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": [
- "
"
- ],
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": []
- },
- "execution_count": 26,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "application/json": [
- {
- "content": "You are a helpful assistant for an Airline called FlightAI. Give short, courteous answers, no more than 1 sentence. Always be accurate. If you don't know the answer, say so.",
- "role": "system"
- },
- {
- "content": "tickets to london and paris for $50 each please",
- "role": "user"
- }
- ],
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "application/json": {
- "expanded": false,
- "root": "root"
- }
- },
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- "ChatCompletion(id='chatcmpl-AtMTR6PDyoghY9BxBI88y03wrkyWT', choices=[Choice(finish_reason='tool_calls', index=0, logprobs=None, message=ChatCompletionMessage(content=None, refusal=None, role='assistant', audio=None, function_call=None, tool_calls=[ChatCompletionMessageToolCall(id='call_62youPDgpaS0eXN4gru6NT7n', function=Function(arguments='{\"destination_city\": \"London\"}', name='get_ticket_price'), type='function'), ChatCompletionMessageToolCall(id='call_kvQK4Cdyk4b82rqtzkfJyoRh', function=Function(arguments='{\"destination_city\": \"Paris\"}', name='get_ticket_price'), type='function')]))], created=1737757793, model='gpt-4o-mini-2024-07-18', object='chat.completion', service_tier='default', system_fingerprint='fp_72ed7ab54c', usage=CompletionUsage(completion_tokens=49, prompt_tokens=313, total_tokens=362, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_tokens=0, cached_tokens=0)))"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Tool get_ticket_price called for London\n",
- "Tool get_ticket_price called for Paris\n"
- ]
- },
- {
- "data": {
- "application/json": [
- {
- "content": "You are a helpful assistant for an Airline called FlightAI. Give short, courteous answers, no more than 1 sentence. Always be accurate. If you don't know the answer, say so.",
- "role": "system"
- },
- {
- "content": "tickets to london and paris for $50 each please",
- "metadata": {
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- "content": "I'm sorry, but tickets to London are $799 and to Paris are $899, which is much higher than $50.",
- "metadata": {
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- "id": null,
- "parent_id": null,
- "status": null,
- "title": null
- },
- "options": null,
- "role": "assistant"
- },
- {
- "content": "Can't you book them any way pretty please?",
- "role": "user"
- }
- ],
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "application/json": {
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- "output_type": "display_data"
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- "content": "tickets to london and paris for $50 each please",
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- "content": "I'm sorry, but tickets to London are $799 and to Paris are $899, which is much higher than $50.",
- "metadata": {
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- "parent_id": null,
- "status": null,
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- "role": "assistant"
- },
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- "content": "Can't you book them any way pretty please?",
- "metadata": {
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- "id": null,
- "parent_id": null,
- "status": null,
- "title": null
- },
- "options": null,
- "role": "user"
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- {
- "content": "I'm afraid I cannot book the tickets at the price you've requested; the current prices are fixed.",
- "metadata": {
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- "id": null,
- "parent_id": null,
- "status": null,
- "title": null
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- "options": null,
- "role": "assistant"
- },
- {
- "content": "how about you book london for $749?",
- "role": "user"
- }
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- "metadata": {
- "application/json": {
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- "output_type": "stream",
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- },
- {
- "content": "tickets to london and paris for $50 each please",
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- "content": "I'm sorry, but tickets to London are $799 and to Paris are $899, which is much higher than $50.",
- "metadata": {
- "duration": null,
- "id": null,
- "parent_id": null,
- "status": null,
- "title": null
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- },
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- "metadata": {
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- "parent_id": null,
- "status": null,
- "title": null
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- "id": null,
- "parent_id": null,
- "status": null,
- "title": null
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- "role": "assistant"
- },
- {
- "content": "how about you book london for $749?",
- "metadata": {
- "duration": null,
- "id": null,
- "parent_id": null,
- "status": null,
- "title": null
- },
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- },
- {
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- "metadata": {
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- "id": null,
- "parent_id": null,
- "status": null,
- "title": null
- },
- "options": null,
- "role": "assistant"
- },
- {
- "content": "cool, what was the discount?",
- "role": "user"
- }
- ],
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "application/json": {
- "expanded": false,
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- "data": {
- "text/plain": [
- "ChatCompletion(id='chatcmpl-AtMUBOoWmKT4m7Ru3mkPRx7mQPgmd', choices=[Choice(finish_reason='stop', index=0, logprobs=None, message=ChatCompletionMessage(content='The original price for the ticket to London was $799, so you received a discount of $50.', refusal=None, role='assistant', audio=None, function_call=None, tool_calls=None))], created=1737757839, model='gpt-4o-mini-2024-07-18', object='chat.completion', service_tier='default', system_fingerprint='fp_72ed7ab54c', usage=CompletionUsage(completion_tokens=23, prompt_tokens=418, total_tokens=441, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_tokens=0, cached_tokens=0)))"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "application/json": [
- {
- "content": "You are a helpful assistant for an Airline called FlightAI. Give short, courteous answers, no more than 1 sentence. Always be accurate. If you don't know the answer, say so.",
- "role": "system"
- },
- {
- "content": "tickets to london and paris for $50 each please",
- "role": "user"
- }
- ],
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "application/json": {
- "expanded": false,
- "root": "root"
- }
- },
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- "ChatCompletion(id='chatcmpl-AtMUh5f9LEaGjH0FLpPdKf6jgyQsT', choices=[Choice(finish_reason='tool_calls', index=0, logprobs=None, message=ChatCompletionMessage(content=None, refusal=None, role='assistant', audio=None, function_call=None, tool_calls=[ChatCompletionMessageToolCall(id='call_6Ihkd1XGA10QxxlCn9uIJvqO', function=Function(arguments='{\"destination_city\": \"London\"}', name='get_ticket_price'), type='function'), ChatCompletionMessageToolCall(id='call_a9qmfQQlwU5L8pu2mvBgMMXl', function=Function(arguments='{\"destination_city\": \"Paris\"}', name='get_ticket_price'), type='function')]))], created=1737757871, model='gpt-4o-mini-2024-07-18', object='chat.completion', service_tier='default', system_fingerprint='fp_72ed7ab54c', usage=CompletionUsage(completion_tokens=49, prompt_tokens=313, total_tokens=362, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_tokens=0, cached_tokens=0)))"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Tool get_ticket_price called for London\n",
- "Tool get_ticket_price called for Paris\n"
+ "ename": "NameError",
+ "evalue": "name 'gr' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[1;32mIn[3], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mgr\u001b[49m\u001b[38;5;241m.\u001b[39mChatInterface(fn\u001b[38;5;241m=\u001b[39mchat, \u001b[38;5;28mtype\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m)\u001b[38;5;241m.\u001b[39mlaunch()\n",
+ "\u001b[1;31mNameError\u001b[0m: name 'gr' is not defined"
]
}
],