diff options
Diffstat (limited to 'config-model/src/test/cfg/application/ml_serving/models/mnist/saved/saved_model.pbtxt')
-rw-r--r-- | config-model/src/test/cfg/application/ml_serving/models/mnist/saved/saved_model.pbtxt | 7982 |
1 files changed, 0 insertions, 7982 deletions
diff --git a/config-model/src/test/cfg/application/ml_serving/models/mnist/saved/saved_model.pbtxt b/config-model/src/test/cfg/application/ml_serving/models/mnist/saved/saved_model.pbtxt deleted file mode 100644 index eb926836576..00000000000 --- a/config-model/src/test/cfg/application/ml_serving/models/mnist/saved/saved_model.pbtxt +++ /dev/null @@ -1,7982 +0,0 @@ -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: "AddN" - input_arg { - name: "inputs" - type_attr: "T" - number_attr: "N" - } - output_arg { - name: "sum" - type_attr: "T" - } - attr { - name: "N" - type: "int" - has_minimum: true - minimum: 1 - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT64 - type: DT_INT32 - type: DT_UINT8 - type: DT_UINT16 - type: DT_INT16 - type: DT_INT8 - type: DT_COMPLEX64 - type: DT_COMPLEX128 - type: DT_QINT8 - type: DT_QUINT8 - type: DT_QINT32 - type: DT_HALF - type: DT_VARIANT - } - } - } - is_aggregate: true - is_commutative: true - } - op { - name: "ApplyGradientDescent" - input_arg { - name: "var" - type_attr: "T" - is_ref: true - } - input_arg { - name: "alpha" - type_attr: "T" - } - input_arg { - name: "delta" - type_attr: "T" - } - output_arg { - name: "out" - type_attr: "T" - is_ref: true - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT64 - type: DT_INT32 - type: DT_UINT8 - type: DT_UINT16 - type: DT_INT16 - type: DT_INT8 - type: DT_COMPLEX64 - type: DT_COMPLEX128 - type: DT_QINT8 - type: DT_QUINT8 - type: DT_QINT32 - type: DT_HALF - } - } - } - attr { - name: "use_locking" - type: "bool" - default_value { - b: false - } - } - } - 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: "BroadcastGradientArgs" - input_arg { - name: "s0" - type_attr: "T" - } - input_arg { - name: "s1" - type_attr: "T" - } - output_arg { - name: "r0" - type_attr: "T" - } - output_arg { - name: "r1" - type_attr: "T" - } - attr { - name: "T" - type: "type" - default_value { - type: DT_INT32 - } - allowed_values { - list { - type: DT_INT32 - type: DT_INT64 - } - } - } - } - op { - name: "Cast" - input_arg { - name: "x" - type_attr: "SrcT" - } - output_arg { - name: "y" - type_attr: "DstT" - } - attr { - name: "SrcT" - type: "type" - } - attr { - name: "DstT" - type: "type" - } - } - op { - name: "Const" - output_arg { - name: "output" - type_attr: "dtype" - } - attr { - name: "value" - type: "tensor" - } - attr { - name: "dtype" - type: "type" - } - } - op { - name: "ExpandDims" - input_arg { - name: "input" - type_attr: "T" - } - input_arg { - name: "dim" - type_attr: "Tdim" - } - output_arg { - name: "output" - type_attr: "T" - } - attr { - name: "T" - type: "type" - } - attr { - name: "Tdim" - type: "type" - default_value { - type: DT_INT32 - } - allowed_values { - list { - type: DT_INT32 - type: DT_INT64 - } - } - } - } - op { - name: "Fill" - input_arg { - name: "dims" - type: DT_INT32 - } - input_arg { - name: "value" - type_attr: "T" - } - output_arg { - name: "output" - type_attr: "T" - } - attr { - name: "T" - type: "type" - } - } - op { - name: "FloorDiv" - 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_UINT16 - type: DT_INT16 - type: DT_INT32 - type: DT_INT64 - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - op { - name: "GreaterEqual" - input_arg { - name: "x" - type_attr: "T" - } - input_arg { - name: "y" - type_attr: "T" - } - output_arg { - name: "z" - type: DT_BOOL - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_INT64 - type: DT_UINT8 - type: DT_INT16 - type: DT_INT8 - type: DT_UINT16 - type: DT_HALF - } - } - } - } - op { - name: "Identity" - input_arg { - name: "input" - type_attr: "T" - } - output_arg { - name: "output" - type_attr: "T" - } - attr { - name: "T" - type: "type" - } - } - op { - name: "InTopKV2" - input_arg { - name: "predictions" - type: DT_FLOAT - } - input_arg { - name: "targets" - type_attr: "T" - } - input_arg { - name: "k" - type_attr: "T" - } - output_arg { - name: "precision" - type: DT_BOOL - } - attr { - name: "T" - type: "type" - default_value { - type: DT_INT32 - } - allowed_values { - list { - type: DT_INT32 - type: DT_INT64 - } - } - } - } - op { - name: "MatMul" - input_arg { - name: "a" - type_attr: "T" - } - input_arg { - name: "b" - type_attr: "T" - } - output_arg { - name: "product" - type_attr: "T" - } - attr { - name: "transpose_a" - type: "bool" - default_value { - b: false - } - } - attr { - name: "transpose_b" - type: "bool" - default_value { - b: false - } - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - op { - name: "Maximum" - 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_INT32 - type: DT_INT64 - } - } - } - is_commutative: true - } - op { - name: "Mean" - input_arg { - name: "input" - type_attr: "T" - } - input_arg { - name: "reduction_indices" - type_attr: "Tidx" - } - output_arg { - name: "output" - type_attr: "T" - } - attr { - name: "keep_dims" - type: "bool" - default_value { - b: false - } - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT64 - type: DT_INT32 - type: DT_UINT8 - type: DT_UINT16 - type: DT_INT16 - type: DT_INT8 - type: DT_COMPLEX64 - type: DT_COMPLEX128 - type: DT_QINT8 - type: DT_QUINT8 - type: DT_QINT32 - type: DT_HALF - } - } - } - attr { - name: "Tidx" - type: "type" - default_value { - type: DT_INT32 - } - allowed_values { - list { - type: DT_INT32 - type: DT_INT64 - } - } - } - } - op { - name: "MergeV2Checkpoints" - input_arg { - name: "checkpoint_prefixes" - type: DT_STRING - } - input_arg { - name: "destination_prefix" - type: DT_STRING - } - attr { - name: "delete_old_dirs" - type: "bool" - default_value { - b: true - } - } - is_stateful: true - } - op { - name: "Mul" - 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_UINT16 - type: DT_INT16 - type: DT_INT32 - type: DT_INT64 - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - is_commutative: true - } - op { - name: "NoOp" - } - op { - name: "Pack" - input_arg { - name: "values" - type_attr: "T" - number_attr: "N" - } - output_arg { - name: "output" - type_attr: "T" - } - attr { - name: "N" - type: "int" - has_minimum: true - minimum: 1 - } - attr { - name: "T" - type: "type" - } - attr { - name: "axis" - type: "int" - default_value { - i: 0 - } - } - } - op { - name: "Placeholder" - output_arg { - name: "output" - type_attr: "dtype" - } - attr { - name: "dtype" - type: "type" - } - attr { - name: "shape" - type: "shape" - default_value { - shape { - unknown_rank: true - } - } - } - } - op { - name: "PreventGradient" - input_arg { - name: "input" - type_attr: "T" - } - output_arg { - name: "output" - type_attr: "T" - } - attr { - name: "T" - type: "type" - } - attr { - name: "message" - type: "string" - default_value { - s: "" - } - } - } - op { - name: "Prod" - input_arg { - name: "input" - type_attr: "T" - } - input_arg { - name: "reduction_indices" - type_attr: "Tidx" - } - output_arg { - name: "output" - type_attr: "T" - } - attr { - name: "keep_dims" - type: "bool" - default_value { - b: false - } - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT64 - type: DT_INT32 - type: DT_UINT8 - type: DT_UINT16 - type: DT_INT16 - type: DT_INT8 - type: DT_COMPLEX64 - type: DT_COMPLEX128 - type: DT_QINT8 - type: DT_QUINT8 - type: DT_QINT32 - type: DT_HALF - } - } - } - attr { - name: "Tidx" - type: "type" - default_value { - type: DT_INT32 - } - allowed_values { - list { - type: DT_INT32 - type: DT_INT64 - } - } - } - } - op { - name: "RealDiv" - 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_UINT16 - type: DT_INT16 - type: DT_INT32 - type: DT_INT64 - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - op { - name: "Reshape" - input_arg { - name: "tensor" - type_attr: "T" - } - input_arg { - name: "shape" - type_attr: "Tshape" - } - output_arg { - name: "output" - type_attr: "T" - } - attr { - name: "T" - type: "type" - } - attr { - name: "Tshape" - type: "type" - default_value { - type: DT_INT32 - } - allowed_values { - list { - type: DT_INT32 - type: DT_INT64 - } - } - } - } - op { - name: "RestoreV2" - input_arg { - name: "prefix" - type: DT_STRING - } - input_arg { - name: "tensor_names" - type: DT_STRING - } - input_arg { - name: "shape_and_slices" - type: DT_STRING - } - output_arg { - name: "tensors" - type_list_attr: "dtypes" - } - attr { - name: "dtypes" - type: "list(type)" - has_minimum: true - minimum: 1 - } - is_stateful: true - } - op { - name: "SaveV2" - input_arg { - name: "prefix" - type: DT_STRING - } - input_arg { - name: "tensor_names" - type: DT_STRING - } - input_arg { - name: "shape_and_slices" - type: DT_STRING - } - input_arg { - name: "tensors" - type_list_attr: "dtypes" - } - attr { - name: "dtypes" - type: "list(type)" - has_minimum: true - minimum: 1 - } - is_stateful: true - } - op { - name: "ScalarSummary" - input_arg { - name: "tags" - type: DT_STRING - } - input_arg { - name: "values" - type_attr: "T" - } - output_arg { - name: "summary" - type: DT_STRING - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_INT64 - type: DT_UINT8 - type: DT_INT16 - type: DT_INT8 - type: DT_UINT16 - type: DT_HALF - } - } - } - } - op { - name: "Select" - input_arg { - name: "condition" - type: DT_BOOL - } - input_arg { - name: "t" - type_attr: "T" - } - input_arg { - name: "e" - type_attr: "T" - } - output_arg { - name: "output" - type_attr: "T" - } - attr { - name: "T" - type: "type" - } - } - op { - name: "Selu" - input_arg { - name: "features" - type_attr: "T" - } - output_arg { - name: "activations" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - } - } - } - } - op { - name: "SeluGrad" - input_arg { - name: "gradients" - type_attr: "T" - } - input_arg { - name: "outputs" - type_attr: "T" - } - output_arg { - name: "backprops" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - } - } - } - } - op { - name: "Shape" - input_arg { - name: "input" - type_attr: "T" - } - output_arg { - name: "output" - type_attr: "out_type" - } - attr { - name: "T" - type: "type" - } - attr { - name: "out_type" - type: "type" - default_value { - type: DT_INT32 - } - allowed_values { - list { - type: DT_INT32 - type: DT_INT64 - } - } - } - } - op { - name: "ShardedFilename" - input_arg { - name: "basename" - type: DT_STRING - } - input_arg { - name: "shard" - type: DT_INT32 - } - input_arg { - name: "num_shards" - type: DT_INT32 - } - output_arg { - name: "filename" - type: DT_STRING - } - } - op { - name: "SparseSoftmaxCrossEntropyWithLogits" - input_arg { - name: "features" - type_attr: "T" - } - input_arg { - name: "labels" - type_attr: "Tlabels" - } - output_arg { - name: "loss" - type_attr: "T" - } - output_arg { - name: "backprop" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - } - } - } - attr { - name: "Tlabels" - type: "type" - default_value { - type: DT_INT64 - } - allowed_values { - list { - type: DT_INT32 - type: DT_INT64 - } - } - } - } - op { - name: "StringJoin" - input_arg { - name: "inputs" - type: DT_STRING - number_attr: "N" - } - output_arg { - name: "output" - type: DT_STRING - } - attr { - name: "N" - type: "int" - has_minimum: true - minimum: 1 - } - attr { - name: "separator" - type: "string" - default_value { - s: "" - } - } - } - op { - name: "Sum" - input_arg { - name: "input" - type_attr: "T" - } - input_arg { - name: "reduction_indices" - type_attr: "Tidx" - } - output_arg { - name: "output" - type_attr: "T" - } - attr { - name: "keep_dims" - type: "bool" - default_value { - b: false - } - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT64 - type: DT_INT32 - type: DT_UINT8 - type: DT_UINT16 - type: DT_INT16 - type: DT_INT8 - type: DT_COMPLEX64 - type: DT_COMPLEX128 - type: DT_QINT8 - type: DT_QUINT8 - type: DT_QINT32 - type: DT_HALF - } - } - } - attr { - name: "Tidx" - type: "type" - default_value { - type: DT_INT32 - } - allowed_values { - list { - type: DT_INT32 - type: DT_INT64 - } - } - } - } - op { - name: "Tile" - input_arg { - name: "input" - type_attr: "T" - } - input_arg { - name: "multiples" - type_attr: "Tmultiples" - } - output_arg { - name: "output" - type_attr: "T" - } - attr { - name: "T" - type: "type" - } - attr { - name: "Tmultiples" - type: "type" - default_value { - type: DT_INT32 - } - allowed_values { - list { - type: DT_INT32 - type: DT_INT64 - } - } - } - } - op { - name: "TruncatedNormal" - input_arg { - name: "shape" - type_attr: "T" - } - output_arg { - name: "output" - type_attr: "dtype" - } - attr { - name: "seed" - type: "int" - default_value { - i: 0 - } - } - attr { - name: "seed2" - type: "int" - default_value { - i: 0 - } - } - attr { - name: "dtype" - type: "type" - allowed_values { - list { - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - } - } - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_INT32 - type: DT_INT64 - } - } - } - is_stateful: true - } - op { - name: "VariableV2" - output_arg { - name: "ref" - type_attr: "dtype" - is_ref: true - } - attr { - name: "shape" - type: "shape" - } - attr { - name: "dtype" - type: "type" - } - attr { - name: "container" - type: "string" - default_value { - s: "" - } - } - attr { - name: "shared_name" - type: "string" - default_value { - s: "" - } - } - is_stateful: true - } - op { - name: "ZerosLike" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - } - } - } - tags: "serve" - tensorflow_version: "1.4.1" - tensorflow_git_version: "v1.4.0-19-ga52c8d9" - } - graph_def { - node { - name: "input" - op: "Placeholder" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 784 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: -1 - } - dim { - size: 784 - } - } - } - } - } - node { - name: "y" - op: "Placeholder" - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - attr { - key: "dtype" - value { - type: DT_INT64 - } - } - attr { - key: "shape" - value { - shape { - unknown_rank: true - } - } - } - } - node { - name: "dnn/hidden1/truncated_normal/shape" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 2 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_INT32 - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_INT32 - tensor_shape { - dim { - size: 2 - } - } - tensor_content: "\020\003\000\000,\001\000\000" - } - } - } - } - node { - name: "dnn/hidden1/truncated_normal/mean" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - } - float_val: 0.0 - } - } - } - } - node { - name: "dnn/hidden1/truncated_normal/stddev" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - } - float_val: 0.0714285746216774 - } - } - } - } - node { - name: "dnn/hidden1/truncated_normal/TruncatedNormal" - op: "TruncatedNormal" - input: "dnn/hidden1/truncated_normal/shape" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 784 - } - dim { - size: 300 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "seed" - value { - i: 0 - } - } - attr { - key: "seed2" - value { - i: 0 - } - } - } - node { - name: "dnn/hidden1/truncated_normal/mul" - op: "Mul" - input: "dnn/hidden1/truncated_normal/TruncatedNormal" - input: "dnn/hidden1/truncated_normal/stddev" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 784 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "dnn/hidden1/truncated_normal" - op: "Add" - input: "dnn/hidden1/truncated_normal/mul" - input: "dnn/hidden1/truncated_normal/mean" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 784 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "dnn/hidden1/weights" - op: "VariableV2" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 784 - } - dim { - size: 300 - } - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: 784 - } - dim { - size: 300 - } - } - } - } - attr { - key: "shared_name" - value { - s: "" - } - } - } - node { - name: "dnn/hidden1/weights/Assign" - op: "Assign" - input: "dnn/hidden1/weights" - input: "dnn/hidden1/truncated_normal" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/hidden1/weights" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 784 - } - dim { - size: 300 - } - } - } - } - } - attr { - key: "use_locking" - value { - b: true - } - } - attr { - key: "validate_shape" - value { - b: true - } - } - } - node { - name: "dnn/hidden1/weights/read" - op: "Identity" - input: "dnn/hidden1/weights" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/hidden1/weights" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 784 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "dnn/hidden1/zeros" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 300 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - dim { - size: 300 - } - } - float_val: 0.0 - } - } - } - } - node { - name: "dnn/hidden1/bias" - op: "VariableV2" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 300 - } - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: 300 - } - } - } - } - attr { - key: "shared_name" - value { - s: "" - } - } - } - node { - name: "dnn/hidden1/bias/Assign" - op: "Assign" - input: "dnn/hidden1/bias" - input: "dnn/hidden1/zeros" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/hidden1/bias" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 300 - } - } - } - } - } - attr { - key: "use_locking" - value { - b: true - } - } - attr { - key: "validate_shape" - value { - b: true - } - } - } - node { - name: "dnn/hidden1/bias/read" - op: "Identity" - input: "dnn/hidden1/bias" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/hidden1/bias" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 300 - } - } - } - } - } - } - node { - name: "dnn/hidden1/MatMul" - op: "MatMul" - input: "input" - input: "dnn/hidden1/weights/read" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 300 - } - } - } - } - } - attr { - key: "transpose_a" - value { - b: false - } - } - attr { - key: "transpose_b" - value { - b: false - } - } - } - node { - name: "dnn/hidden1/add" - op: "Add" - input: "dnn/hidden1/MatMul" - input: "dnn/hidden1/bias/read" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "dnn/hidden1/mul/x" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - } - float_val: 0.009999999776482582 - } - } - } - } - node { - name: "dnn/hidden1/mul" - op: "Mul" - input: "dnn/hidden1/mul/x" - input: "dnn/hidden1/add" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "dnn/hidden1/Maximum" - op: "Maximum" - input: "dnn/hidden1/mul" - input: "dnn/hidden1/add" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "dnn/hidden2/truncated_normal/shape" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 2 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_INT32 - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_INT32 - tensor_shape { - dim { - size: 2 - } - } - tensor_content: ",\001\000\000d\000\000\000" - } - } - } - } - node { - name: "dnn/hidden2/truncated_normal/mean" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - } - float_val: 0.0 - } - } - } - } - node { - name: "dnn/hidden2/truncated_normal/stddev" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - } - float_val: 0.1154700517654419 - } - } - } - } - node { - name: "dnn/hidden2/truncated_normal/TruncatedNormal" - op: "TruncatedNormal" - input: "dnn/hidden2/truncated_normal/shape" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 300 - } - dim { - size: 100 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "seed" - value { - i: 0 - } - } - attr { - key: "seed2" - value { - i: 0 - } - } - } - node { - name: "dnn/hidden2/truncated_normal/mul" - op: "Mul" - input: "dnn/hidden2/truncated_normal/TruncatedNormal" - input: "dnn/hidden2/truncated_normal/stddev" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 300 - } - dim { - size: 100 - } - } - } - } - } - } - node { - name: "dnn/hidden2/truncated_normal" - op: "Add" - input: "dnn/hidden2/truncated_normal/mul" - input: "dnn/hidden2/truncated_normal/mean" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 300 - } - dim { - size: 100 - } - } - } - } - } - } - node { - name: "dnn/hidden2/weights" - op: "VariableV2" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 300 - } - dim { - size: 100 - } - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: 300 - } - dim { - size: 100 - } - } - } - } - attr { - key: "shared_name" - value { - s: "" - } - } - } - node { - name: "dnn/hidden2/weights/Assign" - op: "Assign" - input: "dnn/hidden2/weights" - input: "dnn/hidden2/truncated_normal" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/hidden2/weights" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 300 - } - dim { - size: 100 - } - } - } - } - } - attr { - key: "use_locking" - value { - b: true - } - } - attr { - key: "validate_shape" - value { - b: true - } - } - } - node { - name: "dnn/hidden2/weights/read" - op: "Identity" - input: "dnn/hidden2/weights" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/hidden2/weights" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 300 - } - dim { - size: 100 - } - } - } - } - } - } - node { - name: "dnn/hidden2/zeros" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 100 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - dim { - size: 100 - } - } - float_val: 0.0 - } - } - } - } - node { - name: "dnn/hidden2/bias" - op: "VariableV2" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 100 - } - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: 100 - } - } - } - } - attr { - key: "shared_name" - value { - s: "" - } - } - } - node { - name: "dnn/hidden2/bias/Assign" - op: "Assign" - input: "dnn/hidden2/bias" - input: "dnn/hidden2/zeros" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/hidden2/bias" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 100 - } - } - } - } - } - attr { - key: "use_locking" - value { - b: true - } - } - attr { - key: "validate_shape" - value { - b: true - } - } - } - node { - name: "dnn/hidden2/bias/read" - op: "Identity" - input: "dnn/hidden2/bias" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/hidden2/bias" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 100 - } - } - } - } - } - } - node { - name: "dnn/hidden2/MatMul" - op: "MatMul" - input: "dnn/hidden1/Maximum" - input: "dnn/hidden2/weights/read" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 100 - } - } - } - } - } - attr { - key: "transpose_a" - value { - b: false - } - } - attr { - key: "transpose_b" - value { - b: false - } - } - } - node { - name: "dnn/hidden2/add" - op: "Add" - input: "dnn/hidden2/MatMul" - input: "dnn/hidden2/bias/read" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 100 - } - } - } - } - } - } - node { - name: "dnn/hidden2/Selu" - op: "Selu" - input: "dnn/hidden2/add" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 100 - } - } - } - } - } - } - node { - name: "dnn/outputs/truncated_normal/shape" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 2 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_INT32 - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_INT32 - tensor_shape { - dim { - size: 2 - } - } - tensor_content: "d\000\000\000\n\000\000\000" - } - } - } - } - node { - name: "dnn/outputs/truncated_normal/mean" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - } - float_val: 0.0 - } - } - } - } - node { - name: "dnn/outputs/truncated_normal/stddev" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - } - float_val: 0.20000000298023224 - } - } - } - } - node { - name: "dnn/outputs/truncated_normal/TruncatedNormal" - op: "TruncatedNormal" - input: "dnn/outputs/truncated_normal/shape" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 100 - } - dim { - size: 10 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "seed" - value { - i: 0 - } - } - attr { - key: "seed2" - value { - i: 0 - } - } - } - node { - name: "dnn/outputs/truncated_normal/mul" - op: "Mul" - input: "dnn/outputs/truncated_normal/TruncatedNormal" - input: "dnn/outputs/truncated_normal/stddev" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 100 - } - dim { - size: 10 - } - } - } - } - } - } - node { - name: "dnn/outputs/truncated_normal" - op: "Add" - input: "dnn/outputs/truncated_normal/mul" - input: "dnn/outputs/truncated_normal/mean" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 100 - } - dim { - size: 10 - } - } - } - } - } - } - node { - name: "dnn/outputs/weights" - op: "VariableV2" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 100 - } - dim { - size: 10 - } - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: 100 - } - dim { - size: 10 - } - } - } - } - attr { - key: "shared_name" - value { - s: "" - } - } - } - node { - name: "dnn/outputs/weights/Assign" - op: "Assign" - input: "dnn/outputs/weights" - input: "dnn/outputs/truncated_normal" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/outputs/weights" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 100 - } - dim { - size: 10 - } - } - } - } - } - attr { - key: "use_locking" - value { - b: true - } - } - attr { - key: "validate_shape" - value { - b: true - } - } - } - node { - name: "dnn/outputs/weights/read" - op: "Identity" - input: "dnn/outputs/weights" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/outputs/weights" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 100 - } - dim { - size: 10 - } - } - } - } - } - } - node { - name: "dnn/outputs/zeros" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 10 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - dim { - size: 10 - } - } - float_val: 0.0 - } - } - } - } - node { - name: "dnn/outputs/bias" - op: "VariableV2" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 10 - } - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: 10 - } - } - } - } - attr { - key: "shared_name" - value { - s: "" - } - } - } - node { - name: "dnn/outputs/bias/Assign" - op: "Assign" - input: "dnn/outputs/bias" - input: "dnn/outputs/zeros" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/outputs/bias" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 10 - } - } - } - } - } - attr { - key: "use_locking" - value { - b: true - } - } - attr { - key: "validate_shape" - value { - b: true - } - } - } - node { - name: "dnn/outputs/bias/read" - op: "Identity" - input: "dnn/outputs/bias" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/outputs/bias" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 10 - } - } - } - } - } - } - node { - name: "dnn/outputs/MatMul" - op: "MatMul" - input: "dnn/hidden2/Selu" - input: "dnn/outputs/weights/read" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 10 - } - } - } - } - } - attr { - key: "transpose_a" - value { - b: false - } - } - attr { - key: "transpose_b" - value { - b: false - } - } - } - node { - name: "dnn/outputs/add" - op: "Add" - input: "dnn/outputs/MatMul" - input: "dnn/outputs/bias/read" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 10 - } - } - } - } - } - } - node { - name: "loss/SparseSoftmaxCrossEntropyWithLogits/Shape" - op: "Shape" - input: "y" - attr { - key: "T" - value { - type: DT_INT64 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - attr { - key: "out_type" - value { - type: DT_INT32 - } - } - } - node { - name: "loss/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits" - op: "SparseSoftmaxCrossEntropyWithLogits" - input: "dnn/outputs/add" - input: "y" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tlabels" - value { - type: DT_INT64 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - shape { - dim { - size: -1 - } - dim { - size: 10 - } - } - } - } - } - } - node { - name: "loss/Const" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_INT32 - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_INT32 - tensor_shape { - dim { - size: 1 - } - } - int_val: 0 - } - } - } - } - node { - name: "loss/loss" - op: "Mean" - input: "loss/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits" - input: "loss/Const" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "train/gradients/Shape" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_INT32 - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_INT32 - tensor_shape { - dim { - } - } - } - } - } - } - node { - name: "train/gradients/Const" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - } - float_val: 1.0 - } - } - } - } - node { - name: "train/gradients/Fill" - op: "Fill" - input: "train/gradients/Shape" - input: "train/gradients/Const" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "train/gradients/loss/loss_grad/Reshape/shape" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_INT32 - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_INT32 - tensor_shape { - dim { - size: 1 - } - } - int_val: 1 - } - } - } - } - node { - name: "train/gradients/loss/loss_grad/Reshape" - op: "Reshape" - input: "train/gradients/Fill" - input: "train/gradients/loss/loss_grad/Reshape/shape" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tshape" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - } - node { - name: "train/gradients/loss/loss_grad/Shape" - op: "Shape" - input: "loss/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "out_type" - value { - type: DT_INT32 - } - } - } - node { - name: "train/gradients/loss/loss_grad/Tile" - op: "Tile" - input: "train/gradients/loss/loss_grad/Reshape" - input: "train/gradients/loss/loss_grad/Shape" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tmultiples" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - } - node { - name: "train/gradients/loss/loss_grad/Shape_1" - op: "Shape" - input: "loss/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "out_type" - value { - type: DT_INT32 - } - } - } - node { - name: "train/gradients/loss/loss_grad/Shape_2" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_INT32 - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_INT32 - tensor_shape { - dim { - } - } - } - } - } - } - node { - name: "train/gradients/loss/loss_grad/Const" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/loss/loss_grad/Shape_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_INT32 - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_INT32 - tensor_shape { - dim { - size: 1 - } - } - int_val: 0 - } - } - } - } - node { - name: "train/gradients/loss/loss_grad/Prod" - op: "Prod" - input: "train/gradients/loss/loss_grad/Shape_1" - input: "train/gradients/loss/loss_grad/Const" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/loss/loss_grad/Shape_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "train/gradients/loss/loss_grad/Const_1" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/loss/loss_grad/Shape_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_INT32 - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_INT32 - tensor_shape { - dim { - size: 1 - } - } - int_val: 0 - } - } - } - } - node { - name: "train/gradients/loss/loss_grad/Prod_1" - op: "Prod" - input: "train/gradients/loss/loss_grad/Shape_2" - input: "train/gradients/loss/loss_grad/Const_1" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/loss/loss_grad/Shape_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "train/gradients/loss/loss_grad/Maximum/y" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/loss/loss_grad/Shape_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_INT32 - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_INT32 - tensor_shape { - } - int_val: 1 - } - } - } - } - node { - name: "train/gradients/loss/loss_grad/Maximum" - op: "Maximum" - input: "train/gradients/loss/loss_grad/Prod_1" - input: "train/gradients/loss/loss_grad/Maximum/y" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/loss/loss_grad/Shape_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "train/gradients/loss/loss_grad/floordiv" - op: "FloorDiv" - input: "train/gradients/loss/loss_grad/Prod" - input: "train/gradients/loss/loss_grad/Maximum" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/loss/loss_grad/Shape_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "train/gradients/loss/loss_grad/Cast" - op: "Cast" - input: "train/gradients/loss/loss_grad/floordiv" - attr { - key: "DstT" - value { - type: DT_FLOAT - } - } - attr { - key: "SrcT" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "train/gradients/loss/loss_grad/truediv" - op: "RealDiv" - input: "train/gradients/loss/loss_grad/Tile" - input: "train/gradients/loss/loss_grad/Cast" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - } - node { - name: "train/gradients/zeros_like" - op: "ZerosLike" - input: "loss/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits:1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 10 - } - } - } - } - } - } - node { - name: "train/gradients/loss/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits_grad/PreventGradient" - op: "PreventGradient" - input: "loss/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits:1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 10 - } - } - } - } - } - attr { - key: "message" - value { - s: "Currently there is no way to take the second derivative of sparse_softmax_cross_entropy_with_logits due to the fused implementation\'s interaction with tf.gradients()" - } - } - } - node { - name: "train/gradients/loss/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits_grad/ExpandDims/dim" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_INT32 - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_INT32 - tensor_shape { - } - int_val: -1 - } - } - } - } - node { - name: "train/gradients/loss/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits_grad/ExpandDims" - op: "ExpandDims" - input: "train/gradients/loss/loss_grad/truediv" - input: "train/gradients/loss/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits_grad/ExpandDims/dim" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tdim" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "train/gradients/loss/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits_grad/mul" - op: "Mul" - input: "train/gradients/loss/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits_grad/ExpandDims" - input: "train/gradients/loss/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits_grad/PreventGradient" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 10 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/outputs/add_grad/Shape" - op: "Shape" - input: "dnn/outputs/MatMul" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 2 - } - } - } - } - } - attr { - key: "out_type" - value { - type: DT_INT32 - } - } - } - node { - name: "train/gradients/dnn/outputs/add_grad/Shape_1" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_INT32 - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_INT32 - tensor_shape { - dim { - size: 1 - } - } - int_val: 10 - } - } - } - } - node { - name: "train/gradients/dnn/outputs/add_grad/BroadcastGradientArgs" - op: "BroadcastGradientArgs" - input: "train/gradients/dnn/outputs/add_grad/Shape" - input: "train/gradients/dnn/outputs/add_grad/Shape_1" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - shape { - dim { - size: -1 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/outputs/add_grad/Sum" - op: "Sum" - input: "train/gradients/loss/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits_grad/mul" - input: "train/gradients/dnn/outputs/add_grad/BroadcastGradientArgs" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "train/gradients/dnn/outputs/add_grad/Reshape" - op: "Reshape" - input: "train/gradients/dnn/outputs/add_grad/Sum" - input: "train/gradients/dnn/outputs/add_grad/Shape" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tshape" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 10 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/outputs/add_grad/Sum_1" - op: "Sum" - input: "train/gradients/loss/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits_grad/mul" - input: "train/gradients/dnn/outputs/add_grad/BroadcastGradientArgs:1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "train/gradients/dnn/outputs/add_grad/Reshape_1" - op: "Reshape" - input: "train/gradients/dnn/outputs/add_grad/Sum_1" - input: "train/gradients/dnn/outputs/add_grad/Shape_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tshape" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 10 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/outputs/add_grad/tuple/group_deps" - op: "NoOp" - input: "^train/gradients/dnn/outputs/add_grad/Reshape" - input: "^train/gradients/dnn/outputs/add_grad/Reshape_1" - } - node { - name: "train/gradients/dnn/outputs/add_grad/tuple/control_dependency" - op: "Identity" - input: "train/gradients/dnn/outputs/add_grad/Reshape" - input: "^train/gradients/dnn/outputs/add_grad/tuple/group_deps" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/dnn/outputs/add_grad/Reshape" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 