diff --git a/week2/community-contributions/day 4 - course booking assistant.ipynb b/week2/community-contributions/day 4 - course booking assistant.ipynb new file mode 100644 index 0000000..c7a057e --- /dev/null +++ b/week2/community-contributions/day 4 - course booking assistant.ipynb @@ -0,0 +1,251 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "5d799d2a-6e58-4a83-b17a-dbbc40efdc39", + "metadata": {}, + "source": [ + "## Project - Course Booking AI Asssistant\n", + "AI Customer Support Bot that \n", + "- Returns Prices\n", + "- Books Tickets\n", + "- Adds Information to Text File" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b1ad9acd-a702-48a3-8ff5-d536bcac8030", + "metadata": {}, + "outputs": [], + "source": [ + "# imports\n", + "\n", + "import os\n", + "import json\n", + "from dotenv import load_dotenv\n", + "from openai import OpenAI\n", + "import gradio as gr" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "74adab0c-99b3-46cd-a79f-320a3e74138a", + "metadata": {}, + "outputs": [], + "source": [ + "# Initialization\n", + "\n", + "load_dotenv(override=True)\n", + "\n", + "openai_api_key = os.getenv('OPENAI_API_KEY')\n", + "if openai_api_key:\n", + " print(f\"OpenAI API Key exists and begins {openai_api_key[:8]}\")\n", + "else:\n", + " print(\"OpenAI API Key not set\")\n", + " \n", + "MODEL = \"gpt-4o-mini\"\n", + "openai = OpenAI()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8d3240a4-99c1-4c07-acaa-ecbb69ffd2e4", + "metadata": {}, + "outputs": [], + "source": [ + "system_message = \"You are a helpful assistant for an Online Course Platform called StudyAI. \"\n", + "system_message += \"Give short, courteous answers, no more than 1 sentence. \"\n", + "system_message += \"Always be accurate. If you don't know the answer, say so.\"\n", + "system_message += \"If you are given a partial name, for example 'discrete' instead of 'discrete structures' \\\n", + "ask the user if they meant to say 'discrete structures', and then display the price. The user may also use \\\n", + "acronyms like 'PF' instead of programming fundamentals or 'OOP' to mean 'Object oriented programming'. \\\n", + "Clarify what the user means and then proceed as directed.\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9a1b8d5f-f893-477b-8396-ff7d697eb0c3", + "metadata": {}, + "outputs": [], + "source": [ + "course_prices = {\"programming fundamentals\": \"$19\", \"discrete structures\": \"$39\", \"operating systems\": \"$24\", \"object oriented programming\": \"$39\"}\n", + "\n", + "def get_course_price(course):\n", + " print(f\"Tool get_course_price called for {course}\")\n", + " course = course.lower()\n", + " return course_prices.get(course, \"Unknown\")\n", + "\n", + "def enroll_in_course(course):\n", + " print(f'Tool enroll_in_course_ called for {course}')\n", + " course_price = get_course_price(course)\n", + " if course_price != 'Unknown':\n", + " with open('enrolled_courses.txt', 'a') as file: \n", + " file.write(course + \"\\n\")\n", + " return 'Successfully enrolled in course'\n", + " else:\n", + " return 'Enrollment failed, no such course available'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "330d2b94-a8c5-4967-ace7-15d2cd52d7ae", + "metadata": {}, + "outputs": [], + "source": [ + "get_course_price('graph theory')\n", + "get_course_price('discrete structures')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5bb65830-fab8-45a7-bf43-7e52186915a0", + "metadata": {}, + "outputs": [], + "source": [ + "price_function = {\n", + " \"name\": \"get_course_price\",\n", + " \"description\": \"Get the price of a course. Call this whenever you need to know the course price, for example when a customer asks 'How much is a ticket for this course?'\",\n", + " \"parameters\": {\n", + " \"type\": \"object\",\n", + " \"properties\": {\n", + " \"course\": {\n", + " \"type\": \"string\",\n", + " \"description\": \"The course that the customer wants to purchase\",\n", + " },\n", + " },\n", + " \"required\": [\"course\"],\n", + " \"additionalProperties\": False\n", + " }\n", + "}\n", + "\n", + "enroll_function = {\n", + " \"name\": \"enroll_in_course\",\n", + " \"description\":\"Get the success status of course enrollment. Call whenever a customer wants to enroll in a course\\\n", + " for example, if they say 'I want to purchase this course' or 'I want to enroll in this course'\",\n", + " \"parameters\":{\n", + " \"type\":\"object\",\n", + " \"properties\":{\n", + " \"course\":{\n", + " \"type\":\"string\",\n", + " \"description\": \"The course that the customer wants to purchase\",\n", + " },\n", + " },\n", + " \"required\": [\"course\"],\n", + " \"additionalProperties\": False\n", + " } \n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "08af86b9-3aaa-4b6b-bf7c-ee668ba1cbfe", + "metadata": {}, + "outputs": [], + "source": [ + "tools = [\n", + " {\"type\":\"function\",\"function\":price_function},\n", + " {\"type\":\"function\",\"function\":enroll_function}\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "482efc34-ff1f-4146-9570-58b4d59c3b2f", + "metadata": {}, + "outputs": [], + "source": [ + "def chat(message,history):\n", + " messages = [{\"role\":\"system\",\"content\":system_message}] + history + [{\"role\":\"user\",\"content\":message}]\n", + " response = openai.chat.completions.create(model=MODEL,messages=messages,tools=tools)\n", + "\n", + " if response.choices[0].finish_reason == \"tool_calls\":\n", + " message = response.choices[0].message\n", + " messages.append(message)\n", + " for tool_call in message.tool_calls:\n", + " messages.append(handle_tool_call(tool_call))\n", + " response = openai.chat.completions.create(model=MODEL,messages=messages)\n", + "\n", + " return response.choices[0].message.content" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f725b4fb-d477-4d7d-80b5-5d70e1b25a86", + "metadata": {}, + "outputs": [], + "source": [ + "# We have to write that function handle_tool_call:\n", + "\n", + "def handle_tool_call(tool_call):\n", + " function = tool_call.function.name\n", + " arguments = json.loads(tool_call.function.arguments)\n", + " match function:\n", + " case 'get_course_price':\n", + " course = arguments.get('course')\n", + " price = get_course_price(course)\n", + " return {\n", + " \"role\": \"tool\",\n", + " \"content\": json.dumps({\"course\": course,\"price\": price}),\n", + " \"tool_call_id\": tool_call.id\n", + " }\n", + " case 'enroll_in_course':\n", + " course = arguments.get('course')\n", + " status = enroll_in_course(course)\n", + " return {\n", + " \"role\": \"tool\",\n", + " \"content\": json.dumps({\"course\": course, \"status\": status}),\n", + " \"tool_call_id\": tool_call.id\n", + " }\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c446272a-9ce1-4ffd-9bc8-483d782810b4", + "metadata": {}, + "outputs": [], + "source": [ + "gr.ChatInterface(fn=chat,type=\"messages\").launch(inbrowser=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1fe714a3-f793-4c3b-b5aa-6c81b82aea1b", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.11.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/week2/community-contributions/day3-gemini.ipynb b/week2/community-contributions/day3-gemini.ipynb index 714f93a..e942279 100644 --- a/week2/community-contributions/day3-gemini.ipynb +++ b/week2/community-contributions/day3-gemini.ipynb @@ -288,7 +288,7 @@ ], "metadata": { "kernelspec": { - "display_name": "llms", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, diff --git a/week2/community-contributions/day3-gradio-auth.ipynb b/week2/community-contributions/day3-gradio-auth.ipynb index fe94e55..0b6137a 100644 --- a/week2/community-contributions/day3-gradio-auth.ipynb +++ b/week2/community-contributions/day3-gradio-auth.ipynb @@ -160,7 +160,7 @@ ], "metadata": { "kernelspec": { - "display_name": "llms", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -178,5 +178,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/week2/community-contributions/day3-refine-user-query-by-llama.ipynb b/week2/community-contributions/day3-refine-user-query-by-llama.ipynb index 1034274..abeb431 100644 --- a/week2/community-contributions/day3-refine-user-query-by-llama.ipynb +++ b/week2/community-contributions/day3-refine-user-query-by-llama.ipynb @@ -342,7 +342,7 @@ ], "metadata": { "kernelspec": { - "display_name": "llm_env", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -356,7 +356,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.9" + "version": "3.11.11" } }, "nbformat": 4, diff --git a/week2/community-contributions/day3.upsell.ipynb b/week2/community-contributions/day3.upsell.ipynb index dd2bd06..a3f94c1 100644 --- a/week2/community-contributions/day3.upsell.ipynb +++ b/week2/community-contributions/day3.upsell.ipynb @@ -347,7 +347,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.10" + "version": "3.11.11" } }, "nbformat": 4, diff --git a/week2/community-contributions/day4_with_booking_and_multiple_tools_per_message.ipynb b/week2/community-contributions/day4_with_booking_and_multiple_tools_per_message.ipynb index 28aa34e..1489c51 100644 --- a/week2/community-contributions/day4_with_booking_and_multiple_tools_per_message.ipynb +++ b/week2/community-contributions/day4_with_booking_and_multiple_tools_per_message.ipynb @@ -63,14 +63,14 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 1, "id": "0a521d84-d07c-49ab-a0df-d6451499ed97", "metadata": {}, "outputs": [], "source": [ "system_message = \"You are a helpful assistant for an Airline called FlightAI. \"\n", "system_message += \"Give short, courteous answers, no more than 1 sentence. \"\n", - "system_message += \"Always be accurate. If you don't know the answer, say so.\"" + "system_message += \"Always be accurate. If you don't know the answer, say so.\"\n" ] }, { @@ -335,372 +335,21 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 3, "id": "f4be8a71-b19e-4c2f-80df-f59ff2661f14", "metadata": { "scrolled": true }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "* Running on local URL: http://127.0.0.1:7873\n", - "\n", - "To create a public link, set `share=True` in `launch()`.\n" - ] - }, - { - "data": { - "text/html": [ - "
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