users/sirjan-ws/.pyenv/versions/3.10.13/envs/langchain_venv5/lib/python3.10/site-packages (from httpx>=0.25.2->GPTRouter) (1.0.2)\n",
"Requirement already satisfied: h11<0.15,>=0.13 in /Users/sirjan-ws/.pyenv/versions/3.10.13/envs/langchain_venv5/lib/python3.10/site-packages (from httpcore==1.*->httpx>=0.25.2->GPTRouter) (0.14.0)\n",
"Requirement already satisfied: exceptiongroup in /Users/sirjan-ws/.pyenv/versions/3.10.13/envs/langchain_venv5/lib/python3.10/site-packages (from anyio->httpx>=0.25.2->GPTRouter) (1.2.0)\n",
"\n",
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.0.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.3.2\u001b[0m\n",
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
"Note: you may need to restart the kernel to use updated packages.\n"
]
}
],
"source": [
"%pip install --upgrade --quiet GPTRouter"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "d4a7c55d-b235-4ca4-a579-c90cc9570da9",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from langchain_community.chat_models import GPTRouter\n",
"from langchain_community.chat_models.gpt_router import GPTRouterModel\n",
"from langchain_core.messages import HumanMessage"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "b8a9914b",
"metadata": {},
"outputs": [],
"source": [
"anthropic_claude = GPTRouterModel(name=\"claude-instant-1.2\", provider_name=\"anthropic\")"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "70cf04e8-423a-4ff6-8b09-f11fb711c817",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"chat = GPTRouter(models_priority_list=[anthropic_claude])"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "8199ef8f-eb8b-4253-9ea0-6c24a013ca4c",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"AIMessage(content=\" J'aime programmer.\")"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"messages = [\n",
" HumanMessage(\n",
" content=\"Translate this sentence from English to French. I love programming.\"\n",
" )\n",
"]\n",
"chat(messages)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "c361ab1e-8c0c-4206-9e3c-9d1424a12b9c",
"metadata": {},
"source": [
"## `GPTRouter` also supports async and streaming functionality:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "93a21c5c-6ef9-4688-be60-b2e1f94842fb",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from langchain.callbacks.manager import CallbackManager\n",
"from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "c5fac0e9-05a4-4fc1-a3b3-e5bbb24b971b",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"LLMResult(generations=[[ChatGeneration(text=\" J'aime programmer.\", generation_info={'finish_reason': 'stop_sequence'}, message=AIMessage(content=\" J'aime programmer.\"))]], llm_output={}, run=[RunInfo(run_id=UUID('9885f27f-c35a-4434-9f37-c254259762a5'))])"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"await chat.agenerate([messages])"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "025be980-e50d-4a68-93dc-c9c7b500ce34",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" J'aime programmer."
]
},
{
"data": {
"text/plain": [
"AIMessage(content=\" J'aime programmer.\")"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"chat = GPTRouter(\n",
" models_priority_list=[anthropic_claude],\n",
" streaming=True,\n",
" verbose=True,\n",
" callback_manager=CallbackManager([StreamingStdOutCallbackHandler()]),\n",
")\n",
"chat(messages)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.13"
}
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