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docs: add input packing example (#1311)
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// Package inputpacking illustrates input packing for reducing public input. | ||
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// Usually in a SNARK circuit there are public and private inputs. The public | ||
// inputs are known to the prover and verifier, while the private inputs are | ||
// known only to the prover. To verify the proof, the verifier needs to provide | ||
// the public inputs as an input to the verification algorithm. | ||
// | ||
// However, there are several drawbacks to this approach: | ||
// 1. The public inputs may not be of a convenient format -- this happens for example when using the non-native arithmetic where we work on limbs. | ||
// 2. The verifier work depends on the number of public inputs -- this is a problem in case of a recursive SNARK verifier, making the recursion more expensive. | ||
// 3. The public input needs to be provided as a calldata to the Solidity verifier, which is expensive. | ||
// | ||
// An alternative approach however is to provide only a hash of the public | ||
// inputs to the verifier. This way, if the verifier computes the hash of the | ||
// inputs on its own, it can be sure that the inputs are correct and we can | ||
// mitigate the issues. | ||
// | ||
// This examples how to use this approach for both native and non-native inputs. We use MiMC hash function. | ||
package inputpacking |
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package inputpacking | ||
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import ( | ||
"crypto/rand" | ||
"fmt" | ||
"math/big" | ||
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fp_bn254 "github.com/consensys/gnark-crypto/ecc/bn254/fp" | ||
fr_bn254 "github.com/consensys/gnark-crypto/ecc/bn254/fr" | ||
cmimc "github.com/consensys/gnark-crypto/ecc/bn254/fr/mimc" | ||
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"github.com/consensys/gnark-crypto/ecc" | ||
"github.com/consensys/gnark/backend/groth16" | ||
"github.com/consensys/gnark/frontend" | ||
"github.com/consensys/gnark/frontend/cs/r1cs" | ||
"github.com/consensys/gnark/std/hash/mimc" | ||
"github.com/consensys/gnark/std/math/emulated" | ||
"github.com/consensys/gnark/std/math/emulated/emparams" | ||
) | ||
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func inCircuitComputation(api frontend.API, input1, input2 frontend.Variable, expected frontend.Variable) { | ||
res := api.Mul(input1, input2) | ||
api.AssertIsEqual(res, expected) | ||
} | ||
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func inCircuitComputationEmulated(api frontend.API, input1, input2 emulated.Element[emulated.BN254Fp], expected emulated.Element[emulated.BN254Fp]) error { | ||
f, err := emulated.NewField[emulated.BN254Fp](api) | ||
if err != nil { | ||
return err | ||
} | ||
res := f.Mul(&input1, &input2) | ||
f.AssertIsEqual(res, &expected) | ||
return nil | ||
} | ||
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// UnpackedCircuit represents a circuit where all public inputs are given as is | ||
type UnpackedCircuit struct { | ||
Input1, Input2 frontend.Variable `gnark:",public"` | ||
EmulatedInput1, EmulatedInput2 emulated.Element[emulated.BN254Fp] `gnark:",public"` | ||
Output frontend.Variable `gnark:",private"` | ||
EmulatedOutput emulated.Element[emulated.BN254Fp] `gnark:",private"` | ||
} | ||
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func (circuit *UnpackedCircuit) Define(api frontend.API) error { | ||
inCircuitComputation(api, circuit.Input1, circuit.Input2, circuit.Output) | ||
return inCircuitComputationEmulated(api, circuit.EmulatedInput1, circuit.EmulatedInput2, circuit.EmulatedOutput) | ||
} | ||
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// PackedCircuit represents a circuit where all public inputs are given as private instead and we provide a hash of them as the only public input. | ||
type PackedCircuit struct { | ||
PublicHash frontend.Variable | ||
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Input1, Input2 frontend.Variable `gnark:",private"` | ||
EmulatedInput1, EmulatedInput2 emulated.Element[emulated.BN254Fp] `gnark:",private"` | ||
Output frontend.Variable `gnark:",private"` | ||
EmulatedOutput emulated.Element[emulated.BN254Fp] `gnark:",private"` | ||
} | ||
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func (circuit *PackedCircuit) Define(api frontend.API) error { | ||
h, err := mimc.NewMiMC(api) | ||
if err != nil { | ||
return err | ||
} | ||
h.Write(circuit.Input1) | ||
h.Write(circuit.Input2) | ||
h.Write(circuit.EmulatedInput1.Limbs...) | ||
h.Write(circuit.EmulatedInput2.Limbs...) | ||
dgst := h.Sum() | ||
