export to proto

Cargo.lock

@@ -313,6 +313,7 @@ dependencies = [
  "image",
  "itertools",
  "log",
+ "protobuf",
  "rand",
  "rand_distr",
  "rayon",
@@ -399,6 +400,12 @@ dependencies = [
  "unicode-xid",
 ]
 
+[[package]]
+name = "protobuf"
+version = "2.22.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1b7f4a129bb3754c25a4e04032a90173c68f85168f77118ac4cb4936e7f06f92"
+
 [[package]]
 name = "quote"
 version = "1.0.9"

Cargo.toml

@@ -18,3 +18,4 @@ itertools = "0.10.0"
 serde = { version = "1", features = ["derive"] }
 serde_json = "1"
 image = "0.23"
+protobuf = "2"

proto/network.proto

@@ -0,0 +1,17 @@
+syntax = "proto3";
+package neural.network;
+
+message InputLayer {
+    uint32 size = 1;
+}
+
+message InnerLayer {
+    uint32 size = 1;
+    repeated float weights = 2;
+    repeated float biases = 3;;
+}
+
+message Network {
+    InputLayer input = 1;
+    repeated InnerLayer inner = 2;
+}

src/main.rs

@@ -7,9 +7,12 @@ use serde::{Serialize, Deserialize};
 
 pub mod types;
 pub mod maths;
+pub mod proto;
 mod mnist;
 
+use proto::network as npb;
 use maths::{Vector, Matrix, Shape};
+use protobuf::Message;
 
 #[derive(Serialize,Deserialize)]
 struct JSONBiases(Vec<Vec<Vec<f32>>>);
@@ -38,6 +41,33 @@ impl Network {
         }
     }
 
+    fn proto(&self) -> npb::Network {
+        let mut res = npb::Network::new();
+
+        let mut input = npb::InputLayer::new();
+        input.set_size(self.weights[0].shape().columns() as u32);
+        res.set_input(input);
+
+        for (b, w) in self.biases.iter().zip(self.weights.iter()) {
+            let mut inner = npb::InnerLayer::new();
+            inner.set_size(b.len() as u32);
+            inner.set_biases(b.iter().cloned().collect());
+            
+            let rows = w.shape().rows();
+            let columns = w.shape().columns();
+            let mut weights: Vec<f32> = Vec::with_capacity(rows * columns);
+            for row in &w.rows {
+                for el in row.iter() {
+                    weights.push(*el);
+                }
+            }
+            inner.set_weights(weights);
+            res.mut_inner().push(inner);
+        }
+
+        res
+    }
+
     fn dump(&self) {
         for (i, (b, w)) in self.biases.iter().zip(self.weights.iter()).enumerate() {
             log::info!("l {}: biases: {:?}", i, b);
@@ -241,5 +271,8 @@ fn main() {
     let elapsed = now.elapsed();
     log::info!("Created random network {:?} in {:?}.", size, elapsed);
     
-    net.sgd(&train, 90, 10, 1.0, Some(&test));
+    net.sgd(&train, 30, 32, 3.0, Some(&test));
+    let proto = net.proto();
+    let mut f = std::fs::File::create("net.pb").unwrap();
+    proto.write_to_writer(&mut f).unwrap();
 }

src/proto/mod.rs

@@ -0,0 +1 @@
+pub mod network;

