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Lucas Miranda
deepOF
Commits
39be1caa
Commit
39be1caa
authored
Jun 01, 2021
by
lucas_miranda
Browse files
Replaced for loop with vectorised mapping on ClusterOverlap regularization layer
parent
dae6a811
Pipeline
#102635
passed with stages
in 18 minutes and 44 seconds
Changes
2
Pipelines
1
Hide whitespace changes
Inline
Side-by-side
deepof/model_utils.py
View file @
39be1caa
...
...
@@ -495,65 +495,67 @@ class ClusterOverlap(Layer):
config
.
update
({
"samples"
:
self
.
samples
})
return
config
def
call
(
self
,
inputs
,
**
kwargs
):
def
call
(
self
,
inputs
,
training
=
None
,
**
kwargs
):
"""Updates Layer's call method"""
encodings
,
categorical
=
inputs
[
0
],
inputs
[
1
]
hard_groups
=
tf
.
math
.
argmax
(
categorical
,
axis
=
1
)
max_groups
=
tf
.
reduce_max
(
categorical
,
axis
=
1
)
if
training
:
get_local_neighbourhood_entropy
=
partial
(
get_neighbourhood_entropy
,
tensor
=
encodings
,
clusters
=
hard_groups
,
k
=
self
.
k
,
)
hard_groups
=
tf
.
math
.
argmax
(
categorical
,
axis
=
1
)
max_groups
=
tf
.
reduce_max
(
categorical
,
axis
=
1
)
purity_vector
=
tf
.
map_fn
(
get_local_neighbourhood_entropy
,
tf
.
constant
(
list
(
range
(
self
.
batch_size
))),
dtype
=
tf
.
dtypes
.
float32
,
)
get_local_neighbourhood_entropy
=
partial
(
get_neighbourhood_entropy
,
tensor
=
encodings
,
clusters
=
hard_groups
,
k
=
self
.
k
,
)
### CANDIDATE FOR REMOVAL. EXPLORE HOW USEFUL THIS REALLY IS ###
neighbourhood_entropy
=
purity_vector
*
max_groups
number_of_clusters
=
tf
.
cast
(
tf
.
shape
(
tf
.
unique
(
tf
.
reshape
(
tf
.
gather
(
tf
.
cast
(
hard_groups
,
tf
.
dtypes
.
float32
),
tf
.
where
(
max_groups
>=
self
.
min_confidence
),
batch_dims
=
0
,
purity_vector
=
tf
.
map_fn
(
get_local_neighbourhood_entropy
,
tf
.
constant
(
list
(
range
(
self
.
batch_size
))),
dtype
=
tf
.
dtypes
.
float32
,
)
### CANDIDATE FOR REMOVAL. EXPLORE HOW USEFUL THIS REALLY IS ###
neighbourhood_entropy
=
purity_vector
*
max_groups
number_of_clusters
=
tf
.
cast
(
tf
.
shape
(
tf
.
unique
(
tf
.
reshape
(
tf
.
gather
(
tf
.
cast
(
hard_groups
,
tf
.
dtypes
.
float32
),
tf
.
where
(
max_groups
>=
self
.
min_confidence
),
batch_dims
=
0
,
),
[
-
1
],
),
[
-
1
],
),
)[
0
],
)[
0
],
)[
0
],
tf
.
dtypes
.
float32
,
)
tf
.
dtypes
.
float32
,
)
self
.
add_metric
(
number_of_clusters
,
name
=
"number_of_populated_clusters"
,
)
self
.
add_metric
(
number_of_clusters
,
name
=
"number_of_populated_clusters"
,
)
self
.
add_metric
(
max_groups
,
aggregation
=
"mean"
,
name
=
"average_confidence_in_selected_cluster"
,
)
self
.
add_metric
(
max_groups
,
aggregation
=
"mean"
,
name
=
"average_confidence_in_selected_cluster"
,
)
self
.
add_metric
(
neighbourhood_entropy
,
aggregation
=
"mean"
,
name
=
"neighbourhood_entropy"
)
self
.
add_metric
(
neighbourhood_entropy
,
aggregation
=
"mean"
,
name
=
"neighbourhood_entropy"
)
if
self
.
loss_weight
:
# minimize local entropy
self
.
