Commit d3a17c01 authored by lucas_miranda's avatar lucas_miranda
Browse files

Fixed a bug in model_utils.py that yielded nan entropy values when there were...

Fixed a bug in model_utils.py that yielded nan entropy values when there were no neighbors in the radius and the selected cluster was 0
parent 848283c2
Pipeline #95913 canceled with stages
in 12 minutes and 40 seconds
......@@ -280,7 +280,7 @@ class neighbor_cluster_purity(tf.keras.callbacks.Callback):
# Compute Shannon entropy across samples
neigh_entropy = entropy(z)
purity_vector[i] = neigh_entropy
purity_vector[i] = neigh_entropy if not np.isnan(neigh_entropy) else 0.0
neighbor_number[i] = np.sum(neighborhood)
# Compute weights multiplying neighbor number and target confidence
......
%% Cell type:code id: tags:
``` python
%load_ext autoreload
%autoreload 2
```
%% Cell type:code id: tags:
``` python
import os
os.chdir(os.path.dirname("../"))
```
%% Cell type:code id: tags:
``` python
import deepof.data
import tensorflow as tf
import numpy as np
import matplotlib.pyplot as plt
import tensorflow as tf
from matplotlib import cm
from mpl_toolkits.mplot3d import Axes3D
import numpy as np
from deepof.models import *
from itertools import product
from scipy.optimize import curve_fit
from scipy.stats import linregress
from sklearn.linear_model import LinearRegression
from sklearn.metrics import pairwise_distances, r2_score
from tqdm import tqdm
```
%% Cell type:markdown id: tags:
# Tuning of latent space entropy radius
To evaluate how clusters overlap in the latent space, we compute the mean entropy of cluster assignment across all datapoints that fall within a radius of given encoded training instances. This notebook explores how the number of neighbors that fall within that radius on the latent space depends on several variables (ie number of clusters and encoding dimensions).
%% Cell type:code id: tags:
``` python
data_path = "../../Desktop/deepoftesttemp/"
```
%% Cell type:code id: tags:
``` python
# Load data and tag a few test videos
proj = deepof.data.project(path=data_path, arena_dims=[380]).run()
rules = proj.rule_based_annotation()
coords = proj.get_coords(propagate_annotations=False)
```
%%%% Output: stream
Loading trajectories...
Smoothing trajectories...
Interpolating outliers...
Iterative imputation of ocluded bodyparts...
Computing distances...
Computing angles...
Done!
%%%% Output: stream
100%|██████████| 2/2 [00:06<00:00, 3.27s/it]
%% Cell type:code id: tags:
``` python
list(range(2500, 15001, 2500))
```
%%%% Output: execute_result
[2500, 5000, 7500, 10000, 12500, 15000]
%% Cell type:code id: tags:
``` python
#Load the models, and try different radii
# each dataset is rank 3: encoding dimensions, number of clusters, and different radii
x, y = np.zeros([6, 6, 100]), np.zeros([6, 6, 100])
# Iterate over encoding dimensions
for a,n in enumerate(tqdm(range(2500, 15001, 2500))):
X_train, _, _, _ = coords.preprocess(shuffle=True, window_size=25, test_videos=0)
X_train = X_train[np.random.choice(range(X_train.shape[0]), n, replace=False)]
for b, d in enumerate((2,4,6,8,10,12)):
gmvaep = SEQ_2_SEQ_GMVAE(encoding=d, number_of_components=15).build(X_train.shape)[3]
# Get encoer and grouper from full model
cluster_means = [
layer for layer in gmvaep.layers if layer.name == "latent_distribution"
][0]
cluster_assignment = [
layer for layer in gmvaep.layers if layer.name == "cluster_assignment"
][0]
encoder = tf.keras.models.Model(
gmvaep.layers[0].input, cluster_means.output
)
grouper = tf.keras.models.Model(
gmvaep.layers[0].input, cluster_assignment.output
)
# Use encoder and grouper to predict on validation data
encoding = encoder.predict(X_train)
groups = grouper.predict(X_train)
pdist = pairwise_distances(encoding)
for i, r in enumerate(np.linspace(0, 5, 100)):
