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ModelZoo
ResNet50_tensorflow
Commits
ea3fa4a3
Commit
ea3fa4a3
authored
Mar 22, 2017
by
Ivan Bogatyy
Browse files
Update DRAGNN, fix some macOS issues
parent
b7523ee5
Changes
115
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20 changed files
with
297 additions
and
17 deletions
+297
-17
syntaxnet/dragnn/core/ops/dragnn_bulk_op_kernels.cc
syntaxnet/dragnn/core/ops/dragnn_bulk_op_kernels.cc
+15
-0
syntaxnet/dragnn/core/ops/dragnn_bulk_op_kernels_test.cc
syntaxnet/dragnn/core/ops/dragnn_bulk_op_kernels_test.cc
+15
-0
syntaxnet/dragnn/core/ops/dragnn_bulk_ops.cc
syntaxnet/dragnn/core/ops/dragnn_bulk_ops.cc
+22
-3
syntaxnet/dragnn/core/ops/dragnn_op_kernels.cc
syntaxnet/dragnn/core/ops/dragnn_op_kernels.cc
+15
-0
syntaxnet/dragnn/core/ops/dragnn_op_kernels_test.cc
syntaxnet/dragnn/core/ops/dragnn_op_kernels_test.cc
+15
-0
syntaxnet/dragnn/core/ops/dragnn_ops.cc
syntaxnet/dragnn/core/ops/dragnn_ops.cc
+21
-0
syntaxnet/dragnn/core/resource_container.h
syntaxnet/dragnn/core/resource_container.h
+15
-0
syntaxnet/dragnn/core/resource_container_test.cc
syntaxnet/dragnn/core/resource_container_test.cc
+15
-0
syntaxnet/dragnn/core/test/BUILD
syntaxnet/dragnn/core/test/BUILD
+6
-7
syntaxnet/dragnn/core/test/generic.cc
syntaxnet/dragnn/core/test/generic.cc
+15
-0
syntaxnet/dragnn/core/test/generic.h
syntaxnet/dragnn/core/test/generic.h
+15
-0
syntaxnet/dragnn/core/test/mock_component.h
syntaxnet/dragnn/core/test/mock_component.h
+15
-0
syntaxnet/dragnn/core/test/mock_compute_session.h
syntaxnet/dragnn/core/test/mock_compute_session.h
+15
-0
syntaxnet/dragnn/core/test/mock_transition_state.h
syntaxnet/dragnn/core/test/mock_transition_state.h
+15
-0
syntaxnet/dragnn/io/sentence_input_batch.cc
syntaxnet/dragnn/io/sentence_input_batch.cc
+15
-0
syntaxnet/dragnn/io/sentence_input_batch.h
syntaxnet/dragnn/io/sentence_input_batch.h
+15
-0
syntaxnet/dragnn/io/sentence_input_batch_test.cc
syntaxnet/dragnn/io/sentence_input_batch_test.cc
+15
-0
syntaxnet/dragnn/io/syntaxnet_sentence.h
syntaxnet/dragnn/io/syntaxnet_sentence.h
+15
-0
syntaxnet/dragnn/python/BUILD
syntaxnet/dragnn/python/BUILD
+1
-0
syntaxnet/dragnn/python/biaffine_units.py
syntaxnet/dragnn/python/biaffine_units.py
+22
-7
No files found.
syntaxnet/dragnn/core/ops/dragnn_bulk_op_kernels.cc
View file @
ea3fa4a3
// Copyright 2017 Google Inc. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
// =============================================================================
#include <math.h>
#include <algorithm>
#include <utility>
...
...
syntaxnet/dragnn/core/ops/dragnn_bulk_op_kernels_test.cc
View file @
ea3fa4a3
// Copyright 2017 Google Inc. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
// =============================================================================
#include "dragnn/components/util/bulk_feature_extractor.h"
#include "dragnn/core/compute_session_pool.h"
#include "dragnn/core/resource_container.h"
...
...
syntaxnet/dragnn/core/ops/dragnn_bulk_ops.cc
View file @
ea3fa4a3
// Copyright 2017 Google Inc. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
// =============================================================================
#include "tensorflow/core/framework/op.h"
#include "tensorflow/core/framework/shape_inference.h"
...
