Merge branch 'tf-arcface' into 'master'

Fix LFW database

See merge request !103

bob/bio/face/config/baseline/helpers.py

@@ -176,6 +176,7 @@ def embedding_transformer(
         color_channel=color_channel,
         cropped_positions=cropped_positions,
         fixed_positions=fixed_positions,
+        dtype="float64",
     )
 
     transform_extra_arguments = (

bob/bio/face/config/database/lfw_restricted.py

@@ -24,5 +24,6 @@ database = DatabaseConnector(
         enroller_training_options={
             "world_type": "restricted"
         },  # 'subworld' : 'twofolds'
-    )
+    ),
+    allow_scoring_with_all_biometric_references=False,
 )

bob/bio/face/config/database/lfw_unrestricted.py

@@ -24,5 +24,6 @@ database = DatabaseConnector(
         enroller_training_options={
             "world_type": "unrestricted"
         },  # 'subworld' : 'twofolds'
-    )
+    ),
+    allow_scoring_with_all_biometric_references=False,
 )

bob/bio/face/database/meds.py

@@ -10,7 +10,7 @@ from bob.bio.base.database import (
     CSVDataset,
     CSVDatasetZTNorm,
 )
-from bob.pipelines.datasets import CSVToSampleLoader
+from bob.bio.base.database import CSVToSampleLoaderBiometrics
 from bob.bio.face.database.sample_loaders import EyesAnnotations
 from bob.extension import rc
 from bob.extension.download import get_file
@@ -108,7 +108,7 @@ class MEDSDatabase(CSVDatasetZTNorm):
             filename,
             protocol,
             csv_to_sample_loader=make_pipeline(
-                CSVToSampleLoader(
+                CSVToSampleLoaderBiometrics(
                     data_loader=bob.io.base.load,
                     dataset_original_directory=rc["bob.db.meds.directory"]
                     if rc["bob.db.meds.directory"]

bob/bio/face/database/mobio.py

@@ -10,7 +10,7 @@ from bob.bio.base.database import (
     CSVDataset,
     CSVDatasetZTNorm,
 )
-from bob.pipelines.datasets import CSVToSampleLoader
+from bob.bio.base.database import CSVToSampleLoaderBiometrics
 from bob.bio.face.database.sample_loaders import EyesAnnotations
 from bob.extension import rc
 from bob.extension.download import get_file
@@ -63,7 +63,7 @@ class MobioDatabase(CSVDatasetZTNorm):
             filename,
             protocol,
             csv_to_sample_loader=make_pipeline(
-                CSVToSampleLoader(
+                CSVToSampleLoaderBiometrics(
                     data_loader=bob.io.base.load,
                     dataset_original_directory=rc["bob.db.mobio.directory"]
                     if rc["bob.db.mobio.directory"]

bob/bio/face/database/morph.py

@@ -10,7 +10,7 @@ from bob.bio.base.database import (
     CSVDataset,
     CSVDatasetZTNorm,
 )
-from bob.pipelines.datasets import CSVToSampleLoader
+from bob.bio.base.database import CSVToSampleLoaderBiometrics
 from bob.bio.face.database.sample_loaders import EyesAnnotations
 from bob.extension import rc
 from bob.extension.download import get_file
@@ -72,7 +72,7 @@ class MorphDatabase(CSVDatasetZTNorm):
             filename,
             protocol,
             csv_to_sample_loader=make_pipeline(
-                CSVToSampleLoader(
+                CSVToSampleLoaderBiometrics(
                     data_loader=bob.io.base.load,
                     dataset_original_directory=rc["bob.db.morph.directory"]
                     if rc["bob.db.morph.directory"]

bob/bio/face/database/multipie.py

@@ -7,7 +7,7 @@
 """
 
 from bob.bio.base.database import CSVDataset
-from bob.pipelines.datasets import CSVToSampleLoader
+from bob.bio.base.database import CSVToSampleLoaderBiometrics
 from bob.bio.face.database.sample_loaders import MultiposeAnnotations
 from bob.extension import rc
 from bob.extension.download import get_file
@@ -35,7 +35,7 @@ class MultipieDatabase(CSVDataset):
             filename,
             protocol,
             csv_to_sample_loader=make_pipeline(
-                CSVToSampleLoader(
+                CSVToSampleLoaderBiometrics(
                     data_loader=bob.io.base.load,
                     dataset_original_directory=rc["bob.db.multipie.directory"]
                     if rc["bob.db.multipie.directory"]