src/proto/network.rs

@@ -0,0 +1,674 @@
+// This file is generated by rust-protobuf 2.22.1. 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 `proto/network.proto`
+
+/// Generated files are compatible only with the same version
+/// of protobuf runtime.
+// const _PROTOBUF_VERSION_CHECK: () = ::protobuf::VERSION_2_22_1;
+
+#[derive(PartialEq,Clone,Default)]
+pub struct InputLayer {
+    // message fields
+    pub size: u32,
+    // special fields
+    pub unknown_fields: ::protobuf::UnknownFields,
+    pub cached_size: ::protobuf::CachedSize,
+}
+
+impl<'a> ::std::default::Default for &'a InputLayer {
+    fn default() -> &'a InputLayer {
+        <InputLayer as ::protobuf::Message>::default_instance()
+    }
+}
+
+impl InputLayer {
+    pub fn new() -> InputLayer {
+        ::std::default::Default::default()
+    }
+
+    // uint32 size = 1;
+
+
+    pub fn get_size(&self) -> u32 {
+        self.size
+    }
+    pub fn clear_size(&mut self) {
+        self.size = 0;
+    }
+
+    // Param is passed by value, moved
+    pub fn set_size(&mut self, v: u32) {
+        self.size = v;
+    }
+}
+
+impl ::protobuf::Message for InputLayer {
+    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 => {
+                    if wire_type != ::protobuf::wire_format::WireTypeVarint {
+                        return ::std::result::Result::Err(::protobuf::rt::unexpected_wire_type(wire_type));
+                    }
+                    let tmp = is.read_uint32()?;
+                    self.size = tmp;
+                },
+                _ => {
+                    ::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.size != 0 {
+            my_size += ::protobuf::rt::value_size(1, self.size, ::protobuf::wire_format::WireTypeVarint);
+        }
+        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.size != 0 {
+            os.write_uint32(1, self.size)?;
+        }
+        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() -> InputLayer {
+        InputLayer::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::ProtobufTypeUint32>(
+                "size",
+                |m: &InputLayer| { &m.size },
+                |m: &mut InputLayer| { &mut m.size },
+            ));
+            ::protobuf::reflect::MessageDescriptor::new_pb_name::<InputLayer>(
+                "InputLayer",
+                fields,
+                file_descriptor_proto()
+            )
+        })
+    }
+
+    fn default_instance() -> &'static InputLayer {
+        static instance: ::protobuf::rt::LazyV2<InputLayer> = ::protobuf::rt::LazyV2::INIT;
+        instance.get(InputLayer::new)
+    }
+}
+
+impl ::protobuf::Clear for InputLayer {
+    fn clear(&mut self) {
+        self.size = 0;
+        self.unknown_fields.clear();
+    }
+}
+
+impl ::std::fmt::Debug for InputLayer {
+    fn fmt(&self, f: &mut ::std::fmt::Formatter<'_>) -> ::std::fmt::Result {
+        ::protobuf::text_format::fmt(self, f)
+    }
+}
+
+impl ::protobuf::reflect::ProtobufValue for InputLayer {
+    fn as_ref(&self) -> ::protobuf::reflect::ReflectValueRef {
+        ::protobuf::reflect::ReflectValueRef::Message(self)
+    }
+}
+
+#[derive(PartialEq,Clone,Default)]
+pub struct InnerLayer {
+    // message fields
+    pub size: u32,
+    pub weights: ::std::vec::Vec<f32>,
+    pub biases: ::std::vec::Vec<f32>,
+    // special fields
+    pub unknown_fields: ::protobuf::UnknownFields,
+    pub cached_size: ::protobuf::CachedSize,
+}
+
+impl<'a> ::std::default::Default for &'a InnerLayer {
+    fn default() -> &'a InnerLayer {
+        <InnerLayer as ::protobuf::Message>::default_instance()
+    }
+}
+
+impl InnerLayer {
+    pub fn new() -> InnerLayer {
+        ::std::default::Default::default()
+    }
+
+    // uint32 size = 1;
+
+
+    pub fn get_size(&self) -> u32 {
+        self.size
+    }
+    pub fn clear_size(&mut self) {
+        self.size = 0;
+    }
+
+    // Param is passed by value, moved