10 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/outputs/add_grad/tuple/control_dependency_1" - op: "Identity" - input: "train/gradients/dnn/outputs/add_grad/Reshape_1" - input: "^train/gradients/dnn/outputs/add_grad/tuple/group_deps" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/dnn/outputs/add_grad/Reshape_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 10 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/outputs/MatMul_grad/MatMul" - op: "MatMul" - input: "train/gradients/dnn/outputs/add_grad/tuple/control_dependency" - input: "dnn/outputs/weights/read" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 100 - } - } - } - } - } - attr { - key: "transpose_a" - value { - b: false - } - } - attr { - key: "transpose_b" - value { - b: true - } - } - } - node { - name: "train/gradients/dnn/outputs/MatMul_grad/MatMul_1" - op: "MatMul" - input: "dnn/hidden2/Selu" - input: "train/gradients/dnn/outputs/add_grad/tuple/control_dependency" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 100 - } - dim { - size: 10 - } - } - } - } - } - attr { - key: "transpose_a" - value { - b: true - } - } - attr { - key: "transpose_b" - value { - b: false - } - } - } - node { - name: "train/gradients/dnn/outputs/MatMul_grad/tuple/group_deps" - op: "NoOp" - input: "^train/gradients/dnn/outputs/MatMul_grad/MatMul" - input: "^train/gradients/dnn/outputs/MatMul_grad/MatMul_1" - } - node { - name: "train/gradients/dnn/outputs/MatMul_grad/tuple/control_dependency" - op: "Identity" - input: "train/gradients/dnn/outputs/MatMul_grad/MatMul" - input: "^train/gradients/dnn/outputs/MatMul_grad/tuple/group_deps" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/dnn/outputs/MatMul_grad/MatMul" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 100 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/outputs/MatMul_grad/tuple/control_dependency_1" - op: "Identity" - input: "train/gradients/dnn/outputs/MatMul_grad/MatMul_1" - input: "^train/gradients/dnn/outputs/MatMul_grad/tuple/group_deps" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/dnn/outputs/MatMul_grad/MatMul_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 100 - } - dim { - size: 10 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden2/Selu_grad/SeluGrad" - op: "SeluGrad" - input: "train/gradients/dnn/outputs/MatMul_grad/tuple/control_dependency" - input: "dnn/hidden2/Selu" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 100 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden2/add_grad/Shape" - op: "Shape" - input: "dnn/hidden2/MatMul" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 2 - } - } - } - } - } - attr { - key: "out_type" - value { - type: DT_INT32 - } - } - } - node { - name: "train/gradients/dnn/hidden2/add_grad/Shape_1" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_INT32 - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_INT32 - tensor_shape { - dim { - size: 1 - } - } - int_val: 100 - } - } - } - } - node { - name: "train/gradients/dnn/hidden2/add_grad/BroadcastGradientArgs" - op: "BroadcastGradientArgs" - input: "train/gradients/dnn/hidden2/add_grad/Shape" - input: "train/gradients/dnn/hidden2/add_grad/Shape_1" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - shape { - dim { - size: -1 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden2/add_grad/Sum" - op: "Sum" - input: "train/gradients/dnn/hidden2/Selu_grad/SeluGrad" - input: "train/gradients/dnn/hidden2/add_grad/BroadcastGradientArgs" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "train/gradients/dnn/hidden2/add_grad/Reshape" - op: "Reshape" - input: "train/gradients/dnn/hidden2/add_grad/Sum" - input: "train/gradients/dnn/hidden2/add_grad/Shape" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tshape" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 100 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden2/add_grad/Sum_1" - op: "Sum" - input: "train/gradients/dnn/hidden2/Selu_grad/SeluGrad" - input: "train/gradients/dnn/hidden2/add_grad/BroadcastGradientArgs:1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "train/gradients/dnn/hidden2/add_grad/Reshape_1" - op: "Reshape" - input: "train/gradients/dnn/hidden2/add_grad/Sum_1" - input: "train/gradients/dnn/hidden2/add_grad/Shape_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tshape" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 100 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden2/add_grad/tuple/group_deps" - op: "NoOp" - input: "^train/gradients/dnn/hidden2/add_grad/Reshape" - input: "^train/gradients/dnn/hidden2/add_grad/Reshape_1" - } - node { - name: "train/gradients/dnn/hidden2/add_grad/tuple/control_dependency" - op: "Identity" - input: "train/gradients/dnn/hidden2/add_grad/Reshape" - input: "^train/gradients/dnn/hidden2/add_grad/tuple/group_deps" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/dnn/hidden2/add_grad/Reshape" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 100 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden2/add_grad/tuple/control_dependency_1" - op: "Identity" - input: "train/gradients/dnn/hidden2/add_grad/Reshape_1" - input: "^train/gradients/dnn/hidden2/add_grad/tuple/group_deps" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/dnn/hidden2/add_grad/Reshape_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 100 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden2/MatMul_grad/MatMul" - op: "MatMul" - input: "train/gradients/dnn/hidden2/add_grad/tuple/control_dependency" - input: "dnn/hidden2/weights/read" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 300 - } - } - } - } - } - attr { - key: "transpose_a" - value { - b: false - } - } - attr { - key: "transpose_b" - value { - b: true - } - } - } - node { - name: "train/gradients/dnn/hidden2/MatMul_grad/MatMul_1" - op: "MatMul" - input: "dnn/hidden1/Maximum" - input: "train/gradients/dnn/hidden2/add_grad/tuple/control_dependency" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 300 - } - dim { - size: 100 - } - } - } - } - } - attr { - key: "transpose_a" - value { - b: true - } - } - attr { - key: "transpose_b" - value { - b: false - } - } - } - node { - name: "train/gradients/dnn/hidden2/MatMul_grad/tuple/group_deps" - op: "NoOp" - input: "^train/gradients/dnn/hidden2/MatMul_grad/MatMul" - input: "^train/gradients/dnn/hidden2/MatMul_grad/MatMul_1" - } - node { - name: "train/gradients/dnn/hidden2/MatMul_grad/tuple/control_dependency" - op: "Identity" - input: "train/gradients/dnn/hidden2/MatMul_grad/MatMul" - input: "^train/gradients/dnn/hidden2/MatMul_grad/tuple/group_deps" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/dnn/hidden2/MatMul_grad/MatMul" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden2/MatMul_grad/tuple/control_dependency_1" - op: "Identity" - input: "train/gradients/dnn/hidden2/MatMul_grad/MatMul_1" - input: "^train/gradients/dnn/hidden2/MatMul_grad/tuple/group_deps" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/dnn/hidden2/MatMul_grad/MatMul_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 300 - } - dim { - size: 100 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/Maximum_grad/Shape" - op: "Shape" - input: "dnn/hidden1/mul" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 2 - } - } - } - } - } - attr { - key: "out_type" - value { - type: DT_INT32 - } - } - } - node { - name: "train/gradients/dnn/hidden1/Maximum_grad/Shape_1" - op: "Shape" - input: "dnn/hidden1/add" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 2 - } - } - } - } - } - attr { - key: "out_type" - value { - type: DT_INT32 - } - } - } - node { - name: "train/gradients/dnn/hidden1/Maximum_grad/Shape_2" - op: "Shape" - input: "train/gradients/dnn/hidden2/MatMul_grad/tuple/control_dependency" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 2 - } - } - } - } - } - attr { - key: "out_type" - value { - type: DT_INT32 - } - } - } - node { - name: "train/gradients/dnn/hidden1/Maximum_grad/zeros/Const" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - } - float_val: 0.0 - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/Maximum_grad/zeros" - op: "Fill" - input: "train/gradients/dnn/hidden1/Maximum_grad/Shape_2" - input: "train/gradients/dnn/hidden1/Maximum_grad/zeros/Const" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/Maximum_grad/GreaterEqual" - op: "GreaterEqual" - input: "dnn/hidden1/mul" - input: "dnn/hidden1/add" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/Maximum_grad/BroadcastGradientArgs" - op: "BroadcastGradientArgs" - input: "train/gradients/dnn/hidden1/Maximum_grad/Shape" - input: "train/gradients/dnn/hidden1/Maximum_grad/Shape_1" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - shape { - dim { - size: -1 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/Maximum_grad/Select" - op: "Select" - input: "train/gradients/dnn/hidden1/Maximum_grad/GreaterEqual" - input: "train/gradients/dnn/hidden2/MatMul_grad/tuple/control_dependency" - input: "train/gradients/dnn/hidden1/Maximum_grad/zeros" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/Maximum_grad/Select_1" - op: "Select" - input: "train/gradients/dnn/hidden1/Maximum_grad/GreaterEqual" - input: "train/gradients/dnn/hidden1/Maximum_grad/zeros" - input: "train/gradients/dnn/hidden2/MatMul_grad/tuple/control_dependency" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/Maximum_grad/Sum" - op: "Sum" - input: "train/gradients/dnn/hidden1/Maximum_grad/Select" - input: "train/gradients/dnn/hidden1/Maximum_grad/BroadcastGradientArgs" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "train/gradients/dnn/hidden1/Maximum_grad/Reshape" - op: "Reshape" - input: "train/gradients/dnn/hidden1/Maximum_grad/Sum" - input: "train/gradients/dnn/hidden1/Maximum_grad/Shape" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tshape" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/Maximum_grad/Sum_1" - op: "Sum" - input: "train/gradients/dnn/hidden1/Maximum_grad/Select_1" - input: "train/gradients/dnn/hidden1/Maximum_grad/BroadcastGradientArgs:1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "train/gradients/dnn/hidden1/Maximum_grad/Reshape_1" - op: "Reshape" - input: "train/gradients/dnn/hidden1/Maximum_grad/Sum_1" - input: "train/gradients/dnn/hidden1/Maximum_grad/Shape_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tshape" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/Maximum_grad/tuple/group_deps" - op: "NoOp" - input: "^train/gradients/dnn/hidden1/Maximum_grad/Reshape" - input: "^train/gradients/dnn/hidden1/Maximum_grad/Reshape_1" - } - node { - name: "train/gradients/dnn/hidden1/Maximum_grad/tuple/control_dependency" - op: "Identity" - input: "train/gradients/dnn/hidden1/Maximum_grad/Reshape" - input: "^train/gradients/dnn/hidden1/Maximum_grad/tuple/group_deps" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/dnn/hidden1/Maximum_grad/Reshape" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/Maximum_grad/tuple/control_dependency_1" - op: "Identity" - input: "train/gradients/dnn/hidden1/Maximum_grad/Reshape_1" - input: "^train/gradients/dnn/hidden1/Maximum_grad/tuple/group_deps" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/dnn/hidden1/Maximum_grad/Reshape_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/mul_grad/Shape" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_INT32 - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_INT32 - tensor_shape { - dim { - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/mul_grad/Shape_1" - op: "Shape" - input: "dnn/hidden1/add" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 2 - } - } - } - } - } - attr { - key: "out_type" - value { - type: DT_INT32 - } - } - } - node { - name: "train/gradients/dnn/hidden1/mul_grad/BroadcastGradientArgs" - op: "BroadcastGradientArgs" - input: "train/gradients/dnn/hidden1/mul_grad/Shape" - input: "train/gradients/dnn/hidden1/mul_grad/Shape_1" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - shape { - dim { - size: -1 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/mul_grad/mul" - op: "Mul" - input: "train/gradients/dnn/hidden1/Maximum_grad/tuple/control_dependency" - input: "dnn/hidden1/add" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/mul_grad/Sum" - op: "Sum" - input: "train/gradients/dnn/hidden1/mul_grad/mul" - input: "train/gradients/dnn/hidden1/mul_grad/BroadcastGradientArgs" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "train/gradients/dnn/hidden1/mul_grad/Reshape" - op: "Reshape" - input: "train/gradients/dnn/hidden1/mul_grad/Sum" - input: "train/gradients/dnn/hidden1/mul_grad/Shape" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tshape" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/mul_grad/mul_1" - op: "Mul" - input: "dnn/hidden1/mul/x" - input: "train/gradients/dnn/hidden1/Maximum_grad/tuple/control_dependency" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/mul_grad/Sum_1" - op: "Sum" - input: "train/gradients/dnn/hidden1/mul_grad/mul_1" - input: "train/gradients/dnn/hidden1/mul_grad/BroadcastGradientArgs:1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "train/gradients/dnn/hidden1/mul_grad/Reshape_1" - op: "Reshape" - input: "train/gradients/dnn/hidden1/mul_grad/Sum_1" - input: "train/gradients/dnn/hidden1/mul_grad/Shape_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tshape" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/mul_grad/tuple/group_deps" - op: "NoOp" - input: "^train/gradients/dnn/hidden1/mul_grad/Reshape" - input: "^train/gradients/dnn/hidden1/mul_grad/Reshape_1" - } - node { - name: "train/gradients/dnn/hidden1/mul_grad/tuple/control_dependency" - op: "Identity" - input: "train/gradients/dnn/hidden1/mul_grad/Reshape" - input: "^train/gradients/dnn/hidden1/mul_grad/tuple/group_deps" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/dnn/hidden1/mul_grad/Reshape" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/mul_grad/tuple/control_dependency_1" - op: "Identity" - input: "train/gradients/dnn/hidden1/mul_grad/Reshape_1" - input: "^train/gradients/dnn/hidden1/mul_grad/tuple/group_deps" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/dnn/hidden1/mul_grad/Reshape_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "train/gradients/AddN" - op: "AddN" - input: "train/gradients/dnn/hidden1/Maximum_grad/tuple/control_dependency_1" - input: "train/gradients/dnn/hidden1/mul_grad/tuple/control_dependency_1" - attr { - key: "N" - value { - i: 2 - } - } - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/dnn/hidden1/Maximum_grad/Reshape_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/add_grad/Shape" - op: "Shape" - input: "dnn/hidden1/MatMul" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 2 - } - } - } - } - } - attr { - key: "out_type" - value { - type: DT_INT32 - } - } - } - node { - name: "train/gradients/dnn/hidden1/add_grad/Shape_1" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_INT32 - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_INT32 - tensor_shape { - dim { - size: 1 - } - } - int_val: 300 - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/add_grad/BroadcastGradientArgs" - op: "BroadcastGradientArgs" - input: "train/gradients/dnn/hidden1/add_grad/Shape" - input: "train/gradients/dnn/hidden1/add_grad/Shape_1" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - shape { - dim { - size: -1 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/add_grad/Sum" - op: "Sum" - input: "train/gradients/AddN" - input: "train/gradients/dnn/hidden1/add_grad/BroadcastGradientArgs" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "train/gradients/dnn/hidden1/add_grad/Reshape" - op: "Reshape" - input: "train/gradients/dnn/hidden1/add_grad/Sum" - input: "train/gradients/dnn/hidden1/add_grad/Shape" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tshape" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/add_grad/Sum_1" - op: "Sum" - input: "train/gradients/AddN" - input: "train/gradients/dnn/hidden1/add_grad/BroadcastGradientArgs:1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "train/gradients/dnn/hidden1/add_grad/Reshape_1" - op: "Reshape" - input: "train/gradients/dnn/hidden1/add_grad/Sum_1" - input: "train/gradients/dnn/hidden1/add_grad/Shape_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tshape" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 300 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/add_grad/tuple/group_deps" - op: "NoOp" - input: "^train/gradients/dnn/hidden1/add_grad/Reshape" - input: "^train/gradients/dnn/hidden1/add_grad/Reshape_1" - } - node { - name: "train/gradients/dnn/hidden1/add_grad/tuple/control_dependency" - op: "Identity" - input: "train/gradients/dnn/hidden1/add_grad/Reshape" - input: "^train/gradients/dnn/hidden1/add_grad/tuple/group_deps" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/dnn/hidden1/add_grad/Reshape" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/add_grad/tuple/control_dependency_1" - op: "Identity" - input: "train/gradients/dnn/hidden1/add_grad/Reshape_1" - input: "^train/gradients/dnn/hidden1/add_grad/tuple/group_deps" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/dnn/hidden1/add_grad/Reshape_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 300 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/MatMul_grad/MatMul" - op: "MatMul" - input: "train/gradients/dnn/hidden1/add_grad/tuple/control_dependency" - input: "dnn/hidden1/weights/read" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 784 - } - } - } - } - } - attr { - key: "transpose_a" - value { - b: false - } - } - attr { - key: "transpose_b" - value { - b: true - } - } - } - node { - name: "train/gradients/dnn/hidden1/MatMul_grad/MatMul_1" - op: "MatMul" - input: "input" - input: "train/gradients/dnn/hidden1/add_grad/tuple/control_dependency" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 784 - } - dim { - size: 300 - } - } - } - } - } - attr { - key: "transpose_a" - value { - b: true - } - } - attr { - key: "transpose_b" - value { - b: false - } - } - } - node { - name: "train/gradients/dnn/hidden1/MatMul_grad/tuple/group_deps" - op: "NoOp" - input: "^train/gradients/dnn/hidden1/MatMul_grad/MatMul" - input: "^train/gradients/dnn/hidden1/MatMul_grad/MatMul_1" - } - node { - name: "train/gradients/dnn/hidden1/MatMul_grad/tuple/control_dependency" - op: "Identity" - input: "train/gradients/dnn/hidden1/MatMul_grad/MatMul" - input: "^train/gradients/dnn/hidden1/MatMul_grad/tuple/group_deps" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/dnn/hidden1/MatMul_grad/MatMul" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 784 - } - } - } - } - } - } - node { - name: "train/gradients/dnn/hidden1/MatMul_grad/tuple/control_dependency_1" - op: "Identity" - input: "train/gradients/dnn/hidden1/MatMul_grad/MatMul_1" - input: "^train/gradients/dnn/hidden1/MatMul_grad/tuple/group_deps" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@train/gradients/dnn/hidden1/MatMul_grad/MatMul_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 784 - } - dim { - size: 300 - } - } - } - } - } - } - node { - name: "train/GradientDescent/learning_rate" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - } - float_val: 0.009999999776482582 - } - } - } - } - node { - name: "train/GradientDescent/update_dnn/hidden1/weights/ApplyGradientDescent" - op: "ApplyGradientDescent" - input: "dnn/hidden1/weights" - input: "train/GradientDescent/learning_rate" - input: "train/gradients/dnn/hidden1/MatMul_grad/tuple/control_dependency_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/hidden1/weights" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 784 - } - dim { - size: 300 - } - } - } - } - } - attr { - key: "use_locking" - value { - b: false - } - } - } - node { - name: "train/GradientDescent/update_dnn/hidden1/bias/ApplyGradientDescent" - op: "ApplyGradientDescent" - input: "dnn/hidden1/bias" - input: "train/GradientDescent/learning_rate" - input: "train/gradients/dnn/hidden1/add_grad/tuple/control_dependency_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/hidden1/bias" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 300 - } - } - } - } - } - attr { - key: "use_locking" - value { - b: false - } - } - } - node { - name: "train/GradientDescent/update_dnn/hidden2/weights/ApplyGradientDescent" - op: "ApplyGradientDescent" - input: "dnn/hidden2/weights" - input: "train/GradientDescent/learning_rate" - input: "train/gradients/dnn/hidden2/MatMul_grad/tuple/control_dependency_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/hidden2/weights" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 300 - } - dim { - size: 100 - } - } - } - } - } - attr { - key: "use_locking" - value { - b: false - } - } - } - node { - name: "train/GradientDescent/update_dnn/hidden2/bias/ApplyGradientDescent" - op: "ApplyGradientDescent" - input: "dnn/hidden2/bias" - input: "train/GradientDescent/learning_rate" - input: "train/gradients/dnn/hidden2/add_grad/tuple/control_dependency_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/hidden2/bias" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 100 - } - } - } - } - } - attr { - key: "use_locking" - value { - b: false - } - } - } - node { - name: "train/GradientDescent/update_dnn/outputs/weights/ApplyGradientDescent" - op: "ApplyGradientDescent" - input: "dnn/outputs/weights" - input: "train/GradientDescent/learning_rate" - input: "train/gradients/dnn/outputs/MatMul_grad/tuple/control_dependency_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/outputs/weights" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 100 - } - dim { - size: 10 - } - } - } - } - } - attr { - key: "use_locking" - value { - b: false - } - } - } - node { - name: "train/GradientDescent/update_dnn/outputs/bias/ApplyGradientDescent" - op: "ApplyGradientDescent" - input: "dnn/outputs/bias" - input: "train/GradientDescent/learning_rate" - input: "train/gradients/dnn/outputs/add_grad/tuple/control_dependency_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/outputs/bias" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 10 - } - } - } - } - } - attr { - key: "use_locking" - value { - b: false - } - } - } - node { - name: "train/GradientDescent" - op: "NoOp" - input: "^train/GradientDescent/update_dnn/hidden1/weights/ApplyGradientDescent" - input: "^train/GradientDescent/update_dnn/hidden1/bias/ApplyGradientDescent" - input: "^train/GradientDescent/update_dnn/hidden2/weights/ApplyGradientDescent" - input: "^train/GradientDescent/update_dnn/hidden2/bias/ApplyGradientDescent" - input: "^train/GradientDescent/update_dnn/outputs/weights/ApplyGradientDescent" - input: "^train/GradientDescent/update_dnn/outputs/bias/ApplyGradientDescent" - } - node { - name: "eval/in_top_k/InTopKV2/k" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_INT64 - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_INT64 - tensor_shape { - } - int64_val: 1 - } - } - } - } - node { - name: "eval/in_top_k/InTopKV2" - op: "InTopKV2" - input: "dnn/outputs/add" - input: "y" - input: "eval/in_top_k/InTopKV2/k" - attr { - key: "T" - value { - type: DT_INT64 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - } - node { - name: "eval/Cast" - op: "Cast" - input: "eval/in_top_k/InTopKV2" - attr { - key: "DstT" - value { - type: DT_FLOAT - } - } - attr { - key: "SrcT" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - } - node { - name: "eval/Const" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_INT32 - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_INT32 - tensor_shape { - dim { - size: 1 - } - } - int_val: 0 - } - } - } - } - node { - name: "eval/Mean" - op: "Mean" - input: "eval/Cast" - input: "eval/Const" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "init" - op: "NoOp" - input: "^dnn/hidden1/weights/Assign" - input: "^dnn/hidden1/bias/Assign" - input: "^dnn/hidden2/weights/Assign" - input: "^dnn/hidden2/bias/Assign" - input: "^dnn/outputs/weights/Assign" - input: "^dnn/outputs/bias/Assign" - } - node { - name: "Accuracy/tags" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - } - string_val: "Accuracy" - } - } - } - } - node { - name: "Accuracy" - op: "ScalarSummary" - input: "Accuracy/tags" - input: "eval/Mean" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "save/Const" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - } - string_val: "model" - } - } - } - } - node { - name: "save/StringJoin/inputs_1" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - } - string_val: "_temp_de3cfc5e8e7e4734ae221577e8fd36a2/part" - } - } - } - } - node { - name: "save/StringJoin" - op: "StringJoin" - input: "save/Const" - input: "save/StringJoin/inputs_1" - attr { - key: "N" - value { - i: 2 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "separator" - value { - s: "" - } - } - } - node { - name: "save/num_shards" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_INT32 - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_INT32 - tensor_shape { - } - int_val: 1 - } - } - } - } - node { - name: "save/ShardedFilename/shard" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_INT32 - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_INT32 - tensor_shape { - } - int_val: 0 - } - } - } - } - node { - name: "save/ShardedFilename" - op: "ShardedFilename" - input: "save/StringJoin" - input: "save/ShardedFilename/shard" - input: "save/num_shards" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "save/SaveV2/tensor_names" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 6 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - dim { - size: 6 - } - } - string_val: "dnn/hidden1/bias" - string_val: "dnn/hidden1/weights" - string_val: "dnn/hidden2/bias" - string_val: "dnn/hidden2/weights" - string_val: "dnn/outputs/bias" - string_val: "dnn/outputs/weights" - } - } - } - } - node { - name: "save/SaveV2/shape_and_slices" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 6 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - dim { - size: 6 - } - } - string_val: "" - string_val: "" - string_val: "" - string_val: "" - string_val: "" - string_val: "" - } - } - } - } - node { - name: "save/SaveV2" - op: "SaveV2" - input: "save/ShardedFilename" - input: "save/SaveV2/tensor_names" - input: "save/SaveV2/shape_and_slices" - input: "dnn/hidden1/bias" - input: "dnn/hidden1/weights" - input: "dnn/hidden2/bias" - input: "dnn/hidden2/weights" - input: "dnn/outputs/bias" - input: "dnn/outputs/weights" - attr { - key: "dtypes" - value { - list { - type: DT_FLOAT - type: DT_FLOAT - type: DT_FLOAT - type: DT_FLOAT - type: DT_FLOAT - type: DT_FLOAT - } - } - } - } - node { - name: "save/control_dependency" - op: "Identity" - input: "save/ShardedFilename" - input: "^save/SaveV2" - attr { - key: "T" - value { - type: DT_STRING - } - } - attr { - key: "_class" - value { - list { - s: "loc:@save/ShardedFilename" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "save/MergeV2Checkpoints/checkpoint_prefixes" - op: "Pack" - input: "save/ShardedFilename" - input: "^save/control_dependency" - attr { - key: "N" - value { - i: 1 - } - } - attr { - key: "T" - value { - type: DT_STRING - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "axis" - value { - i: 0 - } - } - } - node { - name: "save/MergeV2Checkpoints" - op: "MergeV2Checkpoints" - input: "save/MergeV2Checkpoints/checkpoint_prefixes" - input: "save/Const" - attr { - key: "delete_old_dirs" - value { - b: true - } - } - } - node { - name: "save/Identity" - op: "Identity" - input: "save/Const" - input: "^save/control_dependency" - input: "^save/MergeV2Checkpoints" - attr { - key: "T" - value { - type: DT_STRING - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "save/RestoreV2/tensor_names" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - dim { - size: 1 - } - } - string_val: "dnn/hidden1/bias" - } - } - } - } - node { - name: "save/RestoreV2/shape_and_slices" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - dim { - size: 1 - } - } - string_val: "" - } - } - } - } - node { - name: "save/RestoreV2" - op: "RestoreV2" - input: "save/Const" - input: "save/RestoreV2/tensor_names" - input: "save/RestoreV2/shape_and_slices" - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - attr { - key: "dtypes" - value { - list { - type: DT_FLOAT - } - } - } - } - node { - name: "save/Assign" - op: "Assign" - input: "dnn/hidden1/bias" - input: "save/RestoreV2" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/hidden1/bias" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 300 - } - } - } - } - } - attr { - key: "use_locking" - value { - b: true - } - } - attr { - key: "validate_shape" - value { - b: true - } - } - } - node { - name: "save/RestoreV2_1/tensor_names" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - dim { - size: 1 - } - } - string_val: "dnn/hidden1/weights" - } - } - } - } - node { - name: "save/RestoreV2_1/shape_and_slices" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - dim { - size: 1 - } - } - string_val: "" - } - } - } - } - node { - name: "save/RestoreV2_1" - op: "RestoreV2" - input: "save/Const" - input: "save/RestoreV2_1/tensor_names" - input: "save/RestoreV2_1/shape_and_slices" - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - attr { - key: "dtypes" - value { - list { - type: DT_FLOAT - } - } - } - } - node { - name: "save/Assign_1" - op: "Assign" - input: "dnn/hidden1/weights" - input: "save/RestoreV2_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/hidden1/weights" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 784 - } - dim { - size: 300 - } - } - } - } - } - attr { - key: "use_locking" - value { - b: true - } - } - attr { - key: "validate_shape" - value { - b: true - } - } - } - node { - name: "save/RestoreV2_2/tensor_names" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - dim { - size: 1 - } - } - string_val: "dnn/hidden2/bias" - } - } - } - } - node { - name: "save/RestoreV2_2/shape_and_slices" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - dim { - size: 1 - } - } - string_val: "" - } - } - } - } - node { - name: "save/RestoreV2_2" - op: "RestoreV2" - input: "save/Const" - input: "save/RestoreV2_2/tensor_names" - input: "save/RestoreV2_2/shape_and_slices" - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - attr { - key: "dtypes" - value { - list { - type: DT_FLOAT - } - } - } - } - node { - name: "save/Assign_2" - op: "Assign" - input: "dnn/hidden2/bias" - input: "save/RestoreV2_2" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/hidden2/bias" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 100 - } - } - } - } - } - attr { - key: "use_locking" - value { - b: true - } - } - attr { - key: "validate_shape" - value { - b: true - } - } - } - node { - name: "save/RestoreV2_3/tensor_names" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - dim { - size: 1 - } - } - string_val: "dnn/hidden2/weights" - } - } - } - } - node { - name: "save/RestoreV2_3/shape_and_slices" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - dim { - size: 1 - } - } - string_val: "" - } - } - } - } - node { - name: "save/RestoreV2_3" - op: "RestoreV2" - input: "save/Const" - input: "save/RestoreV2_3/tensor_names" - input: "save/RestoreV2_3/shape_and_slices" - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - attr { - key: "dtypes" - value { - list { - type: DT_FLOAT - } - } - } - } - node { - name: "save/Assign_3" - op: "Assign" - input: "dnn/hidden2/weights" - input: "save/RestoreV2_3" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/hidden2/weights" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 300 - } - dim { - size: 100 - } - } - } - } - } - attr { - key: "use_locking" - value { - b: true - } - } - attr { - key: "validate_shape" - value { - b: true - } - } - } - node { - name: "save/RestoreV2_4/tensor_names" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - dim { - size: 1 - } - } - string_val: "dnn/outputs/bias" - } - } - } - } - node { - name: "save/RestoreV2_4/shape_and_slices" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - dim { - size: 1 - } - } - string_val: "" - } - } - } - } - node { - name: "save/RestoreV2_4" - op: "RestoreV2" - input: "save/Const" - input: "save/RestoreV2_4/tensor_names" - input: "save/RestoreV2_4/shape_and_slices" - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - attr { - key: "dtypes" - value { - list { - type: DT_FLOAT - } - } - } - } - node { - name: "save/Assign_4" - op: "Assign" - input: "dnn/outputs/bias" - input: "save/RestoreV2_4" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/outputs/bias" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 10 - } - } - } - } - } - attr { - key: "use_locking" - value { - b: true - } - } - attr { - key: "validate_shape" - value { - b: true - } - } - } - node { - name: "save/RestoreV2_5/tensor_names" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - dim { - size: 1 - } - } - string_val: "dnn/outputs/weights" - } - } - } - } - node { - name: "save/RestoreV2_5/shape_and_slices" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - dim { - size: 1 - } - } - string_val: "" - } - } - } - } - node { - name: "save/RestoreV2_5" - op: "RestoreV2" - input: "save/Const" - input: "save/RestoreV2_5/tensor_names" - input: "save/RestoreV2_5/shape_and_slices" - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - attr { - key: "dtypes" - value { - list { - type: DT_FLOAT - } - } - } - } - node { - name: "save/Assign_5" - op: "Assign" - input: "dnn/outputs/weights" - input: "save/RestoreV2_5" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dnn/outputs/weights" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 100 - } - dim { - size: 10 - } - } - } - } - } - attr { - key: "use_locking" - value { - b: true - } - } - attr { - key: "validate_shape" - value { - b: true - } - } - } - node { - name: "save/restore_shard" - op: "NoOp" - input: "^save/Assign" - input: "^save/Assign_1" - input: "^save/Assign_2" - input: "^save/Assign_3" - input: "^save/Assign_4" - input: "^save/Assign_5" - } - node { - name: "save/restore_all" - op: "NoOp" - input: "^save/restore_shard" - } - versions { - producer: 24 - } - } - saver_def { - filename_tensor_name: "save/Const:0" - save_tensor_name: "save/Identity:0" - restore_op_name: "save/restore_all" - max_to_keep: 5 - sharded: true - keep_checkpoint_every_n_hours: 10000.0 - version: V2 - } - collection_def { - key: "summaries" - value { - node_list { - value: "Accuracy:0" - } - } - } - collection_def { - key: "train_op" - value { - node_list { - value: "train/GradientDescent" - } - } - } - collection_def { - key: "trainable_variables" - value { - bytes_list { - value: "\n\025dnn/hidden1/weights:0\022\032dnn/hidden1/weights/Assign\032\032dnn/hidden1/weights/read:02\036dnn/hidden1/truncated_normal:0" - value: "\n\022dnn/hidden1/bias:0\022\027dnn/hidden1/bias/Assign\032\027dnn/hidden1/bias/read:02\023dnn/hidden1/zeros:0" - value: "\n\025dnn/hidden2/weights:0\022\032dnn/hidden2/weights/Assign\032\032dnn/hidden2/weights/read:02\036dnn/hidden2/truncated_normal:0" - value: "\n\022dnn/hidden2/bias:0\022\027dnn/hidden2/bias/Assign\032\027dnn/hidden2/bias/read:02\023dnn/hidden2/zeros:0" - value: "\n\025dnn/outputs/weights:0\022\032dnn/outputs/weights/Assign\032\032dnn/outputs/weights/read:02\036dnn/outputs/truncated_normal:0" - value: "\n\022dnn/outputs/bias:0\022\027dnn/outputs/bias/Assign\032\027dnn/outputs/bias/read:02\023dnn/outputs/zeros:0" - } - } - } - collection_def { - key: "variables" - value { - bytes_list { - value: "\n\025dnn/hidden1/weights:0\022\032dnn/hidden1/weights/Assign\032\032dnn/hidden1/weights/read:02\036dnn/hidden1/truncated_normal:0" - value: "\n\022dnn/hidden1/bias:0\022\027dnn/hidden1/bias/Assign\032\027dnn/hidden1/bias/read:02\023dnn/hidden1/zeros:0" - value: "\n\025dnn/hidden2/weights:0\022\032dnn/hidden2/weights/Assign\032\032dnn/hidden2/weights/read:02\036dnn/hidden2/truncated_normal:0" - value: "\n\022dnn/hidden2/bias:0\022\027dnn/hidden2/bias/Assign\032\027dnn/hidden2/bias/read:02\023dnn/hidden2/zeros:0" - value: "\n\025dnn/outputs/weights:0\022\032dnn/outputs/weights/Assign\032\032dnn/outputs/weights/read:02\036dnn/outputs/truncated_normal:0" - value: "\n\022dnn/outputs/bias:0\022\027dnn/outputs/bias/Assign\032\027dnn/outputs/bias/read:02\023dnn/outputs/zeros:0" - } - } - } - signature_def { - key: "serving_default" - value { - inputs { - key: "x" - value { - name: "input:0" - dtype: DT_FLOAT - tensor_shape { - dim { - size: -1 - } - dim { - size: 784 - } - } - } - } - outputs { - key: "y" - value { - name: "dnn/outputs/add:0" - dtype: DT_FLOAT - tensor_shape { - dim { - size: -1 - } - dim { - size: 10 - } - } - } - } - method_name: "tensorflow/serving/predict" - } - } -} |