add_loss
(
self
.
loss_weight
*
tf
.
reduce_mean
(
neighbourhood_entropy
))
# maximize number of clusters
# self.add_loss(-self.loss_weight * tf.reduce_mean(number_of_clusters))
if
self
.
loss_weight
:
# minimize local entropy
self
.
add_loss
(
self
.
loss_weight
*
tf
.
reduce_mean
(
neighbourhood_entropy
))
# maximize number of clusters
# self.add_loss(-self.loss_weight * tf.reduce_mean(number_of_clusters))
return
encodings
supplementary_notebooks/deepof_model_evaluation.ipynb
View file @
39be1caa
...
...
@@ -628,17 +628,9 @@
},
{
"cell_type": "code",
"execution_count": 19
3
,
"execution_count": 19
5
,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tensor(\"cluster_overlap_44/Shape:0\", shape=(2,), dtype=int32)\n"
]
}
],
"outputs": [],
"source": [
"(\n",
" encoder,\n",
...
...
@@ -664,101 +656,108 @@
},
{
"cell_type": "code",
"execution_count": 1
8
9,
"execution_count": 19
4
,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tensor(\"SEQ_2_SEQ_GMVAE/cluster_overlap_44/Shape:0\", shape=(2,), dtype=int32)\n"
]
},
{
"data": {
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, ...,\n",
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5.09953022e-01, 2.11454228e-01, 2.451108
69e-01],\n",
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1.79231763
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7
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02039325
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"
5.19503474e-01, 1.74318790e-01, 2.36997604
e-01],\n",
" [[-2.22
253725
e-02, -
8.41416478e-01, -1.12681007e+00
, ...,\n",
"
6.94921017e-01, -3.09668630e-01, 4.00050104
e-01],\n",
" [-
2.30817143e-02, -8.39012742e-01, -1.17822659e+00
, ...,\n",
"
6.44349039e-01, -3.31067830e-01, 3.31252
69
4
e-01],\n",
" [-
2.34456696
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8
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6340389
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22851527
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"
6.79111958e-01, -3.67583066e-01, 3.47556919
e-01],\n",
" ...,\n",
" [-
3.98765504
e-0
3
, -
7.79918849
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20278263
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"
5.98293304e-01, -2.5432905
6e-01, 3.
15500557
e-01],\n",
" [-
3.29605211
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03981423
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8
45
9
63
0
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" 6.
46142304e-01, -2.72717953
e-01, 3.
54292005
e-01],\n",
" [-
4.49736090e-03, -8.39645684
e-01, -1.1
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e+00, ...,\n",
" 7.
12202549
e-01, -3.
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0e-01,
3.82732034
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" [-
1.15935905
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2
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8.33023310
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16872275
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"
6.26452863e-01, -3.4665274
6e-01, 3.
66459996
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" [-
7.99606554
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727
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" 6.
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" [-
8.63283966e-03, -9.02453482
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0e-01,
4.03006196
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"\n",
" [[-2.
