diff options
Diffstat (limited to 'model-integration/src/test/models/tensorflow/external')
17 files changed, 0 insertions, 23839 deletions
diff --git a/model-integration/src/test/models/tensorflow/external/Model_A/optimized_v2/saved_model.pbtxt b/model-integration/src/test/models/tensorflow/external/Model_A/optimized_v2/saved_model.pbtxt deleted file mode 100644 index d2dc51ac328..00000000000 --- a/model-integration/src/test/models/tensorflow/external/Model_A/optimized_v2/saved_model.pbtxt +++ /dev/null @@ -1,1368 +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_BFLOAT16 - 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: "BiasAdd" - input_arg { - name: "value" - type_attr: "T" - } - input_arg { - name: "bias" - type_attr: "T" - } - output_arg { - name: "output" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_UINT8 - type: DT_INT16 - type: DT_INT8 - type: DT_COMPLEX64 - type: DT_INT64 - type: DT_QINT8 - type: DT_QUINT8 - type: DT_QINT32 - type: DT_BFLOAT16 - type: DT_UINT16 - type: DT_COMPLEX128 - type: DT_HALF - type: DT_UINT32 - type: DT_UINT64 - } - } - } - attr { - name: "data_format" - type: "string" - default_value { - s: "NHWC" - } - allowed_values { - list { - s: "NHWC" - s: "NCHW" - } - } - } - } - 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: "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_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_INT64 - 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_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_INT64 - } - } - } - is_commutative: 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_BFLOAT16 - 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: "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: "PlaceholderWithDefault" - input_arg { - name: "input" - type_attr: "dtype" - } - output_arg { - name: "output" - type_attr: "dtype" - } - attr { - name: "dtype" - type: "type" - } - attr { - name: "shape" - type: "shape" - } - } - op { - name: "Rsqrt" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - op { - name: "Sigmoid" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - op { - name: "Square" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_INT64 - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - 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_INT32 - type: DT_UINT8 - type: DT_INT16 - type: DT_INT8 - type: DT_COMPLEX64 - type: DT_INT64 - type: DT_QINT8 - type: DT_QUINT8 - type: DT_QINT32 - type: DT_BFLOAT16 - type: DT_UINT16 - type: DT_COMPLEX128 - type: DT_HALF - type: DT_UINT32 - type: DT_UINT64 - } - } - } - attr { - name: "Tidx" - type: "type" - default_value { - type: DT_INT32 - } - allowed_values { - list { - type: DT_INT32 - type: DT_INT64 - } - } - } - } - } - tags: "serve" - tensorflow_version: "1.13.1" - tensorflow_git_version: "b\'v1.13.1-0-g6612da8951\'" - } - graph_def { - node { - name: "keras_learning_phase/input" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_BOOL - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_BOOL - tensor_shape { - } - bool_val: false - } - } - } - } - node { - name: "keras_learning_phase" - op: "PlaceholderWithDefault" - input: "keras_learning_phase/input" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_BOOL - } - } - attr { - key: "shape" - value { - shape { - } - } - } - } - node { - name: "dot_0/l2_normalize/Maximum/y" - 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: 9.999999960041972e-13 - } - } - } - } - node { - name: "dot_0/l2_normalize/Sum/reduction_indices" - 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: "dense_out/kernel" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - dim { - size: 1 - } - dim { - size: 1 - } - } - float_val: -1.049525499343872 - } - } - } - } - node { - name: "batch_norm/moving_mean" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - dim { - size: 1 - } - } - float_val: 0.0 - } - } - } - } - node { - name: "batch_norm/batchnorm/mul/_0__cf__0" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - dim { - size: 1 - } - } - float_val: 0.9995003938674927 - } - } - } - } - node { - name: "batch_norm/batchnorm/sub/_1__cf__1" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - dim { - size: 1 - } - } - float_val: 0.0 - } - } - } - } - node { - name: "input_embedding_user_guid" - op: "Placeholder" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - node { - name: "dot_0/l2_normalize_1/Square" - op: "Square" - input: "input_embedding_user_guid" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize_1/Sum" - op: "Sum" - input: "dot_0/l2_normalize_1/Square" - input: "dot_0/l2_normalize/Sum/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: true - } - } - } - node { - name: "dot_0/l2_normalize_1/Maximum" - op: "Maximum" - input: "dot_0/l2_normalize_1/Sum" - input: "dot_0/l2_normalize/Maximum/y" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize_1/Rsqrt" - op: "Rsqrt" - input: "dot_0/l2_normalize_1/Maximum" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize_1" - op: "Mul" - input: "input_embedding_user_guid" - input: "dot_0/l2_normalize_1/Rsqrt" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "input_embedding_product_slug" - op: "Placeholder" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - node { - name: "dot_0/l2_normalize/Square" - op: "Square" - input: "input_embedding_product_slug" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize/Sum" - op: "Sum" - input: "dot_0/l2_normalize/Square" - input: "dot_0/l2_normalize/Sum/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: true - } - } - } - node { - name: "dot_0/l2_normalize/Maximum" - op: "Maximum" - input: "dot_0/l2_normalize/Sum" - input: "dot_0/l2_normalize/Maximum/y" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize/Rsqrt" - op: "Rsqrt" - input: "dot_0/l2_normalize/Maximum" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize" - op: "Mul" - input: "input_embedding_product_slug" - input: "dot_0/l2_normalize/Rsqrt" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "dot_0/Mul" - op: "Mul" - input: "dot_0/l2_normalize" - input: "dot_0/l2_normalize_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "dot_0/Sum" - op: "Sum" - input: "dot_0/Mul" - input: "dot_0/l2_normalize/Sum/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "dot_0/ExpandDims" - op: "ExpandDims" - input: "dot_0/Sum" - input: "dot_0/l2_normalize/Sum/reduction_indices" - 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: "batch_norm/batchnorm/mul_1" - op: "Mul" - input: "dot_0/ExpandDims" - input: "batch_norm/batchnorm/mul/_0__cf__0" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "batch_norm/batchnorm/add_1" - op: "Add" - input: "batch_norm/batchnorm/mul_1" - input: "batch_norm/batchnorm/sub/_1__cf__1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dense_out/MatMul" - op: "MatMul" - input: "batch_norm/batchnorm/add_1" - input: "dense_out/kernel" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "transpose_a" - value { - b: false - } - } - attr { - key: "transpose_b" - value { - b: false - } - } - } - node { - name: "dense_out/BiasAdd" - op: "BiasAdd" - input: "dense_out/MatMul" - input: "batch_norm/moving_mean" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "data_format" - value { - s: "NHWC" - } - } - } - node { - name: "dense_out/Sigmoid" - op: "Sigmoid" - input: "dense_out/BiasAdd" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - versions { - } - } - signature_def { - key: "serving_default" - value { - inputs { - key: "input_embedding_product_slug" - value { - name: "input_embedding_product_slug:0" - dtype: DT_FLOAT - tensor_shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - inputs { - key: "input_embedding_user_guid" - value { - name: "input_embedding_user_guid:0" - dtype: DT_FLOAT - tensor_shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - outputs { - key: "output" - value { - name: "dense_out/Sigmoid:0" - dtype: DT_FLOAT - tensor_shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - method_name: "tensorflow/serving/predict" - } - } -} diff --git a/model-integration/src/test/models/tensorflow/external/Model_B/factorization_machine_v1/export/optimized/saved_model.pbtxt b/model-integration/src/test/models/tensorflow/external/Model_B/factorization_machine_v1/export/optimized/saved_model.pbtxt deleted file mode 100644 index 102428b2cf2..00000000000 --- a/model-integration/src/test/models/tensorflow/external/Model_B/factorization_machine_v1/export/optimized/saved_model.pbtxt +++ /dev/null @@ -1,1368 +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_BFLOAT16 - 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: "BiasAdd" - input_arg { - name: "value" - type_attr: "T" - } - input_arg { - name: "bias" - type_attr: "T" - } - output_arg { - name: "output" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_UINT8 - type: DT_INT16 - type: DT_INT8 - type: DT_COMPLEX64 - type: DT_INT64 - type: DT_QINT8 - type: DT_QUINT8 - type: DT_QINT32 - type: DT_BFLOAT16 - type: DT_UINT16 - type: DT_COMPLEX128 - type: DT_HALF - type: DT_UINT32 - type: DT_UINT64 - } - } - } - attr { - name: "data_format" - type: "string" - default_value { - s: "NHWC" - } - allowed_values { - list { - s: "NHWC" - s: "NCHW" - } - } - } - } - 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: "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_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_INT64 - 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_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_INT64 - } - } - } - is_commutative: 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_BFLOAT16 - 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: "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: "PlaceholderWithDefault" - input_arg { - name: "input" - type_attr: "dtype" - } - output_arg { - name: "output" - type_attr: "dtype" - } - attr { - name: "dtype" - type: "type" - } - attr { - name: "shape" - type: "shape" - } - } - op { - name: "Rsqrt" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - op { - name: "Sigmoid" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - op { - name: "Square" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_INT64 - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - 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_INT32 - type: DT_UINT8 - type: DT_INT16 - type: DT_INT8 - type: DT_COMPLEX64 - type: DT_INT64 - type: DT_QINT8 - type: DT_QUINT8 - type: DT_QINT32 - type: DT_BFLOAT16 - type: DT_UINT16 - type: DT_COMPLEX128 - type: DT_HALF - type: DT_UINT32 - type: DT_UINT64 - } - } - } - attr { - name: "Tidx" - type: "type" - default_value { - type: DT_INT32 - } - allowed_values { - list { - type: DT_INT32 - type: DT_INT64 - } - } - } - } - } - tags: "serve" - tensorflow_version: "1.13.1" - tensorflow_git_version: "b\'v1.13.1-0-g6612da8951\'" - } - graph_def { - node { - name: "keras_learning_phase/input" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_BOOL - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_BOOL - tensor_shape { - } - bool_val: false - } - } - } - } - node { - name: "keras_learning_phase" - op: "PlaceholderWithDefault" - input: "keras_learning_phase/input" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_BOOL - } - } - attr { - key: "shape" - value { - shape { - } - } - } - } - node { - name: "dot_0/l2_normalize/Maximum/y" - 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: 9.999999960041972e-13 - } - } - } - } - node { - name: "dot_0/l2_normalize/Sum/reduction_indices" - 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: "dense_out/kernel" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - dim { - size: 1 - } - dim { - size: 1 - } - } - float_val: -1.278536081314087 - } - } - } - } - node { - name: "batch_norm/moving_mean" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - dim { - size: 1 - } - } - float_val: 0.0 - } - } - } - } - node { - name: "batch_norm/batchnorm/mul/_0__cf__2" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - dim { - size: 1 - } - } - float_val: 0.9995003938674927 - } - } - } - } - node { - name: "batch_norm/batchnorm/sub/_1__cf__3" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - dim { - size: 1 - } - } - float_val: 0.0 - } - } - } - } - node { - name: "input_embedding_user_guid" - op: "Placeholder" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - node { - name: "dot_0/l2_normalize_1/Square" - op: "Square" - input: "input_embedding_user_guid" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize_1/Sum" - op: "Sum" - input: "dot_0/l2_normalize_1/Square" - input: "dot_0/l2_normalize/Sum/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: true - } - } - } - node { - name: "dot_0/l2_normalize_1/Maximum" - op: "Maximum" - input: "dot_0/l2_normalize_1/Sum" - input: "dot_0/l2_normalize/Maximum/y" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize_1/Rsqrt" - op: "Rsqrt" - input: "dot_0/l2_normalize_1/Maximum" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize_1" - op: "Mul" - input: "input_embedding_user_guid" - input: "dot_0/l2_normalize_1/Rsqrt" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "input_embedding_product_slug" - op: "Placeholder" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - node { - name: "dot_0/l2_normalize/Square" - op: "Square" - input: "input_embedding_product_slug" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize/Sum" - op: "Sum" - input: "dot_0/l2_normalize/Square" - input: "dot_0/l2_normalize/Sum/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: true - } - } - } - node { - name: "dot_0/l2_normalize/Maximum" - op: "Maximum" - input: "dot_0/l2_normalize/Sum" - input: "dot_0/l2_normalize/Maximum/y" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize/Rsqrt" - op: "Rsqrt" - input: "dot_0/l2_normalize/Maximum" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize" - op: "Mul" - input: "input_embedding_product_slug" - input: "dot_0/l2_normalize/Rsqrt" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "dot_0/Mul" - op: "Mul" - input: "dot_0/l2_normalize" - input: "dot_0/l2_normalize_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "dot_0/Sum" - op: "Sum" - input: "dot_0/Mul" - input: "dot_0/l2_normalize/Sum/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "dot_0/ExpandDims" - op: "ExpandDims" - input: "dot_0/Sum" - input: "dot_0/l2_normalize/Sum/reduction_indices" - 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: "batch_norm/batchnorm/mul_1" - op: "Mul" - input: "dot_0/ExpandDims" - input: "batch_norm/batchnorm/mul/_0__cf__2" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "batch_norm/batchnorm/add_1" - op: "Add" - input: "batch_norm/batchnorm/mul_1" - input: "batch_norm/batchnorm/sub/_1__cf__3" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dense_out/MatMul" - op: "MatMul" - input: "batch_norm/batchnorm/add_1" - input: "dense_out/kernel" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "transpose_a" - value { - b: false - } - } - attr { - key: "transpose_b" - value { - b: false - } - } - } - node { - name: "dense_out/BiasAdd" - op: "BiasAdd" - input: "dense_out/MatMul" - input: "batch_norm/moving_mean" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "data_format" - value { - s: "NHWC" - } - } - } - node { - name: "dense_out/Sigmoid" - op: "Sigmoid" - input: "dense_out/BiasAdd" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - versions { - } - } - signature_def { - key: "serving_default" - value { - inputs { - key: "input_embedding_product_slug" - value { - name: "input_embedding_product_slug:0" - dtype: DT_FLOAT - tensor_shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - inputs { - key: "input_embedding_user_guid" - value { - name: "input_embedding_user_guid:0" - dtype: DT_FLOAT - tensor_shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - outputs { - key: "output" - value { - name: "dense_out/Sigmoid:0" - dtype: DT_FLOAT - tensor_shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - method_name: "tensorflow/serving/predict" - } - } -} diff --git a/model-integration/src/test/models/tensorflow/external/Model_B/factorization_machine_v1/export/standard/saved_model.pbtxt b/model-integration/src/test/models/tensorflow/external/Model_B/factorization_machine_v1/export/standard/saved_model.pbtxt deleted file mode 100644 index 50aee0ebcf7..00000000000 --- a/model-integration/src/test/models/tensorflow/external/Model_B/factorization_machine_v1/export/standard/saved_model.pbtxt +++ /dev/null @@ -1,11403 +0,0 @@ -saved_model_schema_version: 1 -meta_graphs { - meta_info_def { - stripped_op_list { - op { - name: "Abs" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_INT64 - } - } - } - } - 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_BFLOAT16 - 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: "Assert" - input_arg { - name: "condition" - type: DT_BOOL - } - input_arg { - name: "data" - type_list_attr: "T" - } - attr { - name: "T" - type: "list(type)" - has_minimum: true - minimum: 1 - } - attr { - name: "summarize" - type: "int" - default_value { - i: 3 - } - } - is_stateful: true - } - op { - name: "AssignAddVariableOp" - input_arg { - name: "resource" - type: DT_RESOURCE - } - input_arg { - name: "value" - type_attr: "dtype" - } - attr { - name: "dtype" - type: "type" - } - is_stateful: true - } - op { - name: "AssignVariableOp" - input_arg { - name: "resource" - type: DT_RESOURCE - } - input_arg { - name: "value" - type_attr: "dtype" - } - attr { - name: "dtype" - type: "type" - } - is_stateful: true - } - op { - name: "BiasAdd" - input_arg { - name: "value" - type_attr: "T" - } - input_arg { - name: "bias" - type_attr: "T" - } - output_arg { - name: "output" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_UINT8 - type: DT_INT16 - type: DT_INT8 - type: DT_COMPLEX64 - type: DT_INT64 - type: DT_QINT8 - type: DT_QUINT8 - type: DT_QINT32 - type: DT_BFLOAT16 - type: DT_UINT16 - type: DT_COMPLEX128 - type: DT_HALF - type: DT_UINT32 - type: DT_UINT64 - } - } - } - attr { - name: "data_format" - type: "string" - default_value { - s: "NHWC" - } - allowed_values { - list { - s: "NHWC" - s: "NCHW" - } - } - } - } - 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" - } - attr { - name: "Truncate" - type: "bool" - default_value { - b: false - } - } - } - op { - name: "ConcatV2" - input_arg { - name: "values" - type_attr: "T" - number_attr: "N" - } - input_arg { - name: "axis" - type_attr: "Tidx" - } - output_arg { - name: "output" - type_attr: "T" - } - attr { - name: "N" - type: "int" - has_minimum: true - minimum: 2 - } - attr { - name: "T" - type: "type" - } - attr { - name: "Tidx" - type: "type" - default_value { - type: DT_INT32 - } - allowed_values { - list { - type: DT_INT32 - type: DT_INT64 - } - } - } - } - op { - name: "Const" - output_arg { - name: "output" - type_attr: "dtype" - } - attr { - name: "value" - type: "tensor" - } - attr { - name: "dtype" - type: "type" - } - } - op { - name: "DenseToDenseSetOperation" - input_arg { - name: "set1" - type_attr: "T" - } - input_arg { - name: "set2" - type_attr: "T" - } - output_arg { - name: "result_indices" - type: DT_INT64 - } - output_arg { - name: "result_values" - type_attr: "T" - } - output_arg { - name: "result_shape" - type: DT_INT64 - } - attr { - name: "set_operation" - type: "string" - } - attr { - name: "validate_indices" - type: "bool" - default_value { - b: true - } - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_INT8 - type: DT_INT16 - type: DT_INT32 - type: DT_INT64 - type: DT_UINT8 - type: DT_UINT16 - type: DT_STRING - } - } - } - } - op { - name: "DivNoNan" - 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_FLOAT - type: DT_DOUBLE - } - } - } - } - op { - name: "Equal" - 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_BFLOAT16 - 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_QUINT8 - type: DT_QINT8 - type: DT_QINT32 - type: DT_STRING - type: DT_BOOL - type: DT_COMPLEX128 - } - } - } - is_commutative: true - } - op { - name: "Exp" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - 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_attr: "index_type" - } - input_arg { - name: "value" - type_attr: "T" - } - output_arg { - name: "output" - type_attr: "T" - } - attr { - name: "T" - type: "type" - } - attr { - name: "index_type" - type: "type" - default_value { - type: DT_INT32 - } - allowed_values { - list { - type: DT_INT32 - type: DT_INT64 - } - } - } - } - op { - name: "Greater" - 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_UINT8 - type: DT_INT16 - type: DT_INT8 - type: DT_INT64 - type: DT_BFLOAT16 - type: DT_UINT16 - type: DT_HALF - type: DT_UINT32 - type: DT_UINT64 - } - } - } - } - 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_UINT8 - type: DT_INT16 - type: DT_INT8 - type: DT_INT64 - type: DT_BFLOAT16 - type: DT_UINT16 - type: DT_HALF - type: DT_UINT32 - type: DT_UINT64 - } - } - } - } - op { - name: "Identity" - input_arg { - name: "input" - type_attr: "T" - } - output_arg { - name: "output" - type_attr: "T" - } - attr { - name: "T" - type: "type" - } - } - op { - name: "Log" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - op { - name: "Log1p" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - 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_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_INT64 - 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_BFLOAT16 - 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_INT32 - type: DT_UINT8 - type: DT_INT16 - type: DT_INT8 - type: DT_COMPLEX64 - type: DT_INT64 - type: DT_QINT8 - type: DT_QUINT8 - type: DT_QINT32 - type: DT_BFLOAT16 - type: DT_UINT16 - type: DT_COMPLEX128 - type: DT_HALF - type: DT_UINT32 - type: DT_UINT64 - } - } - } - attr { - name: "Tidx" - type: "type" - default_value { - type: DT_INT32 - } - allowed_values { - list { - type: DT_INT32 - type: DT_INT64 - } - } - } - } - op { - name: "Merge" - input_arg { - name: "inputs" - type_attr: "T" - number_attr: "N" - } - output_arg { - name: "output" - type_attr: "T" - } - output_arg { - name: "value_index" - type: DT_INT32 - } - attr { - name: "T" - type: "type" - } - attr { - name: "N" - type: "int" - has_minimum: true - minimum: 1 - } - } - 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: "Minimum" - 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_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_INT64 - } - } - } - is_commutative: 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_BFLOAT16 - 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: "Neg" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_INT64 - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - 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: "PlaceholderWithDefault" - input_arg { - name: "input" - type_attr: "dtype" - } - output_arg { - name: "output" - type_attr: "dtype" - } - attr { - name: "dtype" - type: "type" - } - attr { - name: "shape" - type: "shape" - } - } - op { - name: "ReadVariableOp" - input_arg { - name: "resource" - type: DT_RESOURCE - } - output_arg { - name: "value" - type_attr: "dtype" - } - attr { - name: "dtype" - type: "type" - } - is_stateful: true - } - 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_BFLOAT16 - 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: "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: "Rsqrt" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - 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: "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: "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: "Sigmoid" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - op { - name: "Size" - 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: "Square" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_INT64 - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - 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: "Sub" - 