From e04a501709125062d3c12b8704c45cba7d409ff2 Mon Sep 17 00:00:00 2001 From: Ubuntu Date: Sat, 6 Jul 2024 23:56:47 +0000 Subject: [PATCH 1/6] init --- encoding/kzg/prover/cpu/multiframe_proof.go | 215 +++++++++++++++ encoding/kzg/prover/gpu/ecntt.go | 43 +++ encoding/kzg/prover/gpu/msm.go | 59 +++++ encoding/kzg/prover/gpu/multiframe_proof.go | 280 ++++++++++++++++++++ encoding/kzg/prover/gpu/ntt.go | 61 +++++ encoding/kzg/prover/gpu/utils.go | 79 ++++++ encoding/kzg/prover/parametrized_prover.go | 177 ++++--------- encoding/kzg/prover/prover.go | 41 ++- encoding/test/SRSTables/dimE4.coset16384 | Bin 0 -> 4210688 bytes encoding/test/SRSTables/dimE4.coset2 | Bin 0 -> 514 bytes encoding/test/SRSTables/dimE4.coset32768 | Bin 0 -> 8421376 bytes encoding/test/main.go | 16 +- go.mod | 3 +- go.sum | 6 +- 14 files changed, 835 insertions(+), 145 deletions(-) create mode 100644 encoding/kzg/prover/cpu/multiframe_proof.go create mode 100644 encoding/kzg/prover/gpu/ecntt.go create mode 100644 encoding/kzg/prover/gpu/msm.go create mode 100644 encoding/kzg/prover/gpu/multiframe_proof.go create mode 100644 encoding/kzg/prover/gpu/ntt.go create mode 100644 encoding/kzg/prover/gpu/utils.go create mode 100644 encoding/test/SRSTables/dimE4.coset16384 create mode 100644 encoding/test/SRSTables/dimE4.coset2 create mode 100644 encoding/test/SRSTables/dimE4.coset32768 diff --git a/encoding/kzg/prover/cpu/multiframe_proof.go b/encoding/kzg/prover/cpu/multiframe_proof.go new file mode 100644 index 000000000..715b7ac19 --- /dev/null +++ b/encoding/kzg/prover/cpu/multiframe_proof.go @@ -0,0 +1,215 @@ +package cpu + +import ( + "fmt" + "math" + "time" + + "github.com/Layr-Labs/eigenda/encoding/fft" + "github.com/Layr-Labs/eigenda/encoding/kzg" + "github.com/Layr-Labs/eigenda/encoding/utils/toeplitz" + "github.com/consensys/gnark-crypto/ecc" + "github.com/consensys/gnark-crypto/ecc/bn254" + "github.com/consensys/gnark-crypto/ecc/bn254/fr" +) + +type WorkerResult struct { + points []bn254.G1Affine + err error +} + +type CpuComputer struct { + *kzg.KzgConfig + Fs *fft.FFTSettings + FFTPointsT [][]bn254.G1Affine // transpose of FFTPoints + SFs *fft.FFTSettings + Srs *kzg.SRS + G2Trailing []bn254.G2Affine +} + +func (p *CpuComputer) ComputeLengthProof(coeffs []fr.Element) (*bn254.G2Affine, error) { + inputLength := uint64(len(coeffs)) + shiftedSecret := p.G2Trailing[p.KzgConfig.SRSNumberToLoad-inputLength:] + config := ecc.MultiExpConfig{} + //The proof of low degree is commitment of the polynomial shifted to the largest srs degree + var lengthProof bn254.G2Affine + _, err := lengthProof.MultiExp(shiftedSecret, coeffs, config) + if err != nil { + return nil, err + } + return &lengthProof, nil +} + +func (p *CpuComputer) ComputeCommitment(coeffs []fr.Element) (*bn254.G1Affine, error) { + // compute commit for the full poly + config := ecc.MultiExpConfig{} + var commitment bn254.G1Affine + _, err := commitment.MultiExp(p.Srs.G1[:len(coeffs)], coeffs, config) + if err != nil { + return nil, err + } + return &commitment, nil +} + +func (p *CpuComputer) ComputeLengthCommitment(coeffs []fr.Element) (*bn254.G2Affine, error) { + config := ecc.MultiExpConfig{} + + var lengthCommitment bn254.G2Affine + _, err := lengthCommitment.MultiExp(p.Srs.G2[:len(coeffs)], coeffs, config) + if err != nil { + return nil, err + } + return &lengthCommitment, nil +} + +func (p *CpuComputer) ComputeMultiFrameProof(polyFr []fr.Element, numChunks, chunkLen, numWorker uint64) ([]bn254.G1Affine, error) { + begin := time.Now() + // Robert: Standardizing this to use the same math used in precomputeSRS + dimE := numChunks + l := chunkLen + + sumVec := make([]bn254.G1Affine, dimE*2) + + jobChan := make(chan uint64, numWorker) + results := make(chan WorkerResult, numWorker) + + // create storage for intermediate fft outputs + coeffStore := make([][]fr.Element, dimE*2) + for i := range coeffStore { + coeffStore[i] = make([]fr.Element, l) + } + + for w := uint64(0); w < numWorker; w++ { + go p.proofWorker(polyFr, jobChan, l, dimE, coeffStore, results) + } + + for j := uint64(0); j < l; j++ { + jobChan <- j + } + close(jobChan) + + // return last error + var err error + for w := uint64(0); w < numWorker; w++ { + wr := <-results + if wr.err != nil { + err = wr.err + } + } + + if err != nil { + return nil, fmt.Errorf("proof worker error: %v", err) + } + + t0 := time.Now() + + fmt.Println("Transposed FFT") + for i := 0; i < len(coeffStore); i++ { + vec := coeffStore[i] + for j := 0; j < len(vec); j++ { + fmt.Printf("%v ", vec[j].String()) + } + fmt.Println() + } + + // compute proof by multi scaler multiplication + msmErrors := make(chan error, dimE*2) + for i := uint64(0); i < dimE*2; i++ { + + go func(k uint64) { + _, err := sumVec[k].MultiExp(p.FFTPointsT[k], coeffStore[k], ecc.MultiExpConfig{}) + // handle error + msmErrors <- err + }(i) + } + + for i := uint64(0); i < dimE*2; i++ { + err := <-msmErrors + if err != nil { + fmt.Println("Error. MSM while adding points", err) + return nil, err + } + } + + t1 := time.Now() + + // only 1 ifft is needed + sumVecInv, err := p.Fs.FFTG1(sumVec, true) + if err != nil { + return nil, fmt.Errorf("fft error: %v", err) + } + + t2 := time.Now() + + // outputs is out of order - buttefly + proofs, err := p.Fs.FFTG1(sumVecInv[:dimE], false) + if err != nil { + return nil, err + } + + t3 := time.Now() + + fmt.Printf("mult-th %v, msm %v,fft1 %v, fft2 %v,\n", t0.Sub(begin), t1.Sub(t0), t2.Sub(t1), t3.Sub(t2)) + + return proofs, nil +} + +func (p *CpuComputer) proofWorker( + polyFr []fr.Element, + jobChan <-chan uint64, + l uint64, + dimE uint64, + coeffStore [][]fr.Element, + results chan<- WorkerResult, +) { + + for j := range jobChan { + coeffs, err := p.GetSlicesCoeff(polyFr, dimE, j, l) + if err != nil { + results <- WorkerResult{ + points: nil, + err: err, + } + } else { + for i := 0; i < len(coeffs); i++ { + coeffStore[i][j] = coeffs[i] + } + } + } + + results <- WorkerResult{ + err: nil, + } +} + +// output is in the form see primeField toeplitz +// +// phi ^ (coset size ) = 1 +// +// implicitly pad slices to power of 2 +func (p *CpuComputer) GetSlicesCoeff(polyFr []fr.Element, dimE, j, l uint64) ([]fr.Element, error) { + // there is a constant term + m := uint64(len(polyFr)) - 1 + dim := (m - j) / l + + toeV := make([]fr.Element, 2*dimE-1) + for i := uint64(0); i < dim; i++ { + + toeV[i].Set(&polyFr[m-(j+i*l)]) + } + + // use precompute table + tm, err := toeplitz.NewToeplitz(toeV, p.SFs) + if err != nil { + return nil, err + } + return tm.GetFFTCoeff() +} + +/* +returns the power of 2 which is immediately bigger than the input +*/ +func CeilIntPowerOf2Num(d uint64) uint64 { + nextPower := math.Ceil(math.Log2(float64(d))) + return uint64(math.Pow(2.0, nextPower)) +} diff --git a/encoding/kzg/prover/gpu/ecntt.go b/encoding/kzg/prover/gpu/ecntt.go new file mode 100644 index 000000000..257c61021 --- /dev/null +++ b/encoding/kzg/prover/gpu/ecntt.go @@ -0,0 +1,43 @@ +package gpu + +import ( + "fmt" + + "github.com/consensys/gnark-crypto/ecc/bn254" + cr "github.com/ingonyama-zk/icicle/v2/wrappers/golang/cuda_runtime" + icicle_bn254 "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254" + ecntt "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254/ecntt" + + "github.com/ingonyama-zk/icicle/v2/wrappers/golang/core" +) + +func (c *GpuComputer) ECNtt(batchPoints []bn254.G1Affine, isInverse bool) ([]bn254.G1Affine, error) { + totalNumSym := len(batchPoints) + + // convert gnark affine to icicle projective on slice + pointsIcileProjective := BatchConvertGnarkAffineToIcicleProjective(batchPoints) + pointsCopy := core.HostSliceFromElements[icicle_bn254.Projective](pointsIcileProjective) + + output := make(core.HostSlice[icicle_bn254.Projective], int(totalNumSym)) + + // compute + if isInverse { + err := ecntt.ECNtt(pointsCopy, core.KInverse, &c.cfg, output) + if err.CudaErrorCode != cr.CudaSuccess || err.IcicleErrorCode != core.IcicleSuccess { + return nil, fmt.Errorf("inverse ecntt failed") + } + } else { + err := ecntt.ECNtt(pointsCopy, core.KForward, &c.cfg, output) + if err.CudaErrorCode != cr.CudaSuccess || err.IcicleErrorCode != core.IcicleSuccess { + return nil, fmt.Errorf("forward ecntt failed") + } + } + + // convert icicle projective to gnark affine + gpuFFTBatch := make([]bn254.G1Affine, len(batchPoints)) + for j := 0; j < totalNumSym; j++ { + gpuFFTBatch[j] = IcicleProjectiveToGnarkAffine(output[j]) + } + + return gpuFFTBatch, nil +} diff --git a/encoding/kzg/prover/gpu/msm.go b/encoding/kzg/prover/gpu/msm.go new file mode 100644 index 000000000..c3112e9dc --- /dev/null +++ b/encoding/kzg/prover/gpu/msm.go @@ -0,0 +1,59 @@ +package gpu + +import ( + "fmt" + + "github.com/consensys/gnark-crypto/ecc/bn254" + "github.com/consensys/gnark-crypto/ecc/bn254/fr" + "github.com/ingonyama-zk/icicle/v2/wrappers/golang/core" + cr "github.com/ingonyama-zk/icicle/v2/wrappers/golang/cuda_runtime" + icicle_bn254 "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254" + icicle_bn254_msm "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254/msm" +) + +// MsmBatch function supports batch across blobs +func (c *GpuComputer) MsmBatch(rowsFr [][]fr.Element, rowsG1 [][]bn254.G1Affine) ([]bn254.G1Affine, error) { + msmCfg := icicle_bn254_msm.GetDefaultMSMConfig() + rowsSfIcicle := make([]icicle_bn254.ScalarField, 0) + rowsAffineIcicle := make([]icicle_bn254.Affine, 0) + numBatchEle := len(rowsFr) + + // Prepare scalar fields + for _, row := range rowsFr { + rowsSfIcicle = append(rowsSfIcicle, ConvertFrToScalarFieldsBytes(row)...) + } + rowsFrIcicleCopy := core.HostSliceFromElements[icicle_bn254.ScalarField](rowsSfIcicle) + + // Prepare icicle g1 affines + for _, row := range rowsG1 { + rowsAffineIcicle = append(rowsAffineIcicle, BatchConvertGnarkAffineToIcicleAffine(row)...) + } + rowsG1IcicleCopy := core.HostSliceFromElements[icicle_bn254.Affine](rowsAffineIcicle) + + var p icicle_bn254.Projective + var out core.DeviceSlice + + // prepare output + _, err := out.Malloc(numBatchEle*p.Size(), p.Size()) + if err != cr.CudaSuccess { + return nil, fmt.Errorf("allocating bytes on device for projective results failed") + } + + err = icicle_bn254_msm.Msm(rowsFrIcicleCopy, rowsG1IcicleCopy, &msmCfg, out) + if err != cr.CudaSuccess { + return nil, fmt.Errorf("msm failed") + } + + // move output out of device + outHost := make(core.HostSlice[icicle_bn254.Projective], numBatchEle) + outHost.CopyFromDevice(&out) + out.Free() + + // convert data back to gnark format + gnarkOuts := make([]bn254.G1Affine, numBatchEle) + for i := 0; i < numBatchEle; i++ { + gnarkOuts[i] = IcicleProjectiveToGnarkAffine(outHost[i]) + } + + return gnarkOuts, nil +} diff --git a/encoding/kzg/prover/gpu/multiframe_proof.go b/encoding/kzg/prover/gpu/multiframe_proof.go new file mode 100644 index 000000000..741b443ab --- /dev/null +++ b/encoding/kzg/prover/gpu/multiframe_proof.go @@ -0,0 +1,280 @@ +package gpu + +import ( + "fmt" + "time" + + "github.com/Layr-Labs/eigenda/encoding/fft" + "github.com/Layr-Labs/eigenda/encoding/kzg" + "github.com/Layr-Labs/eigenda/encoding/utils/toeplitz" + "github.com/consensys/gnark-crypto/ecc" + "github.com/consensys/gnark-crypto/ecc/bn254" + "github.com/consensys/gnark-crypto/ecc/bn254/fr" + "github.com/ingonyama-zk/icicle/v2/wrappers/golang/core" + bn254_icicle "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254" +) + +type WorkerResult struct { + points []bn254.G1Affine + err error +} + +type GpuComputer struct { + *kzg.KzgConfig + Fs *fft.FFTSettings + FFTPointsT [][]bn254.G1Affine // transpose of FFTPoints + SFs *fft.FFTSettings + Srs *kzg.SRS + G2Trailing []bn254.G2Affine + cfg core.NTTConfig[[bn254_icicle.SCALAR_LIMBS]uint32] +} + +// benchmarks shows cpu commit on 2MB blob only takes 24.165562ms. For now, use cpu +func (p *GpuComputer) ComputeLengthProof(coeffs []fr.Element) (*bn254.G2Affine, error) { + inputLength := uint64(len(coeffs)) + shiftedSecret := p.G2Trailing[p.KzgConfig.SRSNumberToLoad-inputLength:] + config := ecc.MultiExpConfig{} + //The proof of low degree is commitment of the polynomial shifted to the largest srs degree + var lengthProof bn254.G2Affine + _, err := lengthProof.MultiExp(shiftedSecret, coeffs, config) + if err != nil { + return nil, err + } + return &lengthProof, nil +} + +// benchmarks shows cpu commit on 2MB blob only takes 11.673738ms. For now, use cpu +func (p *GpuComputer) ComputeCommitment(coeffs []fr.Element) (*bn254.G1Affine, error) { + // compute commit for the full poly + config := ecc.MultiExpConfig{} + var commitment bn254.G1Affine + _, err := commitment.MultiExp(p.Srs.G1[:len(coeffs)], coeffs, config) + if err != nil { + return nil, err + } + return &commitment, nil +} + +// benchmarks shows cpu commit on 2MB blob only takes 31.318661ms. For now, use cpu +func (p *GpuComputer) ComputeLengthCommitment(coeffs []fr.Element) (*bn254.G2Affine, error) { + config := ecc.MultiExpConfig{} + + var lengthCommitment bn254.G2Affine + _, err := lengthCommitment.MultiExp(p.Srs.G2[:len(coeffs)], coeffs, config) + if err != nil { + return nil, err + } + return &lengthCommitment, nil +} + +func (p *GpuComputer) ComputeMultiFrameProof(polyFr []fr.Element, numChunks, chunkLen, numWorker uint64) ([]bn254.G1Affine, error) { + // Robert: Standardizing this to use the same math used in precomputeSRS + dimE := numChunks + l := chunkLen + numPoly := uint64(len(polyFr)) / dimE / chunkLen + + p.cfg = SetupNTT() + + begin := time.Now() + jobChan := make(chan uint64, numWorker) + results := make(chan WorkerResult, numWorker) + + // create storage for intermediate coefficients + coeffStore := make([][]fr.Element, l*numPoly) + for i := range coeffStore { + coeffStore[i] = make([]fr.Element, dimE*2) + } + + fmt.Println("numPoly", numPoly) + fmt.Println("numChunks, ", numChunks) + fmt.Println("chunkLen", chunkLen) + + for j := 0; j < len(polyFr); j++ { + fmt.Printf("%v ", polyFr[j].String()) + } + fmt.Println("len(polyFr)", len(polyFr)) + + for w := uint64(0); w < numWorker; w++ { + go p.proofWorkerGPU(polyFr, jobChan, l, dimE, coeffStore, results) + } + + for j := uint64(0); j < l*numPoly; j++ { + jobChan <- j + } + close(jobChan) + + // return last error + var err error + for w := uint64(0); w < numWorker; w++ { + wr := <-results + if wr.err != nil { + err = wr.err + } + } + t_prepare := time.Now() + + if err != nil { + return nil, fmt.Errorf("proof worker error: %v", err) + } + + fmt.Println("coeffStore") + for i := 0; i < len(coeffStore); i++ { + a := coeffStore[i] + for j := 0; j < len(a); j++ { + fmt.Printf("%v ", a[j].String()) + } + fmt.Println() + } + + fmt.Println("NTT") + // setup batch size for NTT + p.cfg.BatchSize = int32(dimE * 2) + coeffStoreFFT, e := p.NTT(coeffStore) + if e != nil { + return nil, e + } + + // transpose it + coeffStoreFFTT := make([][]fr.Element, dimE*2*numPoly) + for i := range coeffStoreFFTT { + coeffStoreFFTT[i] = make([]fr.Element, l) + } + + t_ntt := time.Now() + + for k := uint64(0); k < numPoly; k++ { + step := int(k * dimE * 2) + for i := 0; i < int(l); i++ { + vec := coeffStoreFFT[i+int(k*l)] + for j := 0; j < int(dimE*2); j++ { + coeffStoreFFTT[j+step][i] = vec[j] + } + } + } + + fmt.Println("Transposed FFT") + for i := 0; i < len(coeffStoreFFTT); i++ { + vec := coeffStoreFFTT[i] + for j := 0; j < len(vec); j++ { + fmt.Printf("%v ", vec[j].String()) + } + fmt.Println() + } + + t0 := time.Now() + fmt.Println("MsmBatch") + sumVec, err := p.MsmBatch(coeffStoreFFTT, p.FFTPointsT) + if err != nil { + return nil, err + } + + t1 := time.Now() + + fmt.Println("ECNTT inverse") + // set new batch size for ntt, this equals to number of blobs + p.cfg.BatchSize = int32(numPoly) + sumVecInv, err := p.ECNtt(sumVec, true) + if err != nil { + return nil, err + } + + t2 := time.Now() + + // remove half points per poly + batchInv := make([]bn254.G1Affine, len(sumVecInv)/2) + // outputs is out of order - buttefly + k := 0 + for i := 0; i < int(numPoly); i++ { + for j := 0; j < int(dimE); j++ { + batchInv[k] = sumVecInv[i*int(dimE)*2+j] + k += 1 + } + } + fmt.Println("ECNTT last") + flatProofsBatch, err := p.ECNtt(batchInv, false) + if err != nil { + return nil, fmt.Errorf("second ECNtt error: %w", err) + } + + t3 := time.Now() + + fmt.Println("flatProofsBatch") + + for j := 0; j < len(flatProofsBatch); j++ { + fmt.Printf("%v ", flatProofsBatch[j].String()) + } + + fmt.Printf("prepare %v, ntt %v,\n", t_prepare.Sub(begin), t_ntt.Sub(t_prepare)) + fmt.Printf("total %v mult-th %v, msm %v,fft1 %v, fft2 %v,\n", t3.Sub(begin), t0.Sub(begin), t1.Sub(t0), t2.Sub(t1), t3.Sub(t2)) + + return flatProofsBatch, nil +} + +func (p *GpuComputer) proofWorkerGPU( + polyFr []fr.Element, + jobChan <-chan uint64, + l uint64, + dimE uint64, + coeffStore [][]fr.Element, + results chan<- WorkerResult, +) { + + for j := range jobChan { + coeffs, err := p.GetSlicesCoeffWithoutFFT(polyFr, dimE, j, l) + + if err != nil { + results <- WorkerResult{ + points: nil, + err: err, + } + } else { + coeffStore[j] = coeffs + } + } + + results <- WorkerResult{ + err: nil, + } +} + +func (p *GpuComputer) GetSlicesCoeffWithoutFFT(polyFr []fr.Element, dimE, j, l uint64) ([]fr.Element, error) { + // there is a constant term + m := uint64(len(polyFr)) - 1 + dim := (m - j) / l + + toeV := make([]fr.Element, 2*dimE-1) + for i := uint64(0); i < dim; i++ { + + toeV[i].Set(&polyFr[m-(j+i*l)]) + } + + // use precompute table + tm, err := toeplitz.NewToeplitz(toeV, p.SFs) + if err != nil { + return nil, err + } + return tm.GetCoeff() +} + +/* +// capable of batching blobs +func (p *GpuComputer) GetSlicesCoeffWithoutFFT(polyFr []fr.Element, dimE, j, l uint64) ([]fr.Element, error) { + // there is a constant term + m := uint64(dimE*l) - 1 + dim := (m - j%l) / l + k := j % l + q := j / l + + toeV := make([]fr.Element, 2*dimE-1) + for i := uint64(0); i < dim; i++ { + toeV[i].Set(&polyFr[m+dimE*l*q-(k+i*l)]) + } + + // use precompute table + tm, err := toeplitz.NewToeplitz(toeV, p.SFs) + if err != nil { + return nil, err + } + return tm.GetCoeff() +} +*/ diff --git a/encoding/kzg/prover/gpu/ntt.go b/encoding/kzg/prover/gpu/ntt.go new file mode 100644 index 000000000..a90d5dd3d --- /dev/null +++ b/encoding/kzg/prover/gpu/ntt.go @@ -0,0 +1,61 @@ +package gpu + +import ( + "github.com/consensys/gnark-crypto/ecc/bn254/fr" + "github.com/consensys/gnark-crypto/ecc/bn254/fr/fft" + "github.com/ingonyama-zk/icicle/v2/wrappers/golang/core" + bn254_icicle "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254" + bn254_icicle_ntt "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254/ntt" +) + +// batchSize is number of batches +func SetupNTT() core.NTTConfig[[bn254_icicle.SCALAR_LIMBS]uint32] { + cfg := bn254_icicle_ntt.GetDefaultNttConfig() + + cfg.Ordering = core.KNN + cfg.NttAlgorithm = core.Radix2 + + // batchSize will change later when used + cfg.BatchSize = int32(1) + cfg.NttAlgorithm = core.Radix2 + + // maximally possible + exp := 28 + + rouMont, _ := fft.Generator(uint64(1 << exp)) + rou := rouMont.Bits() + rouIcicle := bn254_icicle.ScalarField{} + limbs := core.ConvertUint64ArrToUint32Arr(rou[:]) + rouIcicle.FromLimbs(limbs) + bn254_icicle_ntt.InitDomain(rouIcicle, cfg.Ctx, false) + + return cfg +} + +func (c *GpuComputer) NTT(batchFr [][]fr.Element) ([][]fr.Element, error) { + numSymbol := len(batchFr[0]) + batchSize := len(batchFr) + + totalSize := numSymbol * batchSize + + // prepare scaler fields + flattenBatchFr := make([]fr.Element, 0) + for i := 0; i < len(batchFr); i++ { + flattenBatchFr = append(flattenBatchFr, batchFr[i]...) + } + flattenBatchSf := ConvertFrToScalarFieldsBytes(flattenBatchFr) + scalarsCopy := core.HostSliceFromElements[bn254_icicle.ScalarField](flattenBatchSf) + + // run ntt + output := make(core.HostSlice[bn254_icicle.ScalarField], totalSize) + bn254_icicle_ntt.Ntt(scalarsCopy, core.KForward, &c.cfg, output) + flattenBatchFrOutput := ConvertScalarFieldsToFrBytes(output) + + // convert ntt output from icicle to gnark + nttOutput := make([][]fr.Element, len(batchFr)) + for i := 0; i < len(batchFr); i++ { + nttOutput[i] = flattenBatchFrOutput[i*numSymbol : (i+1)*numSymbol] + } + + return nttOutput, nil +} diff --git a/encoding/kzg/prover/gpu/utils.go b/encoding/kzg/prover/gpu/utils.go new file mode 100644 index 000000000..5ad6f2993 --- /dev/null +++ b/encoding/kzg/prover/gpu/utils.go @@ -0,0 +1,79 @@ +package gpu + +import ( + "github.com/consensys/gnark-crypto/ecc/bn254" + "github.com/consensys/gnark-crypto/ecc/bn254/fp" + "github.com/consensys/gnark-crypto/ecc/bn254/fr" + bn254_icicle "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254" +) + +func ConvertFrToScalarFieldsBytes(data []fr.Element) []bn254_icicle.ScalarField { + scalars := make([]bn254_icicle.ScalarField, len(data)) + + for i := 0; i < len(data); i++ { + src := data[i] // 4 uint64 + var littleEndian [32]byte + + fr.LittleEndian.PutElement(&littleEndian, src) + scalars[i].FromBytesLittleEndian(littleEndian[:]) + } + return scalars +} + +func ConvertScalarFieldsToFrBytes(scalars []bn254_icicle.ScalarField) []fr.Element { + frElements := make([]fr.Element, len(scalars)) + + for i := 0; i < len(frElements); i++ { + v := scalars[i] + slice64, _ := fr.LittleEndian.Element((*[fr.Bytes]byte)(v.ToBytesLittleEndian())) + frElements[i] = slice64 + } + return frElements +} + +// Very important, if want target to be projective, do not use this function. Use the one below +func BatchConvertGnarkAffineToIcicleAffine(gAffineList []bn254.G1Affine) []bn254_icicle.Affine { + icicleAffineList := make([]bn254_icicle.Affine, len(gAffineList)) + for i := 0; i < len(gAffineList); i++ { + GnarkAffineToIcicleAffine(&gAffineList[i], &icicleAffineList[i]) + } + return icicleAffineList +} + +func GnarkAffineToIcicleAffine(g1 *bn254.G1Affine, iciAffine *bn254_icicle.Affine) { + var littleEndBytesX, littleEndBytesY [32]byte + fp.LittleEndian.PutElement(&littleEndBytesX, g1.X) + fp.LittleEndian.PutElement(&littleEndBytesY, g1.Y) + + iciAffine.X.FromBytesLittleEndian(littleEndBytesX[:]) + iciAffine.Y.FromBytesLittleEndian(littleEndBytesY[:]) +} + +func BatchConvertGnarkAffineToIcicleProjective(gAffineList []bn254.G1Affine) []bn254_icicle.Projective { + icicleProjectiveList := make([]bn254_icicle.Projective, len(gAffineList)) + var icicleAffine bn254_icicle.Affine + + for i := 0; i < len(gAffineList); i++ { + GnarkAffineToIcicleAffine(&gAffineList[i], &icicleAffine) + icicleProjectiveList[i] = icicleAffine.ToProjective() + } + + return icicleProjectiveList +} + +func IcicleProjectiveToGnarkAffine(p bn254_icicle.Projective) bn254.G1Affine { + px, _ := fp.LittleEndian.Element((*[fp.Bytes]byte)((&p.X).ToBytesLittleEndian())) + py, _ := fp.LittleEndian.Element((*[fp.Bytes]byte)((&p.Y).ToBytesLittleEndian())) + pz, _ := fp.LittleEndian.Element((*[fp.Bytes]byte)((&p.Z).ToBytesLittleEndian())) + + zInv := new(fp.Element) + x := new(fp.Element) + y := new(fp.Element) + + zInv.Inverse(&pz) + + x.Mul(&px, zInv) + y.Mul(&py, zInv) + + return bn254.G1Affine{X: *x, Y: *y} +} diff --git a/encoding/kzg/prover/parametrized_prover.go b/encoding/kzg/prover/parametrized_prover.go index d5c367781..1e5672ab0 100644 --- a/encoding/kzg/prover/parametrized_prover.go +++ b/encoding/kzg/prover/parametrized_prover.go @@ -6,8 +6,8 @@ import ( "time" "github.com/Layr-Labs/eigenda/encoding" - "github.com/hashicorp/go-multierror" + "github.com/Layr-Labs/eigenda/encoding/fft" "github.com/Layr-Labs/eigenda/encoding/kzg" "github.com/Layr-Labs/eigenda/encoding/rs" "github.com/consensys/gnark-crypto/ecc/bn254" @@ -20,34 +20,13 @@ type ParametrizedProver struct { *kzg.KzgConfig Ks *kzg.KZGSettings - Computer ProofComputer -} + Fs *fft.FFTSettings + Ks *kzg.KZGSettings + SFs *fft.FFTSettings // fft used for submatrix product helper + FFTPointsT [][]bn254.G1Affine // transpose of FFTPoints -type RsEncodeResult struct { - Frames []rs.Frame - Indices []uint32 - Duration time.Duration - Err error -} -type LengthCommitmentResult struct { - LengthCommitment bn254.G2Affine - Duration time.Duration - Err error -} -type LengthProofResult struct { - LengthProof bn254.G2Affine - Duration time.Duration - Err error -} -type CommitmentResult struct { - Commitment bn254.G1Affine - Duration time.Duration - Err error -} -type ProofsResult struct { - Proofs []bn254.G1Affine - Duration time.Duration - Err error + UseGpu bool + Computer ProofComputer } // just a wrapper to take bytes not Fr Element @@ -65,113 +44,63 @@ func (g *ParametrizedProver) Encode(inputFr []fr.Element) (*bn254.G1Affine, *bn2 return nil, nil, nil, nil, nil, fmt.Errorf("poly Coeff length %v is greater than Loaded SRS points %v", len(inputFr), int(g.KzgConfig.SRSNumberToLoad)) } - encodeStart := time.Now() - - rsChan := make(chan RsEncodeResult, 1) - lengthCommitmentChan := make(chan LengthCommitmentResult, 1) - lengthProofChan := make(chan LengthProofResult, 1) - commitmentChan := make(chan CommitmentResult, 1) - proofChan := make(chan ProofsResult, 1) - - // inputFr is untouched + startTime := time.Now() // compute chunks - go func() { - start := time.Now() - frames, indices, err := g.Encoder.Encode(inputFr) - rsChan <- RsEncodeResult{ - Frames: frames, - Indices: indices, - Err: err, - Duration: time.Since(start), - } - }() + poly, frames, indices, err := g.Encoder.Encode(inputFr) + if err != nil { + return nil, nil, nil, nil, nil, err + } + rsEncodeDone := time.Now() // compute commit for the full poly - go func() { - start := time.Now() - commit, err := g.Computer.ComputeCommitment(inputFr) - commitmentChan <- CommitmentResult{ - Commitment: *commit, - Err: err, - Duration: time.Since(start), - } - }() - - go func() { - start := time.Now() - lengthCommitment, err := g.Computer.ComputeLengthCommitment(inputFr) - lengthCommitmentChan <- LengthCommitmentResult{ - LengthCommitment: *lengthCommitment, - Err: err, - Duration: time.Since(start), - } - }() - - go func() { - start := time.Now() - lengthProof, err := g.Computer.ComputeLengthProof(inputFr) - lengthProofChan <- LengthProofResult{ - LengthProof: *lengthProof, - Err: err, - Duration: time.Since(start), - } - }() - - go func() { - start := time.Now() - // compute proofs - paddedCoeffs := make([]fr.Element, g.NumEvaluations()) - // polyCoeffs has less points than paddedCoeffs in general due to erasure redundancy - copy(paddedCoeffs, inputFr) - - numBlob := 1 - flatpaddedCoeffs := make([]fr.Element, 0, numBlob*len(paddedCoeffs)) - for i := 0; i < numBlob; i++ { - flatpaddedCoeffs = append(flatpaddedCoeffs, paddedCoeffs...) - } + commit, err := g.Computer.ComputeCommitment(poly.Coeffs) + if err != nil { + return nil, nil, nil, nil, nil, err + } + commitDone := time.Now() - proofs, err := g.Computer.ComputeMultiFrameProof(flatpaddedCoeffs, g.NumChunks, g.ChunkLength, g.NumWorker) - proofChan <- ProofsResult{ - Proofs: proofs, - Err: err, - Duration: time.Since(start), - } - }() - - lengthProofResult := <-lengthProofChan - lengthCommitmentResult := <-lengthCommitmentChan - commitmentResult := <-commitmentChan - rsResult := <-rsChan - proofsResult := <-proofChan - - if lengthProofResult.Err != nil || lengthCommitmentResult.Err != nil || - commitmentResult.Err != nil || rsResult.Err != nil || - proofsResult.Err != nil { - return nil, nil, nil, nil, nil, multierror.Append(lengthProofResult.Err, lengthCommitmentResult.Err, commitmentResult.Err, rsResult.Err, proofsResult.Err) + lengthCommitment, err := g.Computer.ComputeLengthCommitment(poly.Coeffs) + if err != nil { + return nil, nil, nil, nil, nil, err + } + lengthCommitDone := time.Now() + + lengthProof, err := g.Computer.ComputeLengthProof(poly.Coeffs) + if err != nil { + return nil, nil, nil, nil, nil, err + } + lengthProofDone := time.Now() + + // compute proofs + paddedCoeffs := make([]fr.Element, g.NumEvaluations()) + // polyCoeffs has less points than paddedCoeffs in general due to erasure redundancy + copy(paddedCoeffs, poly.Coeffs) + proofs, err := g.Computer.ComputeMultiFrameProof(paddedCoeffs, g.NumChunks, g.ChunkLength, g.NumWorker) + if err != nil { + return nil, nil, nil, nil, nil, fmt.Errorf("could not generate proofs: %v", err) + } + multiProofDone := time.Now() + + if g.Verbose { + log.Printf(" RS encode takes %v\n", rsEncodeDone.Sub(startTime)) + log.Printf(" Commiting takes %v\n", commitDone.Sub(rsEncodeDone)) + log.Printf(" LengthCommit takes %v\n", lengthCommitDone.Sub(commitDone)) + log.Printf(" lengthProof takes %v\n", lengthProofDone.Sub(lengthCommitDone)) + log.Printf(" multiProof takes %v\n", multiProofDone.Sub(lengthProofDone)) + log.Printf("Meta infro. order %v. shift %v\n", len(g.Srs.G2), g.SRSOrder-uint64(len(inputFr))) } - totalProcessingTime := time.Since(encodeStart) - - log.Printf("\n\t\tRS encode %-v\n\t\tCommiting %-v\n\t\tLengthCommit %-v\n\t\tlengthProof %-v\n\t\tmultiProof %-v\n\t\tMetaInfo. order %-v shift %v\n", - rsResult.Duration, - commitmentResult.Duration, - lengthCommitmentResult.Duration, - lengthProofResult.Duration, - proofsResult.Duration, - g.SRSOrder, - g.SRSOrder-uint64(len(inputFr)), - ) // assemble frames - kzgFrames := make([]encoding.Frame, len(rsResult.Frames)) - for i, index := range rsResult.Indices { + kzgFrames := make([]encoding.Frame, len(frames)) + for i, index := range indices { kzgFrames[i] = encoding.Frame{ - Proof: proofsResult.Proofs[index], - Coeffs: rsResult.Frames[i].Coeffs, + Proof: proofs[index], + Coeffs: frames[i].Coeffs, } } if g.Verbose { - log.Printf("Total encoding took %v\n", totalProcessingTime) + log.Printf("Total encoding took %v\n", time.Since(startTime)) } - return &commitmentResult.Commitment, &lengthCommitmentResult.LengthCommitment, &lengthProofResult.LengthProof, kzgFrames, rsResult.Indices, nil + return commit, lengthCommitment, lengthProof, kzgFrames, indices, nil } diff --git a/encoding/kzg/prover/prover.go b/encoding/kzg/prover/prover.go index d5a2768c3..dc299fbc9 100644 --- a/encoding/kzg/prover/prover.go +++ b/encoding/kzg/prover/prover.go @@ -14,6 +14,8 @@ import ( "github.com/Layr-Labs/eigenda/encoding" "github.com/Layr-Labs/eigenda/encoding/fft" "github.com/Layr-Labs/eigenda/encoding/kzg" + "github.com/Layr-Labs/eigenda/encoding/kzg/prover/cpu" + "github.com/Layr-Labs/eigenda/encoding/kzg/prover/gpu" "github.com/Layr-Labs/eigenda/encoding/rs" "github.com/consensys/gnark-crypto/ecc/bn254" @@ -28,6 +30,7 @@ type Prover struct { LoadG2Points bool ParametrizedProvers map[encoding.EncodingParams]*ParametrizedProver + UseGpu bool } var _ encoding.Prover = &Prover{} @@ -236,20 +239,36 @@ func (g *Prover) newProver(params encoding.EncodingParams) (*ParametrizedProver, t := uint8(math.Log2(float64(2 * encoder.NumChunks))) sfs := fft.NewFFTSettings(t) - computer := &CpuProofComputer{ - Fs: fs, - FFTPointsT: fftPointsT, - SFs: sfs, - Srs: g.Srs, - G2Trailing: g.G2Trailing, - KzgConfig: g.KzgConfig, + var computer ProofComputer + if !g.UseGpu { + computer = &cpu.CpuComputer{ + Fs: fs, + FFTPointsT: fftPointsT, + SFs: sfs, + Srs: g.Srs, + G2Trailing: g.G2Trailing, + KzgConfig: g.KzgConfig, + } + } else { + computer = &gpu.GpuComputer{ + Fs: fs, + FFTPointsT: fftPointsT, + SFs: sfs, + Srs: g.Srs, + G2Trailing: g.G2Trailing, + KzgConfig: g.KzgConfig, + } } return &ParametrizedProver{ - Encoder: encoder, - KzgConfig: g.KzgConfig, - Ks: ks, - Computer: computer, + Encoder: encoder, + KzgConfig: g.KzgConfig, + Srs: g.Srs, + G2Trailing: g.G2Trailing, + Fs: fs, + FFTPointsT: fftPointsT, + UseGpu: g.UseGpu, + Computer: computer, }, nil } diff --git a/encoding/test/SRSTables/dimE4.coset16384 b/encoding/test/SRSTables/dimE4.coset16384 new file mode 100644 index 0000000000000000000000000000000000000000..032cad717f3ed763b79be4b8ce521b19ea1c9375 GIT binary patch literal 4210688 zcmV(fK>EMbq;QF;QpF+YL;k%u(K_pDpE`cCdV>ajnFDjM8;f7=a4d=O>iKzj+`(`r zznAh}qQJlgZ|9JIzi^A+m`+TTxg$j#f2h%FrmaIp3q@KSJV)xKDxDu?*i(2dHj=STnxE7xH3R0C}Dw_p|{ zLh6^E`Bp?F^`~O$vObV3jcKy!ncmW*I+v|hz=Z3!m7D?9%w!u-g#Lt>=}HkGEi&`G z?u#tE=GD!PDAxRf(c~#~xzp)^a*s8I4Na4Ll6>(Tjgg!COsES*JC2E!6F99v*hzp? zP&#@F&U_VejO&M+NmQmym0!fe*%Lyq6!HMtGEjX%Gg!*7ht#*Tj6@r)A&0ZXb$si4 zUfNT_!&*)5#xFPQPJl5l+os$pSnzh|^Vx>A5X4EoHoE{TT=zSx$DXSb2SLwzkAk1; z{BDm3RgA2+h&wn<69Ym+Spu}f;LULH-jzLZ;t1ra`d1)F;h`t!O%-%CbNgw{flaX& z8fUe(=sPn0(Q>whaR@RJDPB$|7p)K}JF5{~J7nfzLDTDaEoN19?)R2fX?X|JXPu0H z!Mb7?1x<1O95~lo-Vq}VL+|p)$|Q*XGsimsSq}FP6zkLut+XK+G9xPv9dRFUdPVrP 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z;>(C45lF|WDU-(8hI5T1*cHBe?e>{GQZ6HfSILzvn4}a}_!)+Z`oz%TbdcfA(`@=K zk+)o}hvS`<$TOT)LY9PRD4aN?YkL5O=N_mrzw{twwArNtPbYB@*0$4Z=sOrgL6P|z z2aVcBC>|ct6!_@B5d64QJr-G6Uo!3@Nl&D>o_d4+IHvZ8;(6>msP1U=bL-i+i>~5a zZ3OJ4bdZn$Mf7}~=Jap<2RXj>53#k=<91CXW989>|1HiBMm`=w&dOJfhe}GbHrNr~ y0;r3*;xx35BzexgvJ}N=9>%V6CWf)h;!9V>VDD#e0b=V0Lim1|D4q3*WCaRfLAVA0 literal 0 HcmV?d00001 diff --git a/encoding/test/main.go b/encoding/test/main.go index fb8314c4d..d0262e53d 100644 --- a/encoding/test/main.go +++ b/encoding/test/main.go @@ -51,7 +51,7 @@ func readpoints() { */ func TestKzgRs() { - numSymbols := 1024 + numSymbols := 4 // encode parameters numNode := uint64(4) // 200 numSys := uint64(2) // 180 @@ -63,8 +63,8 @@ func TestKzgRs() { //fmt.Printf(" Data size(byte): %v\n", len(inputBytes)) kzgConfig := &kzg.KzgConfig{ - G1Path: "../../inabox/resources/kzg/g1.point", - G2Path: "../../inabox/resources/kzg/g2.point", + G1Path: "../../inabox/resources/kzg/g1.point.300000", + G2Path: "../../inabox/resources/kzg/g2.point.300000", CacheDir: "SRSTables", SRSOrder: 3000, SRSNumberToLoad: 3000, @@ -75,7 +75,9 @@ func TestKzgRs() { // create encoding object p, _ := prover.NewProver(kzgConfig, true) - params := encoding.EncodingParams{NumChunks: numNode, ChunkLength: uint64(numSymbols) / numSys} + p.UseGpu = true + + params := encoding.EncodingParams{NumChunks: numNode, ChunkLength: uint64(numSymbols) / uint64(numSys)} enc, _ := p.GetKzgEncoder(params) //inputFr := kzg.ToFrArray(inputBytes) @@ -86,7 +88,7 @@ func TestKzgRs() { } fmt.Printf("Input \n") - printFr(inputFr) + //printFr(inputFr) //inputSize := uint64(len(inputFr)) commit, lengthCommit, lengthProof, frames, fIndices, err := enc.Encode(inputFr) @@ -142,8 +144,8 @@ func TestKzgRs() { //if err != nil { //log.Fatalf("%v", err) //} - - fmt.Println(dataFr) + _ = dataFr + //fmt.Println(dataFr) // printFr(dataFr) //deData := kzg.ToByteArray(dataFr, inputByteSize) //fmt.Println("dataFr") diff --git a/go.mod b/go.mod index 2bad729c8..86671ebc1 100644 --- a/go.mod +++ b/go.mod @@ -16,6 +16,7 @@ require ( github.com/gin-contrib/logger v0.2.6 github.com/gin-gonic/gin v1.9.1 github.com/hashicorp/go-multierror v1.1.1 + github.com/ingonyama-zk/icicle/v2 v2.7.1 github.com/joho/godotenv v1.5.1 github.com/onsi/ginkgo/v2 v2.11.0 github.com/onsi/gomega v1.27.8 @@ -193,7 +194,7 @@ require ( github.com/prometheus/client_model v0.5.0 // indirect github.com/prometheus/common v0.48.0 github.com/prometheus/procfs v0.12.0 // indirect - github.com/rogpeppe/go-internal v1.10.0 // indirect + github.com/rogpeppe/go-internal v1.12.0 // indirect github.com/russross/blackfriday/v2 v2.1.0 // indirect github.com/shirou/gopsutil v3.21.4-0.20210419000835-c7a38de76ee5+incompatible github.com/stretchr/objx v0.5.2 // indirect diff --git a/go.sum b/go.sum index f6f404b40..1df4ac409 100644 --- a/go.sum +++ b/go.sum @@ -295,6 +295,8 @@ github.com/holiman/uint256 v1.2.4/go.mod h1:EOMSn4q6Nyt9P6efbI3bueV4e1b3dGlUCXei github.com/hpcloud/tail v1.0.0/go.mod h1:ab1qPbhIpdTxEkNHXyeSf5vhxWSCs/tWer42PpOxQnU= github.com/huin/goupnp v1.3.0 h1:UvLUlWDNpoUdYzb2TCn+MuTWtcjXKSza2n6CBdQ0xXc= github.com/huin/goupnp v1.3.0/go.mod h1:gnGPsThkYa7bFi/KWmEysQRf48l2dvR5bxr2OFckNX8= +github.com/ingonyama-zk/icicle/v2 v2.7.1 h1:oQAOdGVHetEvvZAY7JM8nvnaMR8+iSNFFK3KQR816Ts= +github.com/ingonyama-zk/icicle/v2 v2.7.1/go.mod h1:rr3B+xKQKW1U40A+vEzA4hI2ilTrPSJBtxedfnaUYHw= github.com/jackpal/go-nat-pmp v1.0.2 h1:KzKSgb7qkJvOUTqYl9/Hg/me3pWgBmERKrTGD7BdWus= github.com/jackpal/go-nat-pmp v1.0.2/go.mod h1:QPH045xvCAeXUZOxsnwmrtiCoxIr9eob+4orBN1SBKc= github.com/jmespath/go-jmespath v0.4.0 h1:BEgLn5cpjn8UN1mAw4NjwDrS35OdebyEtFe+9YPoQUg= @@ -433,8 +435,8 @@ github.com/rivo/uniseg v0.2.0/go.mod h1:J6wj4VEh+S6ZtnVlnTBMWIodfgj8LQOQFoIToxlJ github.com/rogpeppe/go-internal v1.6.1/go.mod h1:xXDCJY+GAPziupqXw64V24skbSoqbTEfhy4qGm1nDQc= github.com/rogpeppe/go-internal v1.8.0/go.mod h1:WmiCO8CzOY8rg0OYDC4/i/2WRWAB6poM+XZ2dLUbcbE= github.com/rogpeppe/go-internal v1.9.0/go.mod h1:WtVeX8xhTBvf0smdhujwtBcq4Qrzq/fJaraNFVN+nFs= -github.com/rogpeppe/go-internal v1.10.0 h1:TMyTOH3F/DB16zRVcYyreMH6GnZZrwQVAoYjRBZyWFQ= -github.com/rogpeppe/go-internal v1.10.0/go.mod h1:UQnix2H7Ngw/k4C5ijL5+65zddjncjaFoBhdsK/akog= +github.com/rogpeppe/go-internal v1.12.0 h1:exVL4IDcn6na9z1rAb56Vxr+CgyK3nn3O+epU5NdKM8= +github.com/rogpeppe/go-internal v1.12.0/go.mod h1:E+RYuTGaKKdloAfM02xzb0FW3Paa99yedzYV+kq4uf4= github.com/rs/cors v1.7.0 h1:+88SsELBHx5r+hZ8TCkggzSstaWNbDvThkVK8H6f9ik= github.com/rs/cors v1.7.0/go.mod h1:gFx+x8UowdsKA9AchylcLynDq+nNFfI8FkUZdN/jGCU= github.com/rs/xid v1.4.0/go.mod h1:trrq9SKmegXys3aeAKXMUTdJsYXVwGY3RLcfgqegfbg= From 5c98f58bbdd1dc13dd7cf89173c19bda79b9acc0 Mon Sep 17 00:00:00 2001 From: Ubuntu <ubuntu@ip-172-31-26-65.ec2.internal> Date: Sun, 7 Jul 2024 01:31:58 +0000 Subject: [PATCH 2/6] working kzg and rs --- encoding/kzg/prover/cpu/multiframe_proof.go | 9 -- encoding/kzg/prover/gpu/ecntt.go | 9 +- encoding/kzg/prover/gpu/msm.go | 7 +- encoding/kzg/prover/gpu/multiframe_proof.go | 111 +++++------------- encoding/kzg/prover/gpu/ntt.go | 32 +---- encoding/kzg/prover/parametrized_prover.go | 15 ++- encoding/kzg/prover/prover.go | 21 ++++ encoding/rs/cpu/extend_poly.go | 22 ++++ encoding/rs/encode.go | 36 +++--- encoding/rs/encoder.go | 7 ++ encoding/rs/gpu/extend_poly.go | 47 ++++++++ encoding/utils/gpu_utils/ntt_setup.go | 32 +++++ .../prover/gpu => utils/gpu_utils}/utils.go | 2 +- 13 files changed, 204 insertions(+), 146 deletions(-) create mode 100644 encoding/rs/cpu/extend_poly.go create mode 100644 encoding/rs/gpu/extend_poly.go create mode 100644 encoding/utils/gpu_utils/ntt_setup.go rename encoding/{kzg/prover/gpu => utils/gpu_utils}/utils.go (99%) diff --git a/encoding/kzg/prover/cpu/multiframe_proof.go b/encoding/kzg/prover/cpu/multiframe_proof.go index 715b7ac19..cc34d1b4c 100644 --- a/encoding/kzg/prover/cpu/multiframe_proof.go +++ b/encoding/kzg/prover/cpu/multiframe_proof.go @@ -103,15 +103,6 @@ func (p *CpuComputer) ComputeMultiFrameProof(polyFr []fr.Element, numChunks, chu t0 := time.Now() - fmt.Println("Transposed FFT") - for i := 0; i < len(coeffStore); i++ { - vec := coeffStore[i] - for j := 0; j < len(vec); j++ { - fmt.Printf("%v ", vec[j].String()) - } - fmt.Println() - } - // compute proof by multi scaler multiplication msmErrors := make(chan error, dimE*2) for i := uint64(0); i < dimE*2; i++ { diff --git a/encoding/kzg/prover/gpu/ecntt.go b/encoding/kzg/prover/gpu/ecntt.go index 257c61021..992e1082b 100644 --- a/encoding/kzg/prover/gpu/ecntt.go +++ b/encoding/kzg/prover/gpu/ecntt.go @@ -3,6 +3,7 @@ package gpu import ( "fmt" + "github.com/Layr-Labs/eigenda/encoding/utils/gpu_utils" "github.com/consensys/gnark-crypto/ecc/bn254" cr "github.com/ingonyama-zk/icicle/v2/wrappers/golang/cuda_runtime" icicle_bn254 "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254" @@ -15,19 +16,19 @@ func (c *GpuComputer) ECNtt(batchPoints []bn254.G1Affine, isInverse bool) ([]bn2 totalNumSym := len(batchPoints) // convert gnark affine to icicle projective on slice - pointsIcileProjective := BatchConvertGnarkAffineToIcicleProjective(batchPoints) + pointsIcileProjective := gpu_utils.BatchConvertGnarkAffineToIcicleProjective(batchPoints) pointsCopy := core.HostSliceFromElements[icicle_bn254.Projective](pointsIcileProjective) output := make(core.HostSlice[icicle_bn254.Projective], int(totalNumSym)) // compute if isInverse { - err := ecntt.ECNtt(pointsCopy, core.KInverse, &c.cfg, output) + err := ecntt.ECNtt(pointsCopy, core.KInverse, &c.NttCfg, output) if err.CudaErrorCode != cr.CudaSuccess || err.IcicleErrorCode != core.IcicleSuccess { return nil, fmt.Errorf("inverse ecntt failed") } } else { - err := ecntt.ECNtt(pointsCopy, core.KForward, &c.cfg, output) + err := ecntt.ECNtt(pointsCopy, core.KForward, &c.NttCfg, output) if err.CudaErrorCode != cr.CudaSuccess || err.IcicleErrorCode != core.IcicleSuccess { return nil, fmt.Errorf("forward ecntt failed") } @@ -36,7 +37,7 @@ func (c *GpuComputer) ECNtt(batchPoints []bn254.G1Affine, isInverse bool) ([]bn2 // convert icicle projective to gnark affine gpuFFTBatch := make([]bn254.G1Affine, len(batchPoints)) for j := 0; j < totalNumSym; j++ { - gpuFFTBatch[j] = IcicleProjectiveToGnarkAffine(output[j]) + gpuFFTBatch[j] = gpu_utils.IcicleProjectiveToGnarkAffine(output[j]) } return gpuFFTBatch, nil diff --git a/encoding/kzg/prover/gpu/msm.go b/encoding/kzg/prover/gpu/msm.go index c3112e9dc..39d620187 100644 --- a/encoding/kzg/prover/gpu/msm.go +++ b/encoding/kzg/prover/gpu/msm.go @@ -3,6 +3,7 @@ package gpu import ( "fmt" + "github.com/Layr-Labs/eigenda/encoding/utils/gpu_utils" "github.com/consensys/gnark-crypto/ecc/bn254" "github.com/consensys/gnark-crypto/ecc/bn254/fr" "github.com/ingonyama-zk/icicle/v2/wrappers/golang/core" @@ -20,13 +21,13 @@ func (c *GpuComputer) MsmBatch(rowsFr [][]fr.Element, rowsG1 [][]bn254.G1Affine) // Prepare scalar fields for _, row := range rowsFr { - rowsSfIcicle = append(rowsSfIcicle, ConvertFrToScalarFieldsBytes(row)...) + rowsSfIcicle = append(rowsSfIcicle, gpu_utils.ConvertFrToScalarFieldsBytes(row)...) } rowsFrIcicleCopy := core.HostSliceFromElements[icicle_bn254.ScalarField](rowsSfIcicle) // Prepare icicle g1 affines for _, row := range rowsG1 { - rowsAffineIcicle = append(rowsAffineIcicle, BatchConvertGnarkAffineToIcicleAffine(row)...) + rowsAffineIcicle = append(rowsAffineIcicle, gpu_utils.BatchConvertGnarkAffineToIcicleAffine(row)...) } rowsG1IcicleCopy := core.HostSliceFromElements[icicle_bn254.Affine](rowsAffineIcicle) @@ -52,7 +53,7 @@ func (c *GpuComputer) MsmBatch(rowsFr [][]fr.Element, rowsG1 [][]bn254.G1Affine) // convert data back to gnark format gnarkOuts := make([]bn254.G1Affine, numBatchEle) for i := 0; i < numBatchEle; i++ { - gnarkOuts[i] = IcicleProjectiveToGnarkAffine(outHost[i]) + gnarkOuts[i] = gpu_utils.IcicleProjectiveToGnarkAffine(outHost[i]) } return gnarkOuts, nil diff --git a/encoding/kzg/prover/gpu/multiframe_proof.go b/encoding/kzg/prover/gpu/multiframe_proof.go index 741b443ab..584abce15 100644 --- a/encoding/kzg/prover/gpu/multiframe_proof.go +++ b/encoding/kzg/prover/gpu/multiframe_proof.go @@ -26,7 +26,7 @@ type GpuComputer struct { SFs *fft.FFTSettings Srs *kzg.SRS G2Trailing []bn254.G2Affine - cfg core.NTTConfig[[bn254_icicle.SCALAR_LIMBS]uint32] + NttCfg core.NTTConfig[[bn254_icicle.SCALAR_LIMBS]uint32] } // benchmarks shows cpu commit on 2MB blob only takes 24.165562ms. For now, use cpu @@ -67,33 +67,26 @@ func (p *GpuComputer) ComputeLengthCommitment(coeffs []fr.Element) (*bn254.G2Aff return &lengthCommitment, nil } +// This function supports batching over multiple blobs. +// All blobs must have same size and concatenated passed as polyFr func (p *GpuComputer) ComputeMultiFrameProof(polyFr []fr.Element, numChunks, chunkLen, numWorker uint64) ([]bn254.G1Affine, error) { // Robert: Standardizing this to use the same math used in precomputeSRS dimE := numChunks l := chunkLen numPoly := uint64(len(polyFr)) / dimE / chunkLen - p.cfg = SetupNTT() - begin := time.Now() + + // create storage for intermediate coefficients matrix jobChan := make(chan uint64, numWorker) results := make(chan WorkerResult, numWorker) - // create storage for intermediate coefficients coeffStore := make([][]fr.Element, l*numPoly) for i := range coeffStore { coeffStore[i] = make([]fr.Element, dimE*2) } - fmt.Println("numPoly", numPoly) - fmt.Println("numChunks, ", numChunks) - fmt.Println("chunkLen", chunkLen) - - for j := 0; j < len(polyFr); j++ { - fmt.Printf("%v ", polyFr[j].String()) - } - fmt.Println("len(polyFr)", len(polyFr)) - + // Preprpcessing use CPU to compute those coefficients based on polyFr for w := uint64(0); w < numWorker; w++ { go p.proofWorkerGPU(polyFr, jobChan, l, dimE, coeffStore, results) } @@ -111,37 +104,26 @@ func (p *GpuComputer) ComputeMultiFrameProof(polyFr []fr.Element, numChunks, chu err = wr.err } } - t_prepare := time.Now() - + // Preprpcessing Completed if err != nil { return nil, fmt.Errorf("proof worker error: %v", err) } + preprocessDone := time.Now() - fmt.Println("coeffStore") - for i := 0; i < len(coeffStore); i++ { - a := coeffStore[i] - for j := 0; j < len(a); j++ { - fmt.Printf("%v ", a[j].String()) - } - fmt.Println() - } - - fmt.Println("NTT") - // setup batch size for NTT - p.cfg.BatchSize = int32(dimE * 2) + // Compute NTT on the coeff matrix + p.NttCfg.BatchSize = int32(l) coeffStoreFFT, e := p.NTT(coeffStore) if e != nil { return nil, e } + nttDone := time.Now() - // transpose it + // transpose the FFT tranformed matrix coeffStoreFFTT := make([][]fr.Element, dimE*2*numPoly) for i := range coeffStoreFFTT { coeffStoreFFTT[i] = make([]fr.Element, l) } - t_ntt := time.Now() - for k := uint64(0); k < numPoly; k++ { step := int(k * dimE * 2) for i := 0; i < int(l); i++ { @@ -151,38 +133,25 @@ func (p *GpuComputer) ComputeMultiFrameProof(polyFr []fr.Element, numChunks, chu } } } + transposingDone := time.Now() - fmt.Println("Transposed FFT") - for i := 0; i < len(coeffStoreFFTT); i++ { - vec := coeffStoreFFTT[i] - for j := 0; j < len(vec); j++ { - fmt.Printf("%v ", vec[j].String()) - } - fmt.Println() - } - - t0 := time.Now() - fmt.Println("MsmBatch") + // compute msm on each rows of the transposed matrix sumVec, err := p.MsmBatch(coeffStoreFFTT, p.FFTPointsT) if err != nil { return nil, err } + msmDone := time.Now() - t1 := time.Now() - - fmt.Println("ECNTT inverse") - // set new batch size for ntt, this equals to number of blobs - p.cfg.BatchSize = int32(numPoly) + // compute the first ecntt, and set new batch size for ntt + p.NttCfg.BatchSize = int32(numPoly) sumVecInv, err := p.ECNtt(sumVec, true) if err != nil { return nil, err } - - t2 := time.Now() + firstECNttDone := time.Now() // remove half points per poly batchInv := make([]bn254.G1Affine, len(sumVecInv)/2) - // outputs is out of order - buttefly k := 0 for i := 0; i < int(numPoly); i++ { for j := 0; j < int(dimE); j++ { @@ -190,22 +159,23 @@ func (p *GpuComputer) ComputeMultiFrameProof(polyFr []fr.Element, numChunks, chu k += 1 } } - fmt.Println("ECNTT last") + + // compute the second ecntt on the reduced size array flatProofsBatch, err := p.ECNtt(batchInv, false) if err != nil { return nil, fmt.Errorf("second ECNtt error: %w", err) } + secondECNttDone := time.Now() - t3 := time.Now() - - fmt.Println("flatProofsBatch") - - for j := 0; j < len(flatProofsBatch); j++ { - fmt.Printf("%v ", flatProofsBatch[j].String()) - } - - fmt.Printf("prepare %v, ntt %v,\n", t_prepare.Sub(begin), t_ntt.Sub(t_prepare)) - fmt.Printf("total %v mult-th %v, msm %v,fft1 %v, fft2 %v,\n", t3.Sub(begin), t0.Sub(begin), t1.Sub(t0), t2.Sub(t1), t3.Sub(t2)) + fmt.Printf("Multiproof Time Decomp \n\t\ttotal %-20v \n\t\tpreproc %-20v \n\t\tntt %-20v \n\t\ttranspose %-20v \n\t\tmsm %-v \n\t\tfft1 %-v \n\t\tfft2 %-v,\n", + secondECNttDone.Sub(begin), + preprocessDone.Sub(begin), + nttDone.Sub(preprocessDone), + transposingDone.Sub(nttDone), + msmDone.Sub(transposingDone), + firstECNttDone.Sub(msmDone), + secondECNttDone.Sub(firstECNttDone), + ) return flatProofsBatch, nil } @@ -237,26 +207,6 @@ func (p *GpuComputer) proofWorkerGPU( } } -func (p *GpuComputer) GetSlicesCoeffWithoutFFT(polyFr []fr.Element, dimE, j, l uint64) ([]fr.Element, error) { - // there is a constant term - m := uint64(len(polyFr)) - 1 - dim := (m - j) / l - - toeV := make([]fr.Element, 2*dimE-1) - for i := uint64(0); i < dim; i++ { - - toeV[i].Set(&polyFr[m-(j+i*l)]) - } - - // use precompute table - tm, err := toeplitz.NewToeplitz(toeV, p.SFs) - if err != nil { - return nil, err - } - return tm.GetCoeff() -} - -/* // capable of batching blobs func (p *GpuComputer) GetSlicesCoeffWithoutFFT(polyFr []fr.Element, dimE, j, l uint64) ([]fr.Element, error) { // there is a constant term @@ -277,4 +227,3 @@ func (p *GpuComputer) GetSlicesCoeffWithoutFFT(polyFr []fr.Element, dimE, j, l u } return tm.GetCoeff() } -*/ diff --git a/encoding/kzg/prover/gpu/ntt.go b/encoding/kzg/prover/gpu/ntt.go index a90d5dd3d..214b407fd 100644 --- a/encoding/kzg/prover/gpu/ntt.go +++ b/encoding/kzg/prover/gpu/ntt.go @@ -1,37 +1,13 @@ package gpu import ( + "github.com/Layr-Labs/eigenda/encoding/utils/gpu_utils" "github.com/consensys/gnark-crypto/ecc/bn254/fr" - "github.com/consensys/gnark-crypto/ecc/bn254/fr/fft" "github.com/ingonyama-zk/icicle/v2/wrappers/golang/core" bn254_icicle "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254" bn254_icicle_ntt "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254/ntt" ) -// batchSize is number of batches -func SetupNTT() core.NTTConfig[[bn254_icicle.SCALAR_LIMBS]uint32] { - cfg := bn254_icicle_ntt.GetDefaultNttConfig() - - cfg.Ordering = core.KNN - cfg.NttAlgorithm = core.Radix2 - - // batchSize will change later when used - cfg.BatchSize = int32(1) - cfg.NttAlgorithm = core.Radix2 - - // maximally possible - exp := 28 - - rouMont, _ := fft.Generator(uint64(1 << exp)) - rou := rouMont.Bits() - rouIcicle := bn254_icicle.ScalarField{} - limbs := core.ConvertUint64ArrToUint32Arr(rou[:]) - rouIcicle.FromLimbs(limbs) - bn254_icicle_ntt.InitDomain(rouIcicle, cfg.Ctx, false) - - return cfg -} - func (c *GpuComputer) NTT(batchFr [][]fr.Element) ([][]fr.Element, error) { numSymbol := len(batchFr[0]) batchSize := len(batchFr) @@ -43,13 +19,13 @@ func (c *GpuComputer) NTT(batchFr [][]fr.Element) ([][]fr.Element, error) { for i := 0; i < len(batchFr); i++ { flattenBatchFr = append(flattenBatchFr, batchFr[i]...) } - flattenBatchSf := ConvertFrToScalarFieldsBytes(flattenBatchFr) + flattenBatchSf := gpu_utils.ConvertFrToScalarFieldsBytes(flattenBatchFr) scalarsCopy := core.HostSliceFromElements[bn254_icicle.ScalarField](flattenBatchSf) // run ntt output := make(core.HostSlice[bn254_icicle.ScalarField], totalSize) - bn254_icicle_ntt.Ntt(scalarsCopy, core.KForward, &c.cfg, output) - flattenBatchFrOutput := ConvertScalarFieldsToFrBytes(output) + bn254_icicle_ntt.Ntt(scalarsCopy, core.KForward, &c.NttCfg, output) + flattenBatchFrOutput := gpu_utils.ConvertScalarFieldsToFrBytes(output) // convert ntt output from icicle to gnark nttOutput := make([][]fr.Element, len(batchFr)) diff --git a/encoding/kzg/prover/parametrized_prover.go b/encoding/kzg/prover/parametrized_prover.go index 1e5672ab0..31de8a1e4 100644 --- a/encoding/kzg/prover/parametrized_prover.go +++ b/encoding/kzg/prover/parametrized_prover.go @@ -82,12 +82,15 @@ func (g *ParametrizedProver) Encode(inputFr []fr.Element) (*bn254.G1Affine, *bn2 multiProofDone := time.Now() if g.Verbose { - log.Printf(" RS encode takes %v\n", rsEncodeDone.Sub(startTime)) - log.Printf(" Commiting takes %v\n", commitDone.Sub(rsEncodeDone)) - log.Printf(" LengthCommit takes %v\n", lengthCommitDone.Sub(commitDone)) - log.Printf(" lengthProof takes %v\n", lengthProofDone.Sub(lengthCommitDone)) - log.Printf(" multiProof takes %v\n", multiProofDone.Sub(lengthProofDone)) - log.Printf("Meta infro. order %v. shift %v\n", len(g.Srs.G2), g.SRSOrder-uint64(len(inputFr))) + log.Printf("\n\t\tRS encode %-v\n\t\tCommiting %-v\n\t\tLengthCommit %-v\n\t\tlengthProof %-v\n\t\tmultiProof %-v\n\t\tMetaInfo. order %-v shift %v\n", + rsEncodeDone.Sub(startTime), + commitDone.Sub(rsEncodeDone), + lengthCommitDone.Sub(commitDone), + lengthProofDone.Sub(lengthCommitDone), + multiProofDone.Sub(lengthProofDone), + len(g.Srs.G2), + g.SRSOrder-uint64(len(inputFr)), + ) } // assemble frames diff --git a/encoding/kzg/prover/prover.go b/encoding/kzg/prover/prover.go index dc299fbc9..543435296 100644 --- a/encoding/kzg/prover/prover.go +++ b/encoding/kzg/prover/prover.go @@ -17,6 +17,9 @@ import ( "github.com/Layr-Labs/eigenda/encoding/kzg/prover/cpu" "github.com/Layr-Labs/eigenda/encoding/kzg/prover/gpu" "github.com/Layr-Labs/eigenda/encoding/rs" + rs_cpu "github.com/Layr-Labs/eigenda/encoding/rs/cpu" + rs_gpu "github.com/Layr-Labs/eigenda/encoding/rs/gpu" + "github.com/Layr-Labs/eigenda/encoding/utils/gpu_utils" "github.com/consensys/gnark-crypto/ecc/bn254" _ "go.uber.org/automaxprocs" @@ -239,6 +242,10 @@ func (g *Prover) newProver(params