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docs: replaced initialize_agent with create_react_agent in dalle_image_generator.ipynb (#30697)
## Description: Replaced deprecated 'initialize_agent' with 'create_react_agent' in dalle_image_generator.ipynb ## Issue: #29277 ## Dependencies: None ## Twitter handle: @Thatopman --------- Co-authored-by: Chester Curme <chester.curme@gmail.com>
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aaronlaitner
GitHub
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@ -24,7 +24,7 @@
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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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"execution_count": null,
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"metadata": {
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"id": "q-k8wmp0zquh"
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},
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@ -34,7 +34,7 @@
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"\n",
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"from langchain_openai import OpenAI\n",
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"\n",
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"os.environ[\"OPENAI_API_KEY\"] = \"<your-key-here>\""
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"os.environ[\"OPENAI_API_KEY\"] = \"insertapikey\""
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]
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},
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{
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@ -47,7 +47,7 @@
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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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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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@ -75,20 +75,9 @@
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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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"execution_count": null,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"'https://oaidalleapiprodscus.blob.core.windows.net/private/org-i0zjYONU3PemzJ222esBaAzZ/user-f6uEIOFxoiUZivy567cDSWni/img-i7Z2ZxvJ4IbbdAiO6OXJgS3v.png?st=2023-08-11T14%3A03%3A14Z&se=2023-08-11T16%3A03%3A14Z&sp=r&sv=2021-08-06&sr=b&rscd=inline&rsct=image/png&skoid=6aaadede-4fb3-4698-a8f6-684d7786b067&sktid=a48cca56-e6da-484e-a814-9c849652bcb3&skt=2023-08-10T20%3A58%3A32Z&ske=2023-08-11T20%3A58%3A32Z&sks=b&skv=2021-08-06&sig=/sECe7C0EAq37ssgBm7g7JkVIM/Q1W3xOstd0Go6slA%3D'"
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]
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"outputs": [],
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"source": [
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"image_url"
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]
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@ -135,34 +124,38 @@
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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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"execution_count": null,
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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 What is the best way to turn this description into an image?\n",
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"Action: Dall-E Image Generator\n",
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"Action Input: A spooky Halloween night at a haunted museum\u001b[0mhttps://oaidalleapiprodscus.blob.core.windows.net/private/org-rocrupyvzgcl4yf25rqq6d1v/user-WsxrbKyP2c8rfhCKWDyMfe8N/img-ogKfqxxOS5KWVSj4gYySR6FY.png?st=2023-01-31T07%3A38%3A25Z&se=2023-01-31T09%3A38%3A25Z&sp=r&sv=2021-08-06&sr=b&rscd=inline&rsct=image/png&skoid=6aaadede-4fb3-4698-a8f6-684d7786b067&sktid=a48cca56-e6da-484e-a814-9c849652bcb3&skt=2023-01-30T22%3A19%3A36Z&ske=2023-01-31T22%3A19%3A36Z&sks=b&skv=2021-08-06&sig=XsomxxBfu2CP78SzR9lrWUlbask4wBNnaMsHamy4VvU%3D\n",
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"\n",
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"Observation: \u001b[36;1m\u001b[1;3mhttps://oaidalleapiprodscus.blob.core.windows.net/private/org-rocrupyvzgcl4yf25rqq6d1v/user-WsxrbKyP2c8rfhCKWDyMfe8N/img-ogKfqxxOS5KWVSj4gYySR6FY.png?st=2023-01-31T07%3A38%3A25Z&se=2023-01-31T09%3A38%3A25Z&sp=r&sv=2021-08-06&sr=b&rscd=inline&rsct=image/png&skoid=6aaadede-4fb3-4698-a8f6-684d7786b067&sktid=a48cca56-e6da-484e-a814-9c849652bcb3&skt=2023-01-30T22%3A19%3A36Z&ske=2023-01-31T22%3A19%3A36Z&sks=b&skv=2021-08-06&sig=XsomxxBfu2CP78SzR9lrWUlbask4wBNnaMsHamy4VvU%3D\u001b[0m\n",
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"Thought:\u001b[32;1m\u001b[1;3m With the image generated, I can now make my final answer.\n",
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"Final Answer: An image of a Halloween night at a haunted museum can be seen here: https://oaidalleapiprodscus.blob.core.windows.net/private/org-rocrupyvzgcl4yf25rqq6d1v/user-WsxrbKyP2c8rfhCKWDyMfe8N/img-ogKfqxxOS5KWVSj4gYySR6FY.png?st=2023-01-31T07%3A38%3A25Z&se=2023-01-31T09%3A38%3A25Z&sp=r&sv=2021-08-06&sr=b&rscd=inline&rsct=image/png&skoid=6aaadede-4fb3-4698-a8f6-684d7786b067&sktid=a48cca56-e6da-484e-a814-9c849652bcb3&skt=2023-01-30T22\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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"outputs": [],
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"source": [
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"from langchain.agents import initialize_agent, load_tools\n",
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"from langchain_community.tools.openai_dalle_image_generation import (\n",
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" OpenAIDALLEImageGenerationTool,\n",
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")\n",
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"from langchain_community.utilities.dalle_image_generator import DallEAPIWrapper\n",
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"from langchain_openai import ChatOpenAI\n",
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"from langgraph.prebuilt import create_react_agent\n",
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"\n",
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"tools = load_tools([\"dalle-image-generator\"])\n",
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"agent = initialize_agent(tools, llm, agent=\"zero-shot-react-description\", verbose=True)\n",
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"output = agent.run(\"Create an image of a halloween night at a haunted museum\")"
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"llm = ChatOpenAI(model=\"gpt-3.5-turbo\", temperature=0)\n",
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"api_wrapper = DallEAPIWrapper()\n",
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"dalle_tool = OpenAIDALLEImageGenerationTool(api_wrapper=api_wrapper)\n",
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"\n",
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"tools = [dalle_tool]\n",
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"\n",
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"agent = create_react_agent(llm, tools, debug=True)\n",
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"\n",
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"# User prompt\n",
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"prompt = \"Create an image of a halloween night at a haunted museum\"\n",
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"\n",
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"messages = [\n",
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" # \"role\": \"user\" Indicates message is coming from user\n",
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" # \"content\": prompt is where the user's input is placed\n",
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" {\"role\": \"user\", \"content\": prompt}\n",
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"]\n",
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"\n",
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"# Sending the message to be processed and adjusted by ChatGPT, after which is sent through DALL-E\n",
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"response = agent.invoke({\"messages\": messages})\n",
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"\n",
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"print(response)"
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]
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}
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],
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@ -171,9 +164,9 @@
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"provenance": []
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},
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"kernelspec": {
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"display_name": "Python 3 (ipykernel)",
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"display_name": "Python (langchain-env)",
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"language": "python",
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"name": "python3"
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"name": "langchain-env"
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},
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"language_info": {
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"codemirror_mode": {
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@ -185,12 +178,7 @@
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.10.12"
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},
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"vscode": {
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"interpreter": {
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"hash": "3570c8892273ffbeee7ead61dc7c022b73551d9f55fb2584ac0e8e8920b18a89"
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}
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"version": "3.12.9"
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}
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},
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"nbformat": 4,
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