api.AssertIsEqual(dgst, circuit.PublicHash) | ||
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inCircuitComputation(api, circuit.Input1, circuit.Input2, circuit.Output) | ||
return inCircuitComputationEmulated(api, circuit.EmulatedInput1, circuit.EmulatedInput2, circuit.EmulatedOutput) | ||
} | ||
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func Example() { | ||
modulusNative := ecc.BN254.ScalarField() | ||
modulusEmulated := ecc.BN254.BaseField() | ||
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// declare inputs | ||
input1, err := rand.Int(rand.Reader, modulusNative) | ||
if err != nil { | ||
panic(err) | ||
} | ||
input2, err := rand.Int(rand.Reader, modulusNative) | ||
if err != nil { | ||
panic(err) | ||
} | ||
emulatedInput1, err := rand.Int(rand.Reader, modulusEmulated) | ||
if err != nil { | ||
panic(err) | ||
} | ||
emulatedInput2, err := rand.Int(rand.Reader, modulusEmulated) | ||
if err != nil { | ||
panic(err) | ||
} | ||
output := new(big.Int).Mul(input1, input2) | ||
output.Mod(output, modulusNative) | ||
emulatedOutput := new(big.Int).Mul(emulatedInput1, emulatedInput2) | ||
emulatedOutput.Mod(emulatedOutput, modulusEmulated) | ||
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// first we run the circuit where public inputs are not packed | ||
assignment := &UnpackedCircuit{ | ||
Input1: input1, | ||
Input2: input2, | ||
EmulatedInput1: emulated.ValueOf[emparams.BN254Fp](emulatedInput1), | ||
EmulatedInput2: emulated.ValueOf[emparams.BN254Fp](emulatedInput2), | ||
Output: output, | ||
EmulatedOutput: emulated.ValueOf[emparams.BN254Fp](emulatedOutput), | ||
} | ||
privWit, err := frontend.NewWitness(assignment, ecc.BN254.ScalarField()) | ||
if err != nil { | ||
panic(err) | ||
} | ||
publicWit, err := frontend.NewWitness(assignment, ecc.BN254.ScalarField(), frontend.PublicOnly()) | ||
if err != nil { | ||
panic(err) | ||
} | ||
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ccs, err := frontend.Compile(ecc.BN254.ScalarField(), r1cs.NewBuilder, &UnpackedCircuit{}) | ||
if err != nil { | ||
panic(err) | ||
} | ||
pk, vk, err := groth16.Setup(ccs) | ||
if err != nil { | ||
panic(err) | ||
} | ||
proof, err := groth16.Prove(ccs, pk, privWit) | ||
if err != nil { | ||
panic(err) | ||
} | ||
err = groth16.Verify(proof, vk, publicWit) | ||
if err != nil { | ||
panic(err) | ||
} | ||
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// print the number of public inputs when we provide all public inputs. Note that we also count the commitment here. | ||
fmt.Println("unpacked public variables:", ccs.GetNbPublicVariables()) | ||
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// then we run the circuit where public inputs are packed | ||
var buf [fr_bn254.Bytes]byte | ||
var buf2 [fp_bn254.Bytes]byte | ||
h := cmimc.NewMiMC() | ||
input1.FillBytes(buf[:]) | ||
h.Write(buf[:]) | ||
input2.FillBytes(buf[:]) | ||
h.Write(buf[:]) | ||
emulatedInput1.FillBytes(buf2[:]) | ||
h.Write(buf2[24:32]) | ||
h.Write(buf2[16:24]) | ||
h.Write(buf2[8:16]) | ||
h.Write(buf2[0:8]) | ||
emulatedInput2.FillBytes(buf2[:]) | ||
h.Write(buf2[24:32]) | ||
h.Write(buf2[16:24]) | ||
h.Write(buf2[8:16]) | ||
h.Write(buf2[0:8]) | ||
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dgst := h.Sum(nil) | ||
phash := new(big.Int).SetBytes(dgst) | ||
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assignment2 := &PackedCircuit{ | ||
PublicHash: phash, | ||
Input1: input1, | ||
Input2: input2, | ||
EmulatedInput1: emulated.ValueOf[emparams.BN254Fp](emulatedInput1), | ||
EmulatedInput2: emulated.ValueOf[emparams.BN254Fp](emulatedInput2), | ||
Output: output, | ||
EmulatedOutput: emulated.ValueOf[emparams.BN254Fp](emulatedOutput), | ||
} | ||
privWit2, err := frontend.NewWitness(assignment2, ecc.BN254.ScalarField()) | ||
if err != nil { | ||
panic(err) | ||
} | ||
publicWit2, err := frontend.NewWitness(assignment2, ecc.BN254.ScalarField(), frontend.PublicOnly()) | ||
if err != nil { | ||
panic(err) | ||
} | ||
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ccs2, err := frontend.Compile(ecc.BN254.ScalarField(), r1cs.NewBuilder, &PackedCircuit{}) | ||
if err != nil { | ||
panic(err) | ||
} | ||
pk2, vk2, err := groth16.Setup(ccs2) | ||
if err != nil { | ||
panic(err) | ||
} | ||
proof2, err := groth16.Prove(ccs2, pk2, privWit2) | ||
if err != nil { | ||
panic(err) | ||
} | ||
err = groth16.Verify(proof2, vk2, publicWit2) | ||
if err != nil { | ||
panic(err) | ||
} | ||
// print the number of public inputs when we provide only the hash. Note that we also count the commitment here. | ||
fmt.Println("packed public variables:", ccs2.GetNbPublicVariables()) | ||
// output: unpacked public variables: 11 | ||
// packed public variables: 1 | ||
} |