Creating a beam correctly with IfcOpenShell (missing material and color)

I'm trying to get the following example working:
It should create a beam, 140x360mm in a material GL30c (blue color)

I have the following code:

import ifcopenshell
import ifcopenshell.util.representation
import ifcopenshell.api
import os
import numpy as np

path = os.path.expanduser("~/Desktop")

model = ifcopenshell.open(
    f"{path}/empty.ifc"
)

body = ifcopenshell.util.representation.get_context(model, "Model", "Body", "MODEL_VIEW")

ifcopenshell.version

'0.7.10'

Material

material_gl30c = ifcopenshell.api.run(
    "material.add_material", 
    model, 
    name='GL30c', 
    category='default'
)


style = ifcopenshell.api.run(
    "style.add_style", 
    model, 
    name='GL30c')


ifcopenshell.api.run( 
    "style.add_surface_style",
    model,
    style=style,
    attributes={
        # "SurfaceColour": color,
        "SurfaceColour": {
            "Name": 'None',
            "Red":   0*255,
            "Green": 0*255,
            "Blue":  1*255,
        },
    },
)

ifcopenshell.api.run(
    "style.assign_material_style",
    model,
    material=material_gl30c,
    style=style,
    context=body,
)

# add a pset to the material

pset = ifcopenshell.api.pset.add_pset(
    model,
    product=material_gl30c,
    name="Pset_MaterialCommon",
)

ifcopenshell.api.pset.edit_pset(
    model,
    pset=pset,
    properties={
        'MassDensity': 480,
    }
)

Note: API not available due to missing dependencies: geometry.add_representation - No module named 'bpy'
Note: API not available due to missing dependencies: grid.create_axis_curve - No module named 'bpy'

Profile

profile = model.create_entity(
    "IfcRectangleProfileDef", 
    ProfileName='140x360', 
    ProfileType="AREA",
    XDim=140, 
    YDim=360
)


profile_set = ifcopenshell.api.run(
    "material.add_material_set", 
    model,
    name='140x360', 
    set_type="IfcMaterialProfileSet"
)


ifcopenshell.api.run(
    "material.add_profile", 
    model, 
    profile_set=profile_set,
    material=material_gl30c, 
    profile=profile
)

beam_type = ifcopenshell.api.run(
    "root.create_entity", 
    model, 
    ifc_class="IfcBeamType", 
    name='140x360'
)

ifcopenshell.api.run(
    "material.assign_material", 
    model, 
    products=[beam_type], 
    material=profile_set
)

#79=IfcRelAssociatesMaterial('3O3q_dRqPFXgHtGYa7NTl7',$,$,$,(#78),#76)

Create a beam

beam = ifcopenshell.api.run(
    "root.create_entity", 
    model, 
    ifc_class="IfcBeam",
    name = 'A beam',
)

ifcopenshell.api.run(
    "geometry.edit_object_placement", 
    model, 
    product=beam
)

ifcopenshell.api.run(
    "type.assign_type", 
    model, 
    related_objects=[beam], 
    relating_type=beam_type
)

body = ifcopenshell.util.representation.get_context(model, "Model", "Body", "MODEL_VIEW")
profile = beam_type.HasAssociations[0].RelatingMaterial.MaterialProfiles[0].Profile

representation = ifcopenshell.api.run(
    "geometry.add_profile_representation", 
    model, 
    context=body, 
    profile=profile, 
    depth=2.5, #length
)

ifcopenshell.api.run("geometry.assign_representation", model, product=beam, representation=representation)

model.write(f"{path}/beam_test.ifc")

However, if i open it with the latest version of BlenderBim, material and color seems to be missing:

In Solibri, I also can't find any material of color.
In OpenIfcViewer nothing is showing.