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import os | |
from langchain import ConversationChain, LLMChain | |
from langchain.agents import load_tools, initialize_agent, Tool | |
from langchain.chains.conversation.memory import ConversationBufferMemory | |
from langchain.llms import AzureOpenAI | |
from langchain.utilities import ImunAPIWrapper | |
MAX_TOKENS = 512 | |
# llm = OpenAI(temperature=0, max_tokens=MAX_TOKENS) | |
llm = AzureOpenAI(deployment_name="text-chat-davinci-002", model_name="text-chat-davinci-002", temperature=1, top_p=0.9, max_tokens=MAX_TOKENS) | |
tool_names = ['pal-math', 'imun'] | |
tools = load_tools(tool_names, llm=llm) | |
memory = ConversationBufferMemory(memory_key="chat_history") | |
imun_prod_face = ImunAPIWrapper( | |
params="api-version=2023-02-01-preview&model-version=latest&features=Read" | |
) | |
imun_prod_read = ImunAPIWrapper( | |
imun_url="https://cognitivewudev.azure-api.net/computervision/imageanalysis:analyze", | |
params="api-version=2023-02-01-preview&model-version=latest&features=Read", | |
imun_subscription_key=os.environ["IMUN_SUBSCRIPTION_KEY2"]) | |
extra_tools = [ | |
Tool( | |
name = "OCR Understanding", | |
func=imun_prod_read.run, | |
description=( | |
"A wrapper around OCR Understanding (Optical Character Recognition). " | |
"Useful after Image Understanding tool has found text or handwriting is present in the image tags." | |
"This tool can find the actual text." | |
"Input should be an image url, or path to an image file (e.g. .jpg, .png)." | |
) | |
), | |
] | |
chain = initialize_agent(tools + extra_tools, llm, agent="conversational-react-description", verbose=True, memory=memory) | |
output = chain.run("/data/images/langchain_demo/DemoTest/DemoTest/pillbottlefront.png") | |
print(output) | |