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258 lines
1.0 MiB
258 lines
1.0 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "cd835d40",
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"metadata": {},
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"source": [
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"## Multi-modal outputs: Image & Text"
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]
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},
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{
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"cell_type": "markdown",
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"id": "fa88e03a",
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"metadata": {},
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"source": [
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"This notebook shows how non-text producing tools can be used to create multi-modal agents.\n",
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"\n",
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"This example is limited to text and image outputs and uses UUIDs to transfer content across tools and agents. \n",
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"\n",
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"This example uses Steamship to generate and store generated images. Generated are auth protected by default. \n",
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"\n",
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"You can get your Steamship api key here: https://steamship.com/account/api"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "0653da01",
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"metadata": {},
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"outputs": [],
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"source": [
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"from steamship import Block, Steamship\n",
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"import re\n",
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"from IPython.display import Image"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "f6933033",
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"metadata": {},
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"outputs": [],
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"source": [
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"from langchain import OpenAI\n",
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"from langchain.agents import initialize_agent\n",
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"from langchain.agents import AgentType\n",
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"from langchain.tools import SteamshipImageGenerationTool"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "71e51e53",
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"metadata": {},
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"outputs": [],
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"source": [
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"llm = OpenAI(temperature=0)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "a9fc769d",
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"metadata": {},
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"source": [
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"## Dall-E "
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "cd177dfe",
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"metadata": {},
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"outputs": [],
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"source": [
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"tools = [\n",
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" SteamshipImageGenerationTool(model_name= \"dall-e\")\n",
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"]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "c71b1e46",
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"metadata": {},
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"outputs": [],
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"source": [
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"mrkl = initialize_agent(tools, \n",
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" llm, \n",
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" agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, \n",
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" verbose=True)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "603aeb9a",
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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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"\n",
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"\n",
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"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
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"\u001b[32;1m\u001b[1;3m I need to generate an image of a parrot playing soccer.\n",
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"Action: GenerateImage\n",
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"Action Input: A parrot wearing a soccer uniform, kicking a soccer ball.\u001b[0m\n",
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"Observation: \u001b[36;1m\u001b[1;3mE28BE7C7-D105-41E0-8A5B-2CE21424DFEC\u001b[0m\n",
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"Thought:\u001b[32;1m\u001b[1;3m I now have the UUID of the generated image.\n",
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"Final Answer: The UUID of the generated image is E28BE7C7-D105-41E0-8A5B-2CE21424DFEC.\u001b[0m\n",
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"\n",
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"\u001b[1m> Finished chain.\u001b[0m\n"
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]
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}
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],
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"source": [
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"output = mrkl.run(\"How would you visualize a parot playing soccer?\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"id": "25eb4efe",
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"metadata": {},
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"outputs": [],
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"source": [
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"def show_output(output):\n",
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" \"\"\"Display the multi-modal output from the agent.\"\"\"\n",
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" UUID_PATTERN = re.compile(\n",
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" r\"([0-9A-Za-z]{8}-[0-9A-Za-z]{4}-[0-9A-Za-z]{4}-[0-9A-Za-z]{4}-[0-9A-Za-z]{12})\"\n",
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" )\n",
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"\n",
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" outputs = UUID_PATTERN.split(output)\n",
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" outputs = [re.sub(r\"^\\W+\", \"\", el) for el in outputs] # Clean trailing and leading non-word characters\n",
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"\n",
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" for output in outputs: \n",
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" maybe_block_id = UUID_PATTERN.search(output)\n",
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" if maybe_block_id:\n",
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" display(Image(Block.get(Steamship(), _id=maybe_block_id.group()).raw()))\n",
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" else:\n",
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" print(output, end=\"\\n\\n\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"id": "082792a0",
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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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"The UUID of the generated image is \n",
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"\n"
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]
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},
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{
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"data": {
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|
|
"text/plain": [
|
|
"<IPython.core.display.Image object>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"show_output(output)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "e247b2c4",
|
|
"metadata": {},
|
|
"source": [
|
|
"## StableDiffusion "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "315025e7",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"tools = [\n",
|
|
" SteamshipImageGenerationTool(model_name= \"stable-diffusion\")\n",
|
|
"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "7930064a",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"mrkl = initialize_agent(tools, \n",
|
|
" llm, \n",
|
|
" agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, \n",
|
|
" verbose=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "611a833d",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"output = mrkl.run(\"How would you visualize a parot playing soccer?\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "d7a3edaf",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"show_output(output)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "ffdf9c53",
|
|
"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": "3.11.2"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|