+    pub fn set_size(&mut self, v: u32) {
+        self.size = v;
+    }
+
+    // repeated float weights = 2;
+
+
+    pub fn get_weights(&self) -> &[f32] {
+        &self.weights
+    }
+    pub fn clear_weights(&mut self) {
+        self.weights.clear();
+    }
+
+    // Param is passed by value, moved
+    pub fn set_weights(&mut self, v: ::std::vec::Vec<f32>) {
+        self.weights = v;
+    }
+
+    // Mutable pointer to the field.
+    pub fn mut_weights(&mut self) -> &mut ::std::vec::Vec<f32> {
+        &mut self.weights
+    }
+
+    // Take field
+    pub fn take_weights(&mut self) -> ::std::vec::Vec<f32> {
+        ::std::mem::replace(&mut self.weights, ::std::vec::Vec::new())
+    }
+
+    // repeated float biases = 3;
+
+
+    pub fn get_biases(&self) -> &[f32] {
+        &self.biases
+    }
+    pub fn clear_biases(&mut self) {
+        self.biases.clear();
+    }
+
+    // Param is passed by value, moved
+    pub fn set_biases(&mut self, v: ::std::vec::Vec<f32>) {
+        self.biases = v;
+    }
+
+    // Mutable pointer to the field.
+    pub fn mut_biases(&mut self) -> &mut ::std::vec::Vec<f32> {
+        &mut self.biases
+    }
+
+    // Take field
+    pub fn take_biases(&mut self) -> ::std::vec::Vec<f32> {
+        ::std::mem::replace(&mut self.biases, ::std::vec::Vec::new())
+    }
+}
+
+impl ::protobuf::Message for InnerLayer {
+    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 => {
+                    if wire_type != ::protobuf::wire_format::WireTypeVarint {
+                        return ::std::result::Result::Err(::protobuf::rt::unexpected_wire_type(wire_type));
+                    }
+                    let tmp = is.read_uint32()?;
+                    self.size = tmp;
+                },
+                2 => {
+                    ::protobuf::rt::read_repeated_float_into(wire_type, is, &mut self.weights)?;
+                },
+                3 => {
+                    ::protobuf::rt::read_repeated_float_into(wire_type, is, &mut self.biases)?;
+                },
+                _ => {
+                    ::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.size != 0 {
+            my_size += ::protobuf::rt::value_size(1, self.size, ::protobuf::wire_format::WireTypeVarint);
+        }
+        my_size += 5 * self.weights.len() as u32;
+        my_size += 5 * self.biases.len() as u32;
+        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.size != 0 {
+            os.write_uint32(1, self.size)?;
+        }
+        for v in &self.weights {
+            os.write_float(2, *v)?;
+        };
+        for v in &self.biases {
+            os.write_float(3, *v)?;
+        };
+        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() -> InnerLayer {
+        InnerLayer::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::ProtobufTypeUint32>(
+                "size",
+                |m: &InnerLayer| { &m.size },
+                |m: &mut InnerLayer| { &mut m.size },
+            ));
+            fields.push(::protobuf::reflect::accessor::make_vec_accessor::<_, ::protobuf::types::ProtobufTypeFloat>(
+                "weights",
+                |m: &InnerLayer| { &m.weights },
+                |m: &mut InnerLayer| { &mut m.weights },
+            ));
+            fields.push(::protobuf::reflect::accessor::make_vec_accessor::<_, ::protobuf::types::ProtobufTypeFloat>(
+                "biases",
+                |m: &InnerLayer| { &m.biases },
+                |m: &mut InnerLayer| { &mut m.biases },
+            ));
+            ::protobuf::reflect::MessageDescriptor::new_pb_name::<InnerLayer>(
+                "InnerLayer",
+                fields,
+                file_descriptor_proto()
+            )
+        })
+    }
+
+    fn default_instance() -> &'static InnerLayer {
+        static instance: ::protobuf::rt::LazyV2<InnerLayer> = ::protobuf::rt::LazyV2::INIT;
