@dataclass
class Nodes:
input_m0: str = '$M_0$'
input_mK: str = '$M_K$'
encoder: str = 'Encoder'
lr: str = 'Joint Distribution'
decoder: str = 'Decoder'
out_m0: str = '$M_0$'
out_mK: str = '$M_K$'
points: str = r'\ldots'
nodes = Nodes()
pic = tikz.Picture('modalities/.style={rectangle, draw=green!60, fill=green!5, very thick, minimum size=10mm},'
'model/.style={rectangle, draw=red!60, fill=red!5, very thick, minimum size=20mm},'
'lr/.style={ellipse, draw=blue!60, fill=blue!5, very thick, minimum size=15mm}')
pic.set_node(text=nodes.input_m0, options='modalities', name='input_m0')
pic.set_node(text=nodes.points, options=' below of=input_m0', name='input_points')
pic.set_node(text=nodes.input_mK, options='modalities, below of=input_points', name='input_mK')
pic.set_node(text=nodes.encoder, options='model, right of=input_points, xshift=2cm', name='encoder')
pic.set_node(text=nodes.lr, options='lr, right of=encoder, xshift=3cm', name='lr')
pic.set_node(text=nodes.decoder, options='model, right of=lr, xshift=3cm', name='decoder')
pic.set_node(text=nodes.points, options=' right of=decoder, xshift=2cm', name='out_points')
pic.set_node(text=nodes.out_m0, options='modalities, above of=out_points', name='out_m0')
pic.set_node(text=nodes.out_mK, options='modalities, below of=out_points', name='out_mK')
pic.set_line('input_m0', 'encoder')
pic.set_line('input_points', 'encoder')
pic.set_line('input_mK', 'encoder')
q1_tilde: str = r'$\tilde{q}_{\phi_1}$'
q2_tilde: str = r'$\tilde{q}_{\phi_2}$'
q12_tilde: str = r'$\tilde{q}_{\phi_{12}}$'
gfm: str = r'$f$-Mean'
z: str = r'joint\\ posterior'
points: str = r'\ldots'
moe: str = r'\textbf{MoE}'
nodes = Nodes()
pic = tikz.Picture(
'gfm/.style={rectangle, draw=red!60, fill=red!5, very thick, minimum size=10mm},'
'MoE/.style={rectangle, draw=red!60, fill=red!5, very thick, , minimum height=20mm, minimum width=10mm},'
# 'lr/.style={ellipse, draw=blue!60, fill=blue!5, very thick, minimum size=15mm},'
'm0/.style={regular polygon,regular polygon sides=4, draw=green!60, fill=green!5, very thick, minimum size=28mm},'
'm0_dis/.style={circle, draw=green!60, fill=green!5, very thick, minimum size=10mm},'
'm1/.style={regular polygon,regular polygon sides=4, draw=orange!60, fill=orange!5, very thick, minimum size=28mm},'
'm1_distr/.style={circle, draw=orange!60, fill=orange!5, very thick, minimum size=10mm},'
'lr/.style={circle, draw=gray!60, fill=gray!5, very thick, minimum size=5mm},'
'subset/.style={circle, draw=gray!60, fill=gray!5, very thick, minimum size=5mm},'
)
pic.set_node(text=nodes.input_m0, name='input_m0')
pic.set_node(text=nodes.q1, options='m0_dis, right of=input_m0, xshift=1.5cm', name='q1')
pic.set_node(text=nodes.input_m1, options='below of=input_m0, yshift=-2cm', name='input_m1')
pic.set_node(text=nodes.q2, options='m1_distr, right of=input_m1, xshift=1.5cm', name='q2')
pic.set_node(text=nodes.gfm, options='gfm, right of=q1, xshift=1cm,yshift=-1.5cm, align=center', name='gfm12')
pic.set_node(text=nodes.gfm, options='gfm, above of=gfm12,yshift=1.5cm, align=center', name='gfm1')
pic.set_node(text=nodes.gfm, options='gfm, below of=gfm12,yshift=-1.5cm, align=center', name='gfm2')
def make_cond_gen_fig_polymnist(which: str, methods: List[str], dataset: str):
nbr_examples = {"polymnist": 10, "mimic": 5}
split = which.split('__')
in_mods = split[0]
out_mod = split[-1]
input_samples_dir = Path(
f'data/thesis/{dataset}/{methods[0]}/cond_gen_plots/input_samples')
cond_samples_path = {
method:
Path(f'data/thesis/{dataset}/{method}/cond_gen_plots/{in_mods}')
for method in methods
}
pic = tikz.Picture()
plot_xshift_base = 3
yshift = 0
for in_mod in in_mods.split('_'):
xshift = plot_xshift_base
for class_idx in range(nbr_examples[dataset]):