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91016340
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7.131544
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4.06932175
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7.14474797e-01, -4.28516060
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3
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9852810
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14372754
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01690137
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5.675120
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2.87923396
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1
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4.00389731
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6.459212
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]
},
"execution_count": 1
8
9,
"execution_count": 19
4
,
"metadata": {},
"output_type": "execute_result"
}
%% Cell type:code id: tags:
``` python
%load_ext autoreload
%autoreload 2
```
%% Cell type:code id: tags:
``` python
import warnings
warnings.filterwarnings("ignore")
```
%% Cell type:markdown id: tags:
# deepOF model evaluation
%% Cell type:markdown id: tags:
Given a dataset and a trained model, this notebook allows the user to
* Load and inspect the different models (encoder, decoder, grouper, gmvaep)
* Visualize reconstruction quality for a given model
* Visualize a static latent space
* Visualize trajectories on the latent space for a given video
* sample from the latent space distributions and generate video clips showcasing generated data
%% Cell type:code id: tags:
``` python
import os
os.chdir(os.path.dirname("../"))
```
%% Cell type:code id: tags:
``` python
import deepof.data
import deepof.utils
import numpy as np
import pandas as pd
import re
import tensorflow as tf
from collections import Counter
from sklearn.preprocessing import StandardScaler
from sklearn.manifold import TSNE
from sklearn.decomposition import PCA
from sklearn.discriminant_analysis import LinearDiscriminantAnalysis
import umap
from ipywidgets import interactive, interact, HBox, Layout, VBox
from IPython import display
from matplotlib.animation import FuncAnimation
import matplotlib.pyplot as plt
import seaborn as sns
from ipywidgets import interact
```
%% Cell type:markdown id: tags:
### 1. Define and run project
%% Cell type:code id: tags:
``` python
path = os.path.join("..", "..", "Desktop", "deepof-data", "deepof_single_topview")
trained_network = os.path.join("..", "..", "Desktop", "deepof_trained_weights_280521", "var_annealing")
exclude_bodyparts = tuple([""])
window_size = 22
batch_size = 32
```
%% Cell type:code id: tags:
``` python
%%time
proj = deepof.data.project(
path=path, smooth_alpha=0.999, exclude_bodyparts=exclude_bodyparts, arena_dims=[380],
)
```
%% Output
CPU times: user 41.9 s, sys: 3.25 s, total: 45.2 s
Wall time: 37.5 s
%% Cell type:code id: tags:
``` python
%%time
proj = proj.run(verbose=True)
print(proj)
```
%% Output
Loading trajectories...
Smoothing trajectories...
Interpolating outliers...
Iterative imputation of ocluded bodyparts...
Computing distances...
Computing angles...
Done!
deepof analysis of 166 videos
CPU times: user 9min 14s, sys: 11.8 s, total: 9min 26s
Wall time: 2min 3s
%% Cell type:markdown id: tags:
### 2. Load pretrained deepof model
%% Cell type:code id: tags:
``` python
coords = proj.get_coords(center="Center", align="Spine_1", align_inplace=True)
data_prep = coords.preprocess(test_videos=0, window_step=1, window_size=window_size, shuffle=False)[
0
]
```
%% Cell type:code id: tags:
``` python
[i for i in os.listdir(trained_network) if i.endswith("h5")]
```
%% Output
['GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=25_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=4_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=25_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=6_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=5_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=1_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=25_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=8_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=20_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=8_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=15_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=5_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=5_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=5_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=10_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=8_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=25_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=7_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=25_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=6_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=15_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=4_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=10_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=4_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=15_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=6_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=10_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=7_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=10_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=5_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=20_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=1_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=20_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=3_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=25_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=10_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=5_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=9_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=15_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=1_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=20_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=4_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=15_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=9_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=15_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=3_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=10_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=6_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=5_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=1_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=25_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=7_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=5_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=8_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=20_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=7_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=10_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=5_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=20_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=5_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=10_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=10_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=20_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=10_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