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docs: replaced initialize_agent with create_react_agent in dalle_image_generator.ipynb #30697
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ccurme
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langchain-ai:master
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aaronlaitner:update-dalle-image-generator
Apr 7, 2025
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|
@@ -24,7 +24,7 @@ | |
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 4, | ||
"execution_count": null, | ||
"metadata": { | ||
"id": "q-k8wmp0zquh" | ||
}, | ||
|
@@ -34,7 +34,7 @@ | |
"\n", | ||
"from langchain_openai import OpenAI\n", | ||
"\n", | ||
"os.environ[\"OPENAI_API_KEY\"] = \"<your-key-here>\"" | ||
"os.environ[\"OPENAI_API_KEY\"] = \"insertapikey\"" | ||
] | ||
}, | ||
{ | ||
|
@@ -47,7 +47,7 @@ | |
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 2, | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
|
@@ -75,20 +75,9 @@ | |
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 4, | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [ | ||
{ | ||
"data": { | ||
"text/plain": [ | ||
"'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'" | ||
] | ||
}, | ||
"execution_count": 4, | ||
"metadata": {}, | ||
"output_type": "execute_result" | ||
} | ||
], | ||
"outputs": [], | ||
"source": [ | ||
"image_url" | ||
] | ||
|
@@ -135,34 +124,38 @@ | |
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 9, | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [ | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"\n", | ||
"\n", | ||
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n", | ||
"\u001b[32;1m\u001b[1;3m What is the best way to turn this description into an image?\n", | ||
"Action: Dall-E Image Generator\n", | ||
"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", | ||
"\n", | ||
"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", | ||
"Thought:\u001b[32;1m\u001b[1;3m With the image generated, I can now make my final answer.\n", | ||
"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", | ||
"\n", | ||
"\u001b[1m> Finished chain.\u001b[0m\n" | ||
] | ||
} | ||
], | ||
"outputs": [], | ||
"source": [ | ||
"from langchain.agents import initialize_agent, load_tools\n", | ||
"from langchain_community.tools.openai_dalle_image_generation import (\n", | ||
" OpenAIDALLEImageGenerationTool,\n", | ||
")\n", | ||
"from langchain_community.utilities.dalle_image_generator import DallEAPIWrapper\n", | ||
"from langchain_openai import ChatOpenAI\n", | ||
"from langgraph.prebuilt import create_react_agent\n", | ||
"\n", | ||
"tools = load_tools([\"dalle-image-generator\"])\n", | ||
"agent = initialize_agent(tools, llm, agent=\"zero-shot-react-description\", verbose=True)\n", | ||
"output = agent.run(\"Create an image of a halloween night at a haunted museum\")" | ||
"llm = ChatOpenAI(model=\"gpt-3.5-turbo\", temperature=0)\n", | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Why choose gpt-3.5-turbo, a legacy model, instead of a more modern model like gpt-4o-mini? |
||
"api_wrapper = DallEAPIWrapper()\n", | ||
"dalle_tool = OpenAIDALLEImageGenerationTool(api_wrapper=api_wrapper)\n", | ||
"\n", | ||
"tools = [dalle_tool]\n", | ||
"\n", | ||
"agent = create_react_agent(llm, tools, debug=True)\n", | ||
"\n", | ||
"# User prompt\n", | ||
"prompt = \"Create an image of a halloween night at a haunted museum\"\n", | ||
"\n", | ||
"messages = [\n", | ||
" # \"role\": \"user\" Indicates message is coming from user\n", | ||
" # \"content\": prompt is where the user's input is placed\n", | ||
" {\"role\": \"user\", \"content\": prompt}\n", | ||
"]\n", | ||
"\n", | ||
"# Sending the message to be processed and adjusted by ChatGPT, after which is sent through DALL-E\n", | ||
"response = agent.invoke({\"messages\": messages})\n", | ||
"\n", | ||
"print(response)" | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Does this work if you run it? Why is there no output? |
||
] | ||
} | ||
], | ||
|
@@ -171,9 +164,9 @@ | |
"provenance": [] | ||
}, | ||
"kernelspec": { | ||
"display_name": "Python 3 (ipykernel)", | ||
"display_name": "Python (langchain-env)", | ||
"language": "python", | ||
"name": "python3" | ||
"name": "langchain-env" | ||
}, | ||
"language_info": { | ||
"codemirror_mode": { | ||
|
@@ -185,12 +178,7 @@ | |
"name": "python", | ||
"nbconvert_exporter": "python", | ||
"pygments_lexer": "ipython3", | ||
"version": "3.10.12" | ||
}, | ||
"vscode": { | ||
"interpreter": { | ||
"hash": "3570c8892273ffbeee7ead61dc7c022b73551d9f55fb2584ac0e8e8920b18a89" | ||
} | ||
"version": "3.12.9" | ||
} | ||
}, | ||
"nbformat": 4, | ||
|
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why change this?