// This file is generated by rust-protobuf 2.27.1. Do not edit
// @generated

// https://github.com/rust-lang/rust-clippy/issues/702
#![allow(unknown_lints)]
#![allow(clippy::all)]

#![allow(unused_attributes)]
#![cfg_attr(rustfmt, rustfmt::skip)]

#![allow(box_pointers)]
#![allow(dead_code)]
#![allow(missing_docs)]
#![allow(non_camel_case_types)]
#![allow(non_snake_case)]
#![allow(non_upper_case_globals)]
#![allow(trivial_casts)]
#![allow(unused_imports)]
#![allow(unused_results)]
//! Generated file from `tensorflow/core/framework/function.proto`

/// Generated files are compatible only with the same version
/// of protobuf runtime.
// const _PROTOBUF_VERSION_CHECK: () = ::protobuf::VERSION_2_27_1;

#[derive(PartialEq,Clone,Default)]
pub struct FunctionDefLibrary {
    // message fields
    pub function: ::protobuf::RepeatedField<FunctionDef>,
    pub gradient: ::protobuf::RepeatedField<GradientDef>,
    pub registered_gradients: ::protobuf::RepeatedField<RegisteredGradient>,
    // special fields
    pub unknown_fields: ::protobuf::UnknownFields,
    pub cached_size: ::protobuf::CachedSize,
}

impl<'a> ::std::default::Default for &'a FunctionDefLibrary {
    fn default() -> &'a FunctionDefLibrary {
        <FunctionDefLibrary as ::protobuf::Message>::default_instance()
    }
}

impl FunctionDefLibrary {
    pub fn new() -> FunctionDefLibrary {
        ::std::default::Default::default()
    }

    // repeated .tensorflow.FunctionDef function = 1;


    pub fn get_function(&self) -> &[FunctionDef] {
        &self.function
    }
    pub fn clear_function(&mut self) {
        self.function.clear();
    }

    // Param is passed by value, moved
    pub fn set_function(&mut self, v: ::protobuf::RepeatedField<FunctionDef>) {
        self.function = v;
    }

    // Mutable pointer to the field.
    pub fn mut_function(&mut self) -> &mut ::protobuf::RepeatedField<FunctionDef> {
        &mut self.function
    }

    // Take field
    pub fn take_function(&mut self) -> ::protobuf::RepeatedField<FunctionDef> {
        ::std::mem::replace(&mut self.function, ::protobuf::RepeatedField::new())
    }

    // repeated .tensorflow.GradientDef gradient = 2;


    pub fn get_gradient(&self) -> &[GradientDef] {
        &self.gradient
    }
    pub fn clear_gradient(&mut self) {
        self.gradient.clear();
    }

    // Param is passed by value, moved
    pub fn set_gradient(&mut self, v: ::protobuf::RepeatedField<GradientDef>) {
        self.gradient = v;
    }

    // Mutable pointer to the field.
    pub fn mut_gradient(&mut self) -> &mut ::protobuf::RepeatedField<GradientDef> {
        &mut self.gradient
    }

    // Take field
    pub fn take_gradient(&mut self) -> ::protobuf::RepeatedField<GradientDef> {
        ::std::mem::replace(&mut self.gradient, ::protobuf::RepeatedField::new())
    }

    // repeated .tensorflow.RegisteredGradient registered_gradients = 3;


    pub fn get_registered_gradients(&self) -> &[RegisteredGradient] {
        &self.registered_gradients
    }
    pub fn clear_registered_gradients(&mut self) {
        self.registered_gradients.clear();
    }

    // Param is passed by value, moved
    pub fn set_registered_gradients(&mut self, v: ::protobuf::RepeatedField<RegisteredGradient>) {
        self.registered_gradients = v;
    }

    // Mutable pointer to the field.
    pub fn mut_registered_gradients(&mut self) -> &mut ::protobuf::RepeatedField<RegisteredGradient> {
        &mut self.registered_gradients
    }

    // Take field
    pub fn take_registered_gradients(&mut self) -> ::protobuf::RepeatedField<RegisteredGradient> {
        ::std::mem::replace(&mut self.registered_gradients, ::protobuf::RepeatedField::new())
    }
}

impl ::protobuf::Message for FunctionDefLibrary {
    fn is_initialized(&self) -> bool {
        for v in &self.function {
            if !v.is_initialized() {
                return false;
            }
        };
        for v in &self.gradient {
            if !v.is_initialized() {
                return false;
            }
        };
        for v in &self.registered_gradients {
            if !v.is_initialized() {
                return false;
            }
        };
        true
    }

    fn merge_from(&mut self, is: &mut ::protobuf::CodedInputStream<'_>) -> ::protobuf::ProtobufResult<()> {
        while !is.eof()? {
            let (field_number, wire_type) = is.read_tag_unpack()?;
            match field_number {
                1 => {
                    ::protobuf::rt::read_repeated_message_into(wire_type, is, &mut self.function)?;
                },
                2 => {
                    ::protobuf::rt::read_repeated_message_into(wire_type, is, &mut self.gradient)?;
                },
                3 => {
                    ::protobuf::rt::read_repeated_message_into(wire_type, is, &mut self.registered_gradients)?;
                },
                _ => {
                    ::protobuf::rt::read_unknown_or_skip_group(field_number, wire_type, is, self.mut_unknown_fields())?;
                },
            };
        }
        ::std::result::Result::Ok(())
    }

