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Altair spaces (projectmesa#2397)
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quaquel authored Oct 24, 2024
1 parent d7171c8 commit 8b4e2c1
Showing 1 changed file with 87 additions and 19 deletions.
106 changes: 87 additions & 19 deletions mesa/visualization/components/altair.py
Original file line number Diff line number Diff line change
Expand Up @@ -7,6 +7,8 @@
with contextlib.suppress(ImportError):
import altair as alt

from mesa.experimental.cell_space import DiscreteSpace, Grid
from mesa.space import ContinuousSpace, _Grid
from mesa.visualization.utils import update_counter


Expand All @@ -29,35 +31,101 @@ def SpaceAltair(model, agent_portrayal, dependencies: list[any] | None = None):
if space is None:
# Sometimes the space is defined as model.space instead of model.grid
space = model.space

chart = _draw_grid(space, agent_portrayal)
solara.FigureAltair(chart)


def _get_agent_data_old__discrete_space(space, agent_portrayal):
"""Format agent portrayal data for old-style discrete spaces.
Args:
space: the mesa.space._Grid instance
agent_portrayal: the agent portrayal callable
Returns:
list of dicts
"""
all_agent_data = []
for content, (x, y) in space.coord_iter():
if not content:
continue
if not hasattr(content, "__iter__"):
# Is a single grid
content = [content] # noqa: PLW2901
for agent in content:
# use all data from agent portrayal, and add x,y coordinates
agent_data = agent_portrayal(agent)
agent_data["x"] = x
agent_data["y"] = y
all_agent_data.append(agent_data)
return all_agent_data


def _get_agent_data_new_discrete_space(space: DiscreteSpace, agent_portrayal):
"""Format agent portrayal data for new-style discrete spaces.
Args:
space: the mesa.experiment.cell_space.Grid instance
agent_portrayal: the agent portrayal callable
Returns:
list of dicts
"""
all_agent_data = []

for cell in space.all_cells:
for agent in cell.agents:
agent_data = agent_portrayal(agent)
agent_data["x"] = cell.coordinate[0]
agent_data["y"] = cell.coordinate[1]
all_agent_data.append(agent_data)
return all_agent_data


def _get_agent_data_continuous_space(space: ContinuousSpace, agent_portrayal):
"""Format agent portrayal data for continuous space.
Args:
space: the ContinuousSpace instance
agent_portrayal: the agent portrayal callable
Returns:
list of dicts
"""
all_agent_data = []
for agent in space._agent_to_index:
agent_data = agent_portrayal(agent)
agent_data["x"] = agent.pos[0]
agent_data["y"] = agent.pos[1]
all_agent_data.append(agent_data)
return all_agent_data


def _draw_grid(space, agent_portrayal):
def portray(g):
all_agent_data = []
for content, (x, y) in g.coord_iter():
if not content:
continue
if not hasattr(content, "__iter__"):
# Is a single grid
content = [content] # noqa: PLW2901
for agent in content:
# use all data from agent portrayal, and add x,y coordinates
agent_data = agent_portrayal(agent)
agent_data["x"] = x
agent_data["y"] = y
all_agent_data.append(agent_data)
return all_agent_data

all_agent_data = portray(space)
match space:
case Grid():
all_agent_data = _get_agent_data_new_discrete_space(space, agent_portrayal)
case _Grid():
all_agent_data = _get_agent_data_old__discrete_space(space, agent_portrayal)
case ContinuousSpace():
all_agent_data = _get_agent_data_continuous_space(space, agent_portrayal)
case _:
raise NotImplementedError(
f"visualizing {type(space)} is currently not supported through altair"
)

invalid_tooltips = ["color", "size", "x", "y"]

x_y_type = "ordinal" if not isinstance(space, ContinuousSpace) else "nominal"

encoding_dict = {
# no x-axis label
"x": alt.X("x", axis=None, type="ordinal"),
"x": alt.X("x", axis=None, type=x_y_type),
# no y-axis label
"y": alt.Y("y", axis=None, type="ordinal"),
"y": alt.Y("y", axis=None, type=x_y_type),
"tooltip": [
alt.Tooltip(key, type=alt.utils.infer_vegalite_type([value]))
for key, value in all_agent_data[0].items()
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