feat: make circuit serializable / deserializable

Cargo.toml

@@ -26,7 +26,6 @@ serde = { version = "1.0.126", features = ["derive"], optional = true  }
 serde_json = { version = "1.0.64", optional = true }
 log = { version = "0.4.17", optional = true }
 tabled = { version = "0.9.0", optional = true}
-eq-float = "0.1.0"
 thiserror = "1.0.38"
 hex = "0.4.3"
 ethereum_types = { package = "ethereum-types", version = "0.14.1", default-features = false, features = ["std"]}
@@ -37,6 +36,7 @@ colored = { version = "2.0.0", optional = true}
 env_logger = { version = "0.10.0", optional = true}
 colored_json =  { version = "3.0.1", optional = true}
 tokio = { version = "1.26.0", features = ["macros", "rt"] }
+bincode = "*"
 
 # python binding related deps
 pyo3 = { version = "0.18.2", features = ["extension-module", "abi3-py37"], optional = true }

examples/mlp_4d.rs

@@ -1,4 +1,3 @@
-use eq_float::F32;
 use ezkl_lib::circuit::{BaseConfig as PolyConfig, CheckMode, LookupOp, Op as PolyOp};
 use ezkl_lib::fieldutils::i32_to_felt;
 use ezkl_lib::tensor::*;
@@ -67,7 +66,7 @@ impl<F: FieldExt + TensorType, const LEN: usize, const BITS: usize> Circuit<F>
                 &output,
                 BITS,
                 &LookupOp::Div {
-                    denom: F32::from(128.),
+                    denom: ezkl_lib::circuit::utils::F32::from(128.),
                 },
             )
             .unwrap();
@@ -152,7 +151,7 @@ impl<F: FieldExt + TensorType, const LEN: usize, const BITS: usize> Circuit<F>
                             &[x.unwrap()],
                             &mut offset,
                             LookupOp::Div {
-                                denom: F32::from(128.),
+                                denom: ezkl_lib::circuit::utils::F32::from(128.),
                             }
                             .into(),
                         )

src/circuit/mod.rs

@@ -172,10 +172,10 @@ impl fmt::Display for BaseOp {
 
 #[allow(missing_docs)]
 /// An enum representing the operations that can be used to express more complex operations via accumulation
-#[derive(Clone, Debug, PartialEq, Eq, Hash, PartialOrd, Ord)]
+#[derive(Clone, Debug, PartialEq, Eq, Hash, PartialOrd, Ord, Deserialize, Serialize)]
 pub enum LookupOp {
     Div {
-        denom: eq_float::F32,
+        denom: utils::F32,
     },
     ReLU {
         scale: usize,
@@ -185,11 +185,11 @@ pub enum LookupOp {
     },
     LeakyReLU {
         scale: usize,
-        slope: eq_float::F32,
+        slope: utils::F32,
     },
     PReLU {
         scale: usize,
-        slopes: Vec<eq_float::F32>,
+        slopes: Vec<utils::F32>,
     },
     Sigmoid {
         scales: (usize, usize),
@@ -251,7 +251,7 @@ impl LookupOp {
 
 #[allow(missing_docs)]
 /// An enum representing the operations that can be used to express more complex operations via accumulation
-#[derive(Clone, Debug, PartialEq, Eq, Hash, PartialOrd, Ord)]
+#[derive(Clone, Debug, PartialEq, Eq, Hash, PartialOrd, Ord, Deserialize, Serialize)]
 pub enum Op {
     Dot,
     Matmul,
@@ -504,7 +504,7 @@ impl fmt::Display for Op {
 // Eventually, though, we probably want to keep them and treat them directly (layouting and configuring
 // at each type of node)
 /// Enum of the different kinds of operations `ezkl` can support.
-#[derive(Clone, Debug, Default, PartialEq, Eq, Ord, PartialOrd)]
+#[derive(Clone, Debug, Default, PartialEq, Eq, Ord, PartialOrd, Deserialize, Serialize)]
 pub enum OpKind {
     /// A nonlinearity
     Lookup(LookupOp),
@@ -544,13 +544,13 @@ impl OpKind {
             }),
             "LeakyRelu" => OpKind::Lookup(LookupOp::LeakyReLU {
                 scale: 1,
-                slope: eq_float::F32(0.0),
+                slope: utils::F32(0.0),
             }),
             "Sigmoid" => OpKind::Lookup(LookupOp::Sigmoid { scales: (1, 1) }),
             "Sqrt" => OpKind::Lookup(LookupOp::Sqrt { scales: (1, 1) }),
             "Tanh" => OpKind::Lookup(LookupOp::Tanh { scales: (1, 1) }),
             "Div" => OpKind::Lookup(LookupOp::Div {
-                denom: eq_float::F32(1.0),
+                denom: utils::F32(1.0),
             }),
             "Const" => OpKind::Const,
             "Source" => OpKind::Input,