    // Compute sizes of nested messages
    #[allow(unused_variables)]
    fn compute_size(&self) -> u32 {
        let mut my_size = 0;
        for value in &self.function {
            let len = value.compute_size();
            my_size += 1 + ::protobuf::rt::compute_raw_varint32_size(len) + len;
        };
        for value in &self.gradient {
            let len = value.compute_size();
            my_size += 1 + ::protobuf::rt::compute_raw_varint32_size(len) + len;
        };
        for value in &self.registered_gradients {
            let len = value.compute_size();
            my_size += 1 + ::protobuf::rt::compute_raw_varint32_size(len) + len;
        };
        my_size += ::protobuf::rt::unknown_fields_size(self.get_unknown_fields());
        self.cached_size.set(my_size);
        my_size
    }

    fn write_to_with_cached_sizes(&self, os: &mut ::protobuf::CodedOutputStream<'_>) -> ::protobuf::ProtobufResult<()> {
        for v in &self.function {
            os.write_tag(1, ::protobuf::wire_format::WireTypeLengthDelimited)?;
            os.write_raw_varint32(v.get_cached_size())?;
            v.write_to_with_cached_sizes(os)?;
        };
        for v in &self.gradient {
            os.write_tag(2, ::protobuf::wire_format::WireTypeLengthDelimited)?;
            os.write_raw_varint32(v.get_cached_size())?;
            v.write_to_with_cached_sizes(os)?;
        };
        for v in &self.registered_gradients {
            os.write_tag(3, ::protobuf::wire_format::WireTypeLengthDelimited)?;
            os.write_raw_varint32(v.get_cached_size())?;
            v.write_to_with_cached_sizes(os)?;
        };
        os.write_unknown_fields(self.get_unknown_fields())?;
        ::std::result::Result::Ok(())
    }

    fn get_cached_size(&self) -> u32 {
        self.cached_size.get()
    }

    fn get_unknown_fields(&self) -> &::protobuf::UnknownFields {
        &self.unknown_fields
    }

    fn mut_unknown_fields(&mut self) -> &mut ::protobuf::UnknownFields {
        &mut self.unknown_fields
    }

    fn as_any(&self) -> &dyn (::std::any::Any) {
        self as &dyn (::std::any::Any)
    }
    fn as_any_mut(&mut self) -> &mut dyn (::std::any::Any) {
        self as &mut dyn (::std::any::Any)
    }
    fn into_any(self: ::std::boxed::Box<Self>) -> ::std::boxed::Box<dyn (::std::any::Any)> {
        self
    }

    fn descriptor(&self) -> &'static ::protobuf::reflect::MessageDescriptor {
        Self::descriptor_static()
    }

    fn new() -> FunctionDefLibrary {
        FunctionDefLibrary::new()
    }

    fn descriptor_static() -> &'static ::protobuf::reflect::MessageDescriptor {
        static descriptor: ::protobuf::rt::LazyV2<::protobuf::reflect::MessageDescriptor> = ::protobuf::rt::LazyV2::INIT;
        descriptor.get(|| {
            let mut fields = ::std::vec::Vec::new();
            fields.push(::protobuf::reflect::accessor::make_repeated_field_accessor::<_, ::protobuf::types::ProtobufTypeMessage<FunctionDef>>(
                "function",
                |m: &FunctionDefLibrary| { &m.function },
                |m: &mut FunctionDefLibrary| { &mut m.function },
            ));
            fields.push(::protobuf::reflect::accessor::make_repeated_field_accessor::<_, ::protobuf::types::ProtobufTypeMessage<GradientDef>>(
                "gradient",
                |m: &FunctionDefLibrary| { &m.gradient },
                |m: &mut FunctionDefLibrary| { &mut m.gradient },
            ));
            fields.push(::protobuf::reflect::accessor::make_repeated_field_accessor::<_, ::protobuf::types::ProtobufTypeMessage<RegisteredGradient>>(
                "registered_gradients",
                |m: &FunctionDefLibrary| { &m.registered_gradients },
                |m: &mut FunctionDefLibrary| { &mut m.registered_gradients },
            ));
            ::protobuf::reflect::MessageDescriptor::new_pb_name::<FunctionDefLibrary>(
                "FunctionDefLibrary",
                fields,
                file_descriptor_proto()
            )
        })
    }

    fn default_instance() -> &'static FunctionDefLibrary {
        static instance: ::protobuf::rt::LazyV2<FunctionDefLibrary> = ::protobuf::rt::LazyV2::INIT;
        instance.get(FunctionDefLibrary::new)
    }
}

impl ::protobuf::Clear for FunctionDefLibrary {
    fn clear(&mut self) {
        self.function.clear();
        self.gradient.clear();
        self.registered_gradients.clear();
        self.unknown_fields.clear();
    }
}

impl ::std::fmt::Debug for FunctionDefLibrary {
    fn fmt(&self, f: &mut ::std::fmt::Formatter<'_>) -> ::std::fmt::Result {
        ::protobuf::text_format::fmt(self, f)
    }
}

impl ::protobuf::reflect::ProtobufValue for FunctionDefLibrary {
    fn as_ref(&self) -> ::protobuf::reflect::ReflectValueRef {
        ::protobuf::reflect::ReflectValueRef::Message(self)
    }
}

#[derive(PartialEq,Clone,Default)]
pub struct FunctionDef {
    // message fields
    pub signature: ::protobuf::SingularPtrField<super::op_def::OpDef>,
    pub attr: ::std::collections::HashMap<::std::string::String, super::attr_value::AttrValue>,
    pub arg_attr: ::std::collections::HashMap<u32, FunctionDef_ArgAttrs>,
    pub resource_arg_unique_id: ::std::collections::HashMap<u32, u32>,
    pub node_def: ::protobuf::RepeatedField<super::node_def::NodeDef>,
    pub ret: ::std::collections::HashMap<::std::string::String, ::std::string::String>,
    pub control_ret: ::std::collections::HashMap<::std::string::String, ::std::string::String>,
    // special fields
    pub unknown_fields: ::protobuf::UnknownFields,
    pub cached_size: ::protobuf::CachedSize,
}

impl<'a> ::std::default::Default for &'a FunctionDef {
    fn default() -> &'a FunctionDef {
        <FunctionDef as ::protobuf::Message>::default_instance()
    }
}

impl FunctionDef {
    pub fn new() -> FunctionDef {
        ::std::default::Default::default()
    }

    // .tensorflow.OpDef signature = 1;


    pub fn get_signature(&self) -> &super::op_def::OpDef {
        self.signature.as_ref().unwrap_or_else(|| <super::op_def::OpDef as ::protobuf::Message>::default_instance())
    }
    pub fn clear_signature(&mut self) {
        self.signature.clear();
    }

    pub fn has_signature(&self) -> bool {
        self.signature.is_some()
    }

    // Param is passed by value, moved
    pub fn set_signature(&mut self, v: super::op_def::OpDef) {
        self.signature = ::protobuf::SingularPtrField::some(v);
    }