...
@@ -93,9 +108,13 @@ REGISTER_OP("BulkAdvanceFromPrediction")
.
Output
(
"output_handle: string"
)
.
Attr
(
"component: string"
)
.
Attr
(
"T: type"
)
.
SetShapeFn
([](
tensorflow
::
shape_inference
::
InferenceContext
*
context
)
{
auto
scores
=
context
->
input
(
1
);
TF_RETURN_IF_ERROR
(
context
->
WithRank
(
scores
,
2
,
&
scores
));
.
SetShapeFn
([](
tensorflow
::
shape_inference
::
InferenceContext
*
c
)
{
tensorflow
::
shape_inference
::
ShapeHandle
handle
;
TF_RETURN_IF_ERROR
(
c
->
Merge
(
c
->
input
(
0
),
c
->
Vector
(
2
),
&
handle
));
c
->
set_output
(
0
,
handle
);
auto
scores
=
c
->
input
(
1
);
TF_RETURN_IF_ERROR
(
c
->
WithRank
(
scores
,
2
,
&
scores
));
return
tensorflow
::
Status
::
OK
();
})
.
Doc
(
R"doc(
...
...
syntaxnet/dragnn/core/ops/dragnn_op_kernels.cc
View file @
ea3fa4a3
// Copyright 2017 Google Inc. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
// =============================================================================
#include <memory>
#include <string>
#include <vector>
...
...
syntaxnet/dragnn/core/ops/dragnn_op_kernels_test.cc
View file @
ea3fa4a3
// Copyright 2017 Google Inc. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
// =============================================================================
#include <functional>
#include <memory>
#include <vector>
...
...
syntaxnet/dragnn/core/ops/dragnn_ops.cc
View file @
ea3fa4a3
// Copyright 2017 Google Inc. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
// =============================================================================
#include "tensorflow/core/framework/op.h"
namespace
syntaxnet
{
...
...
@@ -113,6 +128,8 @@ REGISTER_OP("DragnnEmbeddingInitializer")
.
Attr
(
"embedding_input: string"
)
.
Attr
(
"vocab: string"
)
.
Attr
(
"scaling_coefficient: float = 1.0"
)
.
Attr
(
"seed: int = 0"
)
.
Attr
(
"seed2: int = 0"
)
.
Doc
(
R"doc(
*** PLACEHOLDER OP - FUNCTIONALITY NOT YET IMPLEMENTED ***
...
...
@@ -122,6 +139,10 @@ embeddings: A tensor containing embeddings from the specified sstable.
embedding_input: Path to location with embedding vectors.
vocab: Path to list of keys corresponding to the input.
scaling_coefficient: A scaling coefficient for the embedding matrix.
seed: If either `seed` or `seed2` are set to be non-zero, the random number
generator is seeded by the given seed. Otherwise, it is seeded by a
random seed.
seed2: A second seed to avoid seed collision.
)doc"
);
REGISTER_OP
(
"ExtractFixedFeatures"
)
...
...
syntaxnet/dragnn/core/resource_container.h
View file @
ea3fa4a3
// Copyright 2017 Google Inc. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
// =============================================================================
#ifndef NLP_SAFT_OPENSOURCE_DRAGNN_CORE_RESOURCE_CONTAINER_H_
#define NLP_SAFT_OPENSOURCE_DRAGNN_CORE_RESOURCE_CONTAINER_H_
...
...
syntaxnet/dragnn/core/resource_container_test.cc
View file @
ea3fa4a3
// Copyright 2017 Google Inc. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
// =============================================================================
// Tests the methods of ResourceContainer.
//
// NOTE(danielandor): For all tests: ResourceContainer is derived from
...
...
syntaxnet/dragnn/core/test/BUILD
View file @
ea3fa4a3
package
(
default_visibility
=
[
"//visibility:public"
])
package
(
default_visibility
=
[
"//visibility:public"
],
features
=
[
"-layering_check"
],
)
cc_library
(
name
=
"mock_component"
,
...
...
@@ -13,7 +16,6 @@ cc_library(
"//dragnn/protos:spec_proto"
,
"//syntaxnet:base"
,
"//syntaxnet:test_main"
,
"@org_tensorflow//tensorflow/core:test"
,
],
)
...