x[a][b][i], y[a][b][i] = np.round(r, 7), np.median(np.sum(pdist < r, axis=0))
```
%%%% Output: stream
100%|██████████| 6/6 [17:20<00:00, 173.37s/it]
%% Cell type:code id: tags:
``` python
# Select number of average neighbors to aim for
N = 100
```
%% Cell type:code id: tags:
``` python
fig, (ax1, ax2) = plt.subplots(1,2, figsize=(12,4), dpi= 100, facecolor='w', edgecolor='k', sharey=True)
plt.suptitle("Samples in latent space neighborhood for a given radius")
# Plot number of neighbors in radius versus number of clusters
for i,t in enumerate(range(2500, 15001, 2500)):
ax1.plot(x[i][2], y[i][2], label="t={}".format(t))
# Plot number of neighbors in radius versus encoding dimensions
for i,d in enumerate([2,4,6,8,10,12]):
ax2.plot(x[5][i], y[5][i], label="enc={}".format(d))
ax1.set_xlabel("radius")
ax1.set_ylabel("samples in neighborhood")
ax1.legend()
# ax1.set_xlim(0,2)
# ax1.set_ylim(0,100)
ax1.axhline(N, linestyle="--", c="r", linewidth=0.5)
ax2.set_xlabel("radius")
ax2.set_ylabel("samples in neighborhood")
ax2.axhline(N, linestyle="--", c="r", linewidth=0.5)
ax2.legend()
plt.show()
```
%%%% Output: display_data
![](data:image/png;base64,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)
%% Cell type:code id: tags:
``` python
# Fit sigmoid functions to the data in the second plot, and compute the radius that yields K neighbors in average for
# each curve
def sigmoid(x, L ,x0, k, b):
y = L / (1 + np.exp(-k*(x-x0)))+b
return (y)
def fit_sigmoid(x, y):
p0 = [max(y), np.median(x),1,min(y)]
popt, pcov = curve_fit(sigmoid, x, y, p0, method='dogbox')
return popt
def retrieve_x_from_sigmoid(x, y, n):
L, x0, k, b = fit_sigmoid(x, y)
x_given_k = - ( np.log( L/( n-b )-1 ) / k ) + x0
return x_given_k
```
%% Cell type:code id: tags:
``` python
# Interpolate to get the radius that will yield n neighbors in each setting
x_given_n = np.zeros([6,6])
_x_given_n = np.zeros([6,6])
y_given_n = np.array([list(range(2500, 15001, 2500)),
[2,4,6,8,10,12]])
for i in range(6):
for j in range(6):
x_given_n[i][j] = retrieve_x_from_sigmoid(x[i][j], y[i][j], 100)
```
%% Cell type:code id: tags:
``` python
# Fit a line to the data to get an equation of how #neighbors varies with encoding dimensions
# The retrieved equation will be the default radius!
res1 = linregress(np.log2(y_given_n[0]), x_given_n[:, 2])
print(res1)
res2 = linregress(y_given_n[1], x_given_n[5])
print(res2)
```
%%%% Output: stream
LinregressResult(slope=-0.15312053266151152, intercept=2.913302470467319, rvalue=-0.991863675575361, pvalue=9.903035129076412e-05, stderr=0.009826421392967853)
LinregressResult(slope=0.15871423671061452, intercept=-0.17097475595018974, rvalue=0.9989135628525885, pvalue=1.7698773272193263e-06, stderr=0.0037021779510961407)
%% Cell type:code id: tags:
``` python
# Fit a hyperplane to both features
res3 = LinearRegression()
X = np.array([list(i) for i in product(np.log2(y_given_n[0]), y_given_n[1])])
res3.fit(X, x_given_n.flatten(order="C"))
print("log2(samples) coef: {}\n\
dimension coef: {}".format(*np.round(res3.coef_, 25)))
print("intercept:", np.round(res3.intercept_, 25))
print()
print("r2_score:", np.round(r2_score(x_given_n.flatten(), res3.predict(X)), 5))
```
%%%% Output: stream
log2(samples) coef: -0.14220132706202965
dimension coef: 0.17189696892334544
intercept: 1.6940295848037952
r2_score: 0.99036
%% Cell type:code id: tags:
``` python
# Compute radius for an example
def radius_given_n_and_dim(n, dim, coefs, inpt):
return coefs[0]*np.log2(n) + coefs[1]*dim + inpt
radius_given_n_and_dim(15000*5, 6, res3.coef_, res3.intercept_)
```
%%%% Output: execute_result
0.42251736403371165
%% Cell type:markdown id: tags:
To select a good default for the radius r, we make the value depend on the variables we find relationships with, such as the number of dimensions in the latent space.