    // Mutable pointer to the field.
    // If field is not initialized, it is initialized with default value first.
    pub fn mut_signature(&mut self) -> &mut super::op_def::OpDef {
        if self.signature.is_none() {
            self.signature.set_default();
        }
        self.signature.as_mut().unwrap()
    }

    // Take field
    pub fn take_signature(&mut self) -> super::op_def::OpDef {
        self.signature.take().unwrap_or_else(|| super::op_def::OpDef::new())
    }

    // repeated .tensorflow.FunctionDef.AttrEntry attr = 5;


    pub fn get_attr(&self) -> &::std::collections::HashMap<::std::string::String, super::attr_value::AttrValue> {
        &self.attr
    }
    pub fn clear_attr(&mut self) {
        self.attr.clear();
    }

    // Param is passed by value, moved
    pub fn set_attr(&mut self, v: ::std::collections::HashMap<::std::string::String, super::attr_value::AttrValue>) {
        self.attr = v;
    }

    // Mutable pointer to the field.
    pub fn mut_attr(&mut self) -> &mut ::std::collections::HashMap<::std::string::String, super::attr_value::AttrValue> {
        &mut self.attr
    }

    // Take field
    pub fn take_attr(&mut self) -> ::std::collections::HashMap<::std::string::String, super::attr_value::AttrValue> {
        ::std::mem::replace(&mut self.attr, ::std::collections::HashMap::new())
    }

    // repeated .tensorflow.FunctionDef.ArgAttrEntry arg_attr = 7;


    pub fn get_arg_attr(&self) -> &::std::collections::HashMap<u32, FunctionDef_ArgAttrs> {
        &self.arg_attr
    }
    pub fn clear_arg_attr(&mut self) {
        self.arg_attr.clear();
    }

    // Param is passed by value, moved
    pub fn set_arg_attr(&mut self, v: ::std::collections::HashMap<u32, FunctionDef_ArgAttrs>) {
        self.arg_attr = v;
    }

    // Mutable pointer to the field.
    pub fn mut_arg_attr(&mut self) -> &mut ::std::collections::HashMap<u32, FunctionDef_ArgAttrs> {
        &mut self.arg_attr
    }

    // Take field
    pub fn take_arg_attr(&mut self) -> ::std::collections::HashMap<u32, FunctionDef_ArgAttrs> {
        ::std::mem::replace(&mut self.arg_attr, ::std::collections::HashMap::new())
    }

    // repeated .tensorflow.FunctionDef.ResourceArgUniqueIdEntry resource_arg_unique_id = 8;


    pub fn get_resource_arg_unique_id(&self) -> &::std::collections::HashMap<u32, u32> {
        &self.resource_arg_unique_id
    }
    pub fn clear_resource_arg_unique_id(&mut self) {
        self.resource_arg_unique_id.clear();
    }

    // Param is passed by value, moved
    pub fn set_resource_arg_unique_id(&mut self, v: ::std::collections::HashMap<u32, u32>) {
        self.resource_arg_unique_id = v;
    }

    // Mutable pointer to the field.
    pub fn mut_resource_arg_unique_id(&mut self) -> &mut ::std::collections::HashMap<u32, u32> {
        &mut self.resource_arg_unique_id
    }

    // Take field
    pub fn take_resource_arg_unique_id(&mut self) -> ::std::collections::HashMap<u32, u32> {
        ::std::mem::replace(&mut self.resource_arg_unique_id, ::std::collections::HashMap::new())
    }

    // repeated .tensorflow.NodeDef node_def = 3;


    pub fn get_node_def(&self) -> &[super::node_def::NodeDef] {
        &self.node_def
    }
    pub fn clear_node_def(&mut self) {
        self.node_def.clear();
    }

    // Param is passed by value, moved
    pub fn set_node_def(&mut self, v: ::protobuf::RepeatedField<super::node_def::NodeDef>) {
        self.node_def = v;
    }

    // Mutable pointer to the field.
    pub fn mut_node_def(&mut self) -> &mut ::protobuf::RepeatedField<super::node_def::NodeDef> {
        &mut self.node_def
    }

    // Take field
    pub fn take_node_def(&mut self) -> ::protobuf::RepeatedField<super::node_def::NodeDef> {
        ::std::mem::replace(&mut self.node_def, ::protobuf::RepeatedField::new())
    }

    // repeated .tensorflow.FunctionDef.RetEntry ret = 4;


    pub fn get_ret(&self) -> &::std::collections::HashMap<::std::string::String, ::std::string::String> {
        &self.ret
    }
    pub fn clear_ret(&mut self) {
        self.ret.clear();
    }

    // Param is passed by value, moved
    pub fn set_ret(&mut self, v: ::std::collections::HashMap<::std::string::String, ::std::string::String>) {
        self.ret = v;
    }

    // Mutable pointer to the field.
    pub fn mut_ret(&mut self) -> &mut ::std::collections::HashMap<::std::string::String, ::std::string::String> {
        &mut self.ret
    }

    // Take field
    pub fn take_ret(&mut self) -> ::std::collections::HashMap<::std::string::String, ::std::string::String> {
        ::std::mem::replace(&mut self.ret, ::std::collections::HashMap::new())
    }

    // repeated .tensorflow.FunctionDef.ControlRetEntry control_ret = 6;


    pub fn get_control_ret(&self) -> &::std::collections::HashMap<::std::string::String, ::std::string::String> {
        &self.control_ret
    }
    pub fn clear_control_ret(&mut self) {
        self.control_ret.clear();
    }

    // Param is passed by value, moved
    pub fn set_control_ret(&mut self, v: ::std::collections::HashMap<::std::string::String, ::std::string::String>) {
        self.control_ret = v;
    }

    // Mutable pointer to the field.
    pub fn mut_control_ret(&mut self) -> &mut ::std::collections::HashMap<::std::string::String, ::std::string::String> {
        &mut self.control_ret
    }

