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cookbook
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ishaan-jaff
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423
cookbook/LiteLLM_Azure_and_OpenAI_example.ipynb
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423
cookbook/LiteLLM_Azure_and_OpenAI_example.ipynb
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{
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"nbformat": 4,
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"nbformat_minor": 0,
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"metadata": {
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"colab": {
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"provenance": []
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},
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"kernelspec": {
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"name": "python3",
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"display_name": "Python 3"
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},
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"language_info": {
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"name": "python"
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}
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},
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"cells": [
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{
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"cell_type": "markdown",
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"source": [
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"# LiteLLM - Azure OpenAI + OpenAI Calls\n",
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"This notebook covers the following for Azure OpenAI + OpenAI:\n",
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"* Completion - Quick start\n",
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"* Completion - Streaming\n",
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"* Completion - Azure, OpenAI in separate threads\n",
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"* Completion - Stress Test 10 requests in parallel\n",
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"* Completion - Azure, OpenAI in the same thread"
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],
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"metadata": {
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"id": "BmX0b5Ueh91v"
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}
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"id": "iHq4d0dpfawS"
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},
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"outputs": [],
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"source": [
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"!pip install litellm"
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]
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},
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{
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"cell_type": "code",
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"source": [
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"import os, litellm"
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],
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"metadata": {
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"id": "mnveHO5dfcB0"
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},
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"execution_count": 2,
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"outputs": []
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},
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{
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"cell_type": "markdown",
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"source": [
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"## Completion - Quick start"
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],
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"metadata": {
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"id": "eo88QUdbiDIE"
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}
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},
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{
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"cell_type": "code",
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"source": [
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"import os\n",
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"from litellm import completion\n",
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"\n",
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"# openai configs\n",
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"os.environ[\"OPENAI_API_KEY\"] = \"\"\n",
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"\n",
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"# azure openai configs\n",
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"os.environ[\"AZURE_API_KEY\"] = \"\"\n",
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"os.environ[\"AZURE_API_BASE\"] = \"https://openai-gpt-4-test-v-1.openai.azure.com/\"\n",
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"os.environ[\"AZURE_API_VERSION\"] = \"2023-05-15\"\n",
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"\n",
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"\n",
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"# openai call\n",
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"response = completion(\n",
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" model = \"gpt-3.5-turbo\",\n",
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" messages = [{ \"content\": \"Hello, how are you?\",\"role\": \"user\"}]\n",
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")\n",
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"print(\"Openai Response\\n\")\n",
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"print(response)\n",
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"\n",
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"\n",
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"\n",
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"# azure call\n",
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"response = completion(\n",
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" model = \"azure/your-azure-deployment\",\n",
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" messages = [{ \"content\": \"Hello, how are you?\",\"role\": \"user\"}]\n",
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")\n",
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"print(\"Azure Response\\n\")\n",
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"print(response)"
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],
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"id": "5OSosWNCfc_2",
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"outputId": "c52344b1-2458-4695-a7eb-a9b076893348"
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},
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"execution_count": 12,
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"outputs": [
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{
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"output_type": "stream",
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"name": "stdout",
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"text": [
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"Openai Response\n",
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"\n",
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"{\n",
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" \"id\": \"chatcmpl-7yjVOEKCPw2KdkfIaM3Ao1tIXp8EM\",\n",
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" \"object\": \"chat.completion\",\n",
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" \"created\": 1694708958,\n",
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" \"model\": \"gpt-3.5-turbo-0613\",\n",
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" \"choices\": [\n",
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" {\n",
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" \"index\": 0,\n",
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" \"message\": {\n",
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" \"role\": \"assistant\",\n",
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" \"content\": \"I'm an AI, so I don't have feelings, but I'm here to help you. How can I assist you?\"\n",
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" },\n",
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" \"finish_reason\": \"stop\"\n",
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" }\n",
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" ],\n",
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" \"usage\": {\n",
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" \"prompt_tokens\": 13,\n",
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" \"completion_tokens\": 26,\n",
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" \"total_tokens\": 39\n",
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" }\n",
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"}\n",
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"Azure Response\n",
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"\n",
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"{\n",
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" \"id\": \"chatcmpl-7yjVQ6m2R2HRtnKHRRFp6JzL4Fjez\",\n",
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" \"object\": \"chat.completion\",\n",
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" \"created\": 1694708960,\n",
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" \"model\": \"gpt-35-turbo\",\n",
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" \"choices\": [\n",
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" {\n",
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" \"index\": 0,\n",
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" \"finish_reason\": \"stop\",\n",
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" \"message\": {\n",
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" \"role\": \"assistant\",\n",
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" \"content\": \"Hello there! As an AI language model, I don't have feelings but I'm functioning well. How can I assist you today?\"\n",