encoding.EncodingParams) (*ParametrizedProver, t := uint8(math.Log2(float64(2 * encoder.NumChunks))) sfs := fft.NewFFTSettings(t) + // Set RS computer + var rsComputer rs.RSComputer + + // Set KZG Prover computer var computer ProofComputer if !g.UseGpu { computer = &cpu.CpuComputer{ @@ -249,7 +256,13 @@ func (g *Prover) newProver(params encoding.EncodingParams) (*ParametrizedProver, G2Trailing: g.G2Trailing, KzgConfig: g.KzgConfig, } + rsComputer = &rs_cpu.CpuComputer{ + Fs: fs, + EncodingParams: params, + } } else { + nttCfg := gpu_utils.SetupNTT() + computer = &gpu.GpuComputer{ Fs: fs, FFTPointsT: fftPointsT, @@ -257,8 +270,16 @@ func (g *Prover) newProver(params encoding.EncodingParams) (*ParametrizedProver, Srs: g.Srs, G2Trailing: g.G2Trailing, KzgConfig: g.KzgConfig, + NttCfg: nttCfg, + } + + rsComputer = &rs_gpu.GpuComputer{ + Fs: fs, + EncodingParams: params, + NttCfg: nttCfg, } } + encoder.Computer = rsComputer return &ParametrizedProver{ Encoder: encoder, diff --git a/encoding/rs/cpu/extend_poly.go b/encoding/rs/cpu/extend_poly.go new file mode 100644 index 000000000..224822e5a --- /dev/null +++ b/encoding/rs/cpu/extend_poly.go @@ -0,0 +1,22 @@ +package cpu + +import ( + "github.com/Layr-Labs/eigenda/encoding" + "github.com/Layr-Labs/eigenda/encoding/fft" + "github.com/consensys/gnark-crypto/ecc/bn254/fr" +) + +type CpuComputer struct { + Fs *fft.FFTSettings + encoding.EncodingParams +} + +// Encoding Reed Solomon using FFT +func (g *CpuComputer) ExtendPolyEval(coeffs []fr.Element) ([]fr.Element, error) { + evals, err := g.Fs.FFT(coeffs, false) + if err != nil { + return nil, err + } + + return evals, nil +} diff --git a/encoding/rs/encode.go b/encoding/rs/encode.go index 241f0b27d..edd64350e 100644 --- a/encoding/rs/encode.go +++ b/encoding/rs/encode.go @@ -1,7 +1,6 @@ package rs import ( - "errors" "fmt" "log" "time" @@ -37,18 +36,23 @@ func (g *Encoder) Encode(inputFr []fr.Element) ([]Frame, []uint32, error) { start := time.Now() intermediate := time.Now() - polyCoeffs := inputFr + pdCoeffs, err := g.PadPolyEval(inputFr) + if err != nil { + return nil, nil, nil, err + } - // extend data based on Sys, Par ratio. The returned fullCoeffsPoly is padded with 0 to ease proof - polyEvals, _, err := g.ExtendPolyEval(polyCoeffs) + polyEvals, err := g.Computer.ExtendPolyEval(pdCoeffs) if err != nil { - return nil, nil, err + return nil, nil, nil, err } - if g.verbose { - log.Printf(" Extending evaluation takes %v\n", time.Since(intermediate)) + poly := &GlobalPoly{ + Values: polyEvals, + Coeffs: inputFr, } + log.Printf(" Extending evaluation takes %v\n", time.Since(intermediate)) + // create frames to group relevant info frames, indices, err := g.MakeFrames(polyEvals) if err != nil { @@ -117,27 +121,31 @@ func (g *Encoder) MakeFrames( return frames, indices, nil } -// Encoding Reed Solomon using FFT -func (g *Encoder) ExtendPolyEval(coeffs []fr.Element) ([]fr.Element, []fr.Element, error) { - +func (g *Encoder) PadPolyEval(coeffs []fr.Element) ([]fr.Element, error) { if len(coeffs) > int(g.NumEvaluations()) { - return nil, nil, errors.New("the provided encoding parameters are not sufficient for the size of the data input") + return nil, fmt.Errorf("the provided encoding parameters are not sufficient for the size of the data input") } pdCoeffs := make([]fr.Element, g.NumEvaluations()) for i := 0; i < len(coeffs); i++ { pdCoeffs[i].Set(&coeffs[i]) } + // Padding to GPU for i := len(coeffs); i < len(pdCoeffs); i++ { pdCoeffs[i].SetZero() } + return pdCoeffs, nil +} - evals, err := g.Fs.FFT(pdCoeffs, false) +// Encoding Reed Solomon using FFT +func (g *Encoder) ExtendPolyEval(coeffs []fr.Element) ([]fr.Element, error) { + + evals, err := g.Fs.FFT(coeffs, false) if err != nil { - return nil, nil, err + return nil, err } - return evals, pdCoeffs, nil + return evals, nil } type JobRequest struct { diff --git a/encoding/rs/encoder.go b/encoding/rs/encoder.go index 0b9fcdb15..5e13f6f65 100644 --- a/encoding/rs/encoder.go +++ b/encoding/rs/encoder.go @@ -6,6 +6,7 @@ import ( "github.com/Layr-Labs/eigenda/encoding" "github.com/Layr-Labs/eigenda/encoding/fft" + "github.com/consensys/gnark-crypto/ecc/bn254/fr" ) type Encoder struct { @@ -16,6 +17,12 @@ type Encoder struct { verbose bool NumRSWorker int + + Computer RSComputer +} + +type RSComputer interface { + ExtendPolyEval(coeffs []fr.Element) ([]fr.Element, error) } // The function creates a high level struct that determines the encoding the a data of a diff --git a/encoding/rs/gpu/extend_poly.go b/encoding/rs/gpu/extend_poly.go new file mode 100644 index 000000000..4dc7b3315 --- /dev/null +++ b/encoding/rs/gpu/extend_poly.go @@ -0,0 +1,47 @@ +package gpu + +import ( + "errors" + + "github.com/Layr-Labs/eigenda/encoding" + "github.com/Layr-Labs/eigenda/encoding/fft" + "github.com/Layr-Labs/eigenda/encoding/utils/gpu_utils" + "github.com/consensys/gnark-crypto/ecc/bn254/fr" + "github.com/ingonyama-zk/icicle/v2/wrappers/golang/core" + bn254_icicle "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254" + "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254/ntt" +) + +type GpuComputer struct { + Fs *fft.FFTSettings + encoding.EncodingParams + NttCfg core.NTTConfig[[bn254_icicle.SCALAR_LIMBS]uint32] +} + +// Encoding Reed Solomon using FFT +func (g *GpuComputer) ExtendPolyEval(coeffs []fr.Element) ([]fr.Element, error) { + + if len(coeffs) > int(g.NumEvaluations()) { + return nil, errors.New("the provided encoding parameters are not sufficient for the size of the data input") + } + + pdCoeffs := make([]fr.Element, g.NumEvaluations()) + for i := 0; i < len(coeffs); i++ { + pdCoeffs[i].Set(&coeffs[i]) + } + for i := len(coeffs); i < len(pdCoeffs); i++ { + pdCoeffs[i].SetZero() + } + + scalarsSF := gpu_utils.ConvertFrToScalarFieldsBytes(pdCoeffs) + + scalars := core.HostSliceFromElements[bn254_icicle.ScalarField](scalarsSF) + + outputDevice := make(core.HostSlice[bn254_icicle.ScalarField], len(pdCoeffs)) + + ntt.Ntt(scalars, core.KForward, &g.NttCfg, outputDevice) + + evals := gpu_utils.ConvertScalarFieldsToFrBytes(outputDevice) + + return evals, nil +} diff --git a/encoding/utils/gpu_utils/ntt_setup.go b/encoding/utils/gpu_utils/ntt_setup.go new file mode 100644 index 000000000..4f00aa1ac --- /dev/null +++ b/encoding/utils/gpu_utils/ntt_setup.go @@ -0,0 +1,32 @@ +package gpu_utils + +import ( + "github.com/consensys/gnark-crypto/ecc/bn254/fr/fft" + "github.com/ingonyama-zk/icicle/v2/wrappers/golang/core" + bn254_icicle "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254" + bn254_icicle_ntt "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254/ntt" +) + +// batchSize is number of batches +func SetupNTT() core.NTTConfig[[bn254_icicle.SCALAR_LIMBS]uint32] { + cfg := bn254_icicle_ntt.GetDefaultNttConfig() + + cfg.Ordering = core.KNN + cfg.NttAlgorithm = core.Radix2 + + // batchSize will change later when used + cfg.BatchSize = int32(1) + cfg.NttAlgorithm = core.Radix2 + + // maximally possible + exp := 28 + + rouMont, _ := fft.Generator(uint64(1 << exp)) + rou := rouMont.Bits() + rouIcicle := bn254_icicle.ScalarField{} + limbs := core.ConvertUint64ArrToUint32Arr(rou[:]) + rouIcicle.FromLimbs(limbs) + bn254_icicle_ntt.InitDomain(rouIcicle, cfg.Ctx, false) + + return cfg +} diff --git a/encoding/kzg/prover/gpu/utils.go b/encoding/utils/gpu_utils/utils.go similarity index 99% rename from encoding/kzg/prover/gpu/utils.go rename to encoding/utils/gpu_utils/utils.go index 5ad6f2993..f20129cdc 100644 --- a/encoding/kzg/prover/gpu/utils.go +++ b/encoding/utils/gpu_utils/utils.go @@ -1,4 +1,4 @@ -package gpu +package gpu_utils import ( "github.com/consensys/gnark-crypto/ecc/bn254" From 6194f83deb0d82966a6c47fbf1e45b108c17f61c Mon Sep 17 00:00:00 2001 From: Ubuntu <ubuntu@ip-172-31-26-65.ec2.internal> Date: Sun, 7 Jul 2024 04:11:57 +0000 Subject: [PATCH 3/6] working parallel kzg proof compute --- encoding/kzg/prover/gpu/ecntt.go | 2 +- encoding/kzg/prover/gpu/msm.go | 2 +- encoding/kzg/prover/gpu/multiframe_proof.go | 22 ++- encoding/kzg/prover/gpu/ntt.go | 8 +- encoding/kzg/prover/parametrized_prover.go | 159 ++++++++++++++------ encoding/kzg/prover/proof_device.go | 2 +- encoding/kzg/prover/prover.go | 16 +- encoding/rs/encode.go | 14 +- encoding/rs/encoder.go | 4 +- encoding/rs/gpu/extend_poly.go | 26 ++-- encoding/test/main.go | 44 ++++-- 11 files changed, 193 insertions(+), 106 deletions(-) diff --git a/encoding/kzg/prover/gpu/ecntt.go b/encoding/kzg/prover/gpu/ecntt.go index 992e1082b..668ffb65c 100644 --- a/encoding/kzg/prover/gpu/ecntt.go +++ b/encoding/kzg/prover/gpu/ecntt.go @@ -12,7 +12,7 @@ import ( "github.com/ingonyama-zk/icicle/v2/wrappers/golang/core" ) -func (c *GpuComputer) ECNtt(batchPoints []bn254.G1Affine, isInverse bool) ([]bn254.G1Affine, error) { +func (c *GpuComputeDevice) ECNtt(batchPoints []bn254.G1Affine, isInverse bool) ([]bn254.G1Affine, error) { totalNumSym := len(batchPoints) // convert gnark affine to icicle projective on slice diff --git a/encoding/kzg/prover/gpu/msm.go b/encoding/kzg/prover/gpu/msm.go index 39d620187..cbb8c7bf1 100644 --- a/encoding/kzg/prover/gpu/msm.go +++ b/encoding/kzg/prover/gpu/msm.go @@ -13,7 +13,7 @@ import ( ) // MsmBatch function supports batch across blobs -func (c *GpuComputer) MsmBatch(rowsFr [][]fr.Element, rowsG1 [][]bn254.G1Affine) ([]bn254.G1Affine, error) { +func (c *GpuComputeDevice) MsmBatch(rowsFr [][]fr.Element, rowsG1 [][]bn254.G1Affine) ([]bn254.G1Affine, error) { msmCfg := icicle_bn254_msm.GetDefaultMSMConfig() rowsSfIcicle := make([]icicle_bn254.ScalarField, 0) rowsAffineIcicle := make([]icicle_bn254.Affine, 0) diff --git a/encoding/kzg/prover/gpu/multiframe_proof.go b/encoding/kzg/prover/gpu/multiframe_proof.go index 584abce15..9069faaaf 100644 --- a/encoding/kzg/prover/gpu/multiframe_proof.go +++ b/encoding/kzg/prover/gpu/multiframe_proof.go @@ -2,6 +2,7 @@ package gpu import ( "fmt" + "sync" "time" "github.com/Layr-Labs/eigenda/encoding/fft" @@ -19,18 +20,19 @@ type WorkerResult struct { err error } -type GpuComputer struct { +type GpuComputeDevice struct { *kzg.KzgConfig Fs *fft.FFTSettings FFTPointsT [][]bn254.G1Affine // transpose of FFTPoints SFs *fft.FFTSettings Srs *kzg.SRS G2Trailing []bn254.G2Affine - NttCfg core.NTTConfig[[bn254_icicle.SCALAR_LIMBS]uint32] + NttCfg core.NTTConfig[[bn254_icicle.SCALAR_LIMBS]uint32] + GpuLock *sync.Mutex // lock whenever gpu is needed, } // benchmarks shows cpu commit on 2MB blob only takes 24.165562ms. For now, use cpu -func (p *GpuComputer) ComputeLengthProof(coeffs []fr.Element) (*bn254.G2Affine, error) { +func (p *GpuComputeDevice) ComputeLengthProof(coeffs []fr.Element) (*bn254.G2Affine, error) { inputLength := uint64(len(coeffs)) shiftedSecret := p.G2Trailing[p.KzgConfig.SRSNumberToLoad-inputLength:] config := ecc.MultiExpConfig{} @@ -44,7 +46,7 @@ func (p *GpuComputer) ComputeLengthProof(coeffs []fr.Element) (*bn254.G2Affine, } // benchmarks shows cpu commit on 2MB blob only takes 11.673738ms. For now, use cpu -func (p *GpuComputer) ComputeCommitment(coeffs []fr.Element) (*bn254.G1Affine, error) { +func (p *GpuComputeDevice) ComputeCommitment(coeffs []fr.Element) (*bn254.G1Affine, error) { // compute commit for the full poly config := ecc.MultiExpConfig{} var commitment bn254.G1Affine @@ -56,7 +58,7 @@ func (p *GpuComputer) ComputeCommitment(coeffs []fr.Element) (*bn254.G1Affine, e } // benchmarks shows cpu commit on 2MB blob only takes 31.318661ms. For now, use cpu -func (p *GpuComputer) ComputeLengthCommitment(coeffs []fr.Element) (*bn254.G2Affine, error) { +func (p *GpuComputeDevice) ComputeLengthCommitment(coeffs []fr.Element) (*bn254.G2Affine, error) { config := ecc.MultiExpConfig{} var lengthCommitment bn254.G2Affine @@ -69,7 +71,7 @@ func (p *GpuComputer) ComputeLengthCommitment(coeffs []fr.Element) (*bn254.G2Aff // This function supports batching over multiple blobs. // All blobs must have same size and concatenated passed as polyFr -func (p *GpuComputer) ComputeMultiFrameProof(polyFr []fr.Element, numChunks, chunkLen, numWorker uint64) ([]bn254.G1Affine, error) { +func (p *GpuComputeDevice) ComputeMultiFrameProof(polyFr []fr.Element, numChunks, chunkLen, numWorker uint64) ([]bn254.G1Affine, error) { // Robert: Standardizing this to use the same math used in precomputeSRS dimE := numChunks l := chunkLen @@ -110,6 +112,10 @@ func (p *GpuComputer) ComputeMultiFrameProof(polyFr []fr.Element, numChunks, chu } preprocessDone := time.Now() + // Start using GPU + p.GpuLock.Lock() + defer p.GpuLock.Unlock() + // Compute NTT on the coeff matrix p.NttCfg.BatchSize = int32(l) coeffStoreFFT, e := p.NTT(coeffStore) @@ -180,7 +186,7 @@ func (p *GpuComputer) ComputeMultiFrameProof(polyFr []fr.Element, numChunks, chu return flatProofsBatch, nil } -func (p *GpuComputer) proofWorkerGPU( +func (p *GpuComputeDevice) proofWorkerGPU( polyFr []fr.Element, jobChan <-chan uint64, l uint64, @@ -208,7 +214,7 @@ func (p *GpuComputer) proofWorkerGPU( } // capable of batching blobs -func (p *GpuComputer) GetSlicesCoeffWithoutFFT(polyFr []fr.Element, dimE, j, l uint64) ([]fr.Element, error) { +func (p *GpuComputeDevice) GetSlicesCoeffWithoutFFT(polyFr []fr.Element, dimE, j, l uint64) ([]fr.Element, error) { // there is a constant term m := uint64(dimE*l) - 1 dim := (m - j%l) / l diff --git a/encoding/kzg/prover/gpu/ntt.go b/encoding/kzg/prover/gpu/ntt.go index 214b407fd..d55474181 100644 --- a/encoding/kzg/prover/gpu/ntt.go +++ b/encoding/kzg/prover/gpu/ntt.go @@ -1,6 +1,8 @@ package gpu import ( + "fmt" + "github.com/Layr-Labs/eigenda/encoding/utils/gpu_utils" "github.com/consensys/gnark-crypto/ecc/bn254/fr" "github.com/ingonyama-zk/icicle/v2/wrappers/golang/core" @@ -8,7 +10,11 @@ import ( bn254_icicle_ntt "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254/ntt" ) -func (c *GpuComputer) NTT(batchFr [][]fr.Element) ([][]fr.Element, error) { +func (c *GpuComputeDevice) NTT(batchFr [][]fr.Element) ([][]fr.Element, error) { + if len(batchFr) == 0 { + return nil, fmt.Errorf("input to NTT contains no blob") + } + numSymbol := len(batchFr[0]) batchSize := len(batchFr) diff --git a/encoding/kzg/prover/parametrized_prover.go b/encoding/kzg/prover/parametrized_prover.go index 31de8a1e4..e24ff5b44 100644 --- a/encoding/kzg/prover/parametrized_prover.go +++ b/encoding/kzg/prover/parametrized_prover.go @@ -6,6 +6,7 @@ import ( "time" "github.com/Layr-Labs/eigenda/encoding" + "github.com/hashicorp/go-multierror" "github.com/Layr-Labs/eigenda/encoding/fft" "github.com/Layr-Labs/eigenda/encoding/kzg" @@ -26,7 +27,34 @@ type ParametrizedProver struct { FFTPointsT [][]bn254.G1Affine // transpose of FFTPoints UseGpu bool - Computer ProofComputer + Computer ProofComputeDevice +} + +type RsEncodeResult struct { + Frames []rs.Frame + Indices []uint32 + Err error + Duration time.Duration +} +type LengthCommitmentResult struct { + LengthCommitment bn254.G2Affine + Err error + Duration time.Duration +} +type LengthProofResult struct { + LengthProof bn254.G2Affine + Err error + Duration time.Duration +} +type CommitmentResult struct { + Commitment bn254.G1Affine + Err error + Duration time.Duration +} +type ProofsResult struct { + Proofs []bn254.G1Affine + Err error + Duration time.Duration } // just a wrapper to take bytes not Fr Element @@ -44,66 +72,107 @@ func (g *ParametrizedProver) Encode(inputFr []fr.Element) (*bn254.G1Affine, *bn2 return nil, nil, nil, nil, nil, fmt.Errorf("poly Coeff length %v is greater than Loaded SRS points %v", len(inputFr), int(g.KzgConfig.SRSNumberToLoad)) } - startTime := time.Now() - // compute chunks - poly, frames, indices, err := g.Encoder.Encode(inputFr) - if err != nil { - return nil, nil, nil, nil, nil, err - } - rsEncodeDone := time.Now() - - // compute commit for the full poly - commit, err := g.Computer.ComputeCommitment(poly.Coeffs) - if err != nil { - return nil, nil, nil, nil, nil, err - } - commitDone := time.Now() + encodeStart := time.Now() - lengthCommitment, err := g.Computer.ComputeLengthCommitment(poly.Coeffs) - if err != nil { - return nil, nil, nil, nil, nil, err - } - lengthCommitDone := time.Now() + rsChan := make(chan RsEncodeResult, 1) + lengthCommitmentChan := make(chan LengthCommitmentResult, 1) + lengthProofChan := make(chan LengthProofResult, 1) + commitmentChan := make(chan CommitmentResult, 1) + proofChan := make(chan ProofsResult, 1) - lengthProof, err := g.Computer.ComputeLengthProof(poly.Coeffs) - if err != nil { - return nil, nil, nil, nil, nil, err - } - lengthProofDone := time.Now() + // inputFr is untouched + // compute chunks + go func() { + start := time.Now() + frames, indices, err := g.Encoder.Encode(inputFr) + rsChan <- RsEncodeResult{ + Frames: frames, + Indices: indices, + Err: err, + Duration: time.Since(start), + } + }() - // compute proofs - paddedCoeffs := make([]fr.Element, g.NumEvaluations()) - // polyCoeffs has less points than paddedCoeffs in general due to erasure redundancy - copy(paddedCoeffs, poly.Coeffs) - proofs, err := g.Computer.ComputeMultiFrameProof(paddedCoeffs, g.NumChunks, g.ChunkLength, g.NumWorker) - if err != nil { - return nil, nil, nil, nil, nil, fmt.Errorf("could not generate proofs: %v", err) + // compute commit for the full poly + go func() { + start := time.Now() + commit, err := g.Computer.ComputeCommitment(inputFr) + commitmentChan <- CommitmentResult{ + Commitment: *commit, + Err: err, + Duration: time.Since(start), + } + }() + + go func() { + start := time.Now() + lengthCommitment, err := g.Computer.ComputeLengthCommitment(inputFr) + lengthCommitmentChan <- LengthCommitmentResult{ + LengthCommitment: *lengthCommitment, + Err: err, + Duration: time.Since(start), + } + }() + + go func() { + start := time.Now() + lengthProof, err := g.Computer.ComputeLengthProof(inputFr) + lengthProofChan <- LengthProofResult{ + LengthProof: *lengthProof, + Err: err, + Duration: time.Since(start), + } + }() + + go func() { + start := time.Now() + // compute proofs + paddedCoeffs := make([]fr.Element, g.NumEvaluations()) + // polyCoeffs has less points than paddedCoeffs in general due to erasure redundancy + copy(paddedCoeffs, inputFr) + proofs, err := g.Computer.ComputeMultiFrameProof(paddedCoeffs, g.NumChunks, g.ChunkLength, g.NumWorker) + proofChan <- ProofsResult{ + Proofs: proofs, + Err: err, + Duration: time.Since(start), + } + }() + + lengthProofResult := <-lengthProofChan + lengthCommitmentResult := <-lengthCommitmentChan + commitmentResult := <-commitmentChan + rsResult := <-rsChan + proofsResult := <-proofChan + + if lengthProofResult.Err != nil || lengthCommitmentResult.Err != nil || + commitmentResult.Err != nil || rsResult.Err != nil || + proofsResult.Err != nil { + return nil, nil, nil, nil, nil, multierror.Append(lengthProofResult.Err, lengthCommitmentResult.Err, commitmentResult.Err, rsResult.Err, proofsResult.Err) } - multiProofDone := time.Now() - + totalProcessingTime := time.Since(encodeStart) if g.Verbose { log.Printf("\n\t\tRS encode %-v\n\t\tCommiting %-v\n\t\tLengthCommit %-v\n\t\tlengthProof %-v\n\t\tmultiProof %-v\n\t\tMetaInfo. order %-v shift %v\n", - rsEncodeDone.Sub(startTime), - commitDone.Sub(rsEncodeDone), - lengthCommitDone.Sub(commitDone), - lengthProofDone.Sub(lengthCommitDone), - multiProofDone.Sub(lengthProofDone), + rsResult.Duration, + commitmentResult.Duration, + lengthCommitmentResult.Duration, + lengthProofResult.Duration, + proofsResult.Duration, len(g.Srs.G2), g.SRSOrder-uint64(len(inputFr)), ) } // assemble frames - kzgFrames := make([]encoding.Frame, len(frames)) - for i, index := range indices { + kzgFrames := make([]encoding.Frame, len(rsResult.Frames)) + for i, index := range rsResult.Indices { kzgFrames[i] = encoding.Frame{ - Proof: proofs[index], - Coeffs: frames[i].Coeffs, + Proof: proofsResult.Proofs[index], + Coeffs: rsResult.Frames[i].Coeffs, } } if g.Verbose { - log.Printf("Total encoding took %v\n", time.Since(startTime)) + log.Printf("Total encoding took %v\n", totalProcessingTime) } - return commit, lengthCommitment, lengthProof, kzgFrames, indices, nil + return &commitmentResult.Commitment, &lengthCommitmentResult.LengthCommitment, &lengthProofResult.LengthProof, kzgFrames, rsResult.Indices, nil } diff --git a/encoding/kzg/prover/proof_device.go b/encoding/kzg/prover/proof_device.go index 680b9ab09..8117979ba 100644 --- a/encoding/kzg/prover/proof_device.go +++ b/encoding/kzg/prover/proof_device.go @@ -5,7 +5,7 @@ import ( "github.com/consensys/gnark-crypto/ecc/bn254/fr" ) -type ProofComputer interface { +type ProofComputeDevice interface { // blobFr are coefficients ComputeCommitment(blobFr []fr.Element) (*bn254.G1Affine, error) ComputeMultiFrameProof(blobFr []fr.Element, numChunks, chunkLen, numWorker uint64) ([]bn254.G1Affine, error) diff --git a/encoding/kzg/prover/prover.go b/encoding/kzg/prover/prover.go index 543435296..4db27e076 100644 --- a/encoding/kzg/prover/prover.go +++ b/encoding/kzg/prover/prover.go @@ -243,10 +243,10 @@ func (g *Prover) newProver(params encoding.EncodingParams) (*ParametrizedProver, sfs := fft.NewFFTSettings(t) // Set RS computer - var rsComputer rs.RSComputer + var RsComputeDevice rs.RsComputeDevice // Set KZG Prover computer - var computer ProofComputer + var computer ProofComputeDevice if !g.UseGpu { computer = &cpu.CpuComputer{ Fs: fs, @@ -256,14 +256,14 @@ func (g *Prover) newProver(params encoding.EncodingParams) (*ParametrizedProver, G2Trailing: g.G2Trailing, KzgConfig: g.KzgConfig, } - rsComputer = &rs_cpu.CpuComputer{ + RsComputeDevice = &rs_cpu.CpuComputer{ Fs: fs, EncodingParams: params, } } else { nttCfg := gpu_utils.SetupNTT() - - computer = &gpu.GpuComputer{ + GpuLock := sync.Mutex{} + computer = &gpu.GpuComputeDevice{ Fs: fs, FFTPointsT: fftPointsT, SFs: sfs, @@ -271,15 +271,17 @@ func (g *Prover) newProver(params encoding.EncodingParams) (*ParametrizedProver, G2Trailing: g.G2Trailing, KzgConfig: g.KzgConfig, NttCfg: nttCfg, + GpuLock: &GpuLock, } - rsComputer = &rs_gpu.GpuComputer{ + RsComputeDevice = &rs_gpu.GpuComputeDevice{ Fs: fs, EncodingParams: params, NttCfg: nttCfg, + GpuLock: &GpuLock, } } - encoder.Computer = rsComputer + encoder.Computer = RsComputeDevice return &ParametrizedProver{ Encoder: encoder, diff --git a/encoding/rs/encode.go b/encoding/rs/encode.go index edd64350e..9a6e6460f 100644 --- a/encoding/rs/encode.go +++ b/encoding/rs/encode.go @@ -11,11 +11,6 @@ import ( "github.com/consensys/gnark-crypto/ecc/bn254/fr" ) -type GlobalPoly struct { - Coeffs []fr.Element - Values []fr.Element -} - // just a wrapper to take bytes not Fr Element func (g *Encoder) EncodeBytes(inputBytes []byte) ([]Frame, []uint32, error) { inputFr, err := ToFrArray(inputBytes) @@ -38,17 +33,12 @@ func (g *Encoder) Encode(inputFr []fr.Element) ([]Frame, []uint32, error) { pdCoeffs, err := g.PadPolyEval(inputFr) if err != nil { - return nil, nil, nil, err + return nil, nil, err } polyEvals, err := g.Computer.ExtendPolyEval(pdCoeffs) if err != nil { - return nil, nil, nil, err - } - - poly := &GlobalPoly{ - Values: polyEvals, - Coeffs: inputFr, + return nil, nil, err } log.Printf(" Extending evaluation takes %v\n", time.Since(intermediate)) diff --git a/encoding/rs/encoder.go b/encoding/rs/encoder.go index 5e13f6f65..28ef5846b 100644 --- a/encoding/rs/encoder.go +++ b/encoding/rs/encoder.go @@ -18,10 +18,10 @@ type Encoder struct { NumRSWorker int - Computer RSComputer + Computer RsComputeDevice } -type RSComputer interface { +type RsComputeDevice interface { ExtendPolyEval(coeffs []fr.Element) ([]fr.Element, error) } diff --git a/encoding/rs/gpu/extend_poly.go b/encoding/rs/gpu/extend_poly.go index 4dc7b3315..e1cb73fe7 100644 --- a/encoding/rs/gpu/extend_poly.go +++ b/encoding/rs/gpu/extend_poly.go @@ -1,7 +1,7 @@ package gpu import ( - "errors" + "sync" "github.com/Layr-Labs/eigenda/encoding" "github.com/Layr-Labs/eigenda/encoding/fft" @@ -12,32 +12,24 @@ import ( "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254/ntt" ) -type GpuComputer struct { +type GpuComputeDevice struct { Fs *fft.FFTSettings encoding.EncodingParams - NttCfg core.NTTConfig[[bn254_icicle.SCALAR_LIMBS]uint32] + NttCfg core.NTTConfig[[bn254_icicle.SCALAR_LIMBS]uint32] + GpuLock *sync.Mutex } // Encoding Reed Solomon using FFT -func (g *GpuComputer) ExtendPolyEval(coeffs []fr.Element) ([]fr.Element, error) { +func (g *GpuComputeDevice) ExtendPolyEval(coeffs []fr.Element) ([]fr.Element, error) { - if len(coeffs) > int(g.NumEvaluations()) { - return nil, errors.New("the provided encoding parameters are not sufficient for the size of the data input") - } + g.GpuLock.Lock() + defer g.GpuLock.Unlock() - pdCoeffs := make([]fr.Element, g.NumEvaluations()) - for i := 0; i < len(coeffs); i++ { - pdCoeffs[i].Set(&coeffs[i]) - } - for i := len(coeffs); i < len(pdCoeffs); i++ { - pdCoeffs[i].SetZero() - } - - scalarsSF := gpu_utils.ConvertFrToScalarFieldsBytes(pdCoeffs) + scalarsSF := gpu_utils.ConvertFrToScalarFieldsBytes(coeffs) scalars := core.HostSliceFromElements[bn254_icicle.ScalarField](scalarsSF) - outputDevice := make(core.HostSlice[bn254_icicle.ScalarField], len(pdCoeffs)) + outputDevice := make(core.HostSlice[bn254_icicle.ScalarField], len(coeffs)) ntt.Ntt(scalars, core.KForward, &g.NttCfg, outputDevice) diff --git a/encoding/test/main.go b/encoding/test/main.go index d0262e53d..98d214276 100644 --- a/encoding/test/main.go +++ b/encoding/test/main.go @@ -15,6 +15,7 @@ import ( "github.com/Layr-Labs/eigenda/encoding/rs" "github.com/consensys/gnark-crypto/ecc/bn254/fr" + cr "github.com/ingonyama-zk/icicle/v2/wrappers/golang/cuda_runtime" ) func main() { @@ -51,27 +52,49 @@ func readpoints() { */ func TestKzgRs() { - numSymbols := 4 + isSmallTest := false + + numSymbols := 4096 * 8 // encode parameters - numNode := uint64(4) // 200 - numSys := uint64(2) // 180 + numNode := uint64(4096) // 200 + numSys := uint64(512) // 180 numPar := numNode - numSys - // Prepare data - fmt.Printf("* Task Starts\n") - fmt.Printf(" Num Sys: %v\n", numSys) - fmt.Printf(" Num Par: %v\n", numPar) - //fmt.Printf(" Data size(byte): %v\n", len(inputBytes)) + + numDevices, _ := cr.GetDeviceCount() + fmt.Println("num device ", numDevices) kzgConfig := &kzg.KzgConfig{ G1Path: "../../inabox/resources/kzg/g1.point.300000", G2Path: "../../inabox/resources/kzg/g2.point.300000", CacheDir: "SRSTables", - SRSOrder: 3000, - SRSNumberToLoad: 3000, + SRSOrder: 300000, + SRSNumberToLoad: 300000, NumWorker: uint64(runtime.GOMAXPROCS(0)), Verbose: true, } + if isSmallTest { + numSymbols = 4 + numNode = 4 + numSys = 2 + numPar = numNode - numSys + kzgConfig = &kzg.KzgConfig{ + G1Path: "../../inabox/resources/kzg/g1.point.300000", + G2Path: "../../inabox/resources/kzg/g2.point.300000", + CacheDir: "SRSTables", + SRSOrder: 3000, + SRSNumberToLoad: 3000, + NumWorker: uint64(runtime.GOMAXPROCS(0)), + Verbose: true, + } + } + + // Prepare data + fmt.Printf("* Task Starts\n") + fmt.Printf(" Num Sys: %v\n", numSys) + fmt.Printf(" Num Par: %v\n", numPar) + //fmt.Printf(" Data size(byte): %v\n", len(inputBytes)) + // create encoding object p, _ := prover.NewProver(kzgConfig, true) @@ -114,7 +137,6 @@ func TestKzgRs() { log.Fatal("leading coset inconsistency") } - fmt.Printf("frame %v leading coset %v\n", i, j) lc := enc.Fs.ExpandedRootsOfUnity[uint64(j)] g2Atn, err := kzg.ReadG2Point(uint64(len(f.Coeffs)), kzgConfig) From e7dc57dda35ed14ed9de950e2d44628cdf60766f Mon Sep 17 00:00:00 2001 From: Ubuntu <ubuntu@ip-172-31-26-65.ec2.internal> Date: Sun, 7 Jul 2024 20:21:55 +0000 Subject: [PATCH 4/6] optimize by adding pipeline and multi-thread conversion --- encoding/kzg/prover/gpu/ecntt.go | 32 +++++----- encoding/kzg/prover/gpu/msm.go | 44 +++---------- encoding/kzg/prover/gpu/multiframe_proof.go | 70 +++++++++++++-------- encoding/kzg/prover/gpu/ntt.go | 13 +--- encoding/kzg/prover/gpu/transpose.go | 27 ++++++++ encoding/kzg/prover/gpu/transpose_test.go | 12 ++++ encoding/kzg/prover/parametrized_prover.go | 9 ++- encoding/kzg/prover/prover.go | 17 ++--- encoding/test/main.go | 13 ++-- encoding/utils/gpu_utils/msm_setup.go | 15 +++++ encoding/utils/gpu_utils/utils.go | 56 +++++++++++++++++ 11 files changed, 205 insertions(+), 103 deletions(-) create mode 100644 encoding/kzg/prover/gpu/transpose.go create mode 100644 encoding/kzg/prover/gpu/transpose_test.go create mode 100644 encoding/utils/gpu_utils/msm_setup.go diff --git a/encoding/kzg/prover/gpu/ecntt.go b/encoding/kzg/prover/gpu/ecntt.go index 668ffb65c..97f165ee6 100644 --- a/encoding/kzg/prover/gpu/ecntt.go +++ b/encoding/kzg/prover/gpu/ecntt.go @@ -12,33 +12,31 @@ import ( "github.com/ingonyama-zk/icicle/v2/wrappers/golang/core" ) -func (c *GpuComputeDevice) ECNtt(batchPoints []bn254.G1Affine, isInverse bool) ([]bn254.G1Affine, error) { - totalNumSym := len(batchPoints) +func (c *GpuComputeDevice) ECNttToGnark(batchPoints core.HostOrDeviceSlice, isInverse bool, totalSize int) ([]bn254.G1Affine, error) { + output, err := c.ECNtt(batchPoints, isInverse, totalSize) + if err != nil { + return nil, err + } + + // convert icicle projective to gnark affine + gpuFFTBatch := gpu_utils.HostSliceIcicleProjectiveToGnarkAffine(output, int(c.NumWorker)) - // convert gnark affine to icicle projective on slice - pointsIcileProjective := gpu_utils.BatchConvertGnarkAffineToIcicleProjective(batchPoints) - pointsCopy := core.HostSliceFromElements[icicle_bn254.Projective](pointsIcileProjective) + return gpuFFTBatch, nil +} - output := make(core.HostSlice[icicle_bn254.Projective], int(totalNumSym)) +func (c *GpuComputeDevice) ECNtt(batchPoints core.HostOrDeviceSlice, isInverse bool, totalSize int) (core.HostSlice[icicle_bn254.Projective], error) { + output := make(core.HostSlice[icicle_bn254.Projective], totalSize) - // compute if isInverse { - err := ecntt.ECNtt(pointsCopy, core.KInverse, &c.NttCfg, output) + err := ecntt.ECNtt(batchPoints, core.KInverse, &c.NttCfg, output) if err.CudaErrorCode != cr.CudaSuccess || err.IcicleErrorCode != core.IcicleSuccess { return nil, fmt.Errorf("inverse ecntt failed") } } else { - err := ecntt.ECNtt(pointsCopy, core.KForward, &c.NttCfg, output) + err := ecntt.ECNtt(batchPoints, core.KForward, &c.NttCfg, output) if err.CudaErrorCode != cr.CudaSuccess || err.IcicleErrorCode != core.IcicleSuccess { return nil, fmt.Errorf("forward ecntt failed") } } - - // convert icicle projective to gnark affine - gpuFFTBatch := make([]bn254.G1Affine, len(batchPoints)) - for j := 0; j < totalNumSym; j++ { - gpuFFTBatch[j] = gpu_utils.IcicleProjectiveToGnarkAffine(output[j]) - } - - return gpuFFTBatch, nil + return output, nil } diff --git a/encoding/kzg/prover/gpu/msm.go b/encoding/kzg/prover/gpu/msm.go index cbb8c7bf1..9d36c92ee 100644 --- a/encoding/kzg/prover/gpu/msm.go +++ b/encoding/kzg/prover/gpu/msm.go @@ -3,58 +3,30 @@ package gpu import ( "fmt" - "github.com/Layr-Labs/eigenda/encoding/utils/gpu_utils" - "github.com/consensys/gnark-crypto/ecc/bn254" - "github.com/consensys/gnark-crypto/ecc/bn254/fr" "github.com/ingonyama-zk/icicle/v2/wrappers/golang/core" cr "github.com/ingonyama-zk/icicle/v2/wrappers/golang/cuda_runtime" icicle_bn254 "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254" icicle_bn254_msm "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254/msm" ) -// MsmBatch function supports batch across blobs -func (c *GpuComputeDevice) MsmBatch(rowsFr [][]fr.Element, rowsG1 [][]bn254.G1Affine) ([]bn254.G1Affine, error) { +// MsmBatch function supports batch across blobs. +// totalSize is the number of output points, which equals to numPoly * 2 * dimE , dimE is number of chunks +func (c *GpuComputeDevice) MsmBatch(rowsFrIcicleCopy core.HostOrDeviceSlice, rowsG1Icicle []icicle_bn254.Affine, totalSize int) (core.DeviceSlice, error) { msmCfg := icicle_bn254_msm.GetDefaultMSMConfig() - rowsSfIcicle := make([]icicle_bn254.ScalarField, 0) - rowsAffineIcicle := make([]icicle_bn254.Affine, 0) - numBatchEle := len(rowsFr) - // Prepare scalar fields - for _, row := range rowsFr { - rowsSfIcicle = append(rowsSfIcicle, gpu_utils.ConvertFrToScalarFieldsBytes(row)...) - } - rowsFrIcicleCopy := core.HostSliceFromElements[icicle_bn254.ScalarField](rowsSfIcicle) - - // Prepare icicle g1 affines - for _, row := range rowsG1 { - rowsAffineIcicle = append(rowsAffineIcicle, gpu_utils.BatchConvertGnarkAffineToIcicleAffine(row)...) - } - rowsG1IcicleCopy := core.HostSliceFromElements[icicle_bn254.Affine](rowsAffineIcicle) + rowsG1IcicleCopy := core.HostSliceFromElements[icicle_bn254.Affine](rowsG1Icicle) var p icicle_bn254.Projective var out core.DeviceSlice - // prepare output - _, err := out.Malloc(numBatchEle*p.Size(), p.Size()) + _, err := out.Malloc(totalSize*p.Size(), p.Size()) if err != cr.CudaSuccess { - return nil, fmt.Errorf("allocating bytes on device for projective results failed") + return out, fmt.Errorf("%v", "Allocating bytes on device for Projective results failed") } err = icicle_bn254_msm.Msm(rowsFrIcicleCopy, rowsG1IcicleCopy, &msmCfg, out) if err != cr.CudaSuccess { - return nil, fmt.Errorf("msm failed") + return out, fmt.Errorf("%v", "Msm failed") } - - // move output out of device - outHost := make(core.HostSlice[icicle_bn254.Projective], numBatchEle) - outHost.CopyFromDevice(&out) - out.Free() - - // convert data back to gnark format - gnarkOuts := make([]bn254.G1Affine, numBatchEle) - for i := 0; i < numBatchEle; i++ { - gnarkOuts[i] = gpu_utils.IcicleProjectiveToGnarkAffine(outHost[i]) - } - - return gnarkOuts, nil + return out, nil } diff --git a/encoding/kzg/prover/gpu/multiframe_proof.go b/encoding/kzg/prover/gpu/multiframe_proof.go index 9069faaaf..a1e865332 100644 --- a/encoding/kzg/prover/gpu/multiframe_proof.go +++ b/encoding/kzg/prover/gpu/multiframe_proof.go @@ -22,13 +22,13 @@ type WorkerResult struct { type GpuComputeDevice struct { *kzg.KzgConfig - Fs *fft.FFTSettings - FFTPointsT [][]bn254.G1Affine // transpose of FFTPoints - SFs *fft.FFTSettings - Srs *kzg.SRS - G2Trailing []bn254.G2Affine - NttCfg core.NTTConfig[[bn254_icicle.SCALAR_LIMBS]uint32] - GpuLock *sync.Mutex // lock whenever gpu is needed, + Fs *fft.FFTSettings + FlatFFTPointsT []bn254_icicle.Affine + SFs *fft.FFTSettings + Srs *kzg.SRS + G2Trailing []bn254.G2Affine + NttCfg core.NTTConfig[[bn254_icicle.SCALAR_LIMBS]uint32] + GpuLock *sync.Mutex // lock whenever gpu is needed, } // benchmarks shows cpu commit on 2MB blob only takes 24.165562ms. For now, use cpu @@ -76,6 +76,7 @@ func (p *GpuComputeDevice) ComputeMultiFrameProof(polyFr []fr.Element, numChunks dimE := numChunks l := chunkLen numPoly := uint64(len(polyFr)) / dimE / chunkLen + fmt.Println("numPoly", numPoly) begin := time.Now() @@ -117,32 +118,34 @@ func (p *GpuComputeDevice) ComputeMultiFrameProof(polyFr []fr.Element, numChunks defer p.GpuLock.Unlock() // Compute NTT on the coeff matrix - p.NttCfg.BatchSize = int32(l) - coeffStoreFFT, e := p.NTT(coeffStore) + p.NttCfg.BatchSize = int32(l * numPoly) + coeffStoreFft, e := p.NTT(coeffStore) if e != nil { return nil, e } nttDone := time.Now() - // transpose the FFT tranformed matrix - coeffStoreFFTT := make([][]fr.Element, dimE*2*numPoly) - for i := range coeffStoreFFTT { - coeffStoreFFTT[i] = make([]fr.Element, l) - } - - for k := uint64(0); k < numPoly; k++ { - step := int(k * dimE * 2) - for i := 0; i < int(l); i++ { - vec := coeffStoreFFT[i+int(k*l)] - for j := 0; j < int(dimE*2); j++ { - coeffStoreFFTT[j+step][i] = vec[j] + /* + fmt.Println("after fft") + vec := gpu_utils.ConvertScalarFieldsToFrBytes(coeffStoreFft) + for i := 0; i < int(l*numPoly); i++ { + length := int(dimE) * 2 + for j := 0; j < length; j++ { + fmt.Printf("%v ", vec[i*length+j].String()) } + fmt.Println() } + */ + + // transpose the FFT tranformed matrix + coeffStoreFftTranspose, err := Transpose(coeffStoreFft, int(l), int(numPoly), int(dimE)*2) + if err != nil { + return nil, e } transposingDone := time.Now() // compute msm on each rows of the transposed matrix - sumVec, err := p.MsmBatch(coeffStoreFFTT, p.FFTPointsT) + sumVec, err := p.MsmBatch(coeffStoreFftTranspose, p.FlatFFTPointsT, int(numPoly)*int(dimE)*2) if err != nil { return nil, err } @@ -150,27 +153,39 @@ func (p *GpuComputeDevice) ComputeMultiFrameProof(polyFr []fr.Element, numChunks // compute the first ecntt, and set new batch size for ntt p.NttCfg.BatchSize = int32(numPoly) - sumVecInv, err := p.ECNtt(sumVec, true) + sumVecInv, err := p.ECNtt(sumVec, true, int(dimE)*2*int(numPoly)) if err != nil { return nil, err } firstECNttDone := time.Now() + sumVec.Free() - // remove half points per poly - batchInv := make([]bn254.G1Affine, len(sumVecInv)/2) + // extract proofs + prunedSumVecInv := core.HostSliceWithValue(bn254_icicle.Projective{}, len(sumVecInv)/2) k := 0 for i := 0; i < int(numPoly); i++ { for j := 0; j < int(dimE); j++ { - batchInv[k] = sumVecInv[i*int(dimE)*2+j] + prunedSumVecInv[k] = sumVecInv[i*int(dimE)*2+j] k += 1 } } // compute the second ecntt on the reduced size array - flatProofsBatch, err := p.ECNtt(batchInv, false) + flatProofsBatch, err := p.ECNttToGnark(prunedSumVecInv, false, int(numPoly)*int(dimE)) if err != nil { return nil, fmt.Errorf("second ECNtt error: %w", err) } + + /* + // debug + for i := 0; i < int(numPoly); i++ { + for j := 0; j < int(dimE); j++ { + fmt.Printf("%v ", flatProofsBatch[i*int(dimE)+j].String()) + } + fmt.Println() + } + */ + secondECNttDone := time.Now() fmt.Printf("Multiproof Time Decomp \n\t\ttotal %-20v \n\t\tpreproc %-20v \n\t\tntt %-20v \n\t\ttranspose %-20v \n\t\tmsm %-v \n\t\tfft1 %-v \n\t\tfft2 %-v,\n", @@ -183,6 +198,7 @@ func (p *GpuComputeDevice) ComputeMultiFrameProof(polyFr []fr.Element, numChunks secondECNttDone.Sub(firstECNttDone), ) + // only takes the first half return flatProofsBatch, nil } diff --git a/encoding/kzg/prover/gpu/ntt.go b/encoding/kzg/prover/gpu/ntt.go index d55474181..de44bbcf2 100644 --- a/encoding/kzg/prover/gpu/ntt.go +++ b/encoding/kzg/prover/gpu/ntt.go @@ -10,7 +10,7 @@ import ( bn254_icicle_ntt "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254/ntt" ) -func (c *GpuComputeDevice) NTT(batchFr [][]fr.Element) ([][]fr.Element, error) { +func (c *GpuComputeDevice) NTT(batchFr [][]fr.Element) (core.HostSlice[bn254_icicle.ScalarField], error) { if len(batchFr) == 0 { return nil, fmt.Errorf("input to NTT contains no blob") } @@ -25,19 +25,12 @@ func (c *GpuComputeDevice) NTT(batchFr [][]fr.Element) ([][]fr.Element, error) { for i := 0; i < len(batchFr); i++ { flattenBatchFr = append(flattenBatchFr, batchFr[i]...) } - flattenBatchSf := gpu_utils.ConvertFrToScalarFieldsBytes(flattenBatchFr) + flattenBatchSf := gpu_utils.ConvertFrToScalarFieldsBytesThread(flattenBatchFr, int(c.NumWorker)) scalarsCopy := core.HostSliceFromElements[bn254_icicle.ScalarField](flattenBatchSf) // run ntt output := make(core.HostSlice[bn254_icicle.ScalarField], totalSize) bn254_icicle_ntt.Ntt(scalarsCopy, core.KForward, &c.NttCfg, output) - flattenBatchFrOutput := gpu_utils.ConvertScalarFieldsToFrBytes(output) - // convert ntt output from icicle to gnark - nttOutput := make([][]fr.Element, len(batchFr)) - for i := 0; i < len(batchFr); i++ { - nttOutput[i] = flattenBatchFrOutput[i*numSymbol : (i+1)*numSymbol] - } - - return nttOutput, nil + return output, nil } diff --git a/encoding/kzg/prover/gpu/transpose.go b/encoding/kzg/prover/gpu/transpose.go new file mode 100644 index 000000000..30d3ddae1 --- /dev/null +++ b/encoding/kzg/prover/gpu/transpose.go @@ -0,0 +1,27 @@ +package gpu + +import ( + "fmt" + + "github.com/ingonyama-zk/icicle/v2/wrappers/golang/core" + cr "github.com/ingonyama-zk/icicle/v2/wrappers/golang/cuda_runtime" + bn254_icicle "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254" + "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254/vecOps" +) + +// numRow and numCol describes input dimension +func Transpose(coeffStoreFFT core.HostSlice[bn254_icicle.ScalarField], l, numPoly, numCol int) (core.HostSlice[bn254_icicle.ScalarField], error) { + totalSize := l * numPoly * numCol + ctx, err := cr.GetDefaultDeviceContext() + if err != cr.CudaSuccess { + return nil, fmt.Errorf("allocating bytes on device for projective results failed") + } + + transposedNTTOutput := make(core.HostSlice[bn254_icicle.ScalarField], totalSize) + + for i := 0; i < numPoly; i++ { + vecOps.TransposeMatrix(coeffStoreFFT[i*l*numCol:(i+1)*l*numCol], transposedNTTOutput[i*l*numCol:(i+1)*l*numCol], l, numCol, ctx, false, false) + } + + return transposedNTTOutput, nil +} diff --git a/encoding/kzg/prover/gpu/transpose_test.go b/encoding/kzg/prover/gpu/transpose_test.go new file mode 100644 index 000000000..87062b82c --- /dev/null +++ b/encoding/kzg/prover/gpu/transpose_test.go @@ -0,0 +1,12 @@ +package gpu_test + +import ( + "testing" +) + +// numRow and numCol describes input dimension +func TestTranspose(t *testing.T) { + + //gpu.Transpose() + +} diff --git a/encoding/kzg/prover/parametrized_prover.go b/encoding/kzg/prover/parametrized_prover.go index e24ff5b44..0657cfd2d 100644 --- a/encoding/kzg/prover/parametrized_prover.go +++ b/encoding/kzg/prover/parametrized_prover.go @@ -130,7 +130,14 @@ func (g *ParametrizedProver) Encode(inputFr []fr.Element) (*bn254.G1Affine, *bn2 paddedCoeffs := make([]fr.Element, g.NumEvaluations()) // polyCoeffs has less points than paddedCoeffs in general due to erasure redundancy copy(paddedCoeffs, inputFr) - proofs, err := g.Computer.ComputeMultiFrameProof(paddedCoeffs, g.NumChunks, g.ChunkLength, g.NumWorker) + + numBlob := 1 + flatpaddedCoeffs := make([]fr.Element, 0, numBlob*len(paddedCoeffs)) + for i := 0; i < numBlob; i++ { + flatpaddedCoeffs = append(flatpaddedCoeffs, paddedCoeffs...) + } + + proofs, err := g.Computer.ComputeMultiFrameProof(flatpaddedCoeffs, g.NumChunks, g.ChunkLength, g.NumWorker) proofChan <- ProofsResult{ Proofs: proofs, Err: err, diff --git a/encoding/kzg/prover/prover.go b/encoding/kzg/prover/prover.go index 4db27e076..d07344be2 100644 --- a/encoding/kzg/prover/prover.go +++ b/encoding/kzg/prover/prover.go @@ -262,16 +262,17 @@ func (g *Prover) newProver(params encoding.EncodingParams) (*ParametrizedProver, } } else { nttCfg := gpu_utils.SetupNTT() + flatFftPointsT := gpu_utils.SetupMsm(fftPointsT) GpuLock := sync.Mutex{} computer = &gpu.GpuComputeDevice{ - Fs: fs, - FFTPointsT: fftPointsT, - SFs: sfs, - Srs: g.Srs, - G2Trailing: g.G2Trailing, - KzgConfig: g.KzgConfig, - NttCfg: nttCfg, - GpuLock: &GpuLock, + Fs: fs, + FlatFFTPointsT: flatFftPointsT, + SFs: sfs, + Srs: g.Srs, + G2Trailing: g.G2Trailing, + KzgConfig: g.KzgConfig, + NttCfg: nttCfg, + GpuLock: &GpuLock, } RsComputeDevice = &rs_gpu.GpuComputeDevice{ diff --git a/encoding/test/main.go b/encoding/test/main.go index 98d214276..d70a1f16e 100644 --- a/encoding/test/main.go +++ b/encoding/test/main.go @@ -4,9 +4,9 @@ import ( "fmt" "log" "math/rand" + "time" "runtime" - "time" "github.com/Layr-Labs/eigenda/encoding" "github.com/Layr-Labs/eigenda/encoding/kzg" @@ -20,7 +20,7 @@ import ( func main() { TestKzgRs() - //err := kzg.WriteGeneratorPoints(30000) + //err := kzg.WriteGeneratorPoints(600000) //if err != nil { // log.Println("WriteGeneratorPoints failed:", err) //} @@ -64,8 +64,8 @@ func TestKzgRs() { fmt.Println("num device ", numDevices) kzgConfig := &kzg.KzgConfig{ - G1Path: "../../inabox/resources/kzg/g1.point.300000", - G2Path: "../../inabox/resources/kzg/g2.point.300000", + G1Path: "../../inabox/resources/kzg/g1.point.600000", + G2Path: "../../inabox/resources/kzg/g2.point.600000", CacheDir: "SRSTables", SRSOrder: 300000, SRSNumberToLoad: 300000, @@ -117,10 +117,14 @@ func TestKzgRs() { commit, lengthCommit, lengthProof, frames, fIndices, err := enc.Encode(inputFr) _ = lengthProof _ = lengthCommit + _ = commit + _ = frames + _ = fIndices if err != nil { log.Fatal(err) } // Optionally verify + startVerify := time.Now() //os.Exit(0) @@ -167,6 +171,7 @@ func TestKzgRs() { //log.Fatalf("%v", err) //} _ = dataFr + //fmt.Println(dataFr) // printFr(dataFr) //deData := kzg.ToByteArray(dataFr, inputByteSize) diff --git a/encoding/utils/gpu_utils/msm_setup.go b/encoding/utils/gpu_utils/msm_setup.go new file mode 100644 index 000000000..8a9d81488 --- /dev/null +++ b/encoding/utils/gpu_utils/msm_setup.go @@ -0,0 +1,15 @@ +package gpu_utils + +import ( + "github.com/consensys/gnark-crypto/ecc/bn254" + bn254_icicle "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254" +) + +func SetupMsm(rowsG1 [][]bn254.G1Affine) []bn254_icicle.Affine { + rowsG1Icicle := make([]bn254_icicle.Affine, 0) + + for _, row := range rowsG1 { + rowsG1Icicle = append(rowsG1Icicle, BatchConvertGnarkAffineToIcicleAffine(row)...) + } + return rowsG1Icicle +} diff --git a/encoding/utils/gpu_utils/utils.go b/encoding/utils/gpu_utils/utils.go index f20129cdc..5283a5d04 100644 --- a/encoding/utils/gpu_utils/utils.go +++ b/encoding/utils/gpu_utils/utils.go @@ -1,9 +1,13 @@ package gpu_utils import ( + "math" + "sync" + "github.com/consensys/gnark-crypto/ecc/bn254" "github.com/consensys/gnark-crypto/ecc/bn254/fp" "github.com/consensys/gnark-crypto/ecc/bn254/fr" + "github.com/ingonyama-zk/icicle/v2/wrappers/golang/core" bn254_icicle "github.com/ingonyama-zk/icicle/v2/wrappers/golang/curves/bn254" ) @@ -77,3 +81,55 @@ func IcicleProjectiveToGnarkAffine(p bn254_icicle.Projective) bn254.G1Affine { return bn254.G1Affine{X: *x, Y: *y} } + +func HostSliceIcicleProjectiveToGnarkAffine(ps core.HostSlice[bn254_icicle.Projective], numWorker int) []bn254.G1Affine { + output := make([]bn254.G1Affine, len(ps)) + + var wg sync.WaitGroup + + interval := int(math.Ceil(float64(len(ps)) / float64(numWorker))) + + for w := 0; w < numWorker; w++ { + wg.Add(1) + start := w * interval + end := (w + 1) * interval + if len(ps) < end { + end = len(ps) + } + + go func(workerStart, workerEnd int) { + defer wg.Done() + for i := workerStart; i < workerEnd; i++ { + output[i] = IcicleProjectiveToGnarkAffine(ps[i]) + } + + }(start, end) + } + wg.Wait() + return output +} + +func ConvertFrToScalarFieldsBytesThread(data []fr.Element, numWorker int) []bn254_icicle.ScalarField { + scalars := make([]bn254_icicle.ScalarField, len(data)) + + var wg sync.WaitGroup + + interval := int(math.Ceil(float64(len(data)) / float64(numWorker))) + + for w := 0; w < numWorker; w++ { + wg.Add(1) + start := w * interval + end := (w + 1) * interval + if len(data) < end { + end = len(data) + } + + go func(workerStart, workerEnd int) { + defer wg.Done() + output := ConvertFrToScalarFieldsBytes(data[workerStart:workerEnd]) + copy(scalars[workerStart:workerEnd], output[:]) + }(start, end) + } + wg.Wait() + return scalars +} From 73efd4bede0d4c6f62bd5f165f106519c3d50a07 Mon Sep 17 00:00:00 2001 From: Ubuntu <ubuntu@ip-172-31-26-65.ec2.internal> Date: Sun, 7 Jul 2024 22:02:11 +0000 Subject: [PATCH 5/6] fix edge case when chunk len is 1 and multithread worker num --- encoding/kzg/prover/gpu/multiframe_proof.go | 24 ++++++++++----------- encoding/test/main.go | 11 +++++++--- encoding/utils/gpu_utils/utils.go | 8 +++++++ 3 files changed, 28 insertions(+), 15 deletions(-) diff --git a/encoding/kzg/prover/gpu/multiframe_proof.go b/encoding/kzg/prover/gpu/multiframe_proof.go index a1e865332..1edaad67d 100644 --- a/encoding/kzg/prover/gpu/multiframe_proof.go +++ b/encoding/kzg/prover/gpu/multiframe_proof.go @@ -77,6 +77,8 @@ func (p *GpuComputeDevice) ComputeMultiFrameProof(polyFr []fr.Element, numChunks l := chunkLen numPoly := uint64(len(polyFr)) / dimE / chunkLen fmt.Println("numPoly", numPoly) + fmt.Println("dimE", dimE) + fmt.Println("l", l) begin := time.Now() @@ -113,6 +115,16 @@ func (p *GpuComputeDevice) ComputeMultiFrameProof(polyFr []fr.Element, numChunks } preprocessDone := time.Now() + /* + for i := 0; i < int(l*numPoly); i++ { + vec := coeffStore[i] + for j := 0; j < len(vec); j++ { + fmt.Printf("%v ", vec[j].String()) + } + fmt.Println() + } + */ + // Start using GPU p.GpuLock.Lock() defer p.GpuLock.Unlock() @@ -125,18 +137,6 @@ func (p *GpuComputeDevice) ComputeMultiFrameProof(polyFr []fr.Element, numChunks } nttDone := time.Now() - /* - fmt.Println("after fft") - vec := gpu_utils.ConvertScalarFieldsToFrBytes(coeffStoreFft) - for i := 0; i < int(l*numPoly); i++ { - length := int(dimE) * 2 - for j := 0; j < length; j++ { - fmt.Printf("%v ", vec[i*length+j].String()) - } - fmt.Println() - } - */ - // transpose the FFT tranformed matrix coeffStoreFftTranspose, err := Transpose(coeffStoreFft, int(l), int(numPoly), int(dimE)*2) if err != nil { diff --git a/encoding/test/main.go b/encoding/test/main.go index d70a1f16e..ab538d798 100644 --- a/encoding/test/main.go +++ b/encoding/test/main.go @@ -54,7 +54,7 @@ func readpoints() { func TestKzgRs() { isSmallTest := false - numSymbols := 4096 * 8 + numSymbols := 4096 / 8 // encode parameters numNode := uint64(4096) // 200 numSys := uint64(512) // 180 @@ -74,7 +74,7 @@ func TestKzgRs() { } if isSmallTest { - numSymbols = 4 + numSymbols = 2 numNode = 4 numSys = 2 numPar = numNode - numSys @@ -98,7 +98,7 @@ func TestKzgRs() { // create encoding object p, _ := prover.NewProver(kzgConfig, true) - p.UseGpu = true + p.UseGpu = false params := encoding.EncodingParams{NumChunks: numNode, ChunkLength: uint64(numSymbols) / uint64(numSys)} enc, _ := p.GetKzgEncoder(params) @@ -141,6 +141,11 @@ func TestKzgRs() { log.Fatal("leading coset inconsistency") } + // special case when chunk Len =1, we need to artificially use root doubled + if params.ChunkLength == uint64(1) { + j *= 2 + } + lc := enc.Fs.ExpandedRootsOfUnity[uint64(j)] g2Atn, err := kzg.ReadG2Point(uint64(len(f.Coeffs)), kzgConfig) diff --git a/encoding/utils/gpu_utils/utils.go b/encoding/utils/gpu_utils/utils.go index 5283a5d04..14d7b334f 100644 --- a/encoding/utils/gpu_utils/utils.go +++ b/encoding/utils/gpu_utils/utils.go @@ -85,6 +85,10 @@ func IcicleProjectiveToGnarkAffine(p bn254_icicle.Projective) bn254.G1Affine { func HostSliceIcicleProjectiveToGnarkAffine(ps core.HostSlice[bn254_icicle.Projective], numWorker int) []bn254.G1Affine { output := make([]bn254.G1Affine, len(ps)) + if len(ps) < numWorker { + numWorker = len(ps) + } + var wg sync.WaitGroup interval := int(math.Ceil(float64(len(ps)) / float64(numWorker))) @@ -112,6 +116,10 @@ func HostSliceIcicleProjectiveToGnarkAffine(ps core.HostSlice[bn254_icicle.Proje func ConvertFrToScalarFieldsBytesThread(data []fr.Element, numWorker int) []bn254_icicle.ScalarField { scalars := make([]bn254_icicle.ScalarField, len(data)) + if len(data) < numWorker { + numWorker = len(data) + } + var wg sync.WaitGroup interval := int(math.Ceil(float64(len(data)) / float64(numWorker))) From 2a6acaa7916804767549c21c34e2766f17a0a541 Mon Sep 17 00:00:00 2001 From: Ubuntu <ubuntu@ip-172-31-26-65.ec2.internal> Date: Tue, 16 Jul 2024 03:37:11 +0000 Subject: [PATCH 6/6] samll fix --- encoding/kzg/prover/parametrized_prover.go | 3 +-- encoding/kzg/prover/prover.go | 4 ++-- encoding/test/main.go | 2 +- 3 files changed, 4 insertions(+), 5 deletions(-) diff --git a/encoding/kzg/prover/parametrized_prover.go b/encoding/kzg/prover/parametrized_prover.go index 0657cfd2d..e2f1956ca 100644 --- a/encoding/kzg/prover/parametrized_prover.go +++ b/encoding/kzg/prover/parametrized_prover.go @@ -19,7 +19,6 @@ type ParametrizedProver struct { *rs.Encoder *kzg.KzgConfig - Ks *kzg.KZGSettings Fs *fft.FFTSettings Ks *kzg.KZGSettings @@ -164,7 +163,7 @@ func (g *ParametrizedProver) Encode(inputFr []fr.Element) (*bn254.G1Affine, *bn2 lengthCommitmentResult.Duration, lengthProofResult.Duration, proofsResult.Duration, - len(g.Srs.G2), + g.SRSOrder, g.SRSOrder-uint64(len(inputFr)), ) } diff --git a/encoding/kzg/prover/prover.go b/encoding/kzg/prover/prover.go index d07344be2..9f93fe89e 100644 --- a/encoding/kzg/prover/prover.go +++ b/encoding/kzg/prover/prover.go @@ -287,9 +287,9 @@ func (g *Prover) newProver(params encoding.EncodingParams) (*ParametrizedProver, return &ParametrizedProver{ Encoder: encoder, KzgConfig: g.KzgConfig, - Srs: g.Srs, - G2Trailing: g.G2Trailing, Fs: fs, + Ks: ks, + SFs: sfs, FFTPointsT: fftPointsT, UseGpu: g.UseGpu, Computer: computer, diff --git a/encoding/test/main.go b/encoding/test/main.go index ab538d798..d343760fe 100644 --- a/encoding/test/main.go +++ b/encoding/test/main.go @@ -98,7 +98,7 @@ func TestKzgRs() { // create encoding object p, _ := prover.NewProver(kzgConfig, true) - p.UseGpu = false + p.UseGpu = true params := encoding.EncodingParams{NumChunks: numNode, ChunkLength: uint64(numSymbols) / uint64(numSys)} enc, _ := p.GetKzgEncoder(params)

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