diff --git a/Chapter01/RPL/714222073/GreatLearning.jpg b/Chapter01/RPL/714222073/GreatLearning.jpg new file mode 100644 index 00000000..f84294f5 Binary files /dev/null and b/Chapter01/RPL/714222073/GreatLearning.jpg differ diff --git a/Chapter01/RPL/714222073/go.mod b/Chapter01/RPL/714222073/go.mod new file mode 100644 index 00000000..ad306e5e --- /dev/null +++ b/Chapter01/RPL/714222073/go.mod @@ -0,0 +1,27 @@ +module github.com/dinilubis/ai/Chapter01/RPL/714222073 + +go 1.20 + +require gorgonia.org/gorgonia v0.9.17 + +require ( + github.com/apache/arrow/go/arrow v0.0.0-20210105145422-88aaea5262db // indirect + github.com/awalterschulze/gographviz v0.0.0-20190221210632-1e9ccb565bca // indirect + github.com/chewxy/hm v1.0.0 // indirect + github.com/chewxy/math32 v1.0.7-0.20210223031236-a3549c8cb6a9 // indirect + github.com/gogo/protobuf v1.3.1 // indirect + github.com/golang/protobuf v1.4.3 // indirect + github.com/google/flatbuffers v1.12.0 // indirect + github.com/leesper/go_rng v0.0.0-20171009123644-5344a9259b21 // indirect + github.com/pkg/errors v0.9.1 // indirect + github.com/xtgo/set v1.0.0 // indirect + go4.org/unsafe/assume-no-moving-gc v0.0.0-20201222180813-1025295fd063 // indirect + golang.org/x/xerrors v0.0.0-20200804184101-5ec99f83aff1 // indirect + gonum.org/v1/gonum v0.8.2 // indirect + google.golang.org/protobuf v1.25.0 // indirect + gorgonia.org/cu v0.9.3 // indirect + gorgonia.org/dawson v1.2.0 // indirect + gorgonia.org/tensor v0.9.17 // indirect + gorgonia.org/vecf32 v0.9.0 // indirect + gorgonia.org/vecf64 v0.9.0 // indirect +) diff --git a/Chapter01/RPL/714222073/go.sum b/Chapter01/RPL/714222073/go.sum new file mode 100644 index 00000000..7d983a9a --- /dev/null +++ b/Chapter01/RPL/714222073/go.sum @@ -0,0 +1,213 @@ +cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU= +github.com/BurntSushi/xgb v0.0.0-20160522181843-27f122750802/go.mod h1:IVnqGOEym/WlBOVXweHU+Q+/VP0lqqI8lqeDx9IjBqo= +github.com/ajstarks/svgo v0.0.0-20180226025133-644b8db467af/go.mod h1:K08gAheRH3/J6wwsYMMT4xOr94bZjxIelGM0+d/wbFw= +github.com/apache/arrow/go/arrow v0.0.0-20201229220542-30ce2eb5d4dc/go.mod h1:c9sxoIT3YgLxH4UhLOCKaBlEojuMhVYpk4Ntv3opUTQ= +github.com/apache/arrow/go/arrow v0.0.0-20210105145422-88aaea5262db h1:x5taMU/KYJ8djMqp6eLMHQdcf6RZ+19lmAH7XTK6tmo= +github.com/apache/arrow/go/arrow v0.0.0-20210105145422-88aaea5262db/go.mod h1:c9sxoIT3YgLxH4UhLOCKaBlEojuMhVYpk4Ntv3opUTQ= +github.com/awalterschulze/gographviz v0.0.0-20190221210632-1e9ccb565bca h1:xwIXr1FpA2XBoohlpvgb11No/zbsh5Clm/98PWPcHVA= +github.com/awalterschulze/gographviz v0.0.0-20190221210632-1e9ccb565bca/go.mod h1:GEV5wmg4YquNw7v1kkyoX9etIk8yVmXj+AkDHuuETHs= +github.com/census-instrumentation/opencensus-proto v0.2.1/go.mod