src/circuit/utils.rs

@@ -24,3 +24,141 @@ pub fn value_muxer<F: FieldExt + TensorType>(
         _ => unimplemented!(),
     }
 }
+
+// --------------------------------------------------------------------------------------------
+//
+// Float Utils to enable the usage of f32s as the keys of HashMaps
+// This section is taken from the `eq_float` crate verbatim -- but we also implement deserialization methods
+//
+//
+
+use std::cmp::Ordering;
+use std::fmt;
+use std::hash::{Hash, Hasher};
+
+#[derive(Debug, Default, Clone, Copy)]
+/// f32 wrapper
+pub struct F32(pub f32);
+
+impl<'de> Deserialize<'de> for F32 {
+    fn deserialize<D>(deserializer: D) -> Result<Self, D::Error>
+    where
+        D: serde::Deserializer<'de>,
+    {
+        let float = f32::deserialize(deserializer)?;
+        Ok(F32(float))
+    }
+}
+
+impl Serialize for F32 {
+    fn serialize<S>(&self, serializer: S) -> Result<S::Ok, S::Error>
+    where
+        S: serde::Serializer,
+    {
+        f32::serialize(&self.0, serializer)
+    }
+}
+
+/// This works like `PartialEq` on `f32`, except that `NAN == NAN` is true.
+impl PartialEq for F32 {
+    fn eq(&self, other: &Self) -> bool {
+        if self.0.is_nan() && other.0.is_nan() {
+            true
+        } else {
+            self.0 == other.0
+        }
+    }
+}
+
+impl Eq for F32 {}
+
+/// This works like `PartialOrd` on `f32`, except that `NAN` sorts below all other floats
+/// (and is equal to another NAN). This always returns a `Some`.
+impl PartialOrd for F32 {
+    fn partial_cmp(&self, other: &Self) -> Option<Ordering> {
+        Some(self.cmp(other))
+    }
+}
+
+/// This works like `PartialOrd` on `f32`, except that `NAN` sorts below all other floats
+/// (and is equal to another NAN).
+impl Ord for F32 {
+    fn cmp(&self, other: &Self) -> Ordering {
+        self.0.partial_cmp(&other.0).unwrap_or_else(|| {
+            if self.0.is_nan() && !other.0.is_nan() {
+                Ordering::Less
+            } else if !self.0.is_nan() && other.0.is_nan() {
+                Ordering::Greater
+            } else {
+                Ordering::Equal
+            }
+        })
+    }
+}
+
+impl Hash for F32 {
+    fn hash<H: Hasher>(&self, state: &mut H) {
+        if self.0.is_nan() {
+            0x7fc00000u32.hash(state); // a particular bit representation for NAN
+        } else if self.0 == 0.0 {
+            // catches both positive and negative zero
+            0u32.hash(state);
+        } else {
+            self.0.to_bits().hash(state);
+        }
+    }
+}
+
+impl From<F32> for f32 {
+    fn from(f: F32) -> Self {
+        f.0
+    }
+}
+
+impl From<f32> for F32 {
+    fn from(f: f32) -> Self {
+        F32(f)
+    }
+}
+
+impl fmt::Display for F32 {
+    fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result {
+        self.0.fmt(f)
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use std::collections::hash_map::DefaultHasher;
+    use std::hash::{Hash, Hasher};
+
+    use super::F32;
+
+    fn calculate_hash<T: Hash>(t: &T) -> u64 {
+        let mut s = DefaultHasher::new();
+        t.hash(&mut s);
+        s.finish()
+    }
+
+    #[test]
+    fn f32_eq() {
+        assert!(F32(std::f32::NAN) == F32(std::f32::NAN));
+        assert!(F32(std::f32::NAN) != F32(5.0));
+        assert!(F32(5.0) != F32(std::f32::NAN));
+        assert!(F32(0.0) == F32(-0.0));
+    }
+
+    #[test]
+    fn f32_cmp() {
+        assert!(F32(std::f32::NAN) == F32(std::f32::NAN));
+        assert!(F32(std::f32::NAN) < F32(5.0));
+        assert!(F32(5.0) > F32(std::f32::NAN));
+        assert!(F32(0.0) == F32(-0.0));
+    }
+
+    #[test]
+    fn f32_hash() {
+        assert!(calculate_hash(&F32(0.0)) == calculate_hash(&F32(-0.0)));
+        assert!(calculate_hash(&F32(std::f32::NAN)) == calculate_hash(&F32(-std::f32::NAN)));
+    }
+}

