auto_diff/serde/
var_inner.rs

1#[cfg(feature = "use-serde")]
2use serde::{Serialize, Deserialize, Serializer, Deserializer,
3	    ser::SerializeStruct,
4	    de, de::Visitor, de::SeqAccess, de::MapAccess};
5use std::fmt;
6
7use crate::var_inner::VarInner;
8
9impl Serialize for VarInner {
10    fn serialize<S>(&self, serializer: S) -> Result<S::Ok, S::Error>
11    where S: Serializer, {
12        // 3 is the number of fields in the struct.
13        let mut state = serializer.serialize_struct("VarInner", 3)?;
14        state.serialize_field("id", &self.get_id())?;
15	state.serialize_field("need_grad", &self.get_need_grad())?;
16	state.serialize_field("net", &*self.get_net().borrow())?;
17        state.end()
18    }
19}
20
21impl<'de> Deserialize<'de> for VarInner {
22    fn deserialize<D>(deserializer: D) -> Result<Self, D::Error>
23    where D: Deserializer<'de>, {
24
25	enum Field { Id, NeedGrad, Net }
26	
27        impl<'de> Deserialize<'de> for Field {
28            fn deserialize<D>(deserializer: D) -> Result<Field, D::Error>
29            where D: Deserializer<'de>, {
30                struct FieldVisitor;
31
32                impl<'de> Visitor<'de> for FieldVisitor {
33                    type Value = Field;
34
35                    fn expecting(&self, formatter: &mut fmt::Formatter) -> fmt::Result {
36                        formatter.write_str("id, need_grad, or net")
37                    }
38
39                    fn visit_str<E>(self, value: &str) -> Result<Field, E>
40                    where E: de::Error, {
41                        match value {
42                            "id" => Ok(Field::Id),
43			    "need_grad" => Ok(Field::NeedGrad),
44			    "net" => Ok(Field::Net),
45                            _ => Err(de::Error::unknown_field(value, &FIELDS)),
46                        }
47                    }
48                }
49
50                deserializer.deserialize_identifier(FieldVisitor)
51            }
52        }
53	
54        struct VarInnerVisitor;
55
56        impl<'de> Visitor<'de> for VarInnerVisitor {
57            type Value = VarInner;
58
59            fn expecting(&self, formatter: &mut fmt::Formatter) -> fmt::Result {
60                formatter.write_str("struct VarInner")
61            }
62
63	    fn visit_map<V>(self, mut map: V) -> Result<VarInner, V::Error>
64            where V: MapAccess<'de>, {
65		let mut id = None;
66		let mut need_grad = None;
67		let mut net = None;
68                while let Some(key) = map.next_key()? {
69                    match key {
70                        Field::Id => {
71                            if id.is_some() {
72                                return Err(de::Error::duplicate_field("id"));
73                            }
74                            id = Some(map.next_value()?);
75                        },
76			Field::NeedGrad => {
77                            if need_grad.is_some() {
78                                return Err(de::Error::duplicate_field("need_grad"));
79                            }
80                            need_grad = Some(map.next_value()?);
81                        },
82			Field::Net => {
83                            if net.is_some() {
84                                return Err(de::Error::duplicate_field("net"));
85                            }
86                            net = Some(map.next_value()?);
87                        }
88                    }
89                }
90                let id = id.ok_or_else(|| de::Error::missing_field("id"))?;
91		let need_grad = need_grad.ok_or_else(|| de::Error::missing_field("need_grad"))?;
92		let net = net.ok_or_else(|| de::Error::missing_field("net"))?;
93                Ok(VarInner::set_inner(id, need_grad, net))
94            }
95
96            fn visit_seq<V>(self, mut seq: V) -> Result<VarInner, V::Error>
97            where V: SeqAccess<'de>, {
98                let id = seq.next_element()?
99                    .ok_or_else(|| de::Error::invalid_length(0, &self))?;
100		let need_grad = seq.next_element()?
101                    .ok_or_else(|| de::Error::invalid_length(0, &self))?;
102		let net = seq.next_element()?
103                    .ok_or_else(|| de::Error::invalid_length(0, &self))?;
104                Ok(VarInner::set_inner(id, need_grad, net))
105            }
106        }
107
108        const FIELDS: [&str; 3] = ["id", "need_grad", "net"];
109        deserializer.deserialize_struct("Duration", &FIELDS, VarInnerVisitor)
110    }
111}
112
113#[cfg(all(test, feature = "use-serde"))]
114mod tests {
115    use crate::var_inner::VarInner;
116    use crate::var::Var;
117    use rand::prelude::*;
118
119    #[test]
120    fn test_serde_var_inner() {
121	let mut rng = StdRng::seed_from_u64(671);
122	let n = 10;
123	let data = Var::normal(&mut rng, &vec![n, 2], 0., 2.);
124	let result = data.matmul(&Var::new(&vec![2., 3.], &vec![2, 1])).unwrap() + Var::new(&vec![1.], &vec![1]);
125
126        let serialized = serde_pickle::to_vec(&*result.inner().borrow(), true).unwrap();
127        let deserialized: VarInner = serde_pickle::from_slice(&serialized).unwrap();
128        println!("{:?}", deserialized.dump_net());
129        //assert_eq!(*result.dump_net().borrow(), deserialized);
130    }
131
132}