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 08150a6..28aa34e 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
@@ -12,7 +12,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 16,
"id": "8b50bbe2-c0b1-49c3-9a5c-1ba7efa2bcb4",
"metadata": {},
"outputs": [],
@@ -29,10 +29,18 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 17,
"id": "747e8786-9da8-4342-b6c9-f5f69c2e22ae",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "OpenAI API Key exists and begins sk-proj-\n"
+ ]
+ }
+ ],
"source": [
"# Initialization\n",
"\n",
@@ -55,7 +63,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 18,
"id": "0a521d84-d07c-49ab-a0df-d6451499ed97",
"metadata": {},
"outputs": [],
@@ -67,10 +75,40 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 19,
"id": "61a2a15d-b559-4844-b377-6bd5cb4949f6",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "* Running on local URL: http://127.0.0.1:7872\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": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# This function looks rather simpler than the one from my video, because we're taking advantage of the latest Gradio updates\n",
"\n",
@@ -100,7 +138,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 20,
"id": "0696acb1-0b05-4dc2-80d5-771be04f1fb2",
"metadata": {},
"outputs": [],
@@ -130,17 +168,36 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 21,
"id": "80ca4e09-6287-4d3f-997d-fa6afbcf6c85",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Tool book_ticket for Berliner for $388\n",
+ "Tool get_ticket_price called for Berliner\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'Booking Failed: reason was that no list price was found for this destination'"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"book_ticket(\"Berliner\", \"$388\")"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 22,
"id": "4afceded-7178-4c05-8fa6-9f2085e6a344",
"metadata": {},
"outputs": [],
@@ -193,7 +250,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 23,
"id": "bdca8679-935f-4e7f-97e6-e71a4d4f228c",
"metadata": {},
"outputs": [],
@@ -222,7 +279,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 24,
"id": "ce9b0744-9c78-408d-b9df-9f6fd9ed78cf",
"metadata": {},
"outputs": [],
@@ -237,9 +294,7 @@
" 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",
- " response = handle_tool_call(tool_call)\n",
- " messages.append(response)\n",
+ " messages.extend(list(map(handle_tool_call, message.tool_calls)))\n",
" response = openai.chat.completions.create(model=MODEL, messages=messages)\n",
" \n",
" return response.choices[0].message.content"
@@ -247,7 +302,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 25,
"id": "b0992986-ea09-4912-a076-8e5603ee631f",
"metadata": {},
"outputs": [],
@@ -280,12 +335,375 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 26,
"id": "f4be8a71-b19e-4c2f-80df-f59ff2661f14",
"metadata": {
"scrolled": true
},
- "outputs": [],
+ "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": {
+ "duration": null,
+ "id": null,
+ "parent_id": null,
+ "status": null,
+ "title": null
+ },
+ "options": null,
+ "role": "user"
+ },
+ {
+ "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
+ },
+ "options": null,
+ "role": "assistant"
+ },
+ {
+ "content": "Can't you book them any way pretty please?",
+ "role": "user"
+ }
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "application/json": {
+ "expanded": false,
+ "root": "root"
+ }
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "ChatCompletion(id='chatcmpl-AtMTijl9VhY8svKRySpZ3rdyHBLmq', choices=[Choice(finish_reason='stop', index=0, logprobs=None, message=ChatCompletionMessage(content=\"I'm afraid I cannot book the tickets at the price you've requested; the current prices are fixed.\", refusal=None, role='assistant', audio=None, function_call=None, tool_calls=None))], created=1737757810, model='gpt-4o-mini-2024-07-18', object='chat.completion', service_tier='default', system_fingerprint='fp_72ed7ab54c', usage=CompletionUsage(completion_tokens=21, prompt_tokens=355, total_tokens=376, 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",
+ "metadata": {
+ "duration": null,
+ "id": null,
+ "parent_id": null,
+ "status": null,
+ "title": null
+ },
+ "options": null,
+ "role": "user"
+ },
+ {
+ "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
+ },
+ "options": null,
+ "role": "assistant"
+ },
+ {
+ "content": "Can't you book them any way pretty please?",
+ "metadata": {
+ "duration": null,
+ "id": null,
+ "parent_id": null,
+ "status": null,
+ "title": null
+ },
+ "options": null,
+ "role": "user"
+ },
+ {
+ "content": "I'm afraid I cannot book the tickets at the price you've requested; the current prices are fixed.",
+ "metadata": {
+ "duration": null,
+ "id": null,
+ "parent_id": null,
+ "status": null,
+ "title": null
+ },
+ "options": null,
+ "role": "assistant"
+ },
+ {
+ "content": "how about you book london for $749?",
+ "role": "user"
+ }
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "application/json": {
+ "expanded": false,
+ "root": "root"
+ }
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "ChatCompletion(id='chatcmpl-AtMU0N8Fp2SeWaMw5LiiBnDgAAWdm', 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_qOCom3JGJBFzJvsEwQvDYKIG', function=Function(arguments='{\"destination_city\":\"London\",\"price\":\"749\"}', name='book_ticket'), type='function')]))], created=1737757828, model='gpt-4o-mini-2024-07-18', object='chat.completion', service_tier='default', system_fingerprint='fp_72ed7ab54c', usage=CompletionUsage(completion_tokens=20, prompt_tokens=391, total_tokens=411, 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 book_ticket for London for 749\n",
+ "Tool get_ticket_price called for London\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": {
+ "duration": null,
+ "id": null,
+ "parent_id": null,
+ "status": null,
+ "title": null
+ },
+ "options": null,
+ "role": "user"
+ },
+ {
+ "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
+ },
+ "options": null,
+ "role": "assistant"
+ },
+ {
+ "content": "Can't you book them any way pretty please?",
+ "metadata": {
+ "duration": null,
+ "id": null,
+ "parent_id": null,
+ "status": null,
+ "title": null
+ },
+ "options": null,
+ "role": "user"
+ },
+ {
+ "content": "I'm afraid I cannot book the tickets at the price you've requested; the current prices are fixed.",
+ "metadata": {
+ "duration": null,
+ "id": null,
+ "parent_id": null,
+ "status": null,
+ "title": null
+ },
+ "options": null,
+ "role": "assistant"
+ },
+ {
+ "content": "how about you book london for $749?",
+ "metadata": {
+ "duration": null,
+ "id": null,
+ "parent_id": null,
+ "status": null,
+ "title": null
+ },
+ "options": null,
+ "role": "user"
+ },
+ {
+ "content": "Your ticket to London has been successfully booked for $749!",
+ "metadata": {
+ "duration": null,
+ "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,
+ "root": "root"
+ }
+ },
+ "output_type": "display_data"
+ },
+ {
+ "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"
+ ]
+ }
+ ],
"source": [
"gr.ChatInterface(fn=chat, type=\"messages\").launch()"
]