+        instance.get(InnerLayer::new)
+    }
+}
+
+impl ::protobuf::Clear for InnerLayer {
+    fn clear(&mut self) {
+        self.size = 0;
+        self.weights.clear();
+        self.biases.clear();
+        self.unknown_fields.clear();
+    }
+}
+
+impl ::std::fmt::Debug for InnerLayer {
+    fn fmt(&self, f: &mut ::std::fmt::Formatter<'_>) -> ::std::fmt::Result {
+        ::protobuf::text_format::fmt(self, f)
+    }
+}
+
+impl ::protobuf::reflect::ProtobufValue for InnerLayer {
+    fn as_ref(&self) -> ::protobuf::reflect::ReflectValueRef {
+        ::protobuf::reflect::ReflectValueRef::Message(self)
+    }
+}
+
+#[derive(PartialEq,Clone,Default)]
+pub struct Network {
+    // message fields
+    pub input: ::protobuf::SingularPtrField<InputLayer>,
+    pub inner: ::protobuf::RepeatedField<InnerLayer>,
+    // special fields
+    pub unknown_fields: ::protobuf::UnknownFields,
+    pub cached_size: ::protobuf::CachedSize,
+}
+
+impl<'a> ::std::default::Default for &'a Network {
+    fn default() -> &'a Network {
+        <Network as ::protobuf::Message>::default_instance()
+    }
+}
+
+impl Network {
+    pub fn new() -> Network {
+        ::std::default::Default::default()
+    }
+
+    // .neural.network.InputLayer input = 1;
+
+
+    pub fn get_input(&self) -> &InputLayer {
+        self.input.as_ref().unwrap_or_else(|| <InputLayer as ::protobuf::Message>::default_instance())
+    }
+    pub fn clear_input(&mut self) {
+        self.input.clear();
+    }
+
+    pub fn has_input(&self) -> bool {
+        self.input.is_some()
+    }
+
+    // Param is passed by value, moved
+    pub fn set_input(&mut self, v: InputLayer) {
+        self.input = ::protobuf::SingularPtrField::some(v);
+    }
+
+    // Mutable pointer to the field.
+    // If field is not initialized, it is initialized with default value first.
+    pub fn mut_input(&mut self) -> &mut InputLayer {
+        if self.input.is_none() {
+            self.input.set_default();
+        }
+        self.input.as_mut().unwrap()
+    }
+
+    // Take field
+    pub fn take_input(&mut self) -> InputLayer {
+        self.input.take().unwrap_or_else(|| InputLayer::new())
+    }
+
+    // repeated .neural.network.InnerLayer inner = 2;
+
+
+    pub fn get_inner(&self) -> &[InnerLayer] {
+        &self.inner
+    }
+    pub fn clear_inner(&mut self) {
+        self.inner.clear();
+    }
+
+    // Param is passed by value, moved
+    pub fn set_inner(&mut self, v: ::protobuf::RepeatedField<InnerLayer>) {
+        self.inner = v;
+    }
+
+    // Mutable pointer to the field.
+    pub fn mut_inner(&mut self) -> &mut ::protobuf::RepeatedField<InnerLayer> {
+        &mut self.inner
+    }
+
+    // Take field
+    pub fn take_inner(&mut self) -> ::protobuf::RepeatedField<InnerLayer> {
+        ::std::mem::replace(&mut self.inner, ::protobuf::RepeatedField::new())
+    }
+}
+
+impl ::protobuf::Message for Network {
+    fn is_initialized(&self) -> bool {
+        for v in &self.input {
+            if !v.is_initialized() {
+                return false;
+            }
+        };
+        for v in &self.inner {
+            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.input)?;
+                },
+                2 => {
+                    ::protobuf::rt::read_repeated_message_into(wire_type, is, &mut self.inner)?;
+                },
+                _ => {
+                    ::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.input.as_ref() {
+            let len = v.compute_size();
+            my_size += 1 + ::protobuf::rt::compute_raw_varint32_size(len) + len;
+        }
+        for value in &self.inner {
+            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<()> {
+        if let Some(ref v) = self.input.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)?;
+        }
+        for v in &self.inner {
+            os.write_tag(2, ::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() -> Network {
