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Amanda Foster
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Minor clean-up of README and sample code file (#25)
* adding functions demo * adding README File * resolving comments * minor clean-up changes * updating output
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‎Basic_Samples/Functions/README.md‎

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# Introduction
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This repository contains samples demonstrating how to use functions to extend the current capabilities of GPT Models
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This repository contains samples demonstrating how to use functions to extend the current capabilities of GPT Models.
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## Installation
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Install all Python modules and packages listed in the requirements.txt file using the below command.
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```
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### Microsoft Azure Endpoints
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In order to use the Open AI library or REST API with Microsoft Azure endpoints, you need to set DEPLOYMENT_NAME, OPENAI_API_BASE & OPENAI_API_VERSION in _config.json_ file.
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In order to use the Open AI library or REST API with Microsoft Azure endpoints, you need to set DEPLOYMENT_ID, OPENAI_API_BASE & OPENAI_API_VERSION in _config.json_ file.
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```js
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{

‎Basic_Samples/Functions/working_with_functions.ipynb‎

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},
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{
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"cell_type": "code",
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"execution_count": 21,
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"metadata": {},
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"outputs": [],
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"source": [
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},
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{
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"cell_type": "code",
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"execution_count": 22,
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},
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{
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"cell_type": "code",
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"execution_count": 23,
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},
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{
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"cell_type": "code",
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"execution_count": 24,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Let the model decide what function to call:\n",
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"Let the model decide what function to call:\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"{\n",
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" \"id\": \"chatcmpl-7e9QCkcvCtXbyiZwm3eKVHHQ2waXE\",\n",
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" \"id\": \"chatcmpl-7eT5XAUt5gGx6o3oEcdbrOHYD4HDp\",\n",
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" \"object\": \"chat.completion\",\n",
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" \"created\": 1689803692,\n",
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" \"created\": 1689879291,\n",
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" \"model\": \"gpt-4\",\n",
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" \"prompt_annotations\": [\n",
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" {\n",
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" \"role\": \"assistant\",\n",
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" \"function_call\": {\n",
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" \"name\": \"get_current_weather\",\n",
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" \"arguments\": \"{\\n \\\"location\\\": \\\"San Francisco\\\"\\n}\"\n",
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" \"arguments\": \"{\\n \\\"location\\\": \\\"San Francisco, CA\\\"\\n}\"\n",
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" }\n",
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" },\n",
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" \"content_filter_results\": {}\n",
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" }\n",
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" ],\n",
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" \"usage\": {\n",
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" \"completion_tokens\": 17,\n",
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" \"completion_tokens\": 19,\n",
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" \"prompt_tokens\": 83,\n",
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" \"total_tokens\": 100\n",
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" \"total_tokens\": 102\n",
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" }\n",
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"}\n",
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"Don't call any function:\n",
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"{\n",
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" \"id\": \"chatcmpl-7e9QDkseJ33uGMacx6X4MEmS12BuT\",\n",
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" \"id\": \"chatcmpl-7eT5YoCPrCTz18wr8HyXruy7M9EPt\",\n",
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" \"object\": \"chat.completion\",\n",
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" \"created\": 1689803693,\n",
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" \"created\": 1689879292,\n",
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" \"model\": \"gpt-4\",\n",
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" \"prompt_annotations\": [\n",
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" {\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\": \"Sure, let me just find that information for you.\"\n",
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" \"content\": \"Just one moment please, let me check the current weather in San Francisco for you.\"\n",
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" },\n",
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" \"content_filter_results\": {\n",
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" \"hate\": {\n",
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" }\n",
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" ],\n",
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" \"usage\": {\n",
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" \"completion_tokens\": 11,\n",
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" \"completion_tokens\": 17,\n",
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" \"prompt_tokens\": 84,\n",
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" \"total_tokens\": 95\n",
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" \"total_tokens\": 101\n",
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" }\n",
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"}\n",
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"Force a specific function call:\n",
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"{\n",
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" \"id\": \"chatcmpl-7e9QEsAAhn44pwg7ty9osRltgwXPb\",\n",
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" \"id\": \"chatcmpl-7eT5ZBn6q623O6nN2EOwjJTjtDWY3\",\n",
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" \"object\": \"chat.completion\",\n",
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" \"created\": 1689803694,\n",
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" \"created\": 1689879293,\n",
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" \"model\": \"gpt-4\",\n",
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" \"prompt_annotations\": [\n",
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" {\n",
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" \"role\": \"assistant\",\n",
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" \"function_call\": {\n",
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" \"name\": \"get_current_weather\",\n",
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" \"arguments\": \"{\\n \\\"location\\\": \\\"San Francisco\\\"\\n}\"\n",
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" \"arguments\": \"{\\n \\\"location\\\": \\\"San Francisco, CA\\\"\\n}\"\n",
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" }\n",
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" },\n",
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" \"content_filter_results\": {}\n",
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" ],\n",
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" \"usage\": {\n",
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" \"completion_tokens\": 10,\n",
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" \"completion_tokens\": 12,\n",
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" \"prompt_tokens\": 90,\n",
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" \"total_tokens\": 100\n",
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" \"total_tokens\": 102\n",
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"print(\"Let the model decide what function to call:\")\n",
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"print (get_function_call(first_message, \"auto\"))\n",
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"\n",
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"\n",
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"# 'none' : Don't call any function \n",
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"print(\"Don't call any function:\")\n",
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"print (get_function_call(first_message, \"none\"))\n",
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},
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"data": {
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"'05:54:54 PM'"
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"'02:54:52 PM'"
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"## 3.0 Calling a Function using GPT\n",
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"## 3.0 Calling a function using GPT\n",
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"Steps for Function Calling: \n",
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"Output of function call:\n",
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"02:54:53 PM\n",
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"Messages in second request:\n",
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"{'role': 'user', 'content': 'What time is it in New York?'}\n",
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"{'role': 'assistant', 'name': 'get_current_time', 'content': '{\\n \"location\": \"America/New_York\"\\n}'}\n",
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"{'role': 'function', 'name': 'get_current_time', 'content': '05:55:08 PM'}\n",
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"{'role': 'function', 'name': 'get_current_time', 'content': '02:54:53 PM'}\n",
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" \"role\": \"assistant\",\n",
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" \"content\": \"The current time in New York is 05:55:08 PM.\"\n",
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" \"content\": \"It's 2:54 PM in New York.\"\n",
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{

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