    // Take field
    pub fn take_control_ret(&mut self) -> ::std::collections::HashMap<::std::string::String, ::std::string::String> {
        ::std::mem::replace(&mut self.control_ret, ::std::collections::HashMap::new())
    }
}

impl ::protobuf::Message for FunctionDef {
    fn is_initialized(&self) -> bool {
        for v in &self.signature {
            if !v.is_initialized() {
                return false;
            }
        };
        for v in &self.node_def {
            if !v.is_initialized() {
                return false;
            }
        };
        true
    }

    fn merge_from(&mut self, is: &mut ::protobuf::CodedInputStream<'_>) -> ::protobuf::ProtobufResult<()> {
        while !is.eof()? {
            let (field_number, wire_type) = is.read_tag_unpack()?;
            match field_number {
                1 => {
                    ::protobuf::rt::read_singular_message_into(wire_type, is, &mut self.signature)?;
                },
                5 => {
                    ::protobuf::rt::read_map_into::<::protobuf::types::ProtobufTypeString, ::protobuf::types::ProtobufTypeMessage<super::attr_value::AttrValue>>(wire_type, is, &mut self.attr)?;
                },
                7 => {
                    ::protobuf::rt::read_map_into::<::protobuf::types::ProtobufTypeUint32, ::protobuf::types::ProtobufTypeMessage<FunctionDef_ArgAttrs>>(wire_type, is, &mut self.arg_attr)?;
                },
                8 => {
                    ::protobuf::rt::read_map_into::<::protobuf::types::ProtobufTypeUint32, ::protobuf::types::ProtobufTypeUint32>(wire_type, is, &mut self.resource_arg_unique_id)?;
                },
                3 => {
                    ::protobuf::rt::read_repeated_message_into(wire_type, is, &mut self.node_def)?;
                },
                4 => {
                    ::protobuf::rt::read_map_into::<::protobuf::types::ProtobufTypeString, ::protobuf::types::ProtobufTypeString>(wire_type, is, &mut self.ret)?;
                },
                6 => {
                    ::protobuf::rt::read_map_into::<::protobuf::types::ProtobufTypeString, ::protobuf::types::ProtobufTypeString>(wire_type, is, &mut self.control_ret)?;
                },
                _ => {
                    ::protobuf::rt::read_unknown_or_skip_group(field_number, wire_type, is, self.mut_unknown_fields())?;
                },
            };
        }
        ::std::result::Result::Ok(())
    }

    // Compute sizes of nested messages
    #[allow(unused_variables)]
    fn compute_size(&self) -> u32 {
        let mut my_size = 0;
        if let Some(ref v) = self.signature.as_ref() {
            let len = v.compute_size();
            my_size += 1 + ::protobuf::rt::compute_raw_varint32_size(len) + len;
        }
        my_size += ::protobuf::rt::compute_map_size::<::protobuf::types::ProtobufTypeString, ::protobuf::types::ProtobufTypeMessage<super::attr_value::AttrValue>>(5, &self.attr);
        my_size += ::protobuf::rt::compute_map_size::<::protobuf::types::ProtobufTypeUint32, ::protobuf::types::ProtobufTypeMessage<FunctionDef_ArgAttrs>>(7, &self.arg_attr);
        my_size += ::protobuf::rt::compute_map_size::<::protobuf::types::ProtobufTypeUint32, ::protobuf::types::ProtobufTypeUint32>(8, &self.resource_arg_unique_id);
        for value in &self.node_def {
            let len = value.compute_size();
            my_size += 1 + ::protobuf::rt::compute_raw_varint32_size(len) + len;
        };
        my_size += ::protobuf::rt::compute_map_size::<::protobuf::types::ProtobufTypeString, ::protobuf::types::ProtobufTypeString>(4, &self.ret);
        my_size += ::protobuf::rt::compute_map_size::<::protobuf::types::ProtobufTypeString, ::protobuf::types::ProtobufTypeString>(6, &self.control_ret);
        my_size += ::protobuf::rt::unknown_fields_size(self.get_unknown_fields());
        self.cached_size.set(my_size);
        my_size
    }

    fn write_to_with_cached_sizes(&self, os: &mut ::protobuf::CodedOutputStream<'_>) -> ::protobuf::ProtobufResult<()> {
        if let Some(ref v) = self.signature.as_ref() {
            os.write_tag(1, ::protobuf::wire_format::WireTypeLengthDelimited)?;
            os.write_raw_varint32(v.get_cached_size())?;
            v.write_to_with_cached_sizes(os)?;
        }
        ::protobuf::rt::write_map_with_cached_sizes::<::protobuf::types::ProtobufTypeString, ::protobuf::types::ProtobufTypeMessage<super::attr_value::AttrValue>>(5, &self.attr, os)?;
        ::protobuf::rt::write_map_with_cached_sizes::<::protobuf::types::ProtobufTypeUint32, ::protobuf::types::ProtobufTypeMessage<FunctionDef_ArgAttrs>>(7, &self.arg_attr, os)?;
        ::protobuf::rt::write_map_with_cached_sizes::<::protobuf::types::ProtobufTypeUint32, ::protobuf::types::ProtobufTypeUint32>(8, &self.resource_arg_unique_id, os)?;
        for v in &self.node_def {
            os.write_tag(3, ::protobuf::wire_format::WireTypeLengthDelimited)?;
            os.write_raw_varint32(v.get_cached_size())?;
            v.write_to_with_cached_sizes(os)?;
        };
        ::protobuf::rt::write_map_with_cached_sizes::<::protobuf::types::ProtobufTypeString, ::protobuf::types::ProtobufTypeString>(4, &self.ret, os)?;
        ::protobuf::rt::write_map_with_cached_sizes::<::protobuf::types::ProtobufTypeString, ::protobuf::types::ProtobufTypeString>(6, &self.control_ret, os)?;
        os.write_unknown_fields(self.get_unknown_fields())?;
        ::std::result::Result::Ok(())
    }

    fn get_cached_size(&self) -> u32 {
        self.cached_size.get()
    }

    fn get_unknown_fields(&self) -> &::protobuf::UnknownFields {
        &self.unknown_fields
    }

    fn mut_unknown_fields(&mut self) -> &mut ::protobuf::UnknownFields {
        &mut self.unknown_fields
    }

    fn as_any(&self) -> &dyn (::std::any::Any) {
        self as &dyn (::std::any::Any)
    }
    fn as_any_mut(&mut self) -> &mut dyn (::std::any::Any) {
        self as &mut dyn (::std::any::Any)
    }
    fn into_any(self: ::std::boxed::Box<Self>) -> ::std::boxed::Box<dyn (::std::any::Any)> {
        self
    }

    fn descriptor(&self) -> &'static ::protobuf::reflect::MessageDescriptor {
        Self::descriptor_static()
    }