+        Network::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<InputLayer>>(
+                "input",
+                |m: &Network| { &m.input },
+                |m: &mut Network| { &mut m.input },
+            ));
+            fields.push(::protobuf::reflect::accessor::make_repeated_field_accessor::<_, ::protobuf::types::ProtobufTypeMessage<InnerLayer>>(
+                "inner",
+                |m: &Network| { &m.inner },
+                |m: &mut Network| { &mut m.inner },
+            ));
+            ::protobuf::reflect::MessageDescriptor::new_pb_name::<Network>(
+                "Network",
+                fields,
+                file_descriptor_proto()
+            )
+        })
+    }
+
+    fn default_instance() -> &'static Network {
+        static instance: ::protobuf::rt::LazyV2<Network> = ::protobuf::rt::LazyV2::INIT;
+        instance.get(Network::new)
+    }
+}
+
+impl ::protobuf::Clear for Network {
+    fn clear(&mut self) {
+        self.input.clear();
+        self.inner.clear();
+        self.unknown_fields.clear();
+    }
+}
+
+impl ::std::fmt::Debug for Network {
+    fn fmt(&self, f: &mut ::std::fmt::Formatter<'_>) -> ::std::fmt::Result {
+        ::protobuf::text_format::fmt(self, f)
+    }
+}
+
+impl ::protobuf::reflect::ProtobufValue for Network {
+    fn as_ref(&self) -> ::protobuf::reflect::ReflectValueRef {
+        ::protobuf::reflect::ReflectValueRef::Message(self)
+    }
+}
+
+static file_descriptor_proto_data: &'static [u8] = b"\
+    \n\x13proto/network.proto\x12\x0eneural.network\"\x20\n\nInputLayer\x12\
+    \x12\n\x04size\x18\x01\x20\x01(\rR\x04size\"R\n\nInnerLayer\x12\x12\n\
+    \x04size\x18\x01\x20\x01(\rR\x04size\x12\x18\n\x07weights\x18\x02\x20\
+    \x03(\x02R\x07weights\x12\x16\n\x06biases\x18\x03\x20\x03(\x02R\x06biase\
+    s\"m\n\x07Network\x120\n\x05input\x18\x01\x20\x01(\x0b2\x1a.neural.netwo\
+    rk.InputLayerR\x05input\x120\n\x05inner\x18\x02\x20\x03(\x0b2\x1a.neural\
+    .network.InnerLayerR\x05innerJ\xd8\x03\n\x06\x12\x04\0\0\x10\x01\n\x08\n\
+    \x01\x0c\x12\x03\0\0\x12\n\x08\n\x01\x02\x12\x03\x01\0\x17\n\n\n\x02\x04\
+    \0\x12\x04\x03\0\x05\x01\n\n\n\x03\x04\0\x01\x12\x03\x03\x08\x12\n\x0b\n\
+    \x04\x04\0\x02\0\x12\x03\x04\x04\x14\n\x0c\n\x05\x04\0\x02\0\x05\x12\x03\
+    \x04\x04\n\n\x0c\n\x05\x04\0\x02\0\x01\x12\x03\x04\x0b\x0f\n\x0c\n\x05\
+    \x04\0\x02\0\x03\x12\x03\x04\x12\x13\n\n\n\x02\x04\x01\x12\x04\x07\0\x0b\
+    \x01\n\n\n\x03\x04\x01\x01\x12\x03\x07\x08\x12\n\x0b\n\x04\x04\x01\x02\0\
+    \x12\x03\x08\x04\x14\n\x0c\n\x05\x04\x01\x02\0\x05\x12\x03\x08\x04\n\n\
+    \x0c\n\x05\x04\x01\x02\0\x01\x12\x03\x08\x0b\x0f\n\x0c\n\x05\x04\x01\x02\
+    \0\x03\x12\x03\x08\x12\x13\n\x0b\n\x04\x04\x01\x02\x01\x12\x03\t\x04\x1f\
+    \n\x0c\n\x05\x04\x01\x02\x01\x04\x12\x03\t\x04\x0c\n\x0c\n\x05\x04\x01\
+    \x02\x01\x05\x12\x03\t\r\x12\n\x0c\n\x05\x04\x01\x02\x01\x01\x12\x03\t\
+    \x13\x1a\n\x0c\n\x05\x04\x01\x02\x01\x03\x12\x03\t\x1d\x1e\n\x0b\n\x04\
+    \x04\x01\x02\x02\x12\x03\n\x04\x1e\n\x0c\n\x05\x04\x01\x02\x02\x04\x12\
+    \x03\n\x04\x0c\n\x0c\n\x05\x04\x01\x02\x02\x05\x12\x03\n\r\x12\n\x0c\n\
+    \x05\x04\x01\x02\x02\x01\x12\x03\n\x13\x19\n\x0c\n\x05\x04\x01\x02\x02\
+    \x03\x12\x03\n\x1c\x1d\n\n\n\x02\x04\x02\x12\x04\r\0\x10\x01\n\n\n\x03\
+    \x04\x02\x01\x12\x03\r\x08\x0f\n\x0b\n\x04\x04\x02\x02\0\x12\x03\x0e\x04\
+    \x19\n\x0c\n\x05\x04\x02\x02\0\x06\x12\x03\x0e\x04\x0e\n\x0c\n\x05\x04\
+    \x02\x02\0\x01\x12\x03\x0e\x0f\x14\n\x0c\n\x05\x04\x02\x02\0\x03\x12\x03\
+    \x0e\x17\x18\n\x0b\n\x04\x04\x02\x02\x01\x12\x03\x0f\x04\"\n\x0c\n\x05\
+    \x04\x02\x02\x01\x04\x12\x03\x0f\x04\x0c\n\x0c\n\x05\x04\x02\x02\x01\x06\
+    \x12\x03\x0f\r\x17\n\x0c\n\x05\x04\x02\x02\x01\x01\x12\x03\x0f\x18\x1d\n\
+    \x0c\n\x05\x04\x02\x02\x01\x03\x12\x03\x0f\x20!b\x06proto3\
+";
+
+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()
+    })
+}