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authorGravatar Kiril Gorovoy <kgorovoy@google.com>2017-10-12 20:32:41 -0700
committerGravatar TensorFlower Gardener <gardener@tensorflow.org>2017-10-12 20:36:53 -0700
commit99dc61dbe520b43fcc1919124d2281d3c4fdfa85 (patch)
tree55a5eb1d0ce5fb696ddddfa1d3b399f1965dc33a /tensorflow/cc/saved_model
parent6a1c71803bc9ec89d81c6d4e1317e9a36782f52f (diff)
Make SavedModel loading forward compatible by removing default attributes from the graph def that were not present in the consumer (server).
PiperOrigin-RevId: 172051437
Diffstat (limited to 'tensorflow/cc/saved_model')
-rw-r--r--tensorflow/cc/saved_model/BUILD2
-rw-r--r--tensorflow/cc/saved_model/loader.cc16
-rw-r--r--tensorflow/cc/saved_model/loader_test.cc24
-rw-r--r--tensorflow/cc/saved_model/testdata/half_plus_two_forward_compatibility/00000123/assets/foo.txt1
-rwxr-xr-xtensorflow/cc/saved_model/testdata/half_plus_two_forward_compatibility/00000123/saved_model.pbtxt2728
-rwxr-xr-xtensorflow/cc/saved_model/testdata/half_plus_two_forward_compatibility/00000123/variables/variables.data-00000-of-00001bin0 -> 12 bytes
-rwxr-xr-xtensorflow/cc/saved_model/testdata/half_plus_two_forward_compatibility/00000123/variables/variables.indexbin0 -> 151 bytes
7 files changed, 2769 insertions, 2 deletions
diff --git a/tensorflow/cc/saved_model/BUILD b/tensorflow/cc/saved_model/BUILD
index 1cc7cf3f20..e43ff91c60 100644
--- a/tensorflow/cc/saved_model/BUILD
+++ b/tensorflow/cc/saved_model/BUILD
@@ -54,6 +54,7 @@ cc_library(
hdrs = ["loader.h"],
deps = [
":constants",
+ "//tensorflow/core:framework",
] + if_not_mobile([
"//tensorflow/core:core_cpu",
"//tensorflow/core:lib",
@@ -88,6 +89,7 @@ tf_cc_test(
filegroup(
name = "saved_model_half_plus_two",
srcs = glob([
+ "testdata/half_plus_two_forward_compatibility/**",
"testdata/half_plus_two_pbtxt/**",
"testdata/half_plus_two_main_op/**",
"testdata/half_plus_two/**",
diff --git a/tensorflow/cc/saved_model/loader.cc b/tensorflow/cc/saved_model/loader.cc
index f98abc8a81..462308a48f 100644
--- a/tensorflow/cc/saved_model/loader.cc
+++ b/tensorflow/cc/saved_model/loader.cc
@@ -18,6 +18,7 @@ limitations under the License.
#include <unordered_set>
#include "tensorflow/cc/saved_model/constants.h"
+#include "tensorflow/core/framework/graph_def_util.h"
#include "tensorflow/core/lib/io/path.h"
#include "tensorflow/core/lib/monitoring/counter.h"
#include "tensorflow/core/lib/strings/strcat.h"
@@ -224,6 +225,18 @@ Status GetAssetFileDefs(const MetaGraphDef& meta_graph_def,
return Status::OK();
}
+// For forward compatibility, remove new default attributes from the graph def
+// that were not present in the consumer (e.g. If graph was exported using
+// code that's newer than the server and a new default attr was added).
+Status RemoveNewDefaultAttrsFromMetaGraphDef(MetaGraphDef* meta_graph_def) {
+ OpListOpRegistry producer_op_registry(
+ &meta_graph_def->meta_info_def().stripped_op_list());
+ OpRegistry* consumer_op_registry = OpRegistry::Global();
+ return RemoveNewDefaultAttrsFromGraphDef(meta_graph_def->mutable_graph_def(),
+ *consumer_op_registry,
+ producer_op_registry, nullptr);
+}
+
Status LoadSavedModelInternal(const SessionOptions& session_options,
const RunOptions& run_options,
const string& export_dir,
@@ -241,6 +254,9 @@ Status LoadSavedModelInternal(const SessionOptions& session_options,
TF_RETURN_IF_ERROR(
FindMetaGraphDefToLoad(saved_model_proto, tags, &bundle->meta_graph_def));
+ TF_RETURN_IF_ERROR(
+ RemoveNewDefaultAttrsFromMetaGraphDef(&bundle->meta_graph_def));
+
TF_RETURN_IF_ERROR(LoadMetaGraphIntoSession(
bundle->meta_graph_def, session_options, &bundle->session));
diff --git a/tensorflow/cc/saved_model/loader_test.cc b/tensorflow/cc/saved_model/loader_test.cc
index 0ad6b33bba..6dd14837b5 100644
--- a/tensorflow/cc/saved_model/loader_test.cc
+++ b/tensorflow/cc/saved_model/loader_test.cc
@@ -29,10 +29,12 @@ limitations under the License.
namespace tensorflow {
namespace {
-constexpr char kTestDataPbTxt[] =
- "cc/saved_model/testdata/half_plus_two_pbtxt/00000123";
+constexpr char kTestDataForwardCompatibility[] =
+ "cc/saved_model/testdata/half_plus_two_forward_compatibility/00000123";
constexpr char kTestDataMainOp[] =
"cc/saved_model/testdata/half_plus_two_main_op/00000123";
+constexpr char kTestDataPbTxt[] =
+ "cc/saved_model/testdata/half_plus_two_pbtxt/00000123";
constexpr char kTestDataSharded[] =
"cc/saved_model/testdata/half_plus_two/00000123";
@@ -167,6 +169,24 @@ TEST_F(LoaderTest, PbtxtFormat) {
CheckSavedModelBundle(export_dir, bundle);
}
+// Forward compatibility graph has a new attr with a default value equal to the
+// value used by the server. If we handle new default attrs correctly, this test
+// will pass. This simulates adding new atts to the training code while server
+// code lags behind.