    fn new() -> FunctionDef {
        FunctionDef::new()
    }

    fn descriptor_static() -> &'static ::protobuf::reflect::MessageDescriptor {
        static descriptor: ::protobuf::rt::LazyV2<::protobuf::reflect::MessageDescriptor> = ::protobuf::rt::LazyV2::INIT;
        descriptor.get(|| {
            let mut fields = ::std::vec::Vec::new();
            fields.push(::protobuf::reflect::accessor::make_singular_ptr_field_accessor::<_, ::protobuf::types::ProtobufTypeMessage<super::op_def::OpDef>>(
                "signature",
                |m: &FunctionDef| { &m.signature },
                |m: &mut FunctionDef| { &mut m.signature },
            ));
            fields.push(::protobuf::reflect::accessor::make_map_accessor::<_, ::protobuf::types::ProtobufTypeString, ::protobuf::types::ProtobufTypeMessage<super::attr_value::AttrValue>>(
                "attr",
                |m: &FunctionDef| { &m.attr },
                |m: &mut FunctionDef| { &mut m.attr },
            ));
            fields.push(::protobuf::reflect::accessor::make_map_accessor::<_, ::protobuf::types::ProtobufTypeUint32, ::protobuf::types::ProtobufTypeMessage<FunctionDef_ArgAttrs>>(
                "arg_attr",
                |m: &FunctionDef| { &m.arg_attr },
                |m: &mut FunctionDef| { &mut m.arg_attr },
            ));
            fields.push(::protobuf::reflect::accessor::make_map_accessor::<_, ::protobuf::types::ProtobufTypeUint32, ::protobuf::types::ProtobufTypeUint32>(
                "resource_arg_unique_id",
                |m: &FunctionDef| { &m.resource_arg_unique_id },
                |m: &mut FunctionDef| { &mut m.resource_arg_unique_id },
            ));
            fields.push(::protobuf::reflect::accessor::make_repeated_field_accessor::<_, ::protobuf::types::ProtobufTypeMessage<super::node_def::NodeDef>>(
                "node_def",
                |m: &FunctionDef| { &m.node_def },
                |m: &mut FunctionDef| { &mut m.node_def },
            ));
            fields.push(::protobuf::reflect::accessor::make_map_accessor::<_, ::protobuf::types::ProtobufTypeString, ::protobuf::types::ProtobufTypeString>(
                "ret",
                |m: &FunctionDef| { &m.ret },
                |m: &mut FunctionDef| { &mut m.ret },
            ));
            fields.push(::protobuf::reflect::accessor::make_map_accessor::<_, ::protobuf::types::ProtobufTypeString, ::protobuf::types::ProtobufTypeString>(
                "control_ret",
                |m: &FunctionDef| { &m.control_ret },
                |m: &mut FunctionDef| { &mut m.control_ret },
            ));
            ::protobuf::reflect::MessageDescriptor::new_pb_name::<FunctionDef>(
                "FunctionDef",
                fields,
                file_descriptor_proto()
            )
        })
    }

    fn default_instance() -> &'static FunctionDef {
        static instance: ::protobuf::rt::LazyV2<FunctionDef> = ::protobuf::rt::LazyV2::INIT;
        instance.get(FunctionDef::new)
    }
}

impl ::protobuf::Clear for FunctionDef {
    fn clear(&mut self) {
        self.signature.clear();
        self.attr.clear();
        self.arg_attr.clear();
        self.resource_arg_unique_id.clear();
        self.node_def.clear();
        self.ret.clear();
        self.control_ret.clear();
        self.unknown_fields.clear();
    }
}

impl ::std::fmt::Debug for FunctionDef {
    fn fmt(&self, f: &mut ::std::fmt::Formatter<'_>) -> ::std::fmt::Result {
        ::protobuf::text_format::fmt(self, f)
    }
}

impl ::protobuf::reflect::ProtobufValue for FunctionDef {
    fn as_ref(&self) -> ::protobuf::reflect::ReflectValueRef {
        ::protobuf::reflect::ReflectValueRef::Message(self)
    }
}

#[derive(PartialEq,Clone,Default)]
pub struct FunctionDef_ArgAttrs {
    // message fields
    pub attr: ::std::collections::HashMap<::std::string::String, super::attr_value::AttrValue>,
    // special fields
    pub unknown_fields: ::protobuf::UnknownFields,
    pub cached_size: ::protobuf::CachedSize,
}

impl<'a> ::std::default::Default for &'a FunctionDef_ArgAttrs {
    fn default() -> &'a FunctionDef_ArgAttrs {
        <FunctionDef_ArgAttrs as ::protobuf::Message>::default_instance()
    }
}

impl FunctionDef_ArgAttrs {
    pub fn new() -> FunctionDef_ArgAttrs {
        ::std::default::Default::default()
    }

    // repeated .tensorflow.FunctionDef.ArgAttrs.AttrEntry attr = 1;


    pub fn get_attr(&self) -> &::std::collections::HashMap<::std::string::String, super::attr_value::AttrValue> {
        &self.attr
    }
    pub fn clear_attr(&mut self) {
        self.attr.clear();
    }

    // Param is passed by value, moved
    pub fn set_attr(&mut self, v: ::std::collections::HashMap<::std::string::String, super::attr_value::AttrValue>) {
        self.attr = v;
    }

    // Mutable pointer to the field.
    pub fn mut_attr(&mut self) -> &mut ::std::collections::HashMap<::std::string::String, super::attr_value::AttrValue> {
        &mut self.attr
    }

    // Take field
    pub fn take_attr(&mut self) -> ::std::collections::HashMap<::std::string::String, super::attr_value::AttrValue> {
        ::std::mem::replace(&mut self.attr, ::std::collections::HashMap::new())
    }
}

impl ::protobuf::Message for FunctionDef_ArgAttrs {
    fn is_initialized(&self) -> bool {
        true
    }

    fn merge_from(&mut self, is: &mut ::protobuf::CodedInputStream<'_>) -> ::protobuf::ProtobufResult<()> {
        while !is.eof()? {
            let (field_number, wire_type) = is.read_tag_unpack()?;
            match field_number {
                1 => {
                    ::protobuf::rt::read_map_into::<::protobuf::types::ProtobufTypeString, ::protobuf::types::ProtobufTypeMessage<super::attr_value::AttrValue>>(wire_type, is, &mut self.attr)?;
                },
                _ => {
                    ::protobuf::rt::read_unknown_or_skip_group(field_number, wire_type, is, self.mut_unknown_fields())?;
                },
            };
        }
        ::std::result::Result::Ok(())
    }