...
@@ -27,7 +29,7 @@ cc_library(
"//dragnn/protos:data_proto"
,
"//dragnn/protos:spec_proto"
,
"//syntaxnet:base"
,
"
@org_tensorflow//tensorflow/core:test
"
,
"
//syntaxnet:test_main
"
,
],
)
...
...
@@ -39,7 +41,6 @@ cc_library(
"//dragnn/core/interfaces:transition_state"
,
"//syntaxnet:base"
,
"//syntaxnet:test_main"
,
"@org_tensorflow//tensorflow/core:test"
,
],
)
...
...
@@ -50,8 +51,6 @@ cc_library(
hdrs
=
[
"generic.h"
],
deps
=
[
"//syntaxnet:base"
,
"@org_tensorflow//tensorflow/core:lib"
,
"@org_tensorflow//tensorflow/core:test"
,
"@org_tensorflow//tensorflow/core:testlib"
,
"//syntaxnet:test_main"
,
],
)
syntaxnet/dragnn/core/test/generic.cc
View file @
ea3fa4a3
// Copyright 2017 Google Inc. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
// =============================================================================
#include "dragnn/core/test/generic.h"
#include "tensorflow/core/lib/io/path.h"
...
...
syntaxnet/dragnn/core/test/generic.h
View file @
ea3fa4a3
// Copyright 2017 Google Inc. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
// =============================================================================
#ifndef NLP_SAFT_OPENSOURCE_DRAGNN_CORE_TEST_GENERIC_H_
#define NLP_SAFT_OPENSOURCE_DRAGNN_CORE_TEST_GENERIC_H_
...
...
syntaxnet/dragnn/core/test/mock_component.h
View file @
ea3fa4a3
// Copyright 2017 Google Inc. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
// =============================================================================
#ifndef NLP_SAFT_OPENSOURCE_DRAGNN_CORE_TEST_MOCK_COMPONENT_H_
#define NLP_SAFT_OPENSOURCE_DRAGNN_CORE_TEST_MOCK_COMPONENT_H_
...
...
syntaxnet/dragnn/core/test/mock_compute_session.h
View file @
ea3fa4a3
// Copyright 2017 Google Inc. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
// =============================================================================
#ifndef NLP_SAFT_OPENSOURCE_DRAGNN_CORE_TEST_MOCK_COMPUTE_SESSION_H_
#define NLP_SAFT_OPENSOURCE_DRAGNN_CORE_TEST_MOCK_COMPUTE_SESSION_H_
...
...
syntaxnet/dragnn/core/test/mock_transition_state.h
View file @
ea3fa4a3
// Copyright 2017 Google Inc. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
// =============================================================================
#ifndef NLP_SAFT_OPENSOURCE_DRAGNN_CORE_TEST_MOCK_TRANSITION_STATE_H_
#define NLP_SAFT_OPENSOURCE_DRAGNN_CORE_TEST_MOCK_TRANSITION_STATE_H_
...
...
syntaxnet/dragnn/io/sentence_input_batch.cc
View file @
ea3fa4a3
// Copyright 2017 Google Inc. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
// =============================================================================
#include "dragnn/io/sentence_input_batch.h"
#include "syntaxnet/sentence.pb.h"
...
...
syntaxnet/dragnn/io/sentence_input_batch.h
View file @
ea3fa4a3
// Copyright 2017 Google Inc. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
// =============================================================================
#ifndef NLP_SAFT_OPENSOURCE_DRAGNN_IO_SENTENCE_INPUT_BATCH_H_
#define NLP_SAFT_OPENSOURCE_DRAGNN_IO_SENTENCE_INPUT_BATCH_H_
...
...
syntaxnet/dragnn/io/sentence_input_batch_test.cc
View file @
ea3fa4a3
// Copyright 2017 Google Inc. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
// =============================================================================
#include "dragnn/io/sentence_input_batch.h"
#include "dragnn/core/test/generic.h"
...
