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Fix issue 3793 #3843

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Mar 20, 2020
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19 changes: 12 additions & 7 deletions pymc3/data.py
Original file line number Diff line number Diff line change
Expand Up @@ -479,13 +479,6 @@ class Data:
https://docs.pymc.io/notebooks/data_container.html
"""
def __new__(self, name, value):
# `pm.model.pandas_to_array` takes care of parameter `value` and
# transforms it to something digestible for pymc3
shared_object = theano.shared(pm.model.pandas_to_array(value), name)

# To draw the node for this variable in the graphviz Digraph we need
# its shape.
shared_object.dshape = tuple(shared_object.shape.eval())

# Add data container to the named variables of the model.
try:
Expand All @@ -494,6 +487,18 @@ def __new__(self, name, value):
raise TypeError("No model on context stack, which is needed to "
"instantiate a data container. Add variable "
"inside a 'with model:' block.")

name = model.name_for(name)

# `pm.model.pandas_to_array` takes care of parameter `value` and
# transforms it to something digestible for pymc3
shared_object = theano.shared(pm.model.pandas_to_array(value), name)

# To draw the node for this variable in the graphviz Digraph we need
# its shape.
shared_object.dshape = tuple(shared_object.shape.eval())


model.add_random_variable(shared_object)

return shared_object
9 changes: 9 additions & 0 deletions pymc3/tests/test_data_container.py
Original file line number Diff line number Diff line change
Expand Up @@ -143,3 +143,12 @@ def test_model_to_graphviz_for_model_with_data_container(self):
assert text in g.source
text = 'obs [label="obs ~ Normal" style=filled]'
assert text in g.source

# this is a test for issue 3793 -- `Data` objects in named models are
# not given model-relative names.
def test_data_naming():
with pm.Model("named_model") as model:
x = pm.Data("x", [1.0, 2.0, 3.0])
y = pm.Normal("y")
assert y.name == "named_model_y"
assert x.name == "named_model_x"