img_name = f"{in_mod}_{class_idx}"
pic.set_node(
text=
f'\\includegraphics[width=2cm]{{{input_samples_dir / img_name}}}',
options=f'xshift={xshift}cm, yshift=-{yshift}cm',
name=f'inmod_{img_name}',
)
xshift += 2.1
yshift += 2
pic.set_node(text=r'\Large{\textbf{Input}}',
options=f'yshift=-{np.floor(yshift / (2 * 2))}cm')
yshift += 1.5
for method in methods:
if method == 'mogfm_amortized':
pic.set_node(
text=
fr'\Large{{\textbf{{mogfm}}}}\\\Large{{\textbf{{amortized}}}}',
options=f'yshift=-{yshift}cm, align=center')
else:
pic.set_node(text=fr'\Large{{\textbf{{{tex_escape(method)}}}}}',
options=f'yshift=-{yshift}cm')
xshift = plot_xshift_base
for class_idx in range(nbr_examples[dataset]):
img_name = f"{out_mod}_{class_idx}"
pic.set_node(
text=
f'\\includegraphics[width=2cm]{{{cond_samples_path[method] / img_name}}}',
options=f'xshift={xshift}cm, yshift=-{yshift}cm',
name=f'outmod_{img_name}',
)
xshift += 2.1
yshift += 2.1
return pic.make()
def make_cond_gen_fig_iw_comp(which: str,
methods: List[str],
dataset: str = 'polymnist'):
nbr_examples = {
"polymnist": 10,
}
split = which.split('__')
in_mods = split[0]
out_mod = split[-1]
input_samples_dir = Path(
f'data/thesis/iw_comp/{methods[0]}/cond_gen_plots/K3/input_samples')
def get_cond_gen_samples_path(K: int, method: str):
if K == 1:
return Path(
f'data/thesis/{dataset}/{method.replace("iw", "")}/cond_gen_plots/{in_mods}'
)
else:
return Path(
f'data/thesis/iw_comp/{method}/cond_gen_plots/K{K}/{in_mods}')
pic = tikz.Picture()
plot_xshift_base = 3.5
yshift = 0
for in_mod in in_mods.split('_'):
xshift = plot_xshift_base
for class_idx in range(nbr_examples[dataset]):
img_name = f"{in_mod}_{class_idx}"
pic.set_node(
text=
f'\\includegraphics[width=2cm]{{{input_samples_dir / img_name}}}',
options=f'xshift={xshift}cm, yshift=-{yshift}cm',
name=f'inmod_{img_name}',
)
xshift += 2.1
yshift += 2
pic.set_node(text=r'\Large{\textbf{Input}}',
options=f'yshift=-{np.floor(yshift / (2 * 2))}cm')
yshift += 1.5
for K in [1, 3, 5]:
for method in methods:
pic.set_node(
text=fr'\Large{{\textbf{{{tex_escape(method)} (K={K})}}}}',
options=f'yshift=-{yshift}cm')
xshift = plot_xshift_base
for class_idx in range(nbr_examples[dataset]):
img_name = f"{out_mod}_{class_idx}"
pic.set_node(
text=
f'\\includegraphics[width=2cm]{{{get_cond_gen_samples_path(K, method) / img_name}}}',
options=f'xshift={xshift}cm, yshift=-{yshift}cm',
name=f'outmod_{img_name}',
)
xshift += 2.1
yshift += 2.1
yshift += 0.5
return pic.make()
from pathlib import Path
from scripts_ import tikz
data_path = Path('data/thesis/mimic')
mofop_dir = data_path / 'mofop/cond_gen_plots/Lateral_PA'
mopoe_dir = data_path / 'mopoe/cond_gen_plots/Lateral_PA'
mopgfm_dir = data_path / 'mopgfm/cond_gen_plots/Lateral_PA'
input_samples_dir = data_path / 'mopoe/cond_gen_plots/input_samples'
pic = tikz.Picture()
imgsize = 3
pic.set_node(
text=
f'\\includegraphics[width={imgsize}cm]{{{input_samples_dir / "PA_1.png"}}}',
name='inmod_PA',
)
pic.set_node(text=r"Input PA", options="above of=inmod_PA, yshift=0.8cm")
pic.set_node(
text=
f'\\includegraphics[width={imgsize}cm]{{{input_samples_dir / "Lateral_1.png"}}}',
options='right of=inmod_PA, xshift=2.5cm',
name='inmod_lat',
)
pic.set_node(text=r"Input Lateral", options="above of=inmod_lat, yshift=0.8cm")
pic.set_node(
text=f'\\includegraphics[width={imgsize}cm]{{{mopoe_dir / "PA_1.png"}}}',
def make_graph(with_red_circle: bool = False):
cond_samples_path = Path('data/pgfm/cond_gen_examples')
input_samples_dir = cond_samples_path / 'input_samples'
@dataclass
class Nodes:
input_m1: str = f'\\includegraphics[width=2cm]{{{str(input_samples_dir / "m2.png")}}}'
input_m0: str = f'\\includegraphics[width=2cm]{{{str(input_samples_dir / "m1.png")}}}'