    // Compute sizes of nested messages
    #[allow(unused_variables)]
    fn compute_size(&self) -> u32 {
        let mut my_size = 0;
        my_size += ::protobuf::rt::compute_map_size::<::protobuf::types::ProtobufTypeString, ::protobuf::types::ProtobufTypeMessage<super::attr_value::AttrValue>>(1, &self.attr);
        my_size += ::protobuf::rt::unknown_fields_size(self.get_unknown_fields());
        self.cached_size.set(my_size);
        my_size
    }

    fn write_to_with_cached_sizes(&self, os: &mut ::protobuf::CodedOutputStream<'_>) -> ::protobuf::ProtobufResult<()> {
        ::protobuf::rt::write_map_with_cached_sizes::<::protobuf::types::ProtobufTypeString, ::protobuf::types::ProtobufTypeMessage<super::attr_value::AttrValue>>(1, &self.attr, os)?;
        os.write_unknown_fields(self.get_unknown_fields())?;
        ::std::result::Result::Ok(())
    }

    fn get_cached_size(&self) -> u32 {
        self.cached_size.get()
    }

    fn get_unknown_fields(&self) -> &::protobuf::UnknownFields {
        &self.unknown_fields
    }

    fn mut_unknown_fields(&mut self) -> &mut ::protobuf::UnknownFields {
        &mut self.unknown_fields
    }

    fn as_any(&self) -> &dyn (::std::any::Any) {
        self as &dyn (::std::any::Any)
    }
    fn as_any_mut(&mut self) -> &mut dyn (::std::any::Any) {
        self as &mut dyn (::std::any::Any)
    }
    fn into_any(self: ::std::boxed::Box<Self>) -> ::std::boxed::Box<dyn (::std::any::Any)> {
        self
    }

    fn descriptor(&self) -> &'static ::protobuf::reflect::MessageDescriptor {
        Self::descriptor_static()
    }

    fn new() -> FunctionDef_ArgAttrs {
        FunctionDef_ArgAttrs::new()
    }

    fn descriptor_static() -> &'static ::protobuf::reflect::MessageDescriptor {
        static descriptor: ::protobuf::rt::LazyV2<::protobuf::reflect::MessageDescriptor> = ::protobuf::rt::LazyV2::INIT;
        descriptor.get(|| {
            let mut fields = ::std::vec::Vec::new();
            fields.push(::protobuf::reflect::accessor::make_map_accessor::<_, ::protobuf::types::ProtobufTypeString, ::protobuf::types::ProtobufTypeMessage<super::attr_value::AttrValue>>(
                "attr",
                |m: &FunctionDef_ArgAttrs| { &m.attr },
                |m: &mut FunctionDef_ArgAttrs| { &mut m.attr },
            ));
            ::protobuf::reflect::MessageDescriptor::new_pb_name::<FunctionDef_ArgAttrs>(
                "FunctionDef.ArgAttrs",
                fields,
                file_descriptor_proto()
            )
        })
    }

    fn default_instance() -> &'static FunctionDef_ArgAttrs {
        static instance: ::protobuf::rt::LazyV2<FunctionDef_ArgAttrs> = ::protobuf::rt::LazyV2::INIT;
        instance.get(FunctionDef_ArgAttrs::new)
    }
}

impl ::protobuf::Clear for FunctionDef_ArgAttrs {
    fn clear(&mut self) {
        self.attr.clear();
        self.unknown_fields.clear();
    }
}

impl ::std::fmt::Debug for FunctionDef_ArgAttrs {
    fn fmt(&self, f: &mut ::std::fmt::Formatter<'_>) -> ::std::fmt::Result {
        ::protobuf::text_format::fmt(self, f)
    }
}

impl ::protobuf::reflect::ProtobufValue for FunctionDef_ArgAttrs {
    fn as_ref(&self) -> ::protobuf::reflect::ReflectValueRef {
        ::protobuf::reflect::ReflectValueRef::Message(self)
    }
}

#[derive(PartialEq,Clone,Default)]
pub struct GradientDef {
    // message fields
    pub function_name: ::std::string::String,
    pub gradient_func: ::std::string::String,
    // special fields
    pub unknown_fields: ::protobuf::UnknownFields,
    pub cached_size: ::protobuf::CachedSize,
}

impl<'a> ::std::default::Default for &'a GradientDef {
    fn default() -> &'a GradientDef {
        <GradientDef as ::protobuf::Message>::default_instance()
    }
}

impl GradientDef {
    pub fn new() -> GradientDef {
        ::std::default::Default::default()
    }

    // string function_name = 1;


    pub fn get_function_name(&self) -> &str {
        &self.function_name
    }
    pub fn clear_function_name(&mut self) {
        self.function_name.clear();
    }

    // Param is passed by value, moved
    pub fn set_function_name(&mut self, v: ::std::string::String) {
        self.function_name = v;
    }

    // Mutable pointer to the field.
    // If field is not initialized, it is initialized with default value first.
    pub fn mut_function_name(&mut self) -> &mut ::std::string::String {
        &mut self.function_name
    }

    // Take field
    pub fn take_function_name(&mut self) -> ::std::string::String {
        ::std::mem::replace(&mut self.function_name, ::std::string::String::new())
    }

    // string gradient_func = 2;


    pub fn get_gradient_func(&self) -> &str {
        &self.gradient_func
    }
    pub fn clear_gradient_func(&mut self) {
        self.gradient_func.clear();
    }

    // Param is passed by value, moved
    pub fn set_gradient_func(&mut self, v: ::std::string::String) {
        self.gradient_func = v;
    }

    // Mutable pointer to the field.
    // If field is not initialized, it is initialized with default value first.
    pub fn mut_gradient_func(&mut self) -> &mut ::std::string::String {
        &mut self.gradient_func
    }