src/execute.rs

@@ -11,13 +11,8 @@ use crate::pfsys::evm::aggregation::{AggregationCircuit, PoseidonTranscript};
 use crate::pfsys::evm::{aggregation::gen_aggregation_evm_verifier, single::gen_evm_verifier};
 #[cfg(not(target_arch = "wasm32"))]
 use crate::pfsys::evm::{evm_verify, DeploymentCode};
-#[cfg(feature = "render")]
-use crate::pfsys::prepare_model_circuit;
 use crate::pfsys::{create_keys, load_params, load_vk, save_params, Snark};
-use crate::pfsys::{
-    create_proof_circuit, gen_srs, prepare_data, prepare_model_circuit_and_public_input, save_vk,
-    verify_proof_circuit,
-};
+use crate::pfsys::{create_proof_circuit, gen_srs, prepare_data, save_vk, verify_proof_circuit};
 #[cfg(not(target_arch = "wasm32"))]
 use ethers::providers::Middleware;
 use halo2_proofs::dev::VerifyFailure;
@@ -217,7 +212,8 @@ pub async fn run(cli: Cli) -> Result<(), Box<dyn Error>> {
             ref output,
         } => {
             let data = prepare_data(data.to_string())?;
-            let circuit = prepare_model_circuit::<Fr>(&data, &cli.args)?;
+            let model = Model::from_arg()?;
+            let circuit = ModelCircuit::<Fr>::new(&data, model)?;
             info!("Rendering circuit");
 
             // Create the area we want to draw on.
@@ -256,8 +252,10 @@ pub async fn run(cli: Cli) -> Result<(), Box<dyn Error>> {
         }
         Commands::Mock { ref data, model: _ } => {
             let data = prepare_data(data.to_string())?;
-            let (circuit, public_inputs) =
-                prepare_model_circuit_and_public_input::<Fr>(&data, &cli)?;
+            let model = Model::from_arg()?;
+            let circuit = ModelCircuit::<Fr>::new(&data, model)?;
+            let public_inputs = circuit.prepare_public_inputs(&data)?;
+
             info!("Mock proof");
 
             let prover = MockProver::run(cli.args.logrows, &circuit, public_inputs)
@@ -278,7 +276,9 @@ pub async fn run(cli: Cli) -> Result<(), Box<dyn Error>> {
         } => {
             let data = prepare_data(data.to_string())?;
 
-            let (_, public_inputs) = prepare_model_circuit_and_public_input::<Fr>(&data, &cli)?;
+            let model = Model::from_arg()?;
+            let circuit = ModelCircuit::<Fr>::new(&data, model)?;
+            let public_inputs = circuit.prepare_public_inputs(&data)?;
             let num_instance = public_inputs.iter().map(|x| x.len()).collect();
             let mut params: ParamsKZG<Bn256> =
                 load_params::<KZGCommitmentScheme<Bn256>>(params_path.to_path_buf())?;
@@ -333,7 +333,10 @@ pub async fn run(cli: Cli) -> Result<(), Box<dyn Error>> {
         } => {
             let data = prepare_data(data.to_string())?;
 
-            let (circuit, public_inputs) = prepare_model_circuit_and_public_input(&data, &cli)?;
+            let model = Model::from_arg()?;
+            let circuit = ModelCircuit::<Fr>::new(&data, model)?;
+            let public_inputs = circuit.prepare_public_inputs(&data)?;
+
             let mut params: ParamsKZG<Bn256> =
                 load_params::<KZGCommitmentScheme<Bn256>>(params_path.to_path_buf())?;
             info!("downsizing params to {} logrows", cli.args.logrows);