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{ | ||
"cells": [ | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": {}, | ||
"source": [ | ||
"# Chat History\n", | ||
"\n", | ||
"Here we'll be interacting with a server that's exposing a chat bot with message history being persisted on the backend." | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 3, | ||
"metadata": { | ||
"tags": [] | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"import uuid\n", | ||
"from langserve import RemoteRunnable\n", | ||
"\n", | ||
"conversation_id = str(uuid.uuid4())\n", | ||
"chat = RemoteRunnable(\"http://localhost:8000/\", cookies={\"user_id\": \"eugene\"})" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": {}, | ||
"source": [ | ||
"Let's create a prompt composed of a system message and a human message." | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 4, | ||
"metadata": { | ||
"tags": [] | ||
}, | ||
"outputs": [ | ||
{ | ||
"data": { | ||
"text/plain": [ | ||
"AIMessage(content=\"Hello Eugene! I'm Bob, your virtual assistant. How can I assist you today?\")" | ||
] | ||
}, | ||
"execution_count": 4, | ||
"metadata": {}, | ||
"output_type": "execute_result" | ||
} | ||
], | ||
"source": [ | ||
"chat.invoke({\"human_input\": \"my name is eugene. what is your name?\"}, {'configurable': { 'conversation_id': conversation_id } })" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 5, | ||
"metadata": { | ||
"tags": [] | ||
}, | ||
"outputs": [ | ||
{ | ||
"data": { | ||
"text/plain": [ | ||
"AIMessage(content='Your name is Eugene. Is there something specific you would like assistance with, Eugene?')" | ||
] | ||
}, | ||
"execution_count": 5, | ||
"metadata": {}, | ||
"output_type": "execute_result" | ||
} | ||
], | ||
"source": [ | ||
"chat.invoke({\"human_input\": \"what was my name?\"}, {'configurable': { 'conversation_id': conversation_id } })" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": {}, | ||
"source": [ | ||
"Use different user but same conversation id" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 6, | ||
"metadata": { | ||
"tags": [] | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"chat = RemoteRunnable(\"http://localhost:8000/\", cookies={\"user_id\": \"nuno\"})" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 7, | ||
"metadata": { | ||
"tags": [] | ||
}, | ||
"outputs": [ | ||
{ | ||
"data": { | ||
"text/plain": [ | ||
"AIMessage(content=\"I apologize, but I don't have access to personal information about users. As an AI assistant, I prioritize user privacy and data protection.\")" | ||
] | ||
}, | ||
"execution_count": 7, | ||
"metadata": {}, | ||
"output_type": "execute_result" | ||
} | ||
], | ||
"source": [ | ||
"chat.invoke({\"human_input\": \"what was my name?\"}, {'configurable': { 'conversation_id': conversation_id }})" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 8, | ||
"metadata": { | ||
"tags": [] | ||
}, | ||
"outputs": [ | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"\n", | ||
"\n", | ||
"Of\n", | ||
" course\n", | ||
"!\n", | ||
" Here\n", | ||
" you\n", | ||
" go\n", | ||
":\n", | ||
"\n", | ||
"\n", | ||
"1\n", | ||
",\n", | ||
" \n", | ||
"2\n", | ||
",\n", | ||
" \n", | ||
"3\n", | ||
",\n", | ||
" \n", | ||
"4\n", | ||
",\n", | ||
" \n", | ||
"5\n", | ||
",\n", | ||
" \n", | ||
"6\n", | ||
",\n", | ||
" \n", | ||
"7\n", | ||
",\n", | ||
" \n", | ||
"8\n", | ||
",\n", | ||
" \n", | ||
"9\n", | ||
",\n", | ||
" \n", | ||
"10\n", | ||
".\n" | ||
] | ||
} | ||
], | ||
"source": [ | ||
"for chunk in chat.stream({'human_input': \"Can you count till 10?\"}, {'configurable': { 'conversation_id': conversation_id } }):\n", | ||
" print()\n", | ||
" print(chunk.content, end='', flush=True)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 11, | ||
"metadata": { | ||
"tags": [] | ||
}, | ||
"outputs": [ | ||
{ | ||
"data": { | ||
"text/plain": [ | ||
"'cd8e5a55-0295-41cd-a885-775e0403fd25'" | ||
] | ||
}, | ||
"execution_count": 11, | ||
"metadata": {}, | ||
"output_type": "execute_result" | ||
} | ||
], | ||
"source": [ | ||
"conversation_id" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 12, | ||
"metadata": { | ||
"tags": [] | ||
}, | ||
"outputs": [ | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"\u001b[01;34mchat_histories/\u001b[0m\n", | ||
"├── \u001b[01;34meugene\u001b[0m\n", | ||
"│ └── cd8e5a55-0295-41cd-a885-775e0403fd25.json\n", | ||
"└── \u001b[01;34mnuno\u001b[0m\n", | ||
" └── cd8e5a55-0295-41cd-a885-775e0403fd25.json\n", | ||
"\n", | ||
"2 directories, 2 files\n" | ||
] | ||
} | ||
], | ||
"source": [ | ||
"!tree chat_histories/" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 17, | ||
"metadata": { | ||
"tags": [] | ||
}, | ||
"outputs": [ | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"\u001b[1;39m[\n", | ||
" \u001b[1;39m{\n", | ||
" \u001b[0m\u001b[34;1m\"type\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"human\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"data\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[1;39m{\n", | ||
" \u001b[0m\u001b[34;1m\"content\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"my name is eugene. what is your name?\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"additional_kwargs\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[1;39m{}\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"type\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"human\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"example\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;39mfalse\u001b[0m\u001b[1;39m\n", | ||
" \u001b[1;39m}\u001b[0m\u001b[1;39m\n", | ||
" \u001b[1;39m}\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[1;39m{\n", | ||
" \u001b[0m\u001b[34;1m\"type\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"ai\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"data\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[1;39m{\n", | ||
" \u001b[0m\u001b[34;1m\"content\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"Hello Eugene! I'm Bob, your virtual assistant. How can I assist you today?\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"additional_kwargs\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[1;39m{}\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"type\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"ai\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"example\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;39mfalse\u001b[0m\u001b[1;39m\n", | ||
