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bob
bob.learn.linear
Commits
86aa5175
Commit
86aa5175
authored
5 years ago
by
Tiago de Freitas Pereira
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Implemented and for the BICMachine
parent
9eba717e
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1 merge request
!11
WIP: First attempt to approach the issue bob.bio.base#106
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bob/learn/linear/__init__.py
+1
-0
1 addition, 0 deletions
bob/learn/linear/__init__.py
bob/learn/linear/bic.py
+65
-0
65 additions, 0 deletions
bob/learn/linear/bic.py
bob/learn/linear/test_bic.py
+9
-2
9 additions, 2 deletions
bob/learn/linear/test_bic.py
with
75 additions
and
2 deletions
bob/learn/linear/__init__.py
+
1
−
0
View file @
86aa5175
...
@@ -10,6 +10,7 @@ bob.extension.load_bob_library("bob.learn.linear", __file__)
...
@@ -10,6 +10,7 @@ bob.extension.load_bob_library("bob.learn.linear", __file__)
from
._library
import
*
from
._library
import
*
from
.machine
import
Machine
from
.machine
import
Machine
from
.bic
import
BICMachine
from
.
import
version
from
.
import
version
from
.version
import
module
as
__version__
from
.version
import
module
as
__version__
from
.version
import
api
as
__api_version__
from
.version
import
api
as
__api_version__
...
...
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bob/learn/linear/bic.py
0 → 100644
+
65
−
0
View file @
86aa5175
#!/usr/bin/env python
# vim: set fileencoding=utf-8 :
# Tiago de Freitas Pereira <tiago.pereira@idiap.ch>
from
._library
import
BICMachine
as
_BICMachine_C
import
bob.learn.activation
import
numpy
class
BICMachine
(
_BICMachine_C
):
__doc__
=
_BICMachine_C
.
__doc__
def
to_dict
(
self
):
"""
Dumps its content to a :py:class:`dict`
**Returns**
A :py:class:`dict` with :py:class:`bob.learn.linear.Machine` variables
"""
output_dict
=
dict
()
output_dict
[
"
project_data
"
]
=
self
.
project_data
output_dict
[
"
intra_mean
"
]
=
self
.
intra_mean
output_dict
[
"
intra_variance
"
]
=
self
.
intra_variance
if
self
.
project_data
:
output_dict
[
"
use_DFFS
"
]
=
self
.
use_DFFS
output_dict
[
"
intra_subspace
"
]
=
self
.
intra_subspace
output_dict
[
"
intra_rho
"
]
=
self
.
intra_rho
output_dict
[
"
extra_mean
"
]
=
self
.
extra_mean
output_dict
[
"
extra_variance
"
]
=
self
.
extra_variance
if
self
.
project_data
:
output_dict
[
"
extra_rho
"
]
=
self
.
extra_rho
output_dict
[
"
extra_subspace
"
]
=
self
.
extra_subspace
return
output_dict
@classmethod
def
from_dict
(
cls
,
input_dict
):
"""
Loads itself from a python dict :py:class:`dict`
"""
machine
=
cls
(
input_dict
[
"
use_DFFS
"
])
machine
.
project_data
=
input_dict
[
"
project_data
"
]
machine
.
intra_mean
=
input_dict
[
"
intra_mean
"
].
astype
(
"
float64
"
)
machine
.
intra_variance
=
input_dict
[
"
intra_variance
"
].
astype
(
"
float64
"
)
machine
.
extra_mean
=
input_dict
[
"
extra_mean
"
].
astype
(
"
float64
"
)
machine
.
extra_variance
=
input_dict
[
"
extra_variance
"
].
astype
(
"
float64
"
)
if
machine
.
project_data
:
machine
.
intra_subspace
=
input_dict
[
"
intra_subspace
"
].
astype
(
"
float64
"
)
machine
.
intra_rho
=
input_dict
[
"
intra_rho
"
]
machine
.
extra_subspace
=
input_dict
[
"
extra_subspace
"
].
astype
(
"
float64
"
)
machine
.
extra_rho
=
input_dict
[
"
extra_rho
"
]
return
machine
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bob/learn/linear/test_bic.py
+
9
−
2
View file @
86aa5175
...
@@ -74,14 +74,14 @@ def test_raises():
...
@@ -74,14 +74,14 @@ def test_raises():
def
test_BIC
():
def
test_BIC
():
# Tests the BIC training of the BICTrainer
# Tests the BIC training of the BICTrainer
intra_data
,
extra_data
=
training_data
()
intra_data
,
extra_data
=
training_data
()
# train BIC machine
# train BIC machine
trainer
=
bob
.
learn
.
linear
.
BICTrainer
(
2
,
2
)
trainer
=
bob
.
learn
.
linear
.
BICTrainer
(
2
,
2
)
# So, now without rho...
# So, now without rho...
machine
=
bob
.
learn
.
linear
.
BICMachine
(
False
)
machine
=
bob
.
learn
.
linear
.
BICMachine
(
False
)
# First, train the machine with intrapersonal data only
# First, train the machine with intrapersonal data only
trainer
.
train
(
intra_data
,
intra_data
,
machine
)
trainer
.
train
(
intra_data
,
intra_data
,
machine
)
assert
machine
.
input_size
==
5
assert
machine
.
input_size
==
5
...
@@ -102,6 +102,13 @@ def test_BIC():
...
@@ -102,6 +102,13 @@ def test_BIC():
# assert machine == machine2
# assert machine == machine2
# But, in fact the machines should be identical.
# But, in fact the machines should be identical.
assert
machine
.
is_similar_to
(
machine2
,
1e-10
,
1e-15
)
assert
machine
.
is_similar_to
(
machine2
,
1e-10
,
1e-15
)
# Testing loading and save
input_dict
=
machine
.
to_dict
()
machine_from_dict
=
bob
.
learn
.
linear
.
BICMachine
.
from_dict
(
input_dict
)
assert
machine_from_dict
==
machine
def
test_bic_split
():
def
test_bic_split
():
# Tests the auxiliary function bic_intra_extra_pairs
# Tests the auxiliary function bic_intra_extra_pairs
...
...
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