h1:f6KPmirojxKA12rnyqOA5BBL4O983OfeGPqjHWSTneU= +github.com/chewxy/hm v1.0.0 h1:zy/TSv3LV2nD3dwUEQL2VhXeoXbb9QkpmdRAVUFiA6k= +github.com/chewxy/hm v1.0.0/go.mod h1:qg9YI4q6Fkj/whwHR1D+bOGeF7SniIP40VweVepLjg0= +github.com/chewxy/math32 v1.0.0/go.mod h1:Miac6hA1ohdDUTagnvJy/q+aNnEk16qWUdb8ZVhvCN0= +github.com/chewxy/math32 v1.0.6/go.mod h1:dOB2rcuFrCn6UHrze36WSLVPKtzPMRAQvBvUwkSsLqs= +github.com/chewxy/math32 v1.0.7-0.20210223031236-a3549c8cb6a9 h1:tYETMGvGcSl1GOLy7hjtvueM/Ax1rn9hpeD3fgbNdT0= +github.com/chewxy/math32 v1.0.7-0.20210223031236-a3549c8cb6a9/go.mod h1:dOB2rcuFrCn6UHrze36WSLVPKtzPMRAQvBvUwkSsLqs= +github.com/client9/misspell v0.3.4/go.mod h1:qj6jICC3Q7zFZvVWo7KLAzC3yx5G7kyvSDkc90ppPyw= +github.com/cloudflare/cfssl v0.0.0-20190808011637-b1ec8c586c2a/go.mod h1:yMWuSON2oQp+43nFtAV/uvKQIFpSPerB57DCt9t8sSA= +github.com/cncf/udpa/go v0.0.0-20191209042840-269d4d468f6f/go.mod h1:M8M6+tZqaGXZJjfX53e64911xZQV5JYwmTeXPW+k8Sc= +github.com/cznic/cc v0.0.0-20181122101902-d673e9b70d4d/go.mod h1:m3fD/V+XTB35Kh9zw6dzjMY+We0Q7PMf6LLIC4vuG9k= +github.com/cznic/golex v0.0.0-20181122101858-9c343928389c/go.mod h1:+bmmJDNmKlhWNG+gwWCkaBoTy39Fs+bzRxVBzoTQbIc= +github.com/cznic/mathutil v0.0.0-20181122101859-297441e03548/go.mod h1:e6NPNENfs9mPDVNRekM7lKScauxd5kXTr1Mfyig6TDM= +github.com/cznic/strutil v0.0.0-20181122101858-275e90344537/go.mod h1:AHHPPPXTw0h6pVabbcbyGRK1DckRn7r/STdZEeIDzZc= +github.com/cznic/xc v0.0.0-20181122101856-45b06973881e/go.mod h1:3oFoiOvCDBYH+swwf5+k/woVmWy7h1Fcyu8Qig/jjX0= +github.com/davecgh/go-spew v1.1.0 h1:ZDRjVQ15GmhC3fiQ8ni8+OwkZQO4DARzQgrnXU1Liz8= +github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38= +github.com/envoyproxy/go-control-plane v0.9.0/go.mod h1:YTl/9mNaCwkRvm6d1a2C3ymFceY/DCBVvsKhRF0iEA4= +github.com/envoyproxy/go-control-plane v0.9.1-0.20191026205805-5f8ba28d4473/go.mod h1:YTl/9mNaCwkRvm6d1a2C3ymFceY/DCBVvsKhRF0iEA4= +github.com/envoyproxy/go-control-plane v0.9.4/go.mod h1:6rpuAdCZL397s3pYoYcLgu1mIlRU8Am5FuJP05cCM98= +github.com/envoyproxy/protoc-gen-validate v0.1.0/go.mod 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h1:1Sk4//wdnYJiUIxnW8ddKpaOJCF37yAdqYnkxUpaYxw= +modernc.org/golex v1.0.0/go.mod h1:b/QX9oBD/LhixY6NDh+IdGv17hgB+51fET1i2kPSmvk= +modernc.org/mathutil v1.0.0/go.mod h1:wU0vUrJsVWBZ4P6e7xtFJEhFSNsfRLJ8H458uRjg03k= +modernc.org/strutil v1.1.0/go.mod h1:lstksw84oURvj9y3tn8lGvRxyRC1S2+g5uuIzNfIOBs= +modernc.org/xc v1.0.0/go.mod h1:mRNCo0bvLjGhHO9WsyuKVU4q0ceiDDDoEeWDJHrNx8I= +rsc.io/pdf v0.1.1/go.mod h1:n8OzWcQ6Sp37PL01nO98y4iUCRdTGarVfzxY20ICaU4= diff --git a/Chapter01/RPL/714222073/persamaanelips.go b/Chapter01/RPL/714222073/persamaanelips.go new file mode 100644 index 00000000..f39acc50 --- /dev/null +++ b/Chapter01/RPL/714222073/persamaanelips.go @@ -0,0 +1,49 @@ +package main + +import ( + "fmt" + + G "gorgonia.org/gorgonia" +) + +func main() { + g := G.NewGraph() + + // defenisikan konstanta a dan b + a := G.NewScalar(g, G.Float64, G.WithName("a")) + b := G.NewScalar(g, G.Float64, G.WithName("b")) + + // defenisikan variable x dan y + x := G.NewScalar(g, G.Float64, G.WithName("x")) + y := G.NewScalar(g, G.Float64, G.WithName("y")) + + // formula persamaan elips (x/a)^2 + (y/b)^2 - 1 + formula1 := G.Must(G.Pow(x, G.NewConstant(2.0))) + formula2 := G.Must(G.Pow(y, G.NewConstant(2.0))) + formula3 := G.Must(G.Pow(a, G.NewConstant(2.0))) + formula4 := G.Must(G.Pow(b, G.NewConstant(2.0))) + formula5 := G.Must(G.Div(formula1, formula3)) + formula6 := G.Must(G.Div(formula2, formula4)) + formula7 := G.Must(G.Add(formula5, formula6)) + formula8 := G.Must(G.Sub(G.NewConstant(1.0), formula7)) + + machine := G.NewTapeMachine(g) + defer machine.Close() + + // inisiasi nilai konstanta a dan b + G.Let(a, 2.0) + G.Let(b, 4.0) + + // inisiasi nilai variabel x dan y + G.Let(x, 1.0) + G.Let(y, 3.0) + + // menjalankan model fungsi + if err := machine.RunAll(); err != nil { + fmt.Print(err) + } + + // cetak hasil + fmt.Printf("Hasilnya : %v", formula8.Value().Data()) + +} diff --git a/Chapter01/RPL/714222073/readme.md b/Chapter01/RPL/714222073/readme.md new file mode 100644 index 00000000..22144beb --- /dev/null +++ b/Chapter01/RPL/714222073/readme.md @@ -0,0 +1,7 @@ +Tugas Chapter01 + +Membuat kode program persamaan elips = (x/a)^2 + (y/b)^2 = 1 + +Screenshoot hasil running : + +![hasil running](https://github.com/DiniLubis/ai/assets/119611222/ee38814a-543a-4e46-9ace-928654c5f09f) diff --git a/Chapter02/RPL/714222073/go.mod b/Chapter02/RPL/714222073/go.mod new file mode 100644 index 00000000..2a069019 --- /dev/null +++ b/Chapter02/RPL/714222073/go.mod @@ -0,0 +1,29 @@ +module 714222073 + +go 1.20 + +require ( + gorgonia.org/gorgonia v0.9.17 + gorgonia.org/tensor v0.9.24 +) + +require ( + github.com/apache/arrow/go/arrow v0.0.0-20210105145422-88aaea5262db // indirect + github.com/awalterschulze/gographviz v0.0.0-20190221210632-1e9ccb565bca // indirect + github.com/chewxy/hm v1.0.0 // indirect + github.com/chewxy/math32 v1.0.8 // indirect + github.com/gogo/protobuf v1.3.2 // indirect + github.com/golang/protobuf v1.4.3 // indirect + github.com/google/flatbuffers v1.12.0 // indirect + github.com/leesper/go_rng v0.0.0-20171009123644-5344a9259b21 // indirect + github.com/pkg/errors v0.9.1 // indirect + github.com/xtgo/set v1.0.0 // indirect + go4.org/unsafe/assume-no-moving-gc v0.0.0-20220617031537-928513b29760 // indirect + golang.org/x/xerrors v0.0.0-20200804184101-5ec99f83aff1 // indirect + gonum.org/v1/gonum v0.8.