AI agents

AI Agents for Geospatial Analysis and Visualization

Uncomment the following line to install leafmap if needed.

Installation¶

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# %pip install "geoai[agents]"

# %pip install "geoai[agents]"

Import libraries¶

In [ ]:

from geoai import Map
from geoai.agents import (
    GeoAgent,
    create_ollama_model,
    create_openai_model,
    create_anthropic_model,
    create_bedrock_model,
)

from geoai import Map from geoai.agents import ( GeoAgent, create_ollama_model, create_openai_model, create_anthropic_model, create_bedrock_model, )

Create a model¶

You can create a model with the following functions:

• create_ollama_model: Create a model using Ollama. You will need to install Ollama) separately and pull the model you want to use, such as llama3.1.
• create_openai_model: Create a model using OpenAI. You will need an OpenAI API key. Set it in the OPENAI_API_KEY environment variable.
• create_anthropic_model: Create a model using Anthropic. You will need an Anthropic API key. Set it in the ANTHROPIC_API_KEY environment variable.
• create_bedrock_model: Create a model using Bedrock. You will need an AWS account and the AWS_ACCESS_KEY_ID and AWS_SECRET_ACCESS_KEY environment variables set.

In [ ]:

model = create_ollama_model(model="llama3.1")

model = create_ollama_model(model="llama3.1")

Create an agent with default map¶

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agent = GeoAgent(model=model)

agent = GeoAgent(model=model)

In [ ]:

agent.model

agent.model

In [ ]:

agent.session.m

agent.session.m

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agent.ask("Add OpenTopoMap basemap")

agent.ask("Add OpenTopoMap basemap")

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agent.ask("Fly to Chicago")

agent.ask("Fly to Chicago")

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agent.model

agent.model

Create an agent with a custom map¶

In [ ]:

custom_map = Map(center=[-83.92, 35.96], zoom=11, projection="globe")
custom_map

custom_map = Map(center=[-83.92, 35.96], zoom=11, projection="globe") custom_map

In [ ]:

agent = GeoAgent(model=model, map_instance=custom_map)
agent.ask("Add basemap Esri.WorldImagery")

agent = GeoAgent(model=model, map_instance=custom_map) agent.ask("Add basemap Esri.WorldImagery")

In [ ]:

agent.ask("Remove Esri.WorldImagery")

agent.ask("Remove Esri.WorldImagery")

Show the agent UI¶

In [ ]:

m = Map(center=[-100, 40], zoom=3, projection="globe")
agent = GeoAgent(model=model, map_instance=m)
agent.show_ui()

m = Map(center=[-100, 40], zoom=3, projection="globe") agent = GeoAgent(model=model, map_instance=m) agent.show_ui()