    // Take field
    pub fn take_gradient_func(&mut self) -> ::std::string::String {
        ::std::mem::replace(&mut self.gradient_func, ::std::string::String::new())
    }
}

impl ::protobuf::Message for GradientDef {
    fn is_initialized(&self) -> bool {
        true
    }

    fn merge_from(&mut self, is: &mut ::protobuf::CodedInputStream<'_>) -> ::protobuf::ProtobufResult<()> {
        while !is.eof()? {
            let (field_number, wire_type) = is.read_tag_unpack()?;
            match field_number {
                1 => {
                    ::protobuf::rt::read_singular_proto3_string_into(wire_type, is, &mut self.function_name)?;
                },
                2 => {
                    ::protobuf::rt::read_singular_proto3_string_into(wire_type, is, &mut self.gradient_func)?;
                },
                _ => {
                    ::protobuf::rt::read_unknown_or_skip_group(field_number, wire_type, is, self.mut_unknown_fields())?;
                },
            };
        }
        ::std::result::Result::Ok(())
    }

    // Compute sizes of nested messages
    #[allow(unused_variables)]
    fn compute_size(&self) -> u32 {
        let mut my_size = 0;
        if !self.function_name.is_empty() {
            my_size += ::protobuf::rt::string_size(1, &self.function_name);
        }
        if !self.gradient_func.is_empty() {
            my_size += ::protobuf::rt::string_size(2, &self.gradient_func);
        }
        my_size += ::protobuf::rt::unknown_fields_size(self.get_unknown_fields());
        self.cached_size.set(my_size);
        my_size
    }

    fn write_to_with_cached_sizes(&self, os: &mut ::protobuf::CodedOutputStream<'_>) -> ::protobuf::ProtobufResult<()> {
        if !self.function_name.is_empty() {
            os.write_string(1, &self.function_name)?;
        }
        if !self.gradient_func.is_empty() {
            os.write_string(2, &self.gradient_func)?;
        }
        os.write_unknown_fields(self.get_unknown_fields())?;
        ::std::result::Result::Ok(())
    }

    fn get_cached_size(&self) -> u32 {
        self.cached_size.get()
    }

    fn get_unknown_fields(&self) -> &::protobuf::UnknownFields {
        &self.unknown_fields
    }

    fn mut_unknown_fields(&mut self) -> &mut ::protobuf::UnknownFields {
        &mut self.unknown_fields
    }

    fn as_any(&self) -> &dyn (::std::any::Any) {
        self as &dyn (::std::any::Any)
    }
    fn as_any_mut(&mut self) -> &mut dyn (::std::any::Any) {
        self as &mut dyn (::std::any::Any)
    }
    fn into_any(self: ::std::boxed::Box<Self>) -> ::std::boxed::Box<dyn (::std::any::Any)> {
        self
    }

    fn descriptor(&self) -> &'static ::protobuf::reflect::MessageDescriptor {
        Self::descriptor_static()
    }

    fn new() -> GradientDef {
        GradientDef::new()
    }

    fn descriptor_static() -> &'static ::protobuf::reflect::MessageDescriptor {
        static descriptor: ::protobuf::rt::LazyV2<::protobuf::reflect::MessageDescriptor> = ::protobuf::rt::LazyV2::INIT;
        descriptor.get(|| {
            let mut fields = ::std::vec::Vec::new();
            fields.push(::protobuf::reflect::accessor::make_simple_field_accessor::<_, ::protobuf::types::ProtobufTypeString>(
                "function_name",
                |m: &GradientDef| { &m.function_name },
                |m: &mut GradientDef| { &mut m.function_name },
            ));
            fields.push(::protobuf::reflect::accessor::make_simple_field_accessor::<_, ::protobuf::types::ProtobufTypeString>(
                "gradient_func",
                |m: &GradientDef| { &m.gradient_func },
                |m: &mut GradientDef| { &mut m.gradient_func },
            ));
            ::protobuf::reflect::MessageDescriptor::new_pb_name::<GradientDef>(
                "GradientDef",
                fields,
                file_descriptor_proto()
            )
        })
    }

    fn default_instance() -> &'static GradientDef {
        static instance: ::protobuf::rt::LazyV2<GradientDef> = ::protobuf::rt::LazyV2::INIT;
        instance.get(GradientDef::new)
    }
}

impl ::protobuf::Clear for GradientDef {
    fn clear(&mut self) {
        self.function_name.clear();
        self.gradient_func.clear();
        self.unknown_fields.clear();
    }
}

impl ::std::fmt::Debug for GradientDef {
    fn fmt(&self, f: &mut ::std::fmt::Formatter<'_>) -> ::std::fmt::Result {
        ::protobuf::text_format::fmt(self, f)
    }
}

impl ::protobuf::reflect::ProtobufValue for GradientDef {
    fn as_ref(&self) -> ::protobuf::reflect::ReflectValueRef {
        ::protobuf::reflect::ReflectValueRef::Message(self)
    }
}

#[derive(PartialEq,Clone,Default)]
pub struct RegisteredGradient {
    // message fields
    pub gradient_func: ::std::string::String,
    pub registered_op_type: ::std::string::String,
    // special fields
    pub unknown_fields: ::protobuf::UnknownFields,
    pub cached_size: ::protobuf::CachedSize,
}

impl<'a> ::std::default::Default for &'a RegisteredGradient {
    fn default() -> &'a RegisteredGradient {
        <RegisteredGradient as ::protobuf::Message>::default_instance()
    }
}

impl RegisteredGradient {
    pub fn new() -> RegisteredGradient {
        ::std::default::Default::default()
    }

    // string gradient_func = 1;


    pub fn get_gradient_func(&self) -> &str {
        &self.gradient_func
    }
    pub fn clear_gradient_func(&mut self) {
        self.gradient_func.clear();
    }

    // Param is passed by value, moved
    pub fn set_gradient_func(&mut self, v: ::std::string::String) {
        self.gradient_func = v;
    }

    // Mutable pointer to the field.
    // If field is not initialized, it is initialized with default value first.
    pub fn mut_gradient_func(&mut self) -> &mut ::std::string::String {
        &mut self.gradient_func
    }

    // Take field
    pub fn take_gradient_func(&mut self) -> ::std::string::String {
        ::std::mem::replace(&mut self.gradient_func, ::std::string::String::new())
    }