+TEST_F(LoaderTest, ForwardCompatibility) {
+ SavedModelBundle bundle;
+ SessionOptions session_options;
+ RunOptions run_options;
+
+ // TODO(b/67753689): Add support for regenerating this model in the export
+ // code.
+ const string export_dir =
+ io::JoinPath(testing::TensorFlowSrcRoot(), kTestDataForwardCompatibility);
+ TF_ASSERT_OK(LoadSavedModel(session_options, run_options, export_dir,
+ {kSavedModelTagServe}, &bundle));
+ CheckSavedModelBundle(export_dir, bundle);
+}
+
TEST_F(LoaderTest, MainOpFormat) {
SavedModelBundle bundle;
SessionOptions session_options;
diff --git a/tensorflow/cc/saved_model/testdata/half_plus_two_forward_compatibility/00000123/assets/foo.txt b/tensorflow/cc/saved_model/testdata/half_plus_two_forward_compatibility/00000123/assets/foo.txt
new file mode 100644
index 0000000000..f9ff036688
--- /dev/null
+++ b/tensorflow/cc/saved_model/testdata/half_plus_two_forward_compatibility/00000123/assets/foo.txt
@@ -0,0 +1 @@
+asset-file-contents \ No newline at end of file
diff --git a/tensorflow/cc/saved_model/testdata/half_plus_two_forward_compatibility/00000123/saved_model.pbtxt b/tensorflow/cc/saved_model/testdata/half_plus_two_forward_compatibility/00000123/saved_model.pbtxt
new file mode 100755
index 0000000000..e799b3579c
--- /dev/null
+++ b/tensorflow/cc/saved_model/testdata/half_plus_two_forward_compatibility/00000123/saved_model.pbtxt
@@ -0,0 +1,2728 @@
+saved_model_schema_version: 1
+meta_graphs {
+ meta_info_def {
+ stripped_op_list {
+ op {
+ name: "Add"
+ input_arg {
+ name: "x"
+ type_attr: "T"
+ }
+ input_arg {
+ name: "y"
+ type_attr: "T"
+ }
+ output_arg {
+ name: "z"
+ type_attr: "T"
+ }
+ attr {
+ name: "T"
+ type: "type"
+ allowed_values {
+ list {
+ type: DT_HALF
+ type: DT_FLOAT
+ type: DT_DOUBLE
+ type: DT_UINT8
+ type: DT_INT8
+ type: DT_INT16
+ type: DT_INT32
+ type: DT_INT64
+ type: DT_COMPLEX64
+ type: DT_COMPLEX128
+ type: DT_STRING
+ }
+ }
+ }
+ }
+ op {
+ name: "Assign"
+ input_arg {
+ name: "ref"
+ type_attr: "T"
+ is_ref: true
+ }
+ input_arg {
+ name: "value"
+ type_attr: "T"
+ }
+ output_arg {
+ name: "output_ref"
+ type_attr: "T"
+ is_ref: true
+ }
+ attr {
+ name: "T"
+ type: "type"
+ }
+ attr {
+ name: "validate_shape"
+ type: "bool"
+ default_value {
+ b: true
+ }
+ }
+ attr {
+ name: "use_locking"
+ type: "bool"
+ default_value {
+ b: true
+ }
+ }
+ allows_uninitialized_input: true
+ }
+ op {
+ name: "Const"
+ output_arg {
+ name: "output"
+ type_attr: "dtype"
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+ attr {
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+ type: "tensor"
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+ attr {
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+ type: "type"
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+ op {
+ name: "Identity"
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+ name: "input"
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+ }
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+ type_attr: "T"
+ }
+ attr {
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+ op {
+ name: "MergeV2Checkpoints"
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+ type: DT_STRING
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+ type: DT_STRING
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+ name: "delete_old_dirs"
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+ }
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+ tags: "serve"
+ tensorflow_version: "1.1.0-rc2"
+ tensorflow_git_version: "unknown"
+ }
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+ op: "Const"
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diff --git a/tensorflow/cc/saved_model/testdata/half_plus_two_forward_compatibility/00000123/variables/variables.data-00000-of-00001 b/tensorflow/cc/saved_model/testdata/half_plus_two_forward_compatibility/00000123/variables/variables.data-00000-of-00001
new file mode 100755
index 0000000000..15b75d6ef6
--- /dev/null
+++ b/tensorflow/cc/saved_model/testdata/half_plus_two_forward_compatibility/00000123/variables/variables.data-00000-of-00001
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diff --git a/tensorflow/cc/saved_model/testdata/half_plus_two_forward_compatibility/00000123/variables/variables.index b/tensorflow/cc/saved_model/testdata/half_plus_two_forward_compatibility/00000123/variables/variables.index
new file mode 100755
index 0000000000..7ec9fb4fe2
--- /dev/null
+++ b/tensorflow/cc/saved_model/testdata/half_plus_two_forward_compatibility/00000123/variables/variables.index
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