output__m1m2_m2: str = f'\\includegraphics[width=2cm]{{{str(cond_samples_path / "m1_m2" / "m2.png")}}}'
output__m1m2_m1: str = f'\\includegraphics[width=2cm]{{{str(cond_samples_path / "m1_m2" / "m1.png")}}}'
output__m2_m1: str = f'\\includegraphics[width=2cm]{{{str(cond_samples_path / "m2" / "m1.png")}}}'
output__m1_m2: str = f'\\includegraphics[width=2cm]{{{str(cond_samples_path / "m1" / "m2.png")}}}'
q1: str = r'$q_{\phi_1}$'
q2: str = r'$q_{\phi_2}$'
q1_tilde: str = r'$\tilde{q}_{\phi_1}$'
q2_tilde: str = r'$\tilde{q}_{\phi_2}$'
q12_tilde: str = r'$\tilde{q}_{\phi_{12}}$'
gfm: str = r'$f$-Mean'
points: str = r'\ldots'
nodes = Nodes()
pic = tikz.Picture(
'gfm/.style={rectangle, draw=red!60, fill=red!5, very thick, minimum size=10mm},'
# 'lr/.style={ellipse, draw=blue!60, fill=blue!5, very thick, minimum size=15mm},'
'm0/.style={regular polygon,regular polygon sides=4, draw=green!60, fill=green!5, very thick, minimum size=28mm},'
'm0_dis/.style={circle, draw=green!60, fill=green!5, very thick, minimum size=10mm},'
'm1/.style={regular polygon,regular polygon sides=4, draw=orange!60, fill=orange!5, very thick, minimum size=28mm},'
'm1_distr/.style={circle, draw=orange!60, fill=orange!5, very thick, minimum size=10mm},'
'lr/.style={circle, draw=gray!60, fill=gray!5, very thick, minimum size=15mm},'
'subset/.style={circle, draw=gray!60, fill=gray!5, very thick, minimum size=5mm},'
)
pic.set_node(text=nodes.input_m0, name='input_m0')
pic.set_node(text=nodes.q1,
options='m0_dis, right of=input_m0, xshift=1.5cm',
name='q1')
pic.set_node(text=nodes.input_m1,
options='below of=input_m0, yshift=-2cm',
name='input_m1')
pic.set_node(text=nodes.q2,
options='m1_distr, right of=input_m1, xshift=1.5cm',
name='q2')
pic.set_node(
text=nodes.gfm,
options='gfm, right of=q1, xshift=1cm,yshift=-1.5cm, align=center',
name='gfm')
pic.set_node(text=nodes.q12_tilde,
options='lr, right of=gfm, xshift=1.5cm',
name='q12_tilde')
pic.set_node(text=nodes.output__m1m2_m2,
options='right of=q12_tilde, xshift=2cm,yshift=-1.5cm',
name='output__m1m2_m2')
pic.set_node(text=nodes.output__m1_m2,
options='right of=output__m1m2_m2, xshift=1.5cm',
name='output__m1_m2')
pic.set_node(text=nodes.output__m1m2_m1,
options='above of=output__m1m2_m2, yshift=2cm',
name='output__m1m2_m1')
pic.set_node(text=nodes.output__m2_m1,
options='right of=output__m1m2_m1, xshift=1.5cm',
name='output__m2_m1')
if with_red_circle:
pic.set_node(
options=
'right of=output__m1m2_m2, xshift=1.5cm, yshift=1.5cm, ellipse, draw=red!100, line width=2pt, minimum height=70mm, minimum width=30mm'
)
pic.set_line('input_m0', 'q1', label=r'$enc_1$', label_pos='south')
pic.set_line('input_m1', 'q2', label=r'$enc_2$', label_pos='south')
pic.set_line('q1',
'gfm',
label=r'\textcolor{green}{$\mu_1$}',
edge_options='bend right=-10',
label_pos='south')
pic.set_line('q1',
'gfm',
label=r'\textcolor{green}{$\sigma_1$}',
edge_options='bend right=10',
label_pos='north')
pic.set_line('q2',
'gfm',
label=r'\textcolor{orange}{$\mu_2$}',
edge_options='bend right=10',
label_pos='north')
pic.set_line('q2',
'gfm',
label=r'\textcolor{orange}{$\sigma_2$}',
edge_options='bend right=-10',
label_pos='south')
pic.set_line('gfm', 'q12_tilde')
pic.set_line('q12_tilde',
'output__m1m2_m2',
label=r'$dec_2$',
label_pos='north',
edge_options='bend right=30')
# pic.set_line('z', 'output__m1_m2', label=r'$dec_2$', label_pos='north, rotate=-45', edge_options='bend right=50')
pic.set_line('q12_tilde',
'output__m1m2_m1',
label=r'$dec_1$\ ',
label_pos='south, rotate=10',
edge_options='bend left=30')
# pic.set_line('z', 'output__m2_m1', label=r'$dec_1$\ ', label_pos='south, rotate=45', edge_options='bend left=50')
output = pic.make()
print(output)