    // string registered_op_type = 2;


    pub fn get_registered_op_type(&self) -> &str {
        &self.registered_op_type
    }
    pub fn clear_registered_op_type(&mut self) {
        self.registered_op_type.clear();
    }

    // Param is passed by value, moved
    pub fn set_registered_op_type(&mut self, v: ::std::string::String) {
        self.registered_op_type = v;
    }

    // Mutable pointer to the field.
    // If field is not initialized, it is initialized with default value first.
    pub fn mut_registered_op_type(&mut self) -> &mut ::std::string::String {
        &mut self.registered_op_type
    }

    // Take field
    pub fn take_registered_op_type(&mut self) -> ::std::string::String {
        ::std::mem::replace(&mut self.registered_op_type, ::std::string::String::new())
    }
}

impl ::protobuf::Message for RegisteredGradient {
    fn is_initialized(&self) -> bool {
        true
    }

    fn merge_from(&mut self, is: &mut ::protobuf::CodedInputStream<'_>) -> ::protobuf::ProtobufResult<()> {
        while !is.eof()? {
            let (field_number, wire_type) = is.read_tag_unpack()?;
            match field_number {
                1 => {
                    ::protobuf::rt::read_singular_proto3_string_into(wire_type, is, &mut self.gradient_func)?;
                },
                2 => {
                    ::protobuf::rt::read_singular_proto3_string_into(wire_type, is, &mut self.registered_op_type)?;
                },
                _ => {
                    ::protobuf::rt::read_unknown_or_skip_group(field_number, wire_type, is, self.mut_unknown_fields())?;
                },
            };
        }
        ::std::result::Result::Ok(())
    }

    // Compute sizes of nested messages
    #[allow(unused_variables)]
    fn compute_size(&self) -> u32 {
        let mut my_size = 0;
        if !self.gradient_func.is_empty() {
            my_size += ::protobuf::rt::string_size(1, &self.gradient_func);
        }
        if !self.registered_op_type.is_empty() {
            my_size += ::protobuf::rt::string_size(2, &self.registered_op_type);
        }
        my_size += ::protobuf::rt::unknown_fields_size(self.get_unknown_fields());
        self.cached_size.set(my_size);
        my_size
    }

    fn write_to_with_cached_sizes(&self, os: &mut ::protobuf::CodedOutputStream<'_>) -> ::protobuf::ProtobufResult<()> {
        if !self.gradient_func.is_empty() {
            os.write_string(1, &self.gradient_func)?;
        }
        if !self.registered_op_type.is_empty() {
            os.write_string(2, &self.registered_op_type)?;
        }
        os.write_unknown_fields(self.get_unknown_fields())?;
        ::std::result::Result::Ok(())
    }

    fn get_cached_size(&self) -> u32 {
        self.cached_size.get()
    }

    fn get_unknown_fields(&self) -> &::protobuf::UnknownFields {
        &self.unknown_fields
    }

    fn mut_unknown_fields(&mut self) -> &mut ::protobuf::UnknownFields {
        &mut self.unknown_fields
    }

    fn as_any(&self) -> &dyn (::std::any::Any) {
        self as &dyn (::std::any::Any)
    }
    fn as_any_mut(&mut self) -> &mut dyn (::std::any::Any) {
        self as &mut dyn (::std::any::Any)
    }
    fn into_any(self: ::std::boxed::Box<Self>) -> ::std::boxed::Box<dyn (::std::any::Any)> {
        self
    }

    fn descriptor(&self) -> &'static ::protobuf::reflect::MessageDescriptor {
        Self::descriptor_static()
    }

    fn new() -> RegisteredGradient {
        RegisteredGradient::new()
    }

    fn descriptor_static() -> &'static ::protobuf::reflect::MessageDescriptor {
        static descriptor: ::protobuf::rt::LazyV2<::protobuf::reflect::MessageDescriptor> = ::protobuf::rt::LazyV2::INIT;
        descriptor.get(|| {
            let mut fields = ::std::vec::Vec::new();
            fields.push(::protobuf::reflect::accessor::make_simple_field_accessor::<_, ::protobuf::types::ProtobufTypeString>(
                "gradient_func",
                |m: &RegisteredGradient| { &m.gradient_func },
                |m: &mut RegisteredGradient| { &mut m.gradient_func },
            ));
            fields.push(::protobuf::reflect::accessor::make_simple_field_accessor::<_, ::protobuf::types::ProtobufTypeString>(
                "registered_op_type",
                |m: &RegisteredGradient| { &m.registered_op_type },
                |m: &mut RegisteredGradient| { &mut m.registered_op_type },
            ));
            ::protobuf::reflect::MessageDescriptor::new_pb_name::<RegisteredGradient>(
                "RegisteredGradient",
                fields,
                file_descriptor_proto()
            )
        })
    }

    fn default_instance() -> &'static RegisteredGradient {
        static instance: ::protobuf::rt::LazyV2<RegisteredGradient> = ::protobuf::rt::LazyV2::INIT;
        instance.get(RegisteredGradient::new)
    }
}

impl ::protobuf::Clear for RegisteredGradient {
    fn clear(&mut self) {
        self.gradient_func.clear();
        self.registered_op_type.clear();
        self.unknown_fields.clear();
    }
}

impl ::std::fmt::Debug for RegisteredGradient {
    fn fmt(&self, f: &mut ::std::fmt::Formatter<'_>) -> ::std::fmt::Result {
        ::protobuf::text_format::fmt(self, f)
    }
}

impl ::protobuf::reflect::ProtobufValue for RegisteredGradient {
    fn as_ref(&self) -> ::protobuf::reflect::ReflectValueRef {
        ::protobuf::reflect::ReflectValueRef::Message(self)
    }
}

static file_descriptor_proto_data: &'static [u8] = b"\
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static file_descriptor_proto_lazy: ::protobuf::rt::LazyV2<::protobuf::descriptor::FileDescriptorProto> = ::protobuf::rt::LazyV2::INIT;

fn parse_descriptor_proto() -> ::protobuf::descriptor::FileDescriptorProto {
    ::protobuf::Message::parse_from_bytes(file_descriptor_proto_data).unwrap()
}

pub fn file_descriptor_proto() -> &'static ::protobuf::descriptor::FileDescriptorProto {
    file_descriptor_proto_lazy.get(|| {
        parse_descriptor_proto()
    })
}