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_BFLOAT16 - 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: "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_INT32 - type: DT_UINT8 - type: DT_INT16 - type: DT_INT8 - type: DT_COMPLEX64 - type: DT_INT64 - type: DT_QINT8 - type: DT_QUINT8 - type: DT_QINT32 - type: DT_BFLOAT16 - type: DT_UINT16 - type: DT_COMPLEX128 - type: DT_HALF - type: DT_UINT32 - type: DT_UINT64 - } - } - } - attr { - name: "Tidx" - type: "type" - default_value { - type: DT_INT32 - } - allowed_values { - list { - type: DT_INT32 - type: DT_INT64 - } - } - } - } - op { - name: "Switch" - input_arg { - name: "data" - type_attr: "T" - } - input_arg { - name: "pred" - type: DT_BOOL - } - output_arg { - name: "output_false" - type_attr: "T" - } - output_arg { - name: "output_true" - type_attr: "T" - } - attr { - name: "T" - type: "type" - } - } - 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_BFLOAT16 - 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: "VarHandleOp" - output_arg { - name: "resource" - type: DT_RESOURCE - } - attr { - name: "container" - type: "string" - default_value { - s: "" - } - } - attr { - name: "shared_name" - type: "string" - default_value { - s: "" - } - } - attr { - name: "dtype" - type: "type" - } - attr { - name: "shape" - type: "shape" - } - is_stateful: true - } - op { - name: "VarIsInitializedOp" - input_arg { - name: "resource" - type: DT_RESOURCE - } - output_arg { - name: "is_initialized" - type: DT_BOOL - } - 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: "1.13.1" - tensorflow_git_version: "b\'v1.13.1-0-g6612da8951\'" - } - graph_def { - node { - name: "keras_learning_phase/input" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_BOOL - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_BOOL - tensor_shape { - } - bool_val: false - } - } - } - } - node { - name: "keras_learning_phase" - op: "PlaceholderWithDefault" - input: "keras_learning_phase/input" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_BOOL - } - } - attr { - key: "shape" - value { - shape { - } - } - } - } - node { - name: "Const" - 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: "input_embedding_product_slug" - op: "Placeholder" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - node { - name: "input_embedding_user_guid" - op: "Placeholder" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - node { - name: "dot_0/l2_normalize/Square" - op: "Square" - input: "input_embedding_product_slug" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize/Sum/reduction_indices" - 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: "dot_0/l2_normalize/Sum" - op: "Sum" - input: "dot_0/l2_normalize/Square" - input: "dot_0/l2_normalize/Sum/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: true - } - } - } - node { - name: "dot_0/l2_normalize/Maximum/y" - 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: 9.999999960041972e-13 - } - } - } - } - node { - name: "dot_0/l2_normalize/Maximum" - op: "Maximum" - input: "dot_0/l2_normalize/Sum" - input: "dot_0/l2_normalize/Maximum/y" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize/Rsqrt" - op: "Rsqrt" - input: "dot_0/l2_normalize/Maximum" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize" - op: "Mul" - input: "input_embedding_product_slug" - input: "dot_0/l2_normalize/Rsqrt" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize_1/Square" - op: "Square" - input: "input_embedding_user_guid" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize_1/Sum/reduction_indices" - 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: "dot_0/l2_normalize_1/Sum" - op: "Sum" - input: "dot_0/l2_normalize_1/Square" - input: "dot_0/l2_normalize_1/Sum/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: true - } - } - } - node { - name: "dot_0/l2_normalize_1/Maximum/y" - 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: 9.999999960041972e-13 - } - } - } - } - node { - name: "dot_0/l2_normalize_1/Maximum" - op: "Maximum" - input: "dot_0/l2_normalize_1/Sum" - input: "dot_0/l2_normalize_1/Maximum/y" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize_1/Rsqrt" - op: "Rsqrt" - input: "dot_0/l2_normalize_1/Maximum" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize_1" - op: "Mul" - input: "input_embedding_user_guid" - input: "dot_0/l2_normalize_1/Rsqrt" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "dot_0/Mul" - op: "Mul" - input: "dot_0/l2_normalize" - input: "dot_0/l2_normalize_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "dot_0/Sum/reduction_indices" - 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: "dot_0/Sum" - op: "Sum" - input: "dot_0/Mul" - input: "dot_0/Sum/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "dot_0/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: "dot_0/ExpandDims" - op: "ExpandDims" - input: "dot_0/Sum" - input: "dot_0/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: "batch_norm/gamma/Initializer/ones" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@batch_norm/gamma" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - dim { - size: 1 - } - } - float_val: 1.0 - } - } - } - } - node { - name: "batch_norm/gamma" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@batch_norm/gamma" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: 1 - } - } - } - } - attr { - key: "shared_name" - value { - s: "batch_norm/gamma" - } - } - } - node { - name: "batch_norm/gamma/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "batch_norm/gamma" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "batch_norm/gamma/Assign" - op: "AssignVariableOp" - input: "batch_norm/gamma" - input: "batch_norm/gamma/Initializer/ones" - attr { - key: "_class" - value { - list { - s: "loc:@batch_norm/gamma" - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "batch_norm/gamma/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "batch_norm/gamma" - attr { - key: "_class" - value { - list { - s: "loc:@batch_norm/gamma" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "batch_norm/beta/Initializer/zeros" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@batch_norm/beta" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - dim { - size: 1 - } - } - float_val: 0.0 - } - } - } - } - node { - name: "batch_norm/beta" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@batch_norm/beta" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: 1 - } - } - } - } - attr { - key: "shared_name" - value { - s: "batch_norm/beta" - } - } - } - node { - name: "batch_norm/beta/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "batch_norm/beta" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "batch_norm/beta/Assign" - op: "AssignVariableOp" - input: "batch_norm/beta" - input: "batch_norm/beta/Initializer/zeros" - attr { - key: "_class" - value { - list { - s: "loc:@batch_norm/beta" - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "batch_norm/beta/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "batch_norm/beta" - attr { - key: "_class" - value { - list { - s: "loc:@batch_norm/beta" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "batch_norm/moving_mean/Initializer/zeros" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@batch_norm/moving_mean" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - dim { - size: 1 - } - } - float_val: 0.0 - } - } - } - } - node { - name: "batch_norm/moving_mean" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@batch_norm/moving_mean" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: 1 - } - } - } - } - attr { - key: "shared_name" - value { - s: "batch_norm/moving_mean" - } - } - } - node { - name: "batch_norm/moving_mean/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "batch_norm/moving_mean" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "batch_norm/moving_mean/Assign" - op: "AssignVariableOp" - input: "batch_norm/moving_mean" - input: "batch_norm/moving_mean/Initializer/zeros" - attr { - key: "_class" - value { - list { - s: "loc:@batch_norm/moving_mean" - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "batch_norm/moving_mean/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "batch_norm/moving_mean" - attr { - key: "_class" - value { - list { - s: "loc:@batch_norm/moving_mean" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "batch_norm/moving_variance/Initializer/ones" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@batch_norm/moving_variance" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - dim { - size: 1 - } - } - float_val: 1.0 - } - } - } - } - node { - name: "batch_norm/moving_variance" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@batch_norm/moving_variance" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: 1 - } - } - } - } - attr { - key: "shared_name" - value { - s: "batch_norm/moving_variance" - } - } - } - node { - name: "batch_norm/moving_variance/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "batch_norm/moving_variance" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "batch_norm/moving_variance/Assign" - op: "AssignVariableOp" - input: "batch_norm/moving_variance" - input: "batch_norm/moving_variance/Initializer/ones" - attr { - key: "_class" - value { - list { - s: "loc:@batch_norm/moving_variance" - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "batch_norm/moving_variance/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "batch_norm/moving_variance" - attr { - key: "_class" - value { - list { - s: "loc:@batch_norm/moving_variance" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "batch_norm/batchnorm/ReadVariableOp" - op: "ReadVariableOp" - input: "batch_norm/moving_variance" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "batch_norm/batchnorm/add/y" - 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: 0.0010000000474974513 - } - } - } - } - node { - name: "batch_norm/batchnorm/add" - op: "Add" - input: "batch_norm/batchnorm/ReadVariableOp" - input: "batch_norm/batchnorm/add/y" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - } - node { - name: "batch_norm/batchnorm/Rsqrt" - op: "Rsqrt" - input: "batch_norm/batchnorm/add" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - } - node { - name: "batch_norm/batchnorm/mul/ReadVariableOp" - op: "ReadVariableOp" - input: "batch_norm/gamma" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "batch_norm/batchnorm/mul" - op: "Mul" - input: "batch_norm/batchnorm/Rsqrt" - input: "batch_norm/batchnorm/mul/ReadVariableOp" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - } - node { - name: "batch_norm/batchnorm/mul_1" - op: "Mul" - input: "dot_0/ExpandDims" - input: "batch_norm/batchnorm/mul" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "batch_norm/batchnorm/ReadVariableOp_1" - op: "ReadVariableOp" - input: "batch_norm/moving_mean" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "batch_norm/batchnorm/mul_2" - op: "Mul" - input: "batch_norm/batchnorm/ReadVariableOp_1" - input: "batch_norm/batchnorm/mul" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - } - node { - name: "batch_norm/batchnorm/ReadVariableOp_2" - op: "ReadVariableOp" - input: "batch_norm/beta" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "batch_norm/batchnorm/sub" - op: "Sub" - input: "batch_norm/batchnorm/ReadVariableOp_2" - input: "batch_norm/batchnorm/mul_2" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - } - node { - name: "batch_norm/batchnorm/add_1" - op: "Add" - input: "batch_norm/batchnorm/mul_1" - input: "batch_norm/batchnorm/sub" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dense_out/kernel/Initializer/truncated_normal/shape" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@dense_out/kernel" - } - } - } - 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\000\000\001\000\000\000" - } - } - } - } - node { - name: "dense_out/kernel/Initializer/truncated_normal/mean" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@dense_out/kernel" - } - } - } - 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: "dense_out/kernel/Initializer/truncated_normal/stddev" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@dense_out/kernel" - } - } - } - 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: 1.607744812965393 - } - } - } - } - node { - name: "dense_out/kernel/Initializer/truncated_normal/TruncatedNormal" - op: "TruncatedNormal" - input: "dense_out/kernel/Initializer/truncated_normal/shape" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dense_out/kernel" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "seed" - value { - i: 0 - } - } - attr { - key: "seed2" - value { - i: 0 - } - } - } - node { - name: "dense_out/kernel/Initializer/truncated_normal/mul" - op: "Mul" - input: "dense_out/kernel/Initializer/truncated_normal/TruncatedNormal" - input: "dense_out/kernel/Initializer/truncated_normal/stddev" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dense_out/kernel" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dense_out/kernel/Initializer/truncated_normal" - op: "Add" - input: "dense_out/kernel/Initializer/truncated_normal/mul" - input: "dense_out/kernel/Initializer/truncated_normal/mean" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_class" - value { - list { - s: "loc:@dense_out/kernel" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dense_out/kernel" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@dense_out/kernel" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: 1 - } - dim { - size: 1 - } - } - } - } - attr { - key: "shared_name" - value { - s: "dense_out/kernel" - } - } - } - node { - name: "dense_out/kernel/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "dense_out/kernel" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "dense_out/kernel/Assign" - op: "AssignVariableOp" - input: "dense_out/kernel" - input: "dense_out/kernel/Initializer/truncated_normal" - attr { - key: "_class" - value { - list { - s: "loc:@dense_out/kernel" - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "dense_out/kernel/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "dense_out/kernel" - attr { - key: "_class" - value { - list { - s: "loc:@dense_out/kernel" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "dense_out/bias/Initializer/zeros" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@dense_out/bias" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - dim { - size: 1 - } - } - float_val: 0.0 - } - } - } - } - node { - name: "dense_out/bias" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@dense_out/bias" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: 1 - } - } - } - } - attr { - key: "shared_name" - value { - s: "dense_out/bias" - } - } - } - node { - name: "dense_out/bias/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "dense_out/bias" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "dense_out/bias/Assign" - op: "AssignVariableOp" - input: "dense_out/bias" - input: "dense_out/bias/Initializer/zeros" - attr { - key: "_class" - value { - list { - s: "loc:@dense_out/bias" - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "dense_out/bias/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "dense_out/bias" - attr { - key: "_class" - value { - list { - s: "loc:@dense_out/bias" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "dense_out/MatMul/ReadVariableOp" - op: "ReadVariableOp" - input: "dense_out/kernel" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "dense_out/MatMul" - op: "MatMul" - input: "batch_norm/batchnorm/add_1" - input: "dense_out/MatMul/ReadVariableOp" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "transpose_a" - value { - b: false - } - } - attr { - key: "transpose_b" - value { - b: false - } - } - } - node { - name: "dense_out/BiasAdd/ReadVariableOp" - op: "ReadVariableOp" - input: "dense_out/bias" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "dense_out/BiasAdd" - op: "BiasAdd" - input: "dense_out/MatMul" - input: "dense_out/BiasAdd/ReadVariableOp" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "data_format" - value { - s: "NHWC" - } - } - } - node { - name: "dense_out/Sigmoid" - op: "Sigmoid" - input: "dense_out/BiasAdd" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "Adam/iterations/Initializer/initial_value" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/iterations" - } - } - } - 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: 0 - } - } - } - } - node { - name: "Adam/iterations" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/iterations" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_INT64 - } - } - attr { - key: "shape" - value { - shape { - } - } - } - attr { - key: "shared_name" - value { - s: "Adam/iterations" - } - } - } - node { - name: "Adam/iterations/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "Adam/iterations" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "Adam/iterations/Assign" - op: "AssignVariableOp" - input: "Adam/iterations" - input: "Adam/iterations/Initializer/initial_value" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/iterations" - } - } - } - attr { - key: "dtype" - value { - type: DT_INT64 - } - } - } - node { - name: "Adam/iterations/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "Adam/iterations" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/iterations" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_INT64 - } - } - } - node { - name: "Adam/lr/Initializer/initial_value" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/lr" - } - } - } - 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: 0.0010000000474974513 - } - } - } - } - node { - name: "Adam/lr" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/lr" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - } - } - } - attr { - key: "shared_name" - value { - s: "Adam/lr" - } - } - } - node { - name: "Adam/lr/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "Adam/lr" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "Adam/lr/Assign" - op: "AssignVariableOp" - input: "Adam/lr" - input: "Adam/lr/Initializer/initial_value" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/lr" - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "Adam/lr/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "Adam/lr" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/lr" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "Adam/beta_1/Initializer/initial_value" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/beta_1" - } - } - } - 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: 0.8999999761581421 - } - } - } - } - node { - name: "Adam/beta_1" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/beta_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - } - } - } - attr { - key: "shared_name" - value { - s: "Adam/beta_1" - } - } - } - node { - name: "Adam/beta_1/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "Adam/beta_1" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "Adam/beta_1/Assign" - op: "AssignVariableOp" - input: "Adam/beta_1" - input: "Adam/beta_1/Initializer/initial_value" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/beta_1" - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "Adam/beta_1/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "Adam/beta_1" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/beta_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "Adam/beta_2/Initializer/initial_value" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/beta_2" - } - } - } - 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: 0.9990000128746033 - } - } - } - } - node { - name: "Adam/beta_2" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/beta_2" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - } - } - } - attr { - key: "shared_name" - value { - s: "Adam/beta_2" - } - } - } - node { - name: "Adam/beta_2/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "Adam/beta_2" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "Adam/beta_2/Assign" - op: "AssignVariableOp" - input: "Adam/beta_2" - input: "Adam/beta_2/Initializer/initial_value" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/beta_2" - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "Adam/beta_2/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "Adam/beta_2" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/beta_2" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "Adam/decay/Initializer/initial_value" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/decay" - } - } - } - 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: "Adam/decay" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/decay" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - } - } - } - attr { - key: "shared_name" - value { - s: "Adam/decay" - } - } - } - node { - name: "Adam/decay/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "Adam/decay" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "Adam/decay/Assign" - op: "AssignVariableOp" - input: "Adam/decay" - input: "Adam/decay/Initializer/initial_value" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/decay" - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "Adam/decay/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "Adam/decay" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/decay" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "dense_out_target" - op: "Placeholder" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - node { - name: "Const_1" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - dim { - size: 1 - } - } - float_val: 1.0 - } - } - } - } - node { - name: "dense_out_sample_weights" - op: "PlaceholderWithDefault" - input: "Const_1" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: -1 - } - } - } - } - } - node { - name: "total/Initializer/zeros" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@total" - } - } - } - 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: "total" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@total" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - } - } - } - attr { - key: "shared_name" - value { - s: "total" - } - } - } - node { - name: "total/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "total" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "total/Assign" - op: "AssignVariableOp" - input: "total" - input: "total/Initializer/zeros" - attr { - key: "_class" - value { - list { - s: "loc:@total" - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "total/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "total" - attr { - key: "_class" - value { - list { - s: "loc:@total" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "count/Initializer/zeros" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@count" - } - } - } - 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: "count" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@count" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - } - } - } - attr { - key: "shared_name" - value { - s: "count" - } - } - } - node { - name: "count/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "count" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "count/Assign" - op: "AssignVariableOp" - input: "count" - input: "count/Initializer/zeros" - attr { - key: "_class" - value { - list { - s: "loc:@count" - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "count/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "count" - attr { - key: "_class" - value { - list { - s: "loc:@count" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "total_1/Initializer/zeros" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@total_1" - } - } - } - 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: "total_1" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@total_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - } - } - } - attr { - key: "shared_name" - value { - s: "total_1" - } - } - } - node { - name: "total_1/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "total_1" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "total_1/Assign" - op: "AssignVariableOp" - input: "total_1" - input: "total_1/Initializer/zeros" - attr { - key: "_class" - value { - list { - s: "loc:@total_1" - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "total_1/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "total_1" - attr { - key: "_class" - value { - list { - s: "loc:@total_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "count_1/Initializer/zeros" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@count_1" - } - } - } - 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: "count_1" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@count_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - } - } - } - attr { - key: "shared_name" - value { - s: "count_1" - } - } - } - node { - name: "count_1/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "count_1" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "count_1/Assign" - op: "AssignVariableOp" - input: "count_1" - input: "count_1/Initializer/zeros" - attr { - key: "_class" - value { - list { - s: "loc:@count_1" - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "count_1/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "count_1" - attr { - key: "_class" - value { - list { - s: "loc:@count_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "loss/dense_out_loss/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: 1.0000000116860974e-07 - } - } - } - } - node { - name: "loss/dense_out_loss/sub/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: 1.0 - } - } - } - } - node { - name: "loss/dense_out_loss/sub" - op: "Sub" - input: "loss/dense_out_loss/sub/x" - input: "loss/dense_out_loss/Const" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/clip_by_value/Minimum" - op: "Minimum" - input: "dense_out/Sigmoid" - input: "loss/dense_out_loss/sub" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/clip_by_value" - op: "Maximum" - input: "loss/dense_out_loss/clip_by_value/Minimum" - input: "loss/dense_out_loss/Const" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/sub_1/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: 1.0 - } - } - } - } - node { - name: "loss/dense_out_loss/sub_1" - op: "Sub" - input: "loss/dense_out_loss/sub_1/x" - input: "loss/dense_out_loss/clip_by_value" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/truediv" - op: "RealDiv" - input: "loss/dense_out_loss/clip_by_value" - input: "loss/dense_out_loss/sub_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/Log" - op: "Log" - input: "loss/dense_out_loss/truediv" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/logistic_loss/zeros_like" - op: "ZerosLike" - input: "loss/dense_out_loss/Log" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/logistic_loss/GreaterEqual" - op: "GreaterEqual" - input: "loss/dense_out_loss/Log" - input: "loss/dense_out_loss/logistic_loss/zeros_like" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/logistic_loss/Select" - op: "Select" - input: "loss/dense_out_loss/logistic_loss/GreaterEqual" - input: "loss/dense_out_loss/Log" - input: "loss/dense_out_loss/logistic_loss/zeros_like" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/logistic_loss/Neg" - op: "Neg" - input: "loss/dense_out_loss/Log" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/logistic_loss/Select_1" - op: "Select" - input: "loss/dense_out_loss/logistic_loss/GreaterEqual" - input: "loss/dense_out_loss/logistic_loss/Neg" - input: "loss/dense_out_loss/Log" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/logistic_loss/mul" - op: "Mul" - input: "loss/dense_out_loss/Log" - input: "dense_out_target" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/logistic_loss/sub" - op: "Sub" - input: "loss/dense_out_loss/logistic_loss/Select" - input: "loss/dense_out_loss/logistic_loss/mul" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/logistic_loss/Exp" - op: "Exp" - input: "loss/dense_out_loss/logistic_loss/Select_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/logistic_loss/Log1p" - op: "Log1p" - input: "loss/dense_out_loss/logistic_loss/Exp" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/logistic_loss" - op: "Add" - input: "loss/dense_out_loss/logistic_loss/sub" - input: "loss/dense_out_loss/logistic_loss/Log1p" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/Mean/reduction_indices" - 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: "loss/dense_out_loss/Mean" - op: "Mean" - input: "loss/dense_out_loss/logistic_loss" - input: "loss/dense_out_loss/Mean/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/weights/shape" - op: "Shape" - input: "dense_out_sample_weights" - 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: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/weights/rank" - 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: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/values/shape" - op: "Shape" - input: "loss/dense_out_loss/Mean" - 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: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/values/rank" - 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: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_scalar/x" - 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: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_scalar" - op: "Equal" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_scalar/x" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/weights/rank" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Switch" - op: "Switch" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_scalar" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_scalar" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/switch_t" - op: "Identity" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Switch:1" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/switch_f" - op: "Identity" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Switch" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id" - op: "Identity" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_scalar" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Switch_1" - op: "Switch" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_scalar" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_scalar" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank" - op: "Equal" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank/Switch" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank/Switch_1" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank/Switch" - op: "Switch" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/values/rank" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/dense_out_loss/broadcast_weights/assert_broadcastable/values/rank" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank/Switch_1" - op: "Switch" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/weights/rank" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/dense_out_loss/broadcast_weights/assert_broadcastable/weights/rank" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch" - op: "Switch" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_t" - op: "Identity" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch:1" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_f" - op: "Identity" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id" - op: "Identity" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/dim" - op: "Const" - input: "^loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_t" - 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: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims" - op: "ExpandDims" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch_1:1" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/dim" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "Tdim" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch" - op: "Switch" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/values/shape" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/dense_out_loss/broadcast_weights/assert_broadcastable/values/shape" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - shape { - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch_1" - op: "Switch" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/dense_out_loss/broadcast_weights/assert_broadcastable/values/shape" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - shape { - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like/Shape" - op: "Const" - input: "^loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_t" - 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\000\000\001\000\000\000" - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like/Const" - op: "Const" - input: "^loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_t" - 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: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like" - op: "Fill" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like/Shape" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like/Const" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "index_type" - value { - type: DT_INT32 - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/concat/axis" - op: "Const" - input: "^loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_t" - 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: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/concat" - op: "ConcatV2" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/concat/axis" - attr { - key: "N" - value { - i: 2 - } - } - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - dim { - size: 2 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/dim" - op: "Const" - input: "^loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_t" - 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: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1" - op: "ExpandDims" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch_1:1" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/dim" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "Tdim" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch" - op: "Switch" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/weights/shape" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/dense_out_loss/broadcast_weights/assert_broadcastable/weights/shape" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - shape { - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch_1" - op: "Switch" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/dense_out_loss/broadcast_weights/assert_broadcastable/weights/shape" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - shape { - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/DenseToDenseSetOperation" - op: "DenseToDenseSetOperation" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/concat" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 2 - } - } - shape { - dim { - size: -1 - } - } - shape { - dim { - size: 2 - } - } - } - } - } - attr { - key: "set_operation" - value { - s: "a-b" - } - } - attr { - key: "validate_indices" - value { - b: true - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/num_invalid_dims" - op: "Size" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/DenseToDenseSetOperation:1" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "out_type" - value { - type: DT_INT32 - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/x" - op: "Const" - input: "^loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_t" - 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: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims" - op: "Equal" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/x" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/num_invalid_dims" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch_1" - op: "Switch" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Merge" - op: "Merge" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch_1" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims" - attr { - key: "N" - value { - i: 2 - } - } - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Merge" - op: "Merge" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Merge" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Switch_1:1" - attr { - key: "N" - value { - i: 2 - } - } - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/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: "weights can not be broadcast to values." - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/Const_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: "weights.shape=" - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/Const_2" - 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: "dense_out_sample_weights:0" - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/Const_3" - 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: "values.shape=" - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/Const_4" - 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: "loss/dense_out_loss/Mean:0" - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/Const_5" - 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: "is_scalar=" - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Switch" - op: "Switch" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Merge" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Merge" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_t" - op: "Identity" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Switch:1" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_f" - op: "Identity" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Switch" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id" - op: "Identity" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Merge" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/NoOp" - op: "NoOp" - input: "^loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_t" - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/control_dependency" - op: "Identity" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_t" - input: "^loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/NoOp" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_t" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_0" - op: "Const" - input: "^loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_f" - 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: "weights can not be broadcast to values." - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_1" - op: "Const" - input: "^loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_f" - 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: "weights.shape=" - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_2" - op: "Const" - input: "^loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_f" - 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: "dense_out_sample_weights:0" - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_4" - op: "Const" - input: "^loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_f" - 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: "values.shape=" - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_5" - op: "Const" - input: "^loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_f" - 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: "loss/dense_out_loss/Mean:0" - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_7" - op: "Const" - input: "^loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_f" - 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: "is_scalar=" - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert" - op: "Assert" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_0" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_1" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_2" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_1" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_4" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_5" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_2" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_7" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_3" - attr { - key: "T" - value { - list { - type: DT_STRING - type: DT_STRING - type: DT_STRING - type: DT_INT32 - type: DT_STRING - type: DT_STRING - type: DT_INT32 - type: DT_STRING - type: DT_BOOL - } - } - } - attr { - key: "summarize" - value { - i: 3 - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch" - op: "Switch" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Merge" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Merge" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_1" - op: "Switch" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/weights/shape" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/dense_out_loss/broadcast_weights/assert_broadcastable/weights/shape" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - shape { - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_2" - op: "Switch" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/values/shape" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/dense_out_loss/broadcast_weights/assert_broadcastable/values/shape" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - shape { - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_3" - op: "Switch" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_scalar" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_scalar" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/control_dependency_1" - op: "Identity" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_f" - input: "^loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_f" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Merge" - op: "Merge" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/control_dependency_1" - input: "loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/control_dependency" - attr { - key: "N" - value { - i: 2 - } - } - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights/ones_like/Shape" - op: "Shape" - input: "loss/dense_out_loss/Mean" - input: "^loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Merge" - 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: "loss/dense_out_loss/broadcast_weights/ones_like/Const" - op: "Const" - input: "^loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Merge" - 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: "loss/dense_out_loss/broadcast_weights/ones_like" - op: "Fill" - input: "loss/dense_out_loss/broadcast_weights/ones_like/Shape" - input: "loss/dense_out_loss/broadcast_weights/ones_like/Const" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - attr { - key: "index_type" - value { - type: DT_INT32 - } - } - } - node { - name: "loss/dense_out_loss/broadcast_weights" - op: "Mul" - input: "dense_out_sample_weights" - input: "loss/dense_out_loss/broadcast_weights/ones_like" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/Mul" - op: "Mul" - input: "loss/dense_out_loss/Mean" - input: "loss/dense_out_loss/broadcast_weights" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - } - node { - name: "loss/dense_out_loss/Const_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: 0 - } - } - } - } - node { - name: "loss/dense_out_loss/Sum" - op: "Sum" - input: "loss/dense_out_loss/Mul" - input: "loss/dense_out_loss/Const_1" - 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: "loss/dense_out_loss/Const_2" - 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/dense_out_loss/Sum_1" - op: "Sum" - input: "loss/dense_out_loss/broadcast_weights" - input: "loss/dense_out_loss/Const_2" - 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: "loss/dense_out_loss/div_no_nan" - op: "DivNoNan" - input: "loss/dense_out_loss/Sum" - input: "loss/dense_out_loss/Sum_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/dense_out_loss/Const_3" - 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: "loss/dense_out_loss/Mean_1" - op: "Mean" - input: "loss/dense_out_loss/div_no_nan" - input: "loss/dense_out_loss/Const_3" - 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: "loss/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: 1.0 - } - } - } - } - node { - name: "loss/mul" - op: "Mul" - input: "loss/mul/x" - input: "loss/dense_out_loss/Mean_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/kernel/Regularizer/Square/ReadVariableOp" - op: "ReadVariableOp" - input: "dense_out/kernel" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "loss/kernel/Regularizer/Square" - op: "Square" - input: "loss/kernel/Regularizer/Square/ReadVariableOp" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/kernel/Regularizer/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: 0.10000000149011612 - } - } - } - } - node { - name: "loss/kernel/Regularizer/mul" - op: "Mul" - input: "loss/kernel/Regularizer/mul/x" - input: "loss/kernel/Regularizer/Square" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/kernel/Regularizer/Const" - 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: "\000\000\000\000\001\000\000\000" - } - } - } - } - node { - name: "loss/kernel/Regularizer/Sum" - op: "Sum" - input: "loss/kernel/Regularizer/mul" - input: "loss/kernel/Regularizer/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: "loss/kernel/Regularizer/add/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: 0.0 - } - } - } - } - node { - name: "loss/kernel/Regularizer/add" - op: "Add" - input: "loss/kernel/Regularizer/add/x" - input: "loss/kernel/Regularizer/Sum" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/add" - op: "Add" - input: "loss/mul" - input: "loss/kernel/Regularizer/add" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "metrics/acc/Cast/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: 0.5 - } - } - } - } - node { - name: "metrics/acc/Greater" - op: "Greater" - input: "dense_out/Sigmoid" - input: "metrics/acc/Cast/x" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "metrics/acc/Cast_1" - op: "Cast" - input: "metrics/acc/Greater" - attr { - key: "DstT" - value { - type: DT_FLOAT - } - } - attr { - key: "SrcT" - value { - type: DT_BOOL - } - } - attr { - key: "Truncate" - value { - b: false - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "metrics/acc/Equal" - op: "Equal" - input: "dense_out_target" - input: "metrics/acc/Cast_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - } - node { - name: "metrics/acc/Cast_2" - op: "Cast" - input: "metrics/acc/Equal" - attr { - key: "DstT" - value { - type: DT_FLOAT - } - } - attr { - key: "SrcT" - value { - type: DT_BOOL - } - } - attr { - key: "Truncate" - value { - b: false - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - } - node { - name: "metrics/acc/Mean/reduction_indices" - 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: "metrics/acc/Mean" - op: "Mean" - input: "metrics/acc/Cast_2" - input: "metrics/acc/Mean/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "metrics/acc/Size" - op: "Size" - input: "metrics/acc/Mean" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "out_type" - value { - type: DT_INT32 - } - } - } - node { - name: "metrics/acc/Cast_3" - op: "Cast" - input: "metrics/acc/Size" - attr { - key: "DstT" - value { - type: DT_FLOAT - } - } - attr { - key: "SrcT" - value { - type: DT_INT32 - } - } - attr { - key: "Truncate" - value { - b: false - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "metrics/acc/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: "metrics/acc/Sum" - op: "Sum" - input: "metrics/acc/Mean" - input: "metrics/acc/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: "metrics/acc/AssignAddVariableOp" - op: "AssignAddVariableOp" - input: "total" - input: "metrics/acc/Sum" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/acc/ReadVariableOp" - op: "ReadVariableOp" - input: "total" - input: "^metrics/acc/AssignAddVariableOp" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/acc/AssignAddVariableOp_1" - op: "AssignAddVariableOp" - input: "count" - input: "metrics/acc/Cast_3" - input: "^metrics/acc/ReadVariableOp" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/acc/ReadVariableOp_1" - op: "ReadVariableOp" - input: "count" - input: "^metrics/acc/AssignAddVariableOp_1" - input: "^metrics/acc/ReadVariableOp" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/acc/div_no_nan/ReadVariableOp" - op: "ReadVariableOp" - input: "total" - input: "^metrics/acc/ReadVariableOp_1" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/acc/div_no_nan/ReadVariableOp_1" - op: "ReadVariableOp" - input: "count" - input: "^metrics/acc/ReadVariableOp_1" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/acc/div_no_nan" - op: "DivNoNan" - input: "metrics/acc/div_no_nan/ReadVariableOp" - input: "metrics/acc/div_no_nan/ReadVariableOp_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "metrics/acc/Cast_4/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: 0.5 - } - } - } - } - node { - name: "metrics/acc/Greater_1" - op: "Greater" - input: "dense_out/Sigmoid" - input: "metrics/acc/Cast_4/x" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "metrics/acc/Cast_5" - op: "Cast" - input: "metrics/acc/Greater_1" - attr { - key: "DstT" - value { - type: DT_FLOAT - } - } - attr { - key: "SrcT" - value { - type: DT_BOOL - } - } - attr { - key: "Truncate" - value { - b: false - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "metrics/acc/Equal_1" - op: "Equal" - input: "dense_out_target" - input: "metrics/acc/Cast_5" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - } - node { - name: "metrics/acc/Cast_6" - op: "Cast" - input: "metrics/acc/Equal_1" - attr { - key: "DstT" - value { - type: DT_FLOAT - } - } - attr { - key: "SrcT" - value { - type: DT_BOOL - } - } - attr { - key: "Truncate" - value { - b: false - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - } - node { - name: "metrics/acc/Mean_1/reduction_indices" - 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: "metrics/acc/Mean_1" - op: "Mean" - input: "metrics/acc/Cast_6" - input: "metrics/acc/Mean_1/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "metrics/acc/Const_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: 0 - } - } - } - } - node { - name: "metrics/acc/Mean_2" - op: "Mean" - input: "metrics/acc/Mean_1" - input: "metrics/acc/Const_1" - 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: "metrics/mean_absolute_error/sub" - op: "Sub" - input: "dense_out/Sigmoid" - input: "dense_out_target" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - } - node { - name: "metrics/mean_absolute_error/Abs" - op: "Abs" - input: "metrics/mean_absolute_error/sub" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - } - node { - name: "metrics/mean_absolute_error/Mean/reduction_indices" - 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: "metrics/mean_absolute_error/Mean" - op: "Mean" - input: "metrics/mean_absolute_error/Abs" - input: "metrics/mean_absolute_error/Mean/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "metrics/mean_absolute_error/Size" - op: "Size" - input: "metrics/mean_absolute_error/Mean" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "out_type" - value { - type: DT_INT32 - } - } - } - node { - name: "metrics/mean_absolute_error/Cast" - op: "Cast" - input: "metrics/mean_absolute_error/Size" - attr { - key: "DstT" - value { - type: DT_FLOAT - } - } - attr { - key: "SrcT" - value { - type: DT_INT32 - } - } - attr { - key: "Truncate" - value { - b: false - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "metrics/mean_absolute_error/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: "metrics/mean_absolute_error/Sum" - op: "Sum" - input: "metrics/mean_absolute_error/Mean" - input: "metrics/mean_absolute_error/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: "metrics/mean_absolute_error/AssignAddVariableOp" - op: "AssignAddVariableOp" - input: "total_1" - input: "metrics/mean_absolute_error/Sum" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/mean_absolute_error/ReadVariableOp" - op: "ReadVariableOp" - input: "total_1" - input: "^metrics/mean_absolute_error/AssignAddVariableOp" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/mean_absolute_error/AssignAddVariableOp_1" - op: "AssignAddVariableOp" - input: "count_1" - input: "metrics/mean_absolute_error/Cast" - input: "^metrics/mean_absolute_error/ReadVariableOp" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/mean_absolute_error/ReadVariableOp_1" - op: "ReadVariableOp" - input: "count_1" - input: "^metrics/mean_absolute_error/AssignAddVariableOp_1" - input: "^metrics/mean_absolute_error/ReadVariableOp" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/mean_absolute_error/div_no_nan/ReadVariableOp" - op: "ReadVariableOp" - input: "total_1" - input: "^metrics/mean_absolute_error/ReadVariableOp_1" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/mean_absolute_error/div_no_nan/ReadVariableOp_1" - op: "ReadVariableOp" - input: "count_1" - input: "^metrics/mean_absolute_error/ReadVariableOp_1" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/mean_absolute_error/div_no_nan" - op: "DivNoNan" - input: "metrics/mean_absolute_error/div_no_nan/ReadVariableOp" - input: "metrics/mean_absolute_error/div_no_nan/ReadVariableOp_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "metrics/mean_absolute_error/sub_1" - op: "Sub" - input: "dense_out/Sigmoid" - input: "dense_out_target" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - } - node { - name: "metrics/mean_absolute_error/Abs_1" - op: "Abs" - input: "metrics/mean_absolute_error/sub_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - } - node { - name: "metrics/mean_absolute_error/Mean_1/reduction_indices" - 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: "metrics/mean_absolute_error/Mean_1" - op: "Mean" - input: "metrics/mean_absolute_error/Abs_1" - input: "metrics/mean_absolute_error/Mean_1/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "metrics/mean_absolute_error/Const_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: 0 - } - } - } - } - node { - name: "metrics/mean_absolute_error/Mean_2" - op: "Mean" - input: "metrics/mean_absolute_error/Mean_1" - input: "metrics/mean_absolute_error/Const_1" - 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: "Placeholder" - op: "Placeholder" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: 1 - } - } - } - } - } - node { - name: "AssignVariableOp" - op: "AssignVariableOp" - input: "batch_norm/gamma" - input: "Placeholder" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "ReadVariableOp" - op: "ReadVariableOp" - input: "batch_norm/gamma" - input: "^AssignVariableOp" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "Placeholder_1" - op: "Placeholder" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: 1 - } - } - } - } - } - node { - name: "AssignVariableOp_1" - op: "AssignVariableOp" - input: "batch_norm/beta" - input: "Placeholder_1" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "ReadVariableOp_1" - op: "ReadVariableOp" - input: "batch_norm/beta" - input: "^AssignVariableOp_1" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "Placeholder_2" - op: "Placeholder" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: 1 - } - } - } - } - } - node { - name: "AssignVariableOp_2" - op: "AssignVariableOp" - input: "batch_norm/moving_mean" - input: "Placeholder_2" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "ReadVariableOp_2" - op: "ReadVariableOp" - input: "batch_norm/moving_mean" - input: "^AssignVariableOp_2" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "Placeholder_3" - op: "Placeholder" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: 1 - } - } - } - } - } - node { - name: "AssignVariableOp_3" - op: "AssignVariableOp" - input: "batch_norm/moving_variance" - input: "Placeholder_3" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "ReadVariableOp_3" - op: "ReadVariableOp" - input: "batch_norm/moving_variance" - input: "^AssignVariableOp_3" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "Placeholder_4" - op: "Placeholder" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: 1 - } - dim { - size: 1 - } - } - } - } - } - node { - name: "AssignVariableOp_4" - op: "AssignVariableOp" - input: "dense_out/kernel" - input: "Placeholder_4" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "ReadVariableOp_4" - op: "ReadVariableOp" - input: "dense_out/kernel" - input: "^AssignVariableOp_4" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "Placeholder_5" - op: "Placeholder" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: 1 - } - } - } - } - } - node { - name: "AssignVariableOp_5" - op: "AssignVariableOp" - input: "dense_out/bias" - input: "Placeholder_5" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "ReadVariableOp_5" - op: "ReadVariableOp" - input: "dense_out/bias" - input: "^AssignVariableOp_5" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "Adam/beta_2" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "VarIsInitializedOp_1" - op: "VarIsInitializedOp" - input: "count_1" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "VarIsInitializedOp_2" - op: "VarIsInitializedOp" - input: "batch_norm/gamma" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "VarIsInitializedOp_3" - op: "VarIsInitializedOp" - input: "batch_norm/moving_variance" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "VarIsInitializedOp_4" - op: "VarIsInitializedOp" - input: "batch_norm/beta" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "VarIsInitializedOp_5" - op: "VarIsInitializedOp" - input: "dense_out/kernel" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "VarIsInitializedOp_6" - op: "VarIsInitializedOp" - input: "Adam/iterations" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "VarIsInitializedOp_7" - op: "VarIsInitializedOp" - input: "total_1" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "VarIsInitializedOp_8" - op: "VarIsInitializedOp" - input: "total" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "VarIsInitializedOp_9" - op: "VarIsInitializedOp" - input: "Adam/beta_1" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "VarIsInitializedOp_10" - op: "VarIsInitializedOp" - input: "Adam/lr" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "VarIsInitializedOp_11" - op: "VarIsInitializedOp" - input: "batch_norm/moving_mean" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "VarIsInitializedOp_12" - op: "VarIsInitializedOp" - input: "dense_out/bias" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "VarIsInitializedOp_13" - op: "VarIsInitializedOp" - input: "count" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "VarIsInitializedOp_14" - op: "VarIsInitializedOp" - input: "Adam/decay" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "init" - op: "NoOp" - input: "^Adam/beta_1/Assign" - input: "^Adam/beta_2/Assign" - input: "^Adam/decay/Assign" - input: "^Adam/iterations/Assign" - input: "^Adam/lr/Assign" - input: "^batch_norm/beta/Assign" - input: "^batch_norm/gamma/Assign" - input: "^batch_norm/moving_mean/Assign" - input: "^batch_norm/moving_variance/Assign" - input: "^count/Assign" - input: "^count_1/Assign" - input: "^dense_out/bias/Assign" - input: "^dense_out/kernel/Assign" - input: "^total/Assign" - input: "^total_1/Assign" - } - node { - name: "init_1" - op: "NoOp" - input: "^Adam/beta_1/Assign" - input: "^Adam/beta_2/Assign" - input: "^Adam/decay/Assign" - input: "^Adam/iterations/Assign" - input: "^Adam/lr/Assign" - input: "^batch_norm/beta/Assign" - input: "^batch_norm/gamma/Assign" - input: "^batch_norm/moving_mean/Assign" - input: "^batch_norm/moving_variance/Assign" - input: "^dense_out/bias/Assign" - input: "^dense_out/kernel/Assign" - } - node { - name: "init_2" - op: "NoOp" - } - node { - name: "group_deps" - op: "NoOp" - input: "^init_1" - input: "^init_2" - } - node { - name: "save/filename/input" - 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/filename" - op: "PlaceholderWithDefault" - input: "save/filename/input" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "shape" - value { - shape { - } - } - } - } - node { - name: "save/Const" - op: "PlaceholderWithDefault" - input: "save/filename" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "shape" - value { - shape { - } - } - } - } - 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_7f2179765c0043bba293f5b2b9e7ba06/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" - device: "/device:CPU:0" - 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" - device: "/device:CPU:0" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "save/SaveV2/tensor_names" - op: "Const" - device: "/device:CPU:0" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 11 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - dim { - size: 11 - } - } - string_val: "Adam/beta_1" - string_val: "Adam/beta_2" - string_val: "Adam/decay" - string_val: "Adam/iterations" - string_val: "Adam/lr" - string_val: "batch_norm/beta" - string_val: "batch_norm/gamma" - string_val: "batch_norm/moving_mean" - string_val: "batch_norm/moving_variance" - string_val: "dense_out/bias" - string_val: "dense_out/kernel" - } - } - } - } - node { - name: "save/SaveV2/shape_and_slices" - op: "Const" - device: "/device:CPU:0" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 11 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - dim { - size: 11 - } - } - string_val: "" - string_val: "" - string_val: "" - string_val: "" - string_val: "" - 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: "Adam/beta_1/Read/ReadVariableOp" - input: "Adam/beta_2/Read/ReadVariableOp" - input: "Adam/decay/Read/ReadVariableOp" - input: "Adam/iterations/Read/ReadVariableOp" - input: "Adam/lr/Read/ReadVariableOp" - input: "batch_norm/beta/Read/ReadVariableOp" - input: "batch_norm/gamma/Read/ReadVariableOp" - input: "batch_norm/moving_mean/Read/ReadVariableOp" - input: "batch_norm/moving_variance/Read/ReadVariableOp" - input: "dense_out/bias/Read/ReadVariableOp" - input: "dense_out/kernel/Read/ReadVariableOp" - device: "/device:CPU:0" - attr { - key: "dtypes" - value { - list { - type: DT_FLOAT - type: DT_FLOAT - type: DT_FLOAT - type: DT_INT64 - type: DT_FLOAT - 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" - device: "/device:CPU:0" - 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" - device: "/device:CPU:0" - 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" - device: "/device:CPU:0" - attr { - key: "delete_old_dirs" - value { - b: true - } - } - } - node { - name: "save/Identity" - op: "Identity" - input: "save/Const" - input: "^save/MergeV2Checkpoints" - input: "^save/control_dependency" - device: "/device:CPU:0" - attr { - key: "T" - value { - type: DT_STRING - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "save/RestoreV2/tensor_names" - op: "Const" - device: "/device:CPU:0" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 11 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - dim { - size: 11 - } - } - string_val: "Adam/beta_1" - string_val: "Adam/beta_2" - string_val: "Adam/decay" - string_val: "Adam/iterations" - string_val: "Adam/lr" - string_val: "batch_norm/beta" - string_val: "batch_norm/gamma" - string_val: "batch_norm/moving_mean" - string_val: "batch_norm/moving_variance" - string_val: "dense_out/bias" - string_val: "dense_out/kernel" - } - } - } - } - node { - name: "save/RestoreV2/shape_and_slices" - op: "Const" - device: "/device:CPU:0" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 11 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - dim { - size: 11 - } - } - string_val: "" - string_val: "" - string_val: "" - string_val: "" - string_val: "" - string_val: "" - string_val: "" - string_val: "" - string_val: "" - string_val: "" - string_val: "" - } - } - } - } - node { - name: "save/RestoreV2" - op: "RestoreV2" - input: "save/Const" - input: "save/RestoreV2/tensor_names" - input: "save/RestoreV2/shape_and_slices" - device: "/device:CPU:0" - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - shape { - unknown_rank: true - } - shape { - unknown_rank: true - } - shape { - unknown_rank: true - } - shape { - unknown_rank: true - } - shape { - unknown_rank: true - } - shape { - unknown_rank: true - } - shape { - unknown_rank: true - } - shape { - unknown_rank: true - } - shape { - unknown_rank: true - } - shape { - unknown_rank: true - } - } - } - } - attr { - key: "dtypes" - value { - list { - type: DT_FLOAT - type: DT_FLOAT - type: DT_FLOAT - type: DT_INT64 - type: DT_FLOAT - type: DT_FLOAT - type: DT_FLOAT - type: DT_FLOAT - type: DT_FLOAT - type: DT_FLOAT - type: DT_FLOAT - } - } - } - } - node { - name: "save/Identity_1" - op: "Identity" - input: "save/RestoreV2" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - } - node { - name: "save/AssignVariableOp" - op: "AssignVariableOp" - input: "Adam/beta_1" - input: "save/Identity_1" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "save/Identity_2" - op: "Identity" - input: "save/RestoreV2:1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - } - node { - name: "save/AssignVariableOp_1" - op: "AssignVariableOp" - input: "Adam/beta_2" - input: "save/Identity_2" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "save/Identity_3" - op: "Identity" - input: "save/RestoreV2:2" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - } - node { - name: "save/AssignVariableOp_2" - op: "AssignVariableOp" - input: "Adam/decay" - input: "save/Identity_3" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "save/Identity_4" - op: "Identity" - input: "save/RestoreV2:3" - attr { - key: "T" - value { - type: DT_INT64 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - } - node { - name: "save/AssignVariableOp_3" - op: "AssignVariableOp" - input: "Adam/iterations" - input: "save/Identity_4" - attr { - key: "dtype" - value { - type: DT_INT64 - } - } - } - node { - name: "save/Identity_5" - op: "Identity" - input: "save/RestoreV2:4" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - } - node { - name: "save/AssignVariableOp_4" - op: "AssignVariableOp" - input: "Adam/lr" - input: "save/Identity_5" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "save/Identity_6" - op: "Identity" - input: "save/RestoreV2:5" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - } - node { - name: "save/AssignVariableOp_5" - op: "AssignVariableOp" - input: "batch_norm/beta" - input: "save/Identity_6" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "save/Identity_7" - op: "Identity" - input: "save/RestoreV2:6" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - } - node { - name: "save/AssignVariableOp_6" - op: "AssignVariableOp" - input: "batch_norm/gamma" - input: "save/Identity_7" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "save/Identity_8" - op: "Identity" - input: "save/RestoreV2:7" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - } - node { - name: "save/AssignVariableOp_7" - op: "AssignVariableOp" - input: "batch_norm/moving_mean" - input: "save/Identity_8" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "save/Identity_9" - op: "Identity" - input: "save/RestoreV2:8" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - } - node { - name: "save/AssignVariableOp_8" - op: "AssignVariableOp" - input: "batch_norm/moving_variance" - input: "save/Identity_9" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "save/Identity_10" - op: "Identity" - input: "save/RestoreV2:9" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - } - node { - name: "save/AssignVariableOp_9" - op: "AssignVariableOp" - input: "dense_out/bias" - input: "save/Identity_10" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "save/Identity_11" - op: "Identity" - input: "save/RestoreV2:10" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - } - node { - name: "save/AssignVariableOp_10" - op: "AssignVariableOp" - input: "dense_out/kernel" - input: "save/Identity_11" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "save/restore_shard" - op: "NoOp" - input: "^save/AssignVariableOp" - input: "^save/AssignVariableOp_1" - input: "^save/AssignVariableOp_10" - input: "^save/AssignVariableOp_2" - input: "^save/AssignVariableOp_3" - input: "^save/AssignVariableOp_4" - input: "^save/AssignVariableOp_5" - input: "^save/AssignVariableOp_6" - input: "^save/AssignVariableOp_7" - input: "^save/AssignVariableOp_8" - input: "^save/AssignVariableOp_9" - } - node { - name: "save/restore_all" - op: "NoOp" - input: "^save/restore_shard" - } - versions { - producer: 27 - } - } - 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: "cond_context" - value { - bytes_list { - value: "\nSloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/cond_text\022Sloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id:0\032Tloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/switch_t:0 \001*\355\005\nFloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_scalar:0\nTloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Switch_1:0\nTloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Switch_1:1\nSloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id:0\nTloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/switch_t:0\022\236\001\nFloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_scalar:0\022Tloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Switch_1:1\022\252\001\nSloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id:0\022Sloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id:0" - value: "\nUloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/cond_text_1\022Sloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id:0\032Tloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/switch_f:0*\270*\nkloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Merge:0\nkloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Merge:1\nlloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch:0\nlloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch:1\nnloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch_1:0\nnloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch_1:1\n\217\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/DenseToDenseSetOperation:0\n\217\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/DenseToDenseSetOperation:1\n\217\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/DenseToDenseSetOperation:2\n\210\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch:0\n\212\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch_1:1\n\205\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/dim:0\n\201\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims:0\n\212\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch:0\n\214\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch_1:1\n\207\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/dim:0\n\203\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1:0\n\202\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/concat/axis:0\n}loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/concat:0\n\207\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/num_invalid_dims:0\n\206\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like/Const:0\n\206\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like/Shape:0\n\200\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like:0\nxloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/x:0\nvloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims:0\nyloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank/Switch:0\n{loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank/Switch_1:0\nrloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank:0\nmloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id:0\nnloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_f:0\nnloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_t:0\nSloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id:0\nTloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/switch_f:0\nHloss/dense_out_loss/broadcast_weights/assert_broadcastable/values/rank:0\nIloss/dense_out_loss/broadcast_weights/assert_broadcastable/values/shape:0\nIloss/dense_out_loss/broadcast_weights/assert_broadcastable/weights/rank:0\nJloss/dense_out_loss/broadcast_weights/assert_broadcastable/weights/shape:0\022\326\001\nIloss/dense_out_loss/broadcast_weights/assert_broadcastable/values/shape:0\022\210\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch:0\022\310\001\nIloss/dense_out_loss/broadcast_weights/assert_broadcastable/weights/rank:0\022{loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank/Switch_1:0\022\252\001\nSloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id:0\022Sloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id:0\022\305\001\nHloss/dense_out_loss/broadcast_weights/assert_broadcastable/values/rank:0\022yloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank/Switch:0\022\331\001\nJloss/dense_out_loss/broadcast_weights/assert_broadcastable/weights/shape:0\022\212\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch:02\267#\n\264#\nmloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/cond_text\022mloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id:0\032nloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_t:0 \001*\341 \n\217\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/DenseToDenseSetOperation:0\n\217\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/DenseToDenseSetOperation:1\n\217\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/DenseToDenseSetOperation:2\n\210\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch:0\n\212\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch_1:1\n\205\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/dim:0\n\201\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims:0\n\212\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch:0\n\214\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch_1:1\n\207\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/dim:0\n\203\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1:0\n\202\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/concat/axis:0\n}loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/concat:0\n\207\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/num_invalid_dims:0\n\206\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like/Const:0\n\206\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like/Shape:0\n\200\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like:0\nxloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/x:0\nvloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims:0\nmloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id:0\nnloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_t:0\nIloss/dense_out_loss/broadcast_weights/assert_broadcastable/values/shape:0\nJloss/dense_out_loss/broadcast_weights/assert_broadcastable/weights/shape:0\022\232\002\n\212\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch:0\022\212\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch:0\022\333\001\nJloss/dense_out_loss/broadcast_weights/assert_broadcastable/weights/shape:0\022\214\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch_1:1\022\330\001\nIloss/dense_out_loss/broadcast_weights/assert_broadcastable/values/shape:0\022\212\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch_1:1\022\226\002\n\210\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch:0\022\210\001loss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch:0\022\336\001\nmloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id:0\022mloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id:02\321\n\n\316\n\noloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/cond_text_1\022mloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id:0\032nloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_f:0*\373\007\nnloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch_1:0\nnloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch_1:1\nrloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank:0\nmloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id:0\nnloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_f:0\022\336\001\nmloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id:0\022mloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id:0\022\344\001\nrloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank:0\022nloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch_1:0" - value: "\nPloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/cond_text\022Ploss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id:0\032Qloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_t:0 \001*\251\003\n[loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/control_dependency:0\nPloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id:0\nQloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_t:0\022\244\001\nPloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id:0\022Ploss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id:0" - value: "\nRloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/cond_text_1\022Ploss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id:0\032Qloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_f:0*\367\021\nVloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch:0\nXloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_1:0\nXloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_2:0\nXloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_3:0\nVloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_0:0\nVloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_1:0\nVloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_2:0\nVloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_4:0\nVloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_5:0\nVloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_7:0\n]loss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/control_dependency_1:0\nPloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id:0\nQloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_f:0\nFloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_scalar:0\nQloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Merge:0\nIloss/dense_out_loss/broadcast_weights/assert_broadcastable/values/shape:0\nJloss/dense_out_loss/broadcast_weights/assert_broadcastable/weights/shape:0\022\244\001\nPloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id:0\022Ploss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id:0\022\246\001\nJloss/dense_out_loss/broadcast_weights/assert_broadcastable/weights/shape:0\022Xloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_1:0\022\245\001\nIloss/dense_out_loss/broadcast_weights/assert_broadcastable/values/shape:0\022Xloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_2:0\022\242\001\nFloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_scalar:0\022Xloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_3:0\022\253\001\nQloss/dense_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Merge:0\022Vloss/dense_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch:0" - } - } - } - collection_def { - key: "trainable_variables" - value { - bytes_list { - value: "\n\022batch_norm/gamma:0\022\027batch_norm/gamma/Assign\032&batch_norm/gamma/Read/ReadVariableOp:0(\0012#batch_norm/gamma/Initializer/ones:08\001" - value: "\n\021batch_norm/beta:0\022\026batch_norm/beta/Assign\032%batch_norm/beta/Read/ReadVariableOp:0(\0012#batch_norm/beta/Initializer/zeros:08\001" - value: "\n\022dense_out/kernel:0\022\027dense_out/kernel/Assign\032&dense_out/kernel/Read/ReadVariableOp:0(\0012/dense_out/kernel/Initializer/truncated_normal:08\001" - value: "\n\020dense_out/bias:0\022\025dense_out/bias/Assign\032$dense_out/bias/Read/ReadVariableOp:0(\0012\"dense_out/bias/Initializer/zeros:08\001" - value: "\n\021Adam/iterations:0\022\026Adam/iterations/Assign\032%Adam/iterations/Read/ReadVariableOp:0(\0012+Adam/iterations/Initializer/initial_value:08\001" - value: "\n\tAdam/lr:0\022\016Adam/lr/Assign\032\035Adam/lr/Read/ReadVariableOp:0(\0012#Adam/lr/Initializer/initial_value:08\001" - value: "\n\rAdam/beta_1:0\022\022Adam/beta_1/Assign\032!Adam/beta_1/Read/ReadVariableOp:0(\0012\'Adam/beta_1/Initializer/initial_value:08\001" - value: "\n\rAdam/beta_2:0\022\022Adam/beta_2/Assign\032!Adam/beta_2/Read/ReadVariableOp:0(\0012\'Adam/beta_2/Initializer/initial_value:08\001" - value: "\n\014Adam/decay:0\022\021Adam/decay/Assign\032 Adam/decay/Read/ReadVariableOp:0(\0012&Adam/decay/Initializer/initial_value:08\001" - } - } - } - collection_def { - key: "variables" - value { - bytes_list { - value: "\n\022batch_norm/gamma:0\022\027batch_norm/gamma/Assign\032&batch_norm/gamma/Read/ReadVariableOp:0(\0012#batch_norm/gamma/Initializer/ones:08\001" - value: "\n\021batch_norm/beta:0\022\026batch_norm/beta/Assign\032%batch_norm/beta/Read/ReadVariableOp:0(\0012#batch_norm/beta/Initializer/zeros:08\001" - value: "\n\030batch_norm/moving_mean:0\022\035batch_norm/moving_mean/Assign\032,batch_norm/moving_mean/Read/ReadVariableOp:0(\0012*batch_norm/moving_mean/Initializer/zeros:0" - value: "\n\034batch_norm/moving_variance:0\022!batch_norm/moving_variance/Assign\0320batch_norm/moving_variance/Read/ReadVariableOp:0(\0012-batch_norm/moving_variance/Initializer/ones:0" - value: "\n\022dense_out/kernel:0\022\027dense_out/kernel/Assign\032&dense_out/kernel/Read/ReadVariableOp:0(\0012/dense_out/kernel/Initializer/truncated_normal:08\001" - value: "\n\020dense_out/bias:0\022\025dense_out/bias/Assign\032$dense_out/bias/Read/ReadVariableOp:0(\0012\"dense_out/bias/Initializer/zeros:08\001" - value: "\n\021Adam/iterations:0\022\026Adam/iterations/Assign\032%Adam/iterations/Read/ReadVariableOp:0(\0012+Adam/iterations/Initializer/initial_value:08\001" - value: "\n\tAdam/lr:0\022\016Adam/lr/Assign\032\035Adam/lr/Read/ReadVariableOp:0(\0012#Adam/lr/Initializer/initial_value:08\001" - value: "\n\rAdam/beta_1:0\022\022Adam/beta_1/Assign\032!Adam/beta_1/Read/ReadVariableOp:0(\0012\'Adam/beta_1/Initializer/initial_value:08\001" - value: "\n\rAdam/beta_2:0\022\022Adam/beta_2/Assign\032!Adam/beta_2/Read/ReadVariableOp:0(\0012\'Adam/beta_2/Initializer/initial_value:08\001" - value: "\n\014Adam/decay:0\022\021Adam/decay/Assign\032 Adam/decay/Read/ReadVariableOp:0(\0012&Adam/decay/Initializer/initial_value:08\001" - } - } - } - signature_def { - key: "serving_default" - value { - inputs { - key: "input_embedding_product_slug" - value { - name: "input_embedding_product_slug:0" - dtype: DT_FLOAT - tensor_shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - inputs { - key: "input_embedding_user_guid" - value { - name: "input_embedding_user_guid:0" - dtype: DT_FLOAT - tensor_shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - outputs { - key: "output" - value { - name: "dense_out/Sigmoid:0" - dtype: DT_FLOAT - tensor_shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - method_name: "tensorflow/serving/predict" - } - } -} diff --git a/model-integration/src/test/models/tensorflow/external/Model_B/factorization_machine_v1/export/standard/variables/variables.data-00000-of-00001 b/model-integration/src/test/models/tensorflow/external/Model_B/factorization_machine_v1/export/standard/variables/variables.data-00000-of-00001 Binary files differdeleted file mode 100644 index 9997691bd2c..00000000000 --- a/model-integration/src/test/models/tensorflow/external/Model_B/factorization_machine_v1/export/standard/variables/variables.data-00000-of-00001 +++ /dev/null diff --git a/model-integration/src/test/models/tensorflow/external/Model_B/factorization_machine_v1/export/standard/variables/variables.index b/model-integration/src/test/models/tensorflow/external/Model_B/factorization_machine_v1/export/standard/variables/variables.index Binary files differdeleted file mode 100644 index 98e80e982a9..00000000000 --- a/model-integration/src/test/models/tensorflow/external/Model_B/factorization_machine_v1/export/standard/variables/variables.index +++ /dev/null diff --git a/model-integration/src/test/models/tensorflow/external/Model_C/factorization_machine_v1/export/optimized/saved_model.pbtxt b/model-integration/src/test/models/tensorflow/external/Model_C/factorization_machine_v1/export/optimized/saved_model.pbtxt deleted file mode 100644 index 4678d78fe68..00000000000 --- a/model-integration/src/test/models/tensorflow/external/Model_C/factorization_machine_v1/export/optimized/saved_model.pbtxt +++ /dev/null @@ -1,959 +0,0 @@ -saved_model_schema_version: 1 -meta_graphs { - meta_info_def { - stripped_op_list { - 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: "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_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_INT64 - } - } - } - is_commutative: 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_BFLOAT16 - 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: "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: "PlaceholderWithDefault" - input_arg { - name: "input" - type_attr: "dtype" - } - output_arg { - name: "output" - type_attr: "dtype" - } - attr { - name: "dtype" - type: "type" - } - attr { - name: "shape" - type: "shape" - } - } - op { - name: "Rsqrt" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - op { - name: "Sigmoid" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - op { - name: "Square" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_INT64 - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - 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_INT32 - type: DT_UINT8 - type: DT_INT16 - type: DT_INT8 - type: DT_COMPLEX64 - type: DT_INT64 - type: DT_QINT8 - type: DT_QUINT8 - type: DT_QINT32 - type: DT_BFLOAT16 - type: DT_UINT16 - type: DT_COMPLEX128 - type: DT_HALF - type: DT_UINT32 - type: DT_UINT64 - } - } - } - attr { - name: "Tidx" - type: "type" - default_value { - type: DT_INT32 - } - allowed_values { - list { - type: DT_INT32 - type: DT_INT64 - } - } - } - } - } - tags: "serve" - tensorflow_version: "1.13.1" - tensorflow_git_version: "b\'v1.13.1-0-g6612da8951\'" - } - graph_def { - node { - name: "keras_learning_phase/input" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_BOOL - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_BOOL - tensor_shape { - } - bool_val: false - } - } - } - } - node { - name: "keras_learning_phase" - op: "PlaceholderWithDefault" - input: "keras_learning_phase/input" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_BOOL - } - } - attr { - key: "shape" - value { - shape { - } - } - } - } - node { - name: "dot_0/l2_normalize/Maximum/y" - 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: 9.999999960041972e-13 - } - } - } - } - node { - name: "dot_0/l2_normalize/Sum/reduction_indices" - 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: "input_embedding_user_guid" - op: "Placeholder" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - node { - name: "dot_0/l2_normalize/Square" - op: "Square" - input: "input_embedding_user_guid" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize/Sum" - op: "Sum" - input: "dot_0/l2_normalize/Square" - input: "dot_0/l2_normalize/Sum/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: true - } - } - } - node { - name: "dot_0/l2_normalize/Maximum" - op: "Maximum" - input: "dot_0/l2_normalize/Sum" - input: "dot_0/l2_normalize/Maximum/y" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize/Rsqrt" - op: "Rsqrt" - input: "dot_0/l2_normalize/Maximum" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize" - op: "Mul" - input: "input_embedding_user_guid" - input: "dot_0/l2_normalize/Rsqrt" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "input_embedding_product_slug" - op: "Placeholder" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - node { - name: "dot_0/l2_normalize_1/Square" - op: "Square" - input: "input_embedding_product_slug" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize_1/Sum" - op: "Sum" - input: "dot_0/l2_normalize_1/Square" - input: "dot_0/l2_normalize/Sum/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: true - } - } - } - node { - name: "dot_0/l2_normalize_1/Maximum" - op: "Maximum" - input: "dot_0/l2_normalize_1/Sum" - input: "dot_0/l2_normalize/Maximum/y" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize_1/Rsqrt" - op: "Rsqrt" - input: "dot_0/l2_normalize_1/Maximum" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize_1" - op: "Mul" - input: "input_embedding_product_slug" - input: "dot_0/l2_normalize_1/Rsqrt" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "dot_0/Mul" - op: "Mul" - input: "dot_0/l2_normalize" - input: "dot_0/l2_normalize_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "dot_0/Sum" - op: "Sum" - input: "dot_0/Mul" - input: "dot_0/l2_normalize/Sum/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "dot_0/ExpandDims" - op: "ExpandDims" - input: "dot_0/Sum" - input: "dot_0/l2_normalize/Sum/reduction_indices" - 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: "sigmoid_out/Sigmoid" - op: "Sigmoid" - input: "dot_0/ExpandDims" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - versions { - } - } - signature_def { - key: "serving_default" - value { - inputs { - key: "input_embedding_product_slug" - value { - name: "input_embedding_product_slug:0" - dtype: DT_FLOAT - tensor_shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - inputs { - key: "input_embedding_user_guid" - value { - name: "input_embedding_user_guid:0" - dtype: DT_FLOAT - tensor_shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - outputs { - key: "output" - value { - name: "sigmoid_out/Sigmoid:0" - dtype: DT_FLOAT - tensor_shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - method_name: "tensorflow/serving/predict" - } - } -} diff --git a/model-integration/src/test/models/tensorflow/external/Model_C/factorization_machine_v1/export/standard/saved_model.pbtxt b/model-integration/src/test/models/tensorflow/external/Model_C/factorization_machine_v1/export/standard/saved_model.pbtxt deleted file mode 100644 index cad3db9d898..00000000000 --- a/model-integration/src/test/models/tensorflow/external/Model_C/factorization_machine_v1/export/standard/saved_model.pbtxt +++ /dev/null @@ -1,8622 +0,0 @@ -saved_model_schema_version: 1 -meta_graphs { - meta_info_def { - stripped_op_list { - op { - name: "Abs" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_INT64 - } - } - } - } - 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_BFLOAT16 - 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: "Assert" - input_arg { - name: "condition" - type: DT_BOOL - } - input_arg { - name: "data" - type_list_attr: "T" - } - attr { - name: "T" - type: "list(type)" - has_minimum: true - minimum: 1 - } - attr { - name: "summarize" - type: "int" - default_value { - i: 3 - } - } - is_stateful: true - } - op { - name: "AssignAddVariableOp" - input_arg { - name: "resource" - type: DT_RESOURCE - } - input_arg { - name: "value" - type_attr: "dtype" - } - attr { - name: "dtype" - type: "type" - } - is_stateful: true - } - op { - name: "AssignVariableOp" - input_arg { - name: "resource" - type: DT_RESOURCE - } - input_arg { - name: "value" - type_attr: "dtype" - } - attr { - name: "dtype" - type: "type" - } - is_stateful: true - } - 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" - } - attr { - name: "Truncate" - type: "bool" - default_value { - b: false - } - } - } - op { - name: "ConcatV2" - input_arg { - name: "values" - type_attr: "T" - number_attr: "N" - } - input_arg { - name: "axis" - type_attr: "Tidx" - } - output_arg { - name: "output" - type_attr: "T" - } - attr { - name: "N" - type: "int" - has_minimum: true - minimum: 2 - } - attr { - name: "T" - type: "type" - } - attr { - name: "Tidx" - type: "type" - default_value { - type: DT_INT32 - } - allowed_values { - list { - type: DT_INT32 - type: DT_INT64 - } - } - } - } - op { - name: "Const" - output_arg { - name: "output" - type_attr: "dtype" - } - attr { - name: "value" - type: "tensor" - } - attr { - name: "dtype" - type: "type" - } - } - op { - name: "DenseToDenseSetOperation" - input_arg { - name: "set1" - type_attr: "T" - } - input_arg { - name: "set2" - type_attr: "T" - } - output_arg { - name: "result_indices" - type: DT_INT64 - } - output_arg { - name: "result_values" - type_attr: "T" - } - output_arg { - name: "result_shape" - type: DT_INT64 - } - attr { - name: "set_operation" - type: "string" - } - attr { - name: "validate_indices" - type: "bool" - default_value { - b: true - } - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_INT8 - type: DT_INT16 - type: DT_INT32 - type: DT_INT64 - type: DT_UINT8 - type: DT_UINT16 - type: DT_STRING - } - } - } - } - op { - name: "DivNoNan" - 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_FLOAT - type: DT_DOUBLE - } - } - } - } - op { - name: "Equal" - 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_BFLOAT16 - 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_QUINT8 - type: DT_QINT8 - type: DT_QINT32 - type: DT_STRING - type: DT_BOOL - type: DT_COMPLEX128 - } - } - } - is_commutative: true - } - op { - name: "Exp" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - 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_attr: "index_type" - } - input_arg { - name: "value" - type_attr: "T" - } - output_arg { - name: "output" - type_attr: "T" - } - attr { - name: "T" - type: "type" - } - attr { - name: "index_type" - type: "type" - default_value { - type: DT_INT32 - } - allowed_values { - list { - type: DT_INT32 - type: DT_INT64 - } - } - } - } - op { - name: "Greater" - 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_UINT8 - type: DT_INT16 - type: DT_INT8 - type: DT_INT64 - type: DT_BFLOAT16 - type: DT_UINT16 - type: DT_HALF - type: DT_UINT32 - type: DT_UINT64 - } - } - } - } - 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_UINT8 - type: DT_INT16 - type: DT_INT8 - type: DT_INT64 - type: DT_BFLOAT16 - type: DT_UINT16 - type: DT_HALF - type: DT_UINT32 - type: DT_UINT64 - } - } - } - } - op { - name: "Identity" - input_arg { - name: "input" - type_attr: "T" - } - output_arg { - name: "output" - type_attr: "T" - } - attr { - name: "T" - type: "type" - } - } - op { - name: "Log" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - op { - name: "Log1p" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - 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_BFLOAT16 - 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_INT32 - type: DT_UINT8 - type: DT_INT16 - type: DT_INT8 - type: DT_COMPLEX64 - type: DT_INT64 - type: DT_QINT8 - type: DT_QUINT8 - type: DT_QINT32 - type: DT_BFLOAT16 - type: DT_UINT16 - type: DT_COMPLEX128 - type: DT_HALF - type: DT_UINT32 - type: DT_UINT64 - } - } - } - attr { - name: "Tidx" - type: "type" - default_value { - type: DT_INT32 - } - allowed_values { - list { - type: DT_INT32 - type: DT_INT64 - } - } - } - } - op { - name: "Merge" - input_arg { - name: "inputs" - type_attr: "T" - number_attr: "N" - } - output_arg { - name: "output" - type_attr: "T" - } - output_arg { - name: "value_index" - type: DT_INT32 - } - attr { - name: "T" - type: "type" - } - attr { - name: "N" - type: "int" - has_minimum: true - minimum: 1 - } - } - 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: "Minimum" - 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_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_INT64 - } - } - } - is_commutative: 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_BFLOAT16 - 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: "Neg" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_INT64 - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - 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: "PlaceholderWithDefault" - input_arg { - name: "input" - type_attr: "dtype" - } - output_arg { - name: "output" - type_attr: "dtype" - } - attr { - name: "dtype" - type: "type" - } - attr { - name: "shape" - type: "shape" - } - } - op { - name: "ReadVariableOp" - input_arg { - name: "resource" - type: DT_RESOURCE - } - output_arg { - name: "value" - type_attr: "dtype" - } - attr { - name: "dtype" - type: "type" - } - is_stateful: true - } - 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_BFLOAT16 - 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: "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: "Rsqrt" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - 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: "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: "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: "Sigmoid" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - op { - name: "Size" - 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: "Square" - input_arg { - name: "x" - type_attr: "T" - } - output_arg { - name: "y" - type_attr: "T" - } - attr { - name: "T" - type: "type" - allowed_values { - list { - type: DT_BFLOAT16 - type: DT_HALF - type: DT_FLOAT - type: DT_DOUBLE - type: DT_INT32 - type: DT_INT64 - type: DT_COMPLEX64 - type: DT_COMPLEX128 - } - } - } - } - 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: "Sub" - 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_BFLOAT16 - 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: "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_INT32 - type: DT_UINT8 - type: DT_INT16 - type: DT_INT8 - type: DT_COMPLEX64 - type: DT_INT64 - type: DT_QINT8 - type: DT_QUINT8 - type: DT_QINT32 - type: DT_BFLOAT16 - type: DT_UINT16 - type: DT_COMPLEX128 - type: DT_HALF - type: DT_UINT32 - type: DT_UINT64 - } - } - } - attr { - name: "Tidx" - type: "type" - default_value { - type: DT_INT32 - } - allowed_values { - list { - type: DT_INT32 - type: DT_INT64 - } - } - } - } - op { - name: "Switch" - input_arg { - name: "data" - type_attr: "T" - } - input_arg { - name: "pred" - type: DT_BOOL - } - output_arg { - name: "output_false" - type_attr: "T" - } - output_arg { - name: "output_true" - type_attr: "T" - } - attr { - name: "T" - type: "type" - } - } - op { - name: "VarHandleOp" - output_arg { - name: "resource" - type: DT_RESOURCE - } - attr { - name: "container" - type: "string" - default_value { - s: "" - } - } - attr { - name: "shared_name" - type: "string" - default_value { - s: "" - } - } - attr { - name: "dtype" - type: "type" - } - attr { - name: "shape" - type: "shape" - } - is_stateful: true - } - op { - name: "VarIsInitializedOp" - input_arg { - name: "resource" - type: DT_RESOURCE - } - output_arg { - name: "is_initialized" - type: DT_BOOL - } - 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: "1.13.1" - tensorflow_git_version: "b\'v1.13.1-0-g6612da8951\'" - } - graph_def { - node { - name: "keras_learning_phase/input" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_BOOL - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_BOOL - tensor_shape { - } - bool_val: false - } - } - } - } - node { - name: "keras_learning_phase" - op: "PlaceholderWithDefault" - input: "keras_learning_phase/input" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_BOOL - } - } - attr { - key: "shape" - value { - shape { - } - } - } - } - node { - name: "input_embedding_user_guid" - op: "Placeholder" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - node { - name: "input_embedding_product_slug" - op: "Placeholder" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - node { - name: "dot_0/l2_normalize/Square" - op: "Square" - input: "input_embedding_user_guid" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize/Sum/reduction_indices" - 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: "dot_0/l2_normalize/Sum" - op: "Sum" - input: "dot_0/l2_normalize/Square" - input: "dot_0/l2_normalize/Sum/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: true - } - } - } - node { - name: "dot_0/l2_normalize/Maximum/y" - 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: 9.999999960041972e-13 - } - } - } - } - node { - name: "dot_0/l2_normalize/Maximum" - op: "Maximum" - input: "dot_0/l2_normalize/Sum" - input: "dot_0/l2_normalize/Maximum/y" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize/Rsqrt" - op: "Rsqrt" - input: "dot_0/l2_normalize/Maximum" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize" - op: "Mul" - input: "input_embedding_user_guid" - input: "dot_0/l2_normalize/Rsqrt" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize_1/Square" - op: "Square" - input: "input_embedding_product_slug" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize_1/Sum/reduction_indices" - 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: "dot_0/l2_normalize_1/Sum" - op: "Sum" - input: "dot_0/l2_normalize_1/Square" - input: "dot_0/l2_normalize_1/Sum/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: true - } - } - } - node { - name: "dot_0/l2_normalize_1/Maximum/y" - 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: 9.999999960041972e-13 - } - } - } - } - node { - name: "dot_0/l2_normalize_1/Maximum" - op: "Maximum" - input: "dot_0/l2_normalize_1/Sum" - input: "dot_0/l2_normalize_1/Maximum/y" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize_1/Rsqrt" - op: "Rsqrt" - input: "dot_0/l2_normalize_1/Maximum" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "dot_0/l2_normalize_1" - op: "Mul" - input: "input_embedding_product_slug" - input: "dot_0/l2_normalize_1/Rsqrt" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "dot_0/Mul" - op: "Mul" - input: "dot_0/l2_normalize" - input: "dot_0/l2_normalize_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - } - } - node { - name: "dot_0/Sum/reduction_indices" - 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: "dot_0/Sum" - op: "Sum" - input: "dot_0/Mul" - input: "dot_0/Sum/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "dot_0/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: "dot_0/ExpandDims" - op: "ExpandDims" - input: "dot_0/Sum" - input: "dot_0/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: "sigmoid_out/Sigmoid" - op: "Sigmoid" - input: "dot_0/ExpandDims" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "Adam/iterations/Initializer/initial_value" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/iterations" - } - } - } - 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: 0 - } - } - } - } - node { - name: "Adam/iterations" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/iterations" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_INT64 - } - } - attr { - key: "shape" - value { - shape { - } - } - } - attr { - key: "shared_name" - value { - s: "Adam/iterations" - } - } - } - node { - name: "Adam/iterations/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "Adam/iterations" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "Adam/iterations/Assign" - op: "AssignVariableOp" - input: "Adam/iterations" - input: "Adam/iterations/Initializer/initial_value" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/iterations" - } - } - } - attr { - key: "dtype" - value { - type: DT_INT64 - } - } - } - node { - name: "Adam/iterations/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "Adam/iterations" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/iterations" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_INT64 - } - } - } - node { - name: "Adam/lr/Initializer/initial_value" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/lr" - } - } - } - 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: 0.0010000000474974513 - } - } - } - } - node { - name: "Adam/lr" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/lr" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - } - } - } - attr { - key: "shared_name" - value { - s: "Adam/lr" - } - } - } - node { - name: "Adam/lr/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "Adam/lr" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "Adam/lr/Assign" - op: "AssignVariableOp" - input: "Adam/lr" - input: "Adam/lr/Initializer/initial_value" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/lr" - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "Adam/lr/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "Adam/lr" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/lr" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "Adam/beta_1/Initializer/initial_value" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/beta_1" - } - } - } - 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: 0.8999999761581421 - } - } - } - } - node { - name: "Adam/beta_1" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/beta_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - } - } - } - attr { - key: "shared_name" - value { - s: "Adam/beta_1" - } - } - } - node { - name: "Adam/beta_1/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "Adam/beta_1" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "Adam/beta_1/Assign" - op: "AssignVariableOp" - input: "Adam/beta_1" - input: "Adam/beta_1/Initializer/initial_value" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/beta_1" - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "Adam/beta_1/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "Adam/beta_1" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/beta_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "Adam/beta_2/Initializer/initial_value" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/beta_2" - } - } - } - 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: 0.9990000128746033 - } - } - } - } - node { - name: "Adam/beta_2" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/beta_2" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - } - } - } - attr { - key: "shared_name" - value { - s: "Adam/beta_2" - } - } - } - node { - name: "Adam/beta_2/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "Adam/beta_2" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "Adam/beta_2/Assign" - op: "AssignVariableOp" - input: "Adam/beta_2" - input: "Adam/beta_2/Initializer/initial_value" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/beta_2" - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "Adam/beta_2/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "Adam/beta_2" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/beta_2" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "Adam/decay/Initializer/initial_value" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/decay" - } - } - } - 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: "Adam/decay" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/decay" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - } - } - } - attr { - key: "shared_name" - value { - s: "Adam/decay" - } - } - } - node { - name: "Adam/decay/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "Adam/decay" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "Adam/decay/Assign" - op: "AssignVariableOp" - input: "Adam/decay" - input: "Adam/decay/Initializer/initial_value" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/decay" - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "Adam/decay/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "Adam/decay" - attr { - key: "_class" - value { - list { - s: "loc:@Adam/decay" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "sigmoid_out_target" - op: "Placeholder" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - node { - name: "Const" - op: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_FLOAT - tensor_shape { - dim { - size: 1 - } - } - float_val: 1.0 - } - } - } - } - node { - name: "sigmoid_out_sample_weights" - op: "PlaceholderWithDefault" - input: "Const" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - dim { - size: -1 - } - } - } - } - } - node { - name: "total/Initializer/zeros" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@total" - } - } - } - 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: "total" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@total" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - } - } - } - attr { - key: "shared_name" - value { - s: "total" - } - } - } - node { - name: "total/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "total" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "total/Assign" - op: "AssignVariableOp" - input: "total" - input: "total/Initializer/zeros" - attr { - key: "_class" - value { - list { - s: "loc:@total" - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "total/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "total" - attr { - key: "_class" - value { - list { - s: "loc:@total" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "count/Initializer/zeros" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@count" - } - } - } - 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: "count" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@count" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - } - } - } - attr { - key: "shared_name" - value { - s: "count" - } - } - } - node { - name: "count/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "count" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "count/Assign" - op: "AssignVariableOp" - input: "count" - input: "count/Initializer/zeros" - attr { - key: "_class" - value { - list { - s: "loc:@count" - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "count/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "count" - attr { - key: "_class" - value { - list { - s: "loc:@count" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "total_1/Initializer/zeros" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@total_1" - } - } - } - 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: "total_1" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@total_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - } - } - } - attr { - key: "shared_name" - value { - s: "total_1" - } - } - } - node { - name: "total_1/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "total_1" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "total_1/Assign" - op: "AssignVariableOp" - input: "total_1" - input: "total_1/Initializer/zeros" - attr { - key: "_class" - value { - list { - s: "loc:@total_1" - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "total_1/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "total_1" - attr { - key: "_class" - value { - list { - s: "loc:@total_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "count_1/Initializer/zeros" - op: "Const" - attr { - key: "_class" - value { - list { - s: "loc:@count_1" - } - } - } - 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: "count_1" - op: "VarHandleOp" - attr { - key: "_class" - value { - list { - s: "loc:@count_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "container" - value { - s: "" - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - attr { - key: "shape" - value { - shape { - } - } - } - attr { - key: "shared_name" - value { - s: "count_1" - } - } - } - node { - name: "count_1/IsInitialized/VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "count_1" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "count_1/Assign" - op: "AssignVariableOp" - input: "count_1" - input: "count_1/Initializer/zeros" - attr { - key: "_class" - value { - list { - s: "loc:@count_1" - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "count_1/Read/ReadVariableOp" - op: "ReadVariableOp" - input: "count_1" - attr { - key: "_class" - value { - list { - s: "loc:@count_1" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "loss/sigmoid_out_loss/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: 1.0000000116860974e-07 - } - } - } - } - node { - name: "loss/sigmoid_out_loss/sub/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: 1.0 - } - } - } - } - node { - name: "loss/sigmoid_out_loss/sub" - op: "Sub" - input: "loss/sigmoid_out_loss/sub/x" - input: "loss/sigmoid_out_loss/Const" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/clip_by_value/Minimum" - op: "Minimum" - input: "sigmoid_out/Sigmoid" - input: "loss/sigmoid_out_loss/sub" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/clip_by_value" - op: "Maximum" - input: "loss/sigmoid_out_loss/clip_by_value/Minimum" - input: "loss/sigmoid_out_loss/Const" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/sub_1/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: 1.0 - } - } - } - } - node { - name: "loss/sigmoid_out_loss/sub_1" - op: "Sub" - input: "loss/sigmoid_out_loss/sub_1/x" - input: "loss/sigmoid_out_loss/clip_by_value" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/truediv" - op: "RealDiv" - input: "loss/sigmoid_out_loss/clip_by_value" - input: "loss/sigmoid_out_loss/sub_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/Log" - op: "Log" - input: "loss/sigmoid_out_loss/truediv" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/logistic_loss/zeros_like" - op: "ZerosLike" - input: "loss/sigmoid_out_loss/Log" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/logistic_loss/GreaterEqual" - op: "GreaterEqual" - input: "loss/sigmoid_out_loss/Log" - input: "loss/sigmoid_out_loss/logistic_loss/zeros_like" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/logistic_loss/Select" - op: "Select" - input: "loss/sigmoid_out_loss/logistic_loss/GreaterEqual" - input: "loss/sigmoid_out_loss/Log" - input: "loss/sigmoid_out_loss/logistic_loss/zeros_like" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/logistic_loss/Neg" - op: "Neg" - input: "loss/sigmoid_out_loss/Log" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/logistic_loss/Select_1" - op: "Select" - input: "loss/sigmoid_out_loss/logistic_loss/GreaterEqual" - input: "loss/sigmoid_out_loss/logistic_loss/Neg" - input: "loss/sigmoid_out_loss/Log" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/logistic_loss/mul" - op: "Mul" - input: "loss/sigmoid_out_loss/Log" - input: "sigmoid_out_target" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/logistic_loss/sub" - op: "Sub" - input: "loss/sigmoid_out_loss/logistic_loss/Select" - input: "loss/sigmoid_out_loss/logistic_loss/mul" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/logistic_loss/Exp" - op: "Exp" - input: "loss/sigmoid_out_loss/logistic_loss/Select_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/logistic_loss/Log1p" - op: "Log1p" - input: "loss/sigmoid_out_loss/logistic_loss/Exp" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/logistic_loss" - op: "Add" - input: "loss/sigmoid_out_loss/logistic_loss/sub" - input: "loss/sigmoid_out_loss/logistic_loss/Log1p" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/Mean/reduction_indices" - 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: "loss/sigmoid_out_loss/Mean" - op: "Mean" - input: "loss/sigmoid_out_loss/logistic_loss" - input: "loss/sigmoid_out_loss/Mean/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/weights/shape" - op: "Shape" - input: "sigmoid_out_sample_weights" - 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: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/weights/rank" - 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: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/values/shape" - op: "Shape" - input: "loss/sigmoid_out_loss/Mean" - 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: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/values/rank" - 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: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_scalar/x" - 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: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_scalar" - op: "Equal" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_scalar/x" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/weights/rank" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Switch" - op: "Switch" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_scalar" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_scalar" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/switch_t" - op: "Identity" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Switch:1" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/switch_f" - op: "Identity" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Switch" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id" - op: "Identity" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_scalar" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Switch_1" - op: "Switch" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_scalar" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_scalar" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank" - op: "Equal" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank/Switch" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank/Switch_1" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank/Switch" - op: "Switch" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/values/rank" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/values/rank" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank/Switch_1" - op: "Switch" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/weights/rank" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/weights/rank" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch" - op: "Switch" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_t" - op: "Identity" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch:1" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_f" - op: "Identity" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id" - op: "Identity" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/dim" - op: "Const" - input: "^loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_t" - 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: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims" - op: "ExpandDims" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch_1:1" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/dim" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "Tdim" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch" - op: "Switch" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/values/shape" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/values/shape" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - shape { - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch_1" - op: "Switch" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/values/shape" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - shape { - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like/Shape" - op: "Const" - input: "^loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_t" - 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\000\000\001\000\000\000" - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like/Const" - op: "Const" - input: "^loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_t" - 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: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like" - op: "Fill" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like/Shape" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like/Const" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - dim { - size: 1 - } - } - } - } - } - attr { - key: "index_type" - value { - type: DT_INT32 - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/concat/axis" - op: "Const" - input: "^loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_t" - 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: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/concat" - op: "ConcatV2" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/concat/axis" - attr { - key: "N" - value { - i: 2 - } - } - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - dim { - size: 2 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/dim" - op: "Const" - input: "^loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_t" - 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: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1" - op: "ExpandDims" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch_1:1" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/dim" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "Tdim" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch" - op: "Switch" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/weights/shape" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/weights/shape" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - shape { - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch_1" - op: "Switch" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/weights/shape" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - shape { - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/DenseToDenseSetOperation" - op: "DenseToDenseSetOperation" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/concat" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 2 - } - } - shape { - dim { - size: -1 - } - } - shape { - dim { - size: 2 - } - } - } - } - } - attr { - key: "set_operation" - value { - s: "a-b" - } - } - attr { - key: "validate_indices" - value { - b: true - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/num_invalid_dims" - op: "Size" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/DenseToDenseSetOperation:1" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "out_type" - value { - type: DT_INT32 - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/x" - op: "Const" - input: "^loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_t" - 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: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims" - op: "Equal" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/x" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/num_invalid_dims" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch_1" - op: "Switch" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Merge" - op: "Merge" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch_1" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims" - attr { - key: "N" - value { - i: 2 - } - } - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Merge" - op: "Merge" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Merge" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Switch_1:1" - attr { - key: "N" - value { - i: 2 - } - } - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/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: "weights can not be broadcast to values." - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/Const_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: "weights.shape=" - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/Const_2" - 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: "sigmoid_out_sample_weights:0" - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/Const_3" - 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: "values.shape=" - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/Const_4" - 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: "loss/sigmoid_out_loss/Mean:0" - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/Const_5" - 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: "is_scalar=" - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Switch" - op: "Switch" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Merge" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Merge" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_t" - op: "Identity" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Switch:1" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_f" - op: "Identity" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Switch" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id" - op: "Identity" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Merge" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/NoOp" - op: "NoOp" - input: "^loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_t" - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/control_dependency" - op: "Identity" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_t" - input: "^loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/NoOp" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_t" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_0" - op: "Const" - input: "^loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_f" - 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: "weights can not be broadcast to values." - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_1" - op: "Const" - input: "^loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_f" - 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: "weights.shape=" - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_2" - op: "Const" - input: "^loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_f" - 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: "sigmoid_out_sample_weights:0" - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_4" - op: "Const" - input: "^loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_f" - 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: "values.shape=" - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_5" - op: "Const" - input: "^loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_f" - 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: "loss/sigmoid_out_loss/Mean:0" - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_7" - op: "Const" - input: "^loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_f" - 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: "is_scalar=" - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert" - op: "Assert" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_0" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_1" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_2" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_1" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_4" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_5" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_2" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_7" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_3" - attr { - key: "T" - value { - list { - type: DT_STRING - type: DT_STRING - type: DT_STRING - type: DT_INT32 - type: DT_STRING - type: DT_STRING - type: DT_INT32 - type: DT_STRING - type: DT_BOOL - } - } - } - attr { - key: "summarize" - value { - i: 3 - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch" - op: "Switch" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Merge" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Merge" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_1" - op: "Switch" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/weights/shape" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/weights/shape" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - shape { - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_2" - op: "Switch" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/values/shape" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id" - attr { - key: "T" - value { - type: DT_INT32 - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/values/shape" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 1 - } - } - shape { - dim { - size: 1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_3" - op: "Switch" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_scalar" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_scalar" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/control_dependency_1" - op: "Identity" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_f" - input: "^loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert" - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_class" - value { - list { - s: "loc:@loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_f" - } - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Merge" - op: "Merge" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/control_dependency_1" - input: "loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/control_dependency" - attr { - key: "N" - value { - i: 2 - } - } - attr { - key: "T" - value { - type: DT_BOOL - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights/ones_like/Shape" - op: "Shape" - input: "loss/sigmoid_out_loss/Mean" - input: "^loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Merge" - 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: "loss/sigmoid_out_loss/broadcast_weights/ones_like/Const" - op: "Const" - input: "^loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Merge" - 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: "loss/sigmoid_out_loss/broadcast_weights/ones_like" - op: "Fill" - input: "loss/sigmoid_out_loss/broadcast_weights/ones_like/Shape" - input: "loss/sigmoid_out_loss/broadcast_weights/ones_like/Const" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - attr { - key: "index_type" - value { - type: DT_INT32 - } - } - } - node { - name: "loss/sigmoid_out_loss/broadcast_weights" - op: "Mul" - input: "sigmoid_out_sample_weights" - input: "loss/sigmoid_out_loss/broadcast_weights/ones_like" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/Mul" - op: "Mul" - input: "loss/sigmoid_out_loss/Mean" - input: "loss/sigmoid_out_loss/broadcast_weights" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/Const_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: 0 - } - } - } - } - node { - name: "loss/sigmoid_out_loss/Sum" - op: "Sum" - input: "loss/sigmoid_out_loss/Mul" - input: "loss/sigmoid_out_loss/Const_1" - 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: "loss/sigmoid_out_loss/Const_2" - 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/sigmoid_out_loss/Sum_1" - op: "Sum" - input: "loss/sigmoid_out_loss/broadcast_weights" - input: "loss/sigmoid_out_loss/Const_2" - 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: "loss/sigmoid_out_loss/div_no_nan" - op: "DivNoNan" - input: "loss/sigmoid_out_loss/Sum" - input: "loss/sigmoid_out_loss/Sum_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "loss/sigmoid_out_loss/Const_3" - 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: "loss/sigmoid_out_loss/Mean_1" - op: "Mean" - input: "loss/sigmoid_out_loss/div_no_nan" - input: "loss/sigmoid_out_loss/Const_3" - 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: "loss/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: 1.0 - } - } - } - } - node { - name: "loss/mul" - op: "Mul" - input: "loss/mul/x" - input: "loss/sigmoid_out_loss/Mean_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "metrics/acc/Cast/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: 0.5 - } - } - } - } - node { - name: "metrics/acc/Greater" - op: "Greater" - input: "sigmoid_out/Sigmoid" - input: "metrics/acc/Cast/x" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "metrics/acc/Cast_1" - op: "Cast" - input: "metrics/acc/Greater" - attr { - key: "DstT" - value { - type: DT_FLOAT - } - } - attr { - key: "SrcT" - value { - type: DT_BOOL - } - } - attr { - key: "Truncate" - value { - b: false - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "metrics/acc/Equal" - op: "Equal" - input: "sigmoid_out_target" - input: "metrics/acc/Cast_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - } - node { - name: "metrics/acc/Cast_2" - op: "Cast" - input: "metrics/acc/Equal" - attr { - key: "DstT" - value { - type: DT_FLOAT - } - } - attr { - key: "SrcT" - value { - type: DT_BOOL - } - } - attr { - key: "Truncate" - value { - b: false - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - } - node { - name: "metrics/acc/Mean/reduction_indices" - 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: "metrics/acc/Mean" - op: "Mean" - input: "metrics/acc/Cast_2" - input: "metrics/acc/Mean/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "metrics/acc/Size" - op: "Size" - input: "metrics/acc/Mean" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "out_type" - value { - type: DT_INT32 - } - } - } - node { - name: "metrics/acc/Cast_3" - op: "Cast" - input: "metrics/acc/Size" - attr { - key: "DstT" - value { - type: DT_FLOAT - } - } - attr { - key: "SrcT" - value { - type: DT_INT32 - } - } - attr { - key: "Truncate" - value { - b: false - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "metrics/acc/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: "metrics/acc/Sum" - op: "Sum" - input: "metrics/acc/Mean" - input: "metrics/acc/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: "metrics/acc/AssignAddVariableOp" - op: "AssignAddVariableOp" - input: "total" - input: "metrics/acc/Sum" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/acc/ReadVariableOp" - op: "ReadVariableOp" - input: "total" - input: "^metrics/acc/AssignAddVariableOp" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/acc/AssignAddVariableOp_1" - op: "AssignAddVariableOp" - input: "count" - input: "metrics/acc/Cast_3" - input: "^metrics/acc/ReadVariableOp" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/acc/ReadVariableOp_1" - op: "ReadVariableOp" - input: "count" - input: "^metrics/acc/AssignAddVariableOp_1" - input: "^metrics/acc/ReadVariableOp" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/acc/div_no_nan/ReadVariableOp" - op: "ReadVariableOp" - input: "total" - input: "^metrics/acc/ReadVariableOp_1" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/acc/div_no_nan/ReadVariableOp_1" - op: "ReadVariableOp" - input: "count" - input: "^metrics/acc/ReadVariableOp_1" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/acc/div_no_nan" - op: "DivNoNan" - input: "metrics/acc/div_no_nan/ReadVariableOp" - input: "metrics/acc/div_no_nan/ReadVariableOp_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "metrics/acc/Cast_4/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: 0.5 - } - } - } - } - node { - name: "metrics/acc/Greater_1" - op: "Greater" - input: "sigmoid_out/Sigmoid" - input: "metrics/acc/Cast_4/x" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "metrics/acc/Cast_5" - op: "Cast" - input: "metrics/acc/Greater_1" - attr { - key: "DstT" - value { - type: DT_FLOAT - } - } - attr { - key: "SrcT" - value { - type: DT_BOOL - } - } - attr { - key: "Truncate" - value { - b: false - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - } - } - node { - name: "metrics/acc/Equal_1" - op: "Equal" - input: "sigmoid_out_target" - input: "metrics/acc/Cast_5" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - } - node { - name: "metrics/acc/Cast_6" - op: "Cast" - input: "metrics/acc/Equal_1" - attr { - key: "DstT" - value { - type: DT_FLOAT - } - } - attr { - key: "SrcT" - value { - type: DT_BOOL - } - } - attr { - key: "Truncate" - value { - b: false - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - } - node { - name: "metrics/acc/Mean_1/reduction_indices" - 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: "metrics/acc/Mean_1" - op: "Mean" - input: "metrics/acc/Cast_6" - input: "metrics/acc/Mean_1/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "metrics/acc/Const_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: 0 - } - } - } - } - node { - name: "metrics/acc/Mean_2" - op: "Mean" - input: "metrics/acc/Mean_1" - input: "metrics/acc/Const_1" - 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: "metrics/mean_absolute_error/sub" - op: "Sub" - input: "sigmoid_out/Sigmoid" - input: "sigmoid_out_target" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - } - node { - name: "metrics/mean_absolute_error/Abs" - op: "Abs" - input: "metrics/mean_absolute_error/sub" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - } - node { - name: "metrics/mean_absolute_error/Mean/reduction_indices" - 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: "metrics/mean_absolute_error/Mean" - op: "Mean" - input: "metrics/mean_absolute_error/Abs" - input: "metrics/mean_absolute_error/Mean/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "metrics/mean_absolute_error/Size" - op: "Size" - input: "metrics/mean_absolute_error/Mean" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "out_type" - value { - type: DT_INT32 - } - } - } - node { - name: "metrics/mean_absolute_error/Cast" - op: "Cast" - input: "metrics/mean_absolute_error/Size" - attr { - key: "DstT" - value { - type: DT_FLOAT - } - } - attr { - key: "SrcT" - value { - type: DT_INT32 - } - } - attr { - key: "Truncate" - value { - b: false - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "metrics/mean_absolute_error/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: "metrics/mean_absolute_error/Sum" - op: "Sum" - input: "metrics/mean_absolute_error/Mean" - input: "metrics/mean_absolute_error/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: "metrics/mean_absolute_error/AssignAddVariableOp" - op: "AssignAddVariableOp" - input: "total_1" - input: "metrics/mean_absolute_error/Sum" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/mean_absolute_error/ReadVariableOp" - op: "ReadVariableOp" - input: "total_1" - input: "^metrics/mean_absolute_error/AssignAddVariableOp" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/mean_absolute_error/AssignAddVariableOp_1" - op: "AssignAddVariableOp" - input: "count_1" - input: "metrics/mean_absolute_error/Cast" - input: "^metrics/mean_absolute_error/ReadVariableOp" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/mean_absolute_error/ReadVariableOp_1" - op: "ReadVariableOp" - input: "count_1" - input: "^metrics/mean_absolute_error/AssignAddVariableOp_1" - input: "^metrics/mean_absolute_error/ReadVariableOp" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/mean_absolute_error/div_no_nan/ReadVariableOp" - op: "ReadVariableOp" - input: "total_1" - input: "^metrics/mean_absolute_error/ReadVariableOp_1" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/mean_absolute_error/div_no_nan/ReadVariableOp_1" - op: "ReadVariableOp" - input: "count_1" - input: "^metrics/mean_absolute_error/ReadVariableOp_1" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "metrics/mean_absolute_error/div_no_nan" - op: "DivNoNan" - input: "metrics/mean_absolute_error/div_no_nan/ReadVariableOp" - input: "metrics/mean_absolute_error/div_no_nan/ReadVariableOp_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "metrics/mean_absolute_error/sub_1" - op: "Sub" - input: "sigmoid_out/Sigmoid" - input: "sigmoid_out_target" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - } - node { - name: "metrics/mean_absolute_error/Abs_1" - op: "Abs" - input: "metrics/mean_absolute_error/sub_1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - dim { - size: -1 - } - } - } - } - } - } - node { - name: "metrics/mean_absolute_error/Mean_1/reduction_indices" - 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: "metrics/mean_absolute_error/Mean_1" - op: "Mean" - input: "metrics/mean_absolute_error/Abs_1" - input: "metrics/mean_absolute_error/Mean_1/reduction_indices" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "Tidx" - value { - type: DT_INT32 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: -1 - } - } - } - } - } - attr { - key: "keep_dims" - value { - b: false - } - } - } - node { - name: "metrics/mean_absolute_error/Const_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: 0 - } - } - } - } - node { - name: "metrics/mean_absolute_error/Mean_2" - op: "Mean" - input: "metrics/mean_absolute_error/Mean_1" - input: "metrics/mean_absolute_error/Const_1" - 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: "VarIsInitializedOp" - op: "VarIsInitializedOp" - input: "Adam/beta_2" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "VarIsInitializedOp_1" - op: "VarIsInitializedOp" - input: "count_1" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "VarIsInitializedOp_2" - op: "VarIsInitializedOp" - input: "Adam/decay" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "VarIsInitializedOp_3" - op: "VarIsInitializedOp" - input: "total" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "VarIsInitializedOp_4" - op: "VarIsInitializedOp" - input: "Adam/lr" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "VarIsInitializedOp_5" - op: "VarIsInitializedOp" - input: "total_1" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "VarIsInitializedOp_6" - op: "VarIsInitializedOp" - input: "count" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "VarIsInitializedOp_7" - op: "VarIsInitializedOp" - input: "Adam/iterations" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "VarIsInitializedOp_8" - op: "VarIsInitializedOp" - input: "Adam/beta_1" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "init" - op: "NoOp" - input: "^Adam/beta_1/Assign" - input: "^Adam/beta_2/Assign" - input: "^Adam/decay/Assign" - input: "^Adam/iterations/Assign" - input: "^Adam/lr/Assign" - input: "^count/Assign" - input: "^count_1/Assign" - input: "^total/Assign" - input: "^total_1/Assign" - } - node { - name: "init_1" - op: "NoOp" - input: "^Adam/beta_1/Assign" - input: "^Adam/beta_2/Assign" - input: "^Adam/decay/Assign" - input: "^Adam/iterations/Assign" - input: "^Adam/lr/Assign" - } - node { - name: "init_2" - op: "NoOp" - } - node { - name: "group_deps" - op: "NoOp" - input: "^init_1" - input: "^init_2" - } - node { - name: "save/filename/input" - 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/filename" - op: "PlaceholderWithDefault" - input: "save/filename/input" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "shape" - value { - shape { - } - } - } - } - node { - name: "save/Const" - op: "PlaceholderWithDefault" - input: "save/filename" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "shape" - value { - shape { - } - } - } - } - 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_f9ee0bde57514bd8b273ce01b6ff32fd/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" - device: "/device:CPU:0" - 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" - device: "/device:CPU:0" - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "save/SaveV2/tensor_names" - op: "Const" - device: "/device:CPU:0" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 5 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - dim { - size: 5 - } - } - string_val: "Adam/beta_1" - string_val: "Adam/beta_2" - string_val: "Adam/decay" - string_val: "Adam/iterations" - string_val: "Adam/lr" - } - } - } - } - node { - name: "save/SaveV2/shape_and_slices" - op: "Const" - device: "/device:CPU:0" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 5 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - dim { - size: 5 - } - } - 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: "Adam/beta_1/Read/ReadVariableOp" - input: "Adam/beta_2/Read/ReadVariableOp" - input: "Adam/decay/Read/ReadVariableOp" - input: "Adam/iterations/Read/ReadVariableOp" - input: "Adam/lr/Read/ReadVariableOp" - device: "/device:CPU:0" - attr { - key: "dtypes" - value { - list { - type: DT_FLOAT - type: DT_FLOAT - type: DT_FLOAT - type: DT_INT64 - type: DT_FLOAT - } - } - } - } - node { - name: "save/control_dependency" - op: "Identity" - input: "save/ShardedFilename" - input: "^save/SaveV2" - device: "/device:CPU:0" - 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" - device: "/device:CPU:0" - 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" - device: "/device:CPU:0" - attr { - key: "delete_old_dirs" - value { - b: true - } - } - } - node { - name: "save/Identity" - op: "Identity" - input: "save/Const" - input: "^save/MergeV2Checkpoints" - input: "^save/control_dependency" - device: "/device:CPU:0" - attr { - key: "T" - value { - type: DT_STRING - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - } - } - } - } - } - node { - name: "save/RestoreV2/tensor_names" - op: "Const" - device: "/device:CPU:0" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 5 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - dim { - size: 5 - } - } - string_val: "Adam/beta_1" - string_val: "Adam/beta_2" - string_val: "Adam/decay" - string_val: "Adam/iterations" - string_val: "Adam/lr" - } - } - } - } - node { - name: "save/RestoreV2/shape_and_slices" - op: "Const" - device: "/device:CPU:0" - attr { - key: "_output_shapes" - value { - list { - shape { - dim { - size: 5 - } - } - } - } - } - attr { - key: "dtype" - value { - type: DT_STRING - } - } - attr { - key: "value" - value { - tensor { - dtype: DT_STRING - tensor_shape { - dim { - size: 5 - } - } - string_val: "" - string_val: "" - string_val: "" - string_val: "" - string_val: "" - } - } - } - } - node { - name: "save/RestoreV2" - op: "RestoreV2" - input: "save/Const" - input: "save/RestoreV2/tensor_names" - input: "save/RestoreV2/shape_and_slices" - device: "/device:CPU:0" - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - shape { - unknown_rank: true - } - shape { - unknown_rank: true - } - shape { - unknown_rank: true - } - shape { - unknown_rank: true - } - } - } - } - attr { - key: "dtypes" - value { - list { - type: DT_FLOAT - type: DT_FLOAT - type: DT_FLOAT - type: DT_INT64 - type: DT_FLOAT - } - } - } - } - node { - name: "save/Identity_1" - op: "Identity" - input: "save/RestoreV2" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - } - node { - name: "save/AssignVariableOp" - op: "AssignVariableOp" - input: "Adam/beta_1" - input: "save/Identity_1" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "save/Identity_2" - op: "Identity" - input: "save/RestoreV2:1" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - } - node { - name: "save/AssignVariableOp_1" - op: "AssignVariableOp" - input: "Adam/beta_2" - input: "save/Identity_2" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "save/Identity_3" - op: "Identity" - input: "save/RestoreV2:2" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - } - node { - name: "save/AssignVariableOp_2" - op: "AssignVariableOp" - input: "Adam/decay" - input: "save/Identity_3" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "save/Identity_4" - op: "Identity" - input: "save/RestoreV2:3" - attr { - key: "T" - value { - type: DT_INT64 - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - } - node { - name: "save/AssignVariableOp_3" - op: "AssignVariableOp" - input: "Adam/iterations" - input: "save/Identity_4" - attr { - key: "dtype" - value { - type: DT_INT64 - } - } - } - node { - name: "save/Identity_5" - op: "Identity" - input: "save/RestoreV2:4" - attr { - key: "T" - value { - type: DT_FLOAT - } - } - attr { - key: "_output_shapes" - value { - list { - shape { - unknown_rank: true - } - } - } - } - } - node { - name: "save/AssignVariableOp_4" - op: "AssignVariableOp" - input: "Adam/lr" - input: "save/Identity_5" - attr { - key: "dtype" - value { - type: DT_FLOAT - } - } - } - node { - name: "save/restore_shard" - op: "NoOp" - input: "^save/AssignVariableOp" - input: "^save/AssignVariableOp_1" - input: "^save/AssignVariableOp_2" - input: "^save/AssignVariableOp_3" - input: "^save/AssignVariableOp_4" - } - node { - name: "save/restore_all" - op: "NoOp" - input: "^save/restore_shard" - } - versions { - producer: 27 - } - } - 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: "cond_context" - value { - bytes_list { - value: "\nUloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/cond_text\022Uloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id:0\032Vloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/switch_t:0 \001*\377\005\nHloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_scalar:0\nVloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Switch_1:0\nVloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Switch_1:1\nUloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id:0\nVloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/switch_t:0\022\242\001\nHloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_scalar:0\022Vloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Switch_1:1\022\256\001\nUloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id:0\022Uloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id:0" - value: "\nWloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/cond_text_1\022Uloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id:0\032Vloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/switch_f:0*\226+\nmloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Merge:0\nmloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Merge:1\nnloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch:0\nnloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch:1\nploss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch_1:0\nploss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch_1:1\n\221\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/DenseToDenseSetOperation:0\n\221\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/DenseToDenseSetOperation:1\n\221\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/DenseToDenseSetOperation:2\n\212\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch:0\n\214\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch_1:1\n\207\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/dim:0\n\203\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims:0\n\214\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch:0\n\216\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch_1:1\n\211\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/dim:0\n\205\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1:0\n\204\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/concat/axis:0\n\177loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/concat:0\n\211\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/num_invalid_dims:0\n\210\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like/Const:0\n\210\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like/Shape:0\n\202\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like:0\nzloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/x:0\nxloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims:0\n{loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank/Switch:0\n}loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank/Switch_1:0\ntloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank:0\noloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id:0\nploss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_f:0\nploss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_t:0\nUloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id:0\nVloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/switch_f:0\nJloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/values/rank:0\nKloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/values/shape:0\nKloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/weights/rank:0\nLloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/weights/shape:0\022\256\001\nUloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id:0\022Uloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/pred_id:0\022\332\001\nKloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/values/shape:0\022\212\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch:0\022\314\001\nKloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/weights/rank:0\022}loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank/Switch_1:0\022\335\001\nLloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/weights/shape:0\022\214\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch:0\022\311\001\nJloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/values/rank:0\022{loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank/Switch:02\377#\n\374#\noloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/cond_text\022oloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id:0\032ploss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_t:0 \001*\243!\n\221\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/DenseToDenseSetOperation:0\n\221\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/DenseToDenseSetOperation:1\n\221\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/DenseToDenseSetOperation:2\n\212\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch:0\n\214\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch_1:1\n\207\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/dim:0\n\203\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims:0\n\214\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch:0\n\216\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch_1:1\n\211\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/dim:0\n\205\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1:0\n\204\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/concat/axis:0\n\177loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/concat:0\n\211\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/num_invalid_dims:0\n\210\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like/Const:0\n\210\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like/Shape:0\n\202\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ones_like:0\nzloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/x:0\nxloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims:0\noloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id:0\nploss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_t:0\nKloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/values/shape:0\nLloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/weights/shape:0\022\232\002\n\212\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch:0\022\212\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch:0\022\334\001\nKloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/values/shape:0\022\214\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims/Switch_1:1\022\342\001\noloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id:0\022oloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id:0\022\236\002\n\214\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch:0\022\214\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch:0\022\337\001\nLloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/weights/shape:0\022\216\001loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/has_invalid_dims/ExpandDims_1/Switch_1:12\351\n\n\346\n\nqloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/cond_text_1\022oloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id:0\032ploss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_f:0*\215\010\nploss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch_1:0\nploss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch_1:1\ntloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank:0\noloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id:0\nploss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/switch_f:0\022\350\001\ntloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/is_same_rank:0\022ploss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/Switch_1:0\022\342\001\noloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id:0\022oloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/has_valid_nonscalar_shape/pred_id:0" - value: "\nRloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/cond_text\022Rloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id:0\032Sloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_t:0 \001*\263\003\n]loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/control_dependency:0\nRloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id:0\nSloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_t:0\022\250\001\nRloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id:0\022Rloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id:0" - value: "\nTloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/cond_text_1\022Rloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id:0\032Sloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_f:0*\255\022\nXloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch:0\nZloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_1:0\nZloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_2:0\nZloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_3:0\nXloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_0:0\nXloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_1:0\nXloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_2:0\nXloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_4:0\nXloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_5:0\nXloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/data_7:0\n_loss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/control_dependency_1:0\nRloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id:0\nSloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/switch_f:0\nHloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_scalar:0\nSloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Merge:0\nKloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/values/shape:0\nLloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/weights/shape:0\022\246\001\nHloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_scalar:0\022Zloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_3:0\022\251\001\nKloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/values/shape:0\022Zloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_2:0\022\257\001\nSloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/is_valid_shape/Merge:0\022Xloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch:0\022\250\001\nRloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id:0\022Rloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/pred_id:0\022\252\001\nLloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/weights/shape:0\022Zloss/sigmoid_out_loss/broadcast_weights/assert_broadcastable/AssertGuard/Assert/Switch_1:0" - } - } - } - collection_def { - key: "trainable_variables" - value { - bytes_list { - value: "\n\021Adam/iterations:0\022\026Adam/iterations/Assign\032%Adam/iterations/Read/ReadVariableOp:0(\0012+Adam/iterations/Initializer/initial_value:08\001" - value: "\n\tAdam/lr:0\022\016Adam/lr/Assign\032\035Adam/lr/Read/ReadVariableOp:0(\0012#Adam/lr/Initializer/initial_value:08\001" - value: "\n\rAdam/beta_1:0\022\022Adam/beta_1/Assign\032!Adam/beta_1/Read/ReadVariableOp:0(\0012\'Adam/beta_1/Initializer/initial_value:08\001" - value: "\n\rAdam/beta_2:0\022\022Adam/beta_2/Assign\032!Adam/beta_2/Read/ReadVariableOp:0(\0012\'Adam/beta_2/Initializer/initial_value:08\001" - value: "\n\014Adam/decay:0\022\021Adam/decay/Assign\032 Adam/decay/Read/ReadVariableOp:0(\0012&Adam/decay/Initializer/initial_value:08\001" - } - } - } - collection_def { - key: "variables" - value { - bytes_list { - value: "\n\021Adam/iterations:0\022\026Adam/iterations/Assign\032%Adam/iterations/Read/ReadVariableOp:0(\0012+Adam/iterations/Initializer/initial_value:08\001" - value: "\n\tAdam/lr:0\022\016Adam/lr/Assign\032\035Adam/lr/Read/ReadVariableOp:0(\0012#Adam/lr/Initializer/initial_value:08\001" - value: "\n\rAdam/beta_1:0\022\022Adam/beta_1/Assign\032!Adam/beta_1/Read/ReadVariableOp:0(\0012\'Adam/beta_1/Initializer/initial_value:08\001" - value: "\n\rAdam/beta_2:0\022\022Adam/beta_2/Assign\032!Adam/beta_2/Read/ReadVariableOp:0(\0012\'Adam/beta_2/Initializer/initial_value:08\001" - value: "\n\014Adam/decay:0\022\021Adam/decay/Assign\032 Adam/decay/Read/ReadVariableOp:0(\0012&Adam/decay/Initializer/initial_value:08\001" - } - } - } - signature_def { - key: "serving_default" - value { - inputs { - key: "input_embedding_product_slug" - value { - name: "input_embedding_user_guid:0" - dtype: DT_FLOAT - tensor_shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - inputs { - key: "input_embedding_user_guid" - value { - name: "input_embedding_product_slug:0" - dtype: DT_FLOAT - tensor_shape { - dim { - size: -1 - } - dim { - size: 32 - } - } - } - } - outputs { - key: "output" - value { - name: "sigmoid_out/Sigmoid:0" - dtype: DT_FLOAT - tensor_shape { - dim { - size: -1 - } - dim { - size: 1 - } - } - } - } - method_name: "tensorflow/serving/predict" - } - } -} diff --git a/model-integration/src/test/models/tensorflow/external/Model_C/factorization_machine_v1/export/standard/variables/variables.data-00000-of-00001 b/model-integration/src/test/models/tensorflow/external/Model_C/factorization_machine_v1/export/standard/variables/variables.data-00000-of-00001 Binary files differdeleted file mode 100644 index 8339979323b..00000000000 --- a/model-integration/src/test/models/tensorflow/external/Model_C/factorization_machine_v1/export/standard/variables/variables.data-00000-of-00001 +++ /dev/null diff --git a/model-integration/src/test/models/tensorflow/external/Model_C/factorization_machine_v1/export/standard/variables/variables.index b/model-integration/src/test/models/tensorflow/external/Model_C/factorization_machine_v1/export/standard/variables/variables.index Binary files differdeleted file mode 100644 index cf999e88e22..00000000000 --- a/model-integration/src/test/models/tensorflow/external/Model_C/factorization_machine_v1/export/standard/variables/variables.index +++ /dev/null diff --git a/model-integration/src/test/models/tensorflow/external/modelv1/saved_model.pb b/model-integration/src/test/models/tensorflow/external/modelv1/saved_model.pb Binary files differdeleted file mode 100644 index 223ad4baf59..00000000000 --- a/model-integration/src/test/models/tensorflow/external/modelv1/saved_model.pb +++ /dev/null diff --git a/model-integration/src/test/models/tensorflow/external/modelv1/variables/variables.data-00000-of-00001 b/model-integration/src/test/models/tensorflow/external/modelv1/variables/variables.data-00000-of-00001 Binary files differdeleted file mode 100644 index 76e3a429612..00000000000 --- a/model-integration/src/test/models/tensorflow/external/modelv1/variables/variables.data-00000-of-00001 +++ /dev/null diff --git a/model-integration/src/test/models/tensorflow/external/modelv1/variables/variables.index b/model-integration/src/test/models/tensorflow/external/modelv1/variables/variables.index Binary files differdeleted file mode 100644 index 285449d22c5..00000000000 --- a/model-integration/src/test/models/tensorflow/external/modelv1/variables/variables.index +++ /dev/null diff --git a/model-integration/src/test/models/tensorflow/external/modelv2/saved_model.pb b/model-integration/src/test/models/tensorflow/external/modelv2/saved_model.pb Binary files differdeleted file mode 100644 index e2af4d90552..00000000000 --- a/model-integration/src/test/models/tensorflow/external/modelv2/saved_model.pb +++ /dev/null diff --git a/model-integration/src/test/models/tensorflow/external/modelv2/variables/variables.data-00000-of-00001 b/model-integration/src/test/models/tensorflow/external/modelv2/variables/variables.data-00000-of-00001 Binary files differdeleted file mode 100644 index 4bc7ff8a5d5..00000000000 --- a/model-integration/src/test/models/tensorflow/external/modelv2/variables/variables.data-00000-of-00001 +++ /dev/null diff --git a/model-integration/src/test/models/tensorflow/external/modelv2/variables/variables.index b/model-integration/src/test/models/tensorflow/external/modelv2/variables/variables.index Binary files differdeleted file mode 100644 index 398e369c5e3..00000000000 --- a/model-integration/src/test/models/tensorflow/external/modelv2/variables/variables.index +++ /dev/null diff --git a/model-integration/src/test/models/tensorflow/external/train.py b/model-integration/src/test/models/tensorflow/external/train.py deleted file mode 100644 index 32b14c481c3..00000000000 --- a/model-integration/src/test/models/tensorflow/external/train.py +++ /dev/null @@ -1,53 +0,0 @@ -# Copyright 2020 Oath Inc. Licensed under the terms of the Apache 2.0 license. See LICENSE in the project root. -import numpy as np -import tensorflow as tf -import tensorflow.keras.backend as K - -from tensorflow.keras.layers import Input, Dense, concatenate -from tensorflow.keras.models import Model - -input_user = Input(shape=(3,)) -input_ad = Input(shape=(3,)) - -merged = concatenate([input_user, input_ad]) -output_1 = Dense(64, activation='relu')(merged) -output_2 = Dense(64, activation='relu')(output_1) -predictions = Dense(1)(output_2) - -model = Model(inputs=[input_user, input_ad], outputs=predictions) -model.compile(optimizer='adam', - loss='binary_crossentropy', - metrics=['accuracy']) -model.summary() - -SAMPLES = 1000 -user_data = np.random.rand(SAMPLES,3) -ad_data = np.random.rand(SAMPLES,3) -labels = np.random.rand(SAMPLES,1) -print(user_data[:10]) -print(ad_data[:10]) -print(labels[:10]) - -model.fit([user_data, ad_data], labels, epochs=10, ) # starts training - -user_data_sample1 = np.random.rand(1, 3) -ad_data_sample1 = np.random.rand(1, 3) - -print("predicting for:") -print(user_data_sample1) -print(ad_data_sample1) -predictions = model.predict([user_data_sample1, ad_data_sample1]) -print(predictions) - -signature = tf.saved_model.signature_def_utils.predict_signature_def( - inputs={'input1': model.inputs[0],'input2': model.inputs[1] }, outputs={'pctr': model.outputs[0]}) - -builder = tf.saved_model.builder.SavedModelBuilder('modelv1') -builder.add_meta_graph_and_variables( - sess=K.get_session(), - tags=[tf.saved_model.tag_constants.SERVING], - signature_def_map={ - tf.saved_model.signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY: - signature - }) -builder.save() diff --git a/model-integration/src/test/models/tensorflow/external/train_embed.py b/model-integration/src/test/models/tensorflow/external/train_embed.py deleted file mode 100644 index 2d1ab18a0eb..00000000000 --- a/model-integration/src/test/models/tensorflow/external/train_embed.py +++ /dev/null @@ -1,66 +0,0 @@ -# Copyright 2020 Oath Inc. Licensed under the terms of the Apache 2.0 license. See LICENSE in the project root. -import numpy as np -import tensorflow as tf -import tensorflow.keras.backend as K - -from tensorflow.keras.layers import Input, Dense, concatenate, Embedding, Reshape -from tensorflow.keras.models import Model - -input_user = Input(shape=(3,)) -input_ad = Input(shape=(3,)) -gender_samples = Input(shape=(1,), dtype='int32') - -gender_values = ['m', 'f', 'a'] - -gender_embeddings = Embedding(len(gender_values), 1)(gender_samples) -reshape_gender = Reshape(target_shape=[1])(gender_embeddings) - -model2 = Model(inputs=[gender_samples], outputs=reshape_gender) -model2.summary() - -merged = concatenate([input_user, input_ad, reshape_gender]) -output_1 = Dense(64, activation='relu')(merged) -output_2 = Dense(64, activation='relu')(output_1) -predictions = Dense(1)(output_2) - -model = Model(inputs=[input_user, input_ad, gender_samples], outputs=predictions) -model.compile(optimizer='adam', - loss='binary_crossentropy', - metrics=['accuracy']) -model.summary() - -SAMPLES = 1000 -user_data = np.random.rand(SAMPLES,3) -ad_data = np.random.rand(SAMPLES,3) -gender_data = np.random.randint(len(gender_values), size=SAMPLES) -labels = np.random.rand(SAMPLES,1) -print(user_data[:10]) -print(ad_data[:10]) -print(gender_data[:10]) -print(labels[:10]) - -model.fit([user_data, ad_data, gender_data], labels, epochs=10, ) # starts training - -user_data_sample1 = np.random.rand(1, 3) -ad_data_sample1 = np.random.rand(1, 3) -gender_data_sample1 = np.random.randint(len(gender_values), size=1) - -print("predicting for:") -print(user_data_sample1) -print(ad_data_sample1) -print(gender_data_sample1) -predictions = model.predict([user_data_sample1, ad_data_sample1, gender_data_sample1]) -print(predictions) - -signature = tf.saved_model.signature_def_utils.predict_signature_def( - inputs={'input1': model.inputs[0],'input2': model.inputs[1], 'input3': model.inputs[2] }, outputs={'pctrx': model.outputs[0]}) - -builder = tf.saved_model.builder.SavedModelBuilder('modelv2') -builder.add_meta_graph_and_variables( - sess=K.get_session(), - tags=[tf.saved_model.tag_constants.SERVING], - signature_def_map={ - tf.saved_model.signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY: - signature - }) -builder.save() |