=10_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=1_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=20_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=7_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=5_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=1_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=15_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=5_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=25_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=1_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=25_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=3_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=10_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=1_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=20_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=10_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=20_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=3_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=10_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=3_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=20_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=6_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=5_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=1_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=15_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=4_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=5_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=3_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=25_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=10_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=20_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=8_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=15_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=2_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=5_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=2_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=15_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=8_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=5_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=5_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=20_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=8_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=5_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=7_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=25_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=8_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=20_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=2_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=25_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=4_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=10_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=9_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=15_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=6_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=5_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=6_final_weights.h5',
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'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=25_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=8_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=25_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=4_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=5_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=10_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=10_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=6_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=5_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=9_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=20_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=4_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=15_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=9_final_weights.h5',
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.15_PhenoPred=0.0_RuleBasedPred=0.15_loss=ELBO_loss_warmup=10_warmup_mode=sigmoid_encoding=6_k=15_latreg=variance_entknn=100_run=4_final_weights.h5']
%% Cell type:code id: tags:
``` python
deepof_weights = [i for i in os.listdir(trained_network) if i.endswith("h5")][1]
deepof_weights
```
%% Output
'GMVAE_input_type=coords_window_size=22_NextSeqPred=0.0_PhenoPred=0.0_RuleBasedPred=0.0_loss=ELBO_loss_warmup=25_warmup_mode=linear_encoding=6_k=15_latreg=variance_entknn=100_run=6_final_weights.h5'
%% Cell type:code id: tags:
``` python
# Set model parameters
encoding = int(re.findall("encoding=(\d+)_", deepof_weights)[0])
k = int(re.findall("k=(\d+)_", deepof_weights)[0])
loss = re.findall("loss=(.+?)_", deepof_weights)[0]
NextSeqPred = float(re.findall("NextSeqPred=(.+?)_", deepof_weights)[0])
PhenoPred = float(re.findall("PhenoPred=(.+?)_", deepof_weights)[0])
RuleBasedPred = float(re.findall("RuleBasedPred=(.+?)_", deepof_weights)[0])
```
%% Cell type:code id: tags:
``` python
(
encoder,
decoder,
grouper,
gmvaep,
prior,
posterior,
) = deepof.models.GMVAE(
loss=loss,
number_of_components=k,
compile_model=True,
batch_size=batch_size,
encoding=encoding,
next_sequence_prediction=NextSeqPred,
phenotype_prediction=PhenoPred,
rule_based_prediction=RuleBasedPred,
).build(
data_prep.shape
)
gmvaep.load_weights(os.path.join(trained_network, deepof_weights))
```
%% Output
Tensor("cluster_overlap_44/Shape:0", shape=(2,), dtype=int32)
%% Cell type:code id: tags:
``` python
gmvaep.predict(data_prep[:2048])
```
%% Output
array([[[-2.20274441e-02, -7.49340594e-01, -1.00606358e+00, ...,
5.97163141e-01, 7.87078515e-02, 3.10142875e-01],
[-1.86636951e-02, -7.35167682e-01, -1.04070246e+00, ...,
5.36489308e-01, 6.65854439e-02, 2.50531852e-01],
[-1.82860009e-02, -7.65824318e-01, -1.08549905e+00, ...,
5.57325482e-01, 3.26592624e-02, 2.32314825e-01],
Tensor("SEQ_2_SEQ_GMVAE/cluster_overlap_44/Shape:0", shape=(2,), dtype=int32)
array([[[-2.33654119e-02, -7.18961537e-01, -1.04058743e+00, ...,
6.04326367e-01, -8.63653272e-02, 3.18874061e-01],
[-2.12193187e-02, -7.04667985e-01, -1.08008337e+00, ...,
5.50029635e-01, -9.52750891e-02, 2.61153668e-01],
[-2.03663222e-02, -7.36600041e-01, -1.12794685e+00, ...,
5.78937709e-01, -1.28708437e-01, 2.42814869e-01],
...,
[-
6.10359153
e-03, -7.
89098859
e-01, -1.30
699337
e+00, ...,
6.
6956275
7e-01, -
4.623421
73e-01, 3.
77381265
e-01],
[-
4.65778168e-03, -8.11704040
e-01, -1.2
8605306
e+00, ...,
7.13757634e-01, -4.67065245
e-01, 4.
34089184
e-01],
[-
6.71512820
e-03, -8.
53176
65
3
e-01, -1.2
9082215
e+00, ...,
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e-01, -5.
02031207
e-01, 4.
69406664
e-01]],
[-
9.44020599
e-03, -7.
42647946
e-01, -1.30
498624
e+00, ...,
6.
5842294
7e-01, -
5.47523
73
7
e-01, 3.
99996579
e-01],
[-
7.29610212e-03, -7.65350342
e-01, -1.2
7779627
e+00, ...,
6.95867777e-01, -5.41299820
e-01, 4.
53622282
e-01],
[-
9.27564688
e-03, -8.
180713
65e-01, -1.2
8233838
e+00, ...,
7.
52779126
e-01, -5.
64222336
e-01, 4.
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e-01]],
[[-2.22
376399
e-02, -
7.70553827e-01, -9.43590641e-01
, ...,
5.78278065e-01, 2.24873498e-01, 3.14347565
e-01],
[-
1.82316527e-02, -7.55171597e-01, -9.75605845e-01
, ...,
5.09953022e-01, 2.11454228e-01, 2.451108
69e-01],
[-
1.79231763
e-02, -
7
.7
8624117
e-01, -1.