%% Cell type:code id: tags:
``` python
fig, (ax1, ax2) = plt.subplots(1,2, figsize=(12,5), dpi= 100, facecolor='w', edgecolor='k', sharey=True)
ax1.scatter(np.log2(y_given_n[0]), x_given_n[:, 2])
ax1.plot(np.log2(y_given_n[0]), res1.intercept + res1.slope*np.log2(y_given_n[0]), 'r',
label='y={}*x+{}'.format(np.round(res1.slope,2), np.round(res1.intercept,2)))
ax1.set_ylabel("radius to reach {} samples in neighborhood".format(N))
ax1.set_xlabel("number of encoded examples")
ax2.scatter(y_given_n[1], x_given_n[5])
ax2.plot(y_given_n[1], res2.intercept + res2.slope*y_given_n[1], 'r',
label='y={}*x+{}'.format(np.round(res2.slope,2), np.round(res2.intercept,2)))
ax2.set_ylabel("radius to reach {} samples in neighborhood".format(N))
ax2.set_xlabel("number of dimensions")
plt.suptitle("Relationship between radius to reach {} average neighbors \n \
before training and neighborhood crowdedness".format(N))
ax1.legend()
ax2.legend()
plt.ylim(0)
plt.show()
```
%%%% Output: display_data
![](data:image/png;base64,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)
%% Cell type:code id: tags:
``` python
# Fit a hyperplane to both features
res3 = LinearRegression()
X = np.array([list(i) for i in product(np.log2(y_given_n[0]), y_given_n[1])])
res3.fit(X, x_given_n.flatten(order="C"))
print("log2(samples) coef: {}\n\
dimension coef: {}".format(*np.round(res3.coef_, 25)))
print("intercept:", np.round(res3.intercept_, 25))
print()
print("r2_score:", np.round(r2_score(x_given_n.flatten(), res3.predict(X)), 5))
```
%%%% Output: stream
log2(samples) coef: -0.14220132706202965
dimension coef: 0.17189696892334544
intercept: 1.6940295848037952
r2_score: 0.99036
%% Cell type:code id: tags:
``` python
%matplotlib inline
# Let's represent how both variables evolve in a 3D space
fig = plt.figure(figsize=(12,12))
ax = fig.add_subplot(111, projection='3d')
# Get combinations of predictors
prod = np.array([list(i) for i in product(y_given_n[0], y_given_n[1])])
n, d = prod[:, 0], prod[:, 1]
ax.scatter3D(np.log2(n), d, x_given_n, c="red",label="z={}*x + {}*y + {}".format(
*np.round(res3.coef_, 5),np.round(res3.intercept_, 5)))
x1,x2 = np.meshgrid(X[:,0], X[:,1])
ax.plot_surface(x1,
x2,
(res3.coef_[0]*x1 + res3.coef_[1]*x2 + res3.intercept_),
cmap=cm.coolwarm, linewidth=1, antialiased=True,
)
ax.set_xlabel("number of samples")
ax.set_ylabel("number of dimensions")
ax.set_zlabel("radius to reach {} samples in neighborhood".format(N))
ax.legend()
plt.show()
```
%%%% Output: display_data
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)
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