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" }\n",
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" }\n",
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" ],\n",
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" \"usage\": {\n",
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" \"completion_tokens\": 27,\n",
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" \"prompt_tokens\": 14,\n",
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" \"total_tokens\": 41\n",
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" }\n",
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"}\n"
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]
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}
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]
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},
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{
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"cell_type": "markdown",
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"source": [
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"## Completion - Streaming"
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],
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"metadata": {
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"id": "dQMkM-diiKdE"
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}
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},
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{
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"cell_type": "code",
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"source": [
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"import os\n",
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"from litellm import completion\n",
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"\n",
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"# openai configs\n",
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"os.environ[\"OPENAI_API_KEY\"] = \"\"\n",
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"\n",
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"# azure openai configs\n",
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"os.environ[\"AZURE_API_KEY\"] = \"\"\n",
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"os.environ[\"AZURE_API_BASE\"] = \"https://openai-gpt-4-test-v-1.openai.azure.com/\"\n",
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"os.environ[\"AZURE_API_VERSION\"] = \"2023-05-15\"\n",
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"\n",
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"\n",
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"# openai call\n",
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"response = completion(\n",
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" model = \"gpt-3.5-turbo\",\n",
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" messages = [{ \"content\": \"Hello, how are you?\",\"role\": \"user\"}],\n",
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" stream=True\n",
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")\n",
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"print(\"OpenAI Streaming response\")\n",
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"for chunk in response:\n",
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" print(chunk)\n",
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"\n",
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"# azure call\n",
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"response = completion(\n",
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" model = \"azure/your-azure-deployment\",\n",
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" messages = [{ \"content\": \"Hello, how are you?\",\"role\": \"user\"}],\n",
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" stream=True\n",
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")\n",
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"print(\"Azure Streaming response\")\n",
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"for chunk in response:\n",
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" print(chunk)\n"
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],
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"metadata": {
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"id": "uVvJDVn4g1i1"
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},
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"execution_count": null,
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"outputs": []
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},
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{
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"cell_type": "markdown",
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"source": [
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"## Completion - Azure, OpenAI in separate threads"
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],
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"metadata": {
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"id": "4xrOPnt-oqwm"
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}
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},
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{
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"cell_type": "code",
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"source": [
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"import os\n",
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"import threading\n",
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"from litellm import completion\n",
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"\n",
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"# Function to make a completion call\n",
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"def make_completion(model, messages):\n",
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" response = completion(\n",
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" model=model,\n",
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" messages=messages\n",
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" )\n",
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"\n",
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" print(f\"Response for {model}: {response}\")\n",
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"\n",
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"# openai configs\n",
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"os.environ[\"OPENAI_API_KEY\"] = \"\"\n",
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"\n",
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"# azure openai configs\n",
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"os.environ[\"AZURE_API_KEY\"] = \"\"\n",
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"os.environ[\"AZURE_API_BASE\"] = \"https://openai-gpt-4-test-v-1.openai.azure.com/\"\n",
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"os.environ[\"AZURE_API_VERSION\"] = \"2023-05-15\"\n",
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"\n",
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"# Define the messages for the completions\n",
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"messages = [{\"content\": \"Hello, how are you?\", \"role\": \"user\"}]\n",
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"\n",
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"# Create threads for making the completions\n",
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"thread1 = threading.Thread(target=make_completion, args=(\"gpt-3.5-turbo\", messages))\n",
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"thread2 = threading.Thread(target=make_completion, args=(\"azure/your-azure-deployment\", messages))\n",
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"\n",
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"# Start both threads\n",
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"thread1.start()\n",
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"thread2.start()\n",
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"\n",
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"# Wait for both threads to finish\n",
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"thread1.join()\n",
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"thread2.join()\n",
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"\n",
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"print(\"Both completions are done.\")"
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],
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"metadata": {
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"id": "V5b5taJPjvC3"
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},
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"execution_count": null,
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"outputs": []
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},
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{
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"cell_type": "markdown",
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"source": [
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"## Completion - Stress Test 10 requests in parallel\n",
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"\n"
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],
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"metadata": {
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"id": "lx8DbMBqoAoN"
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}
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},
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{
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"cell_type": "code",
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"source": [
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"import os\n",
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"import threading\n",
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"from litellm import completion\n",
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"\n",
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"# Function to make a completion call\n",
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"def make_completion(model, messages):\n",
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" response = completion(\n",
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" model=model,\n",
