auto-diff 0.5.9

A neural network library in Rust.
Documentation
#[cfg(feature = "use-serde")]
use serde::{Serialize, Deserialize, Serializer, Deserializer,
	    ser::SerializeStruct,
	    de, de::Visitor, de::SeqAccess, de::MapAccess};
use std::fmt;

use crate::var_inner::VarInner;

impl Serialize for VarInner {
    fn serialize<S>(&self, serializer: S) -> Result<S::Ok, S::Error>
    where S: Serializer, {
        // 3 is the number of fields in the struct.
        let mut state = serializer.serialize_struct("VarInner", 3)?;
        state.serialize_field("id", &self.get_id())?;
	state.serialize_field("need_grad", &self.get_need_grad())?;
	state.serialize_field("net", &*self.get_net().borrow())?;
        state.end()
    }
}

impl<'de> Deserialize<'de> for VarInner {
    fn deserialize<D>(deserializer: D) -> Result<Self, D::Error>
    where D: Deserializer<'de>, {

	enum Field { Id, NeedGrad, Net }
	
        impl<'de> Deserialize<'de> for Field {
            fn deserialize<D>(deserializer: D) -> Result<Field, D::Error>
            where D: Deserializer<'de>, {
                struct FieldVisitor;

                impl<'de> Visitor<'de> for FieldVisitor {
                    type Value = Field;

                    fn expecting(&self, formatter: &mut fmt::Formatter) -> fmt::Result {
                        formatter.write_str("id, need_grad, or net")
                    }

                    fn visit_str<E>(self, value: &str) -> Result<Field, E>
                    where E: de::Error, {
                        match value {
                            "id" => Ok(Field::Id),
			    "need_grad" => Ok(Field::NeedGrad),
			    "net" => Ok(Field::Net),
                            _ => Err(de::Error::unknown_field(value, &FIELDS)),
                        }
                    }
                }

                deserializer.deserialize_identifier(FieldVisitor)
            }
        }
	
        struct VarInnerVisitor;

        impl<'de> Visitor<'de> for VarInnerVisitor {
            type Value = VarInner;

            fn expecting(&self, formatter: &mut fmt::Formatter) -> fmt::Result {
                formatter.write_str("struct VarInner")
            }

	    fn visit_map<V>(self, mut map: V) -> Result<VarInner, V::Error>
            where V: MapAccess<'de>, {
		let mut id = None;
		let mut need_grad = None;
		let mut net = None;
                while let Some(key) = map.next_key()? {
                    match key {
                        Field::Id => {
                            if id.is_some() {
                                return Err(de::Error::duplicate_field("id"));
                            }
                            id = Some(map.next_value()?);
                        },
			Field::NeedGrad => {
                            if need_grad.is_some() {
                                return Err(de::Error::duplicate_field("need_grad"));
                            }
                            need_grad = Some(map.next_value()?);
                        },
			Field::Net => {
                            if net.is_some() {
                                return Err(de::Error::duplicate_field("net"));
                            }
                            net = Some(map.next_value()?);
                        }
                    }
                }
                let id = id.ok_or_else(|| de::Error::missing_field("id"))?;
		let need_grad = need_grad.ok_or_else(|| de::Error::missing_field("need_grad"))?;
		let net = net.ok_or_else(|| de::Error::missing_field("net"))?;
                Ok(VarInner::set_inner(id, need_grad, net))
            }

            fn visit_seq<V>(self, mut seq: V) -> Result<VarInner, V::Error>
            where V: SeqAccess<'de>, {
                let id = seq.next_element()?
                    .ok_or_else(|| de::Error::invalid_length(0, &self))?;
		let need_grad = seq.next_element()?
                    .ok_or_else(|| de::Error::invalid_length(0, &self))?;
		let net = seq.next_element()?
                    .ok_or_else(|| de::Error::invalid_length(0, &self))?;
                Ok(VarInner::set_inner(id, need_grad, net))
            }
        }

        const FIELDS: [&str; 3] = ["id", "need_grad", "net"];
        deserializer.deserialize_struct("Duration", &FIELDS, VarInnerVisitor)
    }
}

#[cfg(all(test, feature = "use-serde"))]
mod tests {
    use crate::var_inner::VarInner;
    use crate::var::Var;
    use rand::prelude::*;

    #[test]
    fn test_serde_var_inner() {
	let mut rng = StdRng::seed_from_u64(671);
	let n = 10;
	let data = Var::normal(&mut rng, &vec![n, 2], 0., 2.);
	let result = data.matmul(&Var::new(&vec![2., 3.], &vec![2, 1])).unwrap() + Var::new(&vec![1.], &vec![1]);

        let serialized = serde_pickle::to_vec(&*result.inner().borrow(), true).unwrap();
        let deserialized: VarInner = serde_pickle::from_slice(&serialized).unwrap();
        println!("{:?}", deserialized.dump_net());
        //assert_eq!(*result.dump_net().borrow(), deserialized);
    }

}