...
syntaxnet/dragnn/io/syntaxnet_sentence.h
View file @
ea3fa4a3
// Copyright 2017 Google Inc. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
// =============================================================================
#ifndef NLP_SAFT_OPENSOURCE_DRAGNN_IO_SYNTAXNET_SENTENCE_H_
#define NLP_SAFT_OPENSOURCE_DRAGNN_IO_SYNTAXNET_SENTENCE_H_
...
...
syntaxnet/dragnn/python/BUILD
View file @
ea3fa4a3
...
...
@@ -9,6 +9,7 @@ cc_binary(
linkshared
=
1
,
linkstatic
=
1
,
deps
=
[
"//dragnn/components/stateless:stateless_component"
,
"//dragnn/components/syntaxnet:syntaxnet_component"
,
"//dragnn/core:dragnn_bulk_ops_cc"
,
"//dragnn/core:dragnn_ops_cc"
,
...
...
syntaxnet/dragnn/python/biaffine_units.py
View file @
ea3fa4a3
# Copyright 2017 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ==============================================================================
"""Network units used in the Dozat and Manning (2017) biaffine parser."""
from
__future__
import
absolute_import
...
...
@@ -68,13 +83,13 @@ class BiaffineDigraphNetwork(network_units.NetworkUnitInterface):
self
.
_weights
=
[]
self
.
_weights
.
append
(
tf
.
get_variable
(
'weights_arc'
,
[
self
.
_source_dim
,
self
.
_target_dim
],
tf
.
float32
,
tf
.
random_normal_initializer
(
stddev
=
1e-4
,
seed
=
self
.
_seed
)))
tf
.
random_normal_initializer
(
stddev
=
1e-4
)))
self
.
_weights
.
append
(
tf
.
get_variable
(
'weights_source'
,
[
self
.
_source_dim
],
tf
.
float32
,
tf
.
random_normal_initializer
(
stddev
=
1e-4
,
seed
=
self
.
_seed
)))
tf
.
random_normal_initializer
(
stddev
=
1e-4
)))
self
.
_weights
.
append
(
tf
.
get_variable
(
'root'
,
[
self
.
_source_dim
],
tf
.
float32
,
tf
.
random_normal_initializer
(
stddev
=
1e-4
,
seed
=
self
.
_seed
)))
tf
.
random_normal_initializer
(
stddev
=
1e-4
)))
self
.
_params
.
extend
(
self
.
_weights
)
self
.
_regularized_weights
.
extend
(
self
.
_weights
)
...
...
@@ -178,18 +193,18 @@ class BiaffineLabelNetwork(network_units.NetworkUnitInterface):
self
.
_weights
=
[]
self
.
_weights
.
append
(
tf
.
get_variable
(
'weights_pair'
,
[
self
.
_num_labels
,
self
.
_source_dim
,
self
.
_target_dim
],
tf
.
float32
,
tf
.
random_normal_initializer
(
stddev
=
1e-4
,
seed
=
self
.
_seed
)))
tf
.
float32
,
tf
.
random_normal_initializer
(
stddev
=
1e-4
)))
self
.
_weights
.
append
(
tf
.
get_variable
(
'weights_source'
,
[
self
.
_num_labels
,
self
.
_source_dim
],
tf
.
float32
,
tf
.
random_normal_initializer
(
stddev
=
1e-4
,
seed
=
self
.
_seed
)))
tf
.
random_normal_initializer
(
stddev
=
1e-4
)))
self
.
_weights
.
append
(
tf
.
get_variable
(
'weights_target'
,
[
self
.
_num_labels
,
self
.
_target_dim
],
tf
.
float32
,
tf
.
random_normal_initializer
(
stddev
=
1e-4
,
seed
=
self
.
_seed
)))
tf
.
random_normal_initializer
(
stddev
=
1e-4
)))
self
.
_biases
=
[]
self
.
_biases
.
append
(
tf
.
get_variable
(
'biases'
,
[
self
.
_num_labels
],
tf
.
float32
,
tf
.
random_normal_initializer
(
stddev
=
1e-4
,
seed
=
self
.
_seed
)))
tf
.
random_normal_initializer
(
stddev
=
1e-4
)))
self
.
_params
.
extend
(
self
.
_weights
+
self
.
_biases
)
self
.
_regularized_weights
.
extend
(
self
.
_weights
)
...
...
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