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" messages=messages\n",
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" )\n",
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"\n",
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" print(f\"Response for {model}: {response}\")\n",
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"\n",
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"# Set your API keys\n",
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"os.environ[\"OPENAI_API_KEY\"] = \"\"\n",
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"os.environ[\"AZURE_API_KEY\"] = \"\"\n",
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"os.environ[\"AZURE_API_BASE\"] = \"https://openai-gpt-4-test-v-1.openai.azure.com/\"\n",
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"os.environ[\"AZURE_API_VERSION\"] = \"2023-05-15\"\n",
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"\n",
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"# Define the messages for the completions\n",
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"messages = [{\"content\": \"Hello, how are you?\", \"role\": \"user\"}]\n",
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"\n",
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"# Create and start 10 threads for making completions\n",
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"threads = []\n",
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"for i in range(10):\n",
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" thread = threading.Thread(target=make_completion, args=(\"gpt-3.5-turbo\" if i % 2 == 0 else \"azure/your-azure-deployment\", messages))\n",
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" threads.append(thread)\n",
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" thread.start()\n",
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"\n",
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"# Wait for all threads to finish\n",
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"for thread in threads:\n",
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" thread.join()\n",
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"\n",
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"print(\"All completions are done.\")\n"
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],
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"metadata": {
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"id": "pHYANOlOkoDh"
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},
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"execution_count": null,
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"outputs": []
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},
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{
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"cell_type": "markdown",
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"source": [
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"## Completion - Azure, OpenAI in the same thread"
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],
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"metadata": {
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"id": "yB2NDOO4oxrp"
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}
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},
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{
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"cell_type": "code",
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"source": [
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"import os\n",
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"from litellm import completion\n",
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"\n",
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"# Function to make both OpenAI and Azure completions\n",
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"def make_completions():\n",
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" # Set your OpenAI API key\n",
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" os.environ[\"OPENAI_API_KEY\"] = \"\"\n",
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"\n",
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" # OpenAI completion\n",
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" openai_response = completion(\n",
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" model=\"gpt-3.5-turbo\",\n",
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" messages=[{\"content\": \"Hello, how are you?\", \"role\": \"user\"}]\n",
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" )\n",
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"\n",
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" print(\"OpenAI Response:\", openai_response)\n",
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"\n",
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" # Set your Azure OpenAI API key and configuration\n",
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" os.environ[\"AZURE_API_KEY\"] = \"\"\n",
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" os.environ[\"AZURE_API_BASE\"] = \"https://openai-gpt-4-test-v-1.openai.azure.com/\"\n",
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" os.environ[\"AZURE_API_VERSION\"] = \"2023-05-15\"\n",
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"\n",
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" # Azure OpenAI completion\n",
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" azure_response = completion(\n",
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" model=\"azure/your-azure-deployment\",\n",
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" messages=[{\"content\": \"Hello, how are you?\", \"role\": \"user\"}]\n",
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" )\n",
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"\n",
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" print(\"Azure OpenAI Response:\", azure_response)\n",
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"\n",
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"# Call the function to make both completions in one thread\n",
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"make_completions()\n"
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],
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"id": "HTBqwzxpnxab",
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"outputId": "f3bc0efe-e4d5-44d5-a193-97d178cfbe14"
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},
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"execution_count": 23,
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"outputs": [
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{
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"output_type": "stream",
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"name": "stdout",
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"text": [
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"OpenAI Response: {\n",
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" \"id\": \"chatcmpl-7yjzrDeOeVeSrQ00tApmTxEww3vBS\",\n",
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" \"object\": \"chat.completion\",\n",
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" \"created\": 1694710847,\n",
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" \"model\": \"gpt-3.5-turbo-0613\",\n",
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" \"choices\": [\n",
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" {\n",
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" \"index\": 0,\n",
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" \"message\": {\n",
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" \"role\": \"assistant\",\n",
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" \"content\": \"Hello! I'm an AI, so I don't have feelings, but I'm here to help you. How can I assist you today?\"\n",
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" },\n",
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" \"finish_reason\": \"stop\"\n",
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" }\n",
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" ],\n",
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" \"usage\": {\n",
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" \"prompt_tokens\": 13,\n",
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" \"completion_tokens\": 29,\n",
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" \"total_tokens\": 42\n",
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" }\n",
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"}\n",
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"Azure OpenAI Response: {\n",
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" \"id\": \"chatcmpl-7yjztAQ0gK6IMQt7cvLroMSOoXkeu\",\n",
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" \"object\": \"chat.completion\",\n",
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" \"created\": 1694710849,\n",
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" \"model\": \"gpt-35-turbo\",\n",
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" \"choices\": [\n",
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" {\n",
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" \"index\": 0,\n",
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" \"finish_reason\": \"stop\",\n",
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" \"message\": {\n",
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" \"role\": \"assistant\",\n",
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" \"content\": \"As an AI language model, I don't have feelings but I'm functioning properly. Thank you for asking! How can I assist you today?\"\n",
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" }\n",
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" }\n",
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" ],\n",
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" \"usage\": {\n",
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" \"completion_tokens\": 29,\n",
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" \"prompt_tokens\": 14,\n",
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" \"total_tokens\": 43\n",
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" }\n",
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"}\n"
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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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