" \u001b[1;39m}\u001b[0m\u001b[1;39m\n", | ||
" \u001b[1;39m}\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[1;39m{\n", | ||
" \u001b[0m\u001b[34;1m\"type\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"human\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"data\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[1;39m{\n", | ||
" \u001b[0m\u001b[34;1m\"content\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"what was my name?\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"additional_kwargs\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[1;39m{}\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"type\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"human\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"example\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;39mfalse\u001b[0m\u001b[1;39m\n", | ||
" \u001b[1;39m}\u001b[0m\u001b[1;39m\n", | ||
" \u001b[1;39m}\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[1;39m{\n", | ||
" \u001b[0m\u001b[34;1m\"type\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"ai\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"data\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[1;39m{\n", | ||
" \u001b[0m\u001b[34;1m\"content\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"Your name is Eugene. Is there something specific you would like assistance with, Eugene?\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"additional_kwargs\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[1;39m{}\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"type\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"ai\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"example\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;39mfalse\u001b[0m\u001b[1;39m\n", | ||
" \u001b[1;39m}\u001b[0m\u001b[1;39m\n", | ||
" \u001b[1;39m}\u001b[0m\u001b[1;39m\n", | ||
"\u001b[1;39m]\u001b[0m\n" | ||
] | ||
} | ||
], | ||
"source": [ | ||
"!cat chat_histories/eugene/cd8e5a55-0295-41cd-a885-775e0403fd25.json | jq ." | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 18, | ||
"metadata": { | ||
"tags": [] | ||
}, | ||
"outputs": [ | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"\u001b[1;39m[\n", | ||
" \u001b[1;39m{\n", | ||
" \u001b[0m\u001b[34;1m\"type\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"human\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"data\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[1;39m{\n", | ||
" \u001b[0m\u001b[34;1m\"content\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"what was my name?\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"additional_kwargs\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[1;39m{}\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"type\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"human\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"example\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;39mfalse\u001b[0m\u001b[1;39m\n", | ||
" \u001b[1;39m}\u001b[0m\u001b[1;39m\n", | ||
" \u001b[1;39m}\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[1;39m{\n", | ||
" \u001b[0m\u001b[34;1m\"type\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"ai\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"data\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[1;39m{\n", | ||
" \u001b[0m\u001b[34;1m\"content\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"I apologize, but I don't have access to personal information about users. As an AI assistant, I prioritize user privacy and data protection.\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"additional_kwargs\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[1;39m{}\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"type\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"ai\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"example\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;39mfalse\u001b[0m\u001b[1;39m\n", | ||
" \u001b[1;39m}\u001b[0m\u001b[1;39m\n", | ||
" \u001b[1;39m}\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[1;39m{\n", | ||
" \u001b[0m\u001b[34;1m\"type\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"human\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"data\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[1;39m{\n", | ||
" \u001b[0m\u001b[34;1m\"content\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"Can you count till 10?\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"additional_kwargs\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[1;39m{}\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"type\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"human\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"example\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;39mfalse\u001b[0m\u001b[1;39m\n", | ||
" \u001b[1;39m}\u001b[0m\u001b[1;39m\n", | ||
" \u001b[1;39m}\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[1;39m{\n", | ||
" \u001b[0m\u001b[34;1m\"type\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"AIMessageChunk\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"data\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[1;39m{\n", | ||
" \u001b[0m\u001b[34;1m\"content\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"Of course! Here you go:\\n\\n1, 2, 3, 4, 5, 6, 7, 8, 9, 10.\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"additional_kwargs\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[1;39m{}\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"type\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;32m\"AIMessageChunk\"\u001b[0m\u001b[1;39m,\n", | ||
" \u001b[0m\u001b[34;1m\"example\"\u001b[0m\u001b[1;39m: \u001b[0m\u001b[0;39mfalse\u001b[0m\u001b[1;39m\n", | ||
" \u001b[1;39m}\u001b[0m\u001b[1;39m\n", | ||
" \u001b[1;39m}\u001b[0m\u001b[1;39m\n", | ||
"\u001b[1;39m]\u001b[0m\n" | ||
] | ||
} | ||
], | ||
"source": [ | ||
"!cat chat_histories/nuno/cd8e5a55-0295-41cd-a885-775e0403fd25.json | jq ." | ||
] | ||
} | ||
], | ||
"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": "3.9.6" | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 4 | ||
} |
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