02039325
e+00, ...,
5.19503474e-01, 1.74318790e-01, 2.36997604
e-01],
[[-2.22
253725
e-02, -
8.41416478e-01, -1.12681007e+00
, ...,
6.94921017e-01, -3.09668630e-01, 4.00050104
e-01],
[-
2.30817143e-02, -8.39012742e-01, -1.17822659e+00
, ...,
6.44349039e-01, -3.31067830e-01, 3.31252
69
4
e-01],
[-
2.34456696
e-02, -
8
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6340389
e-01, -1.
22851527
e+00, ...,
6.79111958e-01, -3.67583066e-01, 3.47556919
e-01],
...,
[-
3.98765504
e-0
3
, -
7.79918849
e-01, -1.
20278263
e+00, ...,
5.98293304e-01, -2.5432905
6e-01, 3.
15500557
e-01],
[-
3.29605211
e-03, -8.
03981423
e-01, -1.1
8
45
9
63
0
e+00, ...,
6.
46142304e-01, -2.72717953
e-01, 3.
54292005
e-01],
[-
4.49736090e-03, -8.39645684
e-01, -1.1
8976438
e+00, ...,
7.
12202549
e-01, -3.
0125007
0e-01,
3.82732034
e-01]],
[-
1.15935905
e-0
2
, -
8.33023310
e-01, -1.
16872275
e+00, ...,
6.26452863e-01, -3.4665274
6e-01, 3.
66459996
e-01],
[-
7.99606554
e-03, -8.
50840628
e-01, -1.14563
727
e+00, ...,
6.
63835168e-01, -3.26457262
e-01, 3.
89723182
e-01],
[-
8.63283966e-03, -9.02453482
e-01, -1.1
3931096
e+00, ...,
7.
31720626
e-01, -3.
2402882
0e-01,
4.03006196
e-01]],
[[-2.
36156955
e-02, -7.
91016340
e-01, -1.
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e+00, ...,
7.131544
35e-01, -
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e-0
1
,
4.06932175
e-01],
[-2.
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e-02, -7.
88331568
e-01, -1.
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e+00, ...,
6.70483768e-01, -3.85737628e-01, 3.32547605
e-01],
[-2.
56239660e-02, -8.24208558
e-01, -1.
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e+00, ...,
7.14474797e-01, -4.28516060
e-01,
3
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9852810
e-01],
[[-2.
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e-02, -7.
14372754
e-01, -1.
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e+00, ...,
5.675120
35e-01, -
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e-0
2
,
2.87923396
e-01],
[-2.
66271308
e-02, -7.
22530246
e-01, -1.
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e+00, ...,
5.39661050e-01, -1.06031761e-01, 2.33209401
e-01],
[-2.
72963755e-02, -7.53687024
e-01, -1.
14411652
e+00, ...,
5.67179024e-01, -1.51002675
e-01,
2
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6247778
e-01],
...,
[-
1.38379335
e-0
2
, -7.
91984320e-01, -1.10805249e+00
, ...,
6.
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e-0
1
,
3.72855306
e-01],
[-
8.09174031e-03, -8.20150554e-01, -1.07291603e+00
, ...,
7.313824
30e-01, -
3.07114869
e-0
1
,
3.89692128
e-01],
[-
7
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6193
69
7
e-03, -8.
81913245e-01, -1.08008969e+00
, ...,
7.
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e-0
1
,
4.00389731
e-01]],
[-
9.20080859
e-0
3
, -7.
82252252e-01, -9.62321341e-01
, ...,
6.
10508740e-01, -6.60327971
e-0
2
,
2.83200055
e-01],
[-
3.12909577e-03, -7.93930829e-01, -9.27874446e-01
, ...,
6.459212
30e-01, -
4.59667295
e-0
2
,
2.94262946
e-01],
[-
2
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8489
69
8
e-03, -8.
41321766e-01, -9.23104703e-01
, ...,
7.
15546906e-01, -3.20333168
e-0
2
,
2.93513715
e-01]],
...,
[[ 1.
27419364
e-03, -1.7
0991755e+00, -7.36668050
e-01, ...,
1.
14400041
e+00, 1.
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e-01, 4.
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e-01],
[
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4e-03, -1.
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1.1
0214877
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3e-01],
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6e-01],
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1.
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[
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1.1
9457781
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3e-01],
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8e-01,
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