STT-tensorflow/tensorflow/python/saved_model/signature_constants.py
2019-02-13 14:25:05 -08:00

146 lines
4.9 KiB
Python

# Copyright 2016 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ==============================================================================
"""Signature constants for SavedModel save and restore operations.
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from tensorflow.python.util.tf_export import tf_export
# Key in the signature def map for `default` serving signatures. The default
# signature is used in inference requests where a specific signature was not
# specified.
DEFAULT_SERVING_SIGNATURE_DEF_KEY = "serving_default"
tf_export(
"saved_model.DEFAULT_SERVING_SIGNATURE_DEF_KEY",
v1=[
"saved_model.DEFAULT_SERVING_SIGNATURE_DEF_KEY",
"saved_model.signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY"
],
).export_constant(__name__, "DEFAULT_SERVING_SIGNATURE_DEF_KEY")
################################################################################
# Classification API constants.
# Classification inputs.
CLASSIFY_INPUTS = "inputs"
tf_export(
"saved_model.CLASSIFY_INPUTS",
v1=[
"saved_model.CLASSIFY_INPUTS",
"saved_model.signature_constants.CLASSIFY_INPUTS"
]).export_constant(__name__, "CLASSIFY_INPUTS")
# Classification method name used in a SignatureDef.
CLASSIFY_METHOD_NAME = "tensorflow/serving/classify"
tf_export(
"saved_model.CLASSIFY_METHOD_NAME",
v1=[
"saved_model.CLASSIFY_METHOD_NAME",
"saved_model.signature_constants.CLASSIFY_METHOD_NAME"
]).export_constant(__name__, "CLASSIFY_METHOD_NAME")
# Classification classes output.
CLASSIFY_OUTPUT_CLASSES = "classes"
tf_export(
"saved_model.CLASSIFY_OUTPUT_CLASSES",
v1=[
"saved_model.CLASSIFY_OUTPUT_CLASSES",
"saved_model.signature_constants.CLASSIFY_OUTPUT_CLASSES"
]).export_constant(__name__, "CLASSIFY_OUTPUT_CLASSES")
# Classification scores output.
CLASSIFY_OUTPUT_SCORES = "scores"
tf_export(
"saved_model.CLASSIFY_OUTPUT_SCORES",
v1=[
"saved_model.CLASSIFY_OUTPUT_SCORES",
"saved_model.signature_constants.CLASSIFY_OUTPUT_SCORES"
]).export_constant(__name__, "CLASSIFY_OUTPUT_SCORES")
################################################################################
# Prediction API constants.
# Predict inputs.
PREDICT_INPUTS = "inputs"
tf_export(
"saved_model.PREDICT_INPUTS",
v1=[
"saved_model.PREDICT_INPUTS",
"saved_model.signature_constants.PREDICT_INPUTS"
]).export_constant(__name__, "PREDICT_INPUTS")
# Prediction method name used in a SignatureDef.
PREDICT_METHOD_NAME = "tensorflow/serving/predict"
tf_export(
"saved_model.PREDICT_METHOD_NAME",
v1=[
"saved_model.PREDICT_METHOD_NAME",
"saved_model.signature_constants.PREDICT_METHOD_NAME"
]).export_constant(__name__, "PREDICT_METHOD_NAME")
# Predict outputs.
PREDICT_OUTPUTS = "outputs"
tf_export(
"saved_model.PREDICT_OUTPUTS",
v1=[
"saved_model.PREDICT_OUTPUTS",
"saved_model.signature_constants.PREDICT_OUTPUTS"
]).export_constant(__name__, "PREDICT_OUTPUTS")
################################################################################
# Regression API constants.
# Regression inputs.
REGRESS_INPUTS = "inputs"
tf_export(
"saved_model.REGRESS_INPUTS",
v1=[
"saved_model.REGRESS_INPUTS",
"saved_model.signature_constants.REGRESS_INPUTS"
]).export_constant(__name__, "REGRESS_INPUTS")
# Regression method name used in a SignatureDef.
REGRESS_METHOD_NAME = "tensorflow/serving/regress"
tf_export(
"saved_model.REGRESS_METHOD_NAME",
v1=[
"saved_model.REGRESS_METHOD_NAME",
"saved_model.signature_constants.REGRESS_METHOD_NAME"
]).export_constant(__name__, "REGRESS_METHOD_NAME")
# Regression outputs.
REGRESS_OUTPUTS = "outputs"
tf_export(
"saved_model.REGRESS_OUTPUTS",
v1=[
"saved_model.REGRESS_OUTPUTS",
"saved_model.signature_constants.REGRESS_OUTPUTS"
]).export_constant(__name__, "REGRESS_OUTPUTS")
################################################################################
# Train/Eval API constants.
# Not exported while export_all_saved_models is experimental.
DEFAULT_TRAIN_SIGNATURE_DEF_KEY = "train"
DEFAULT_EVAL_SIGNATURE_DEF_KEY = "eval"
SUPERVISED_TRAIN_METHOD_NAME = "tensorflow/supervised/training"
SUPERVISED_EVAL_METHOD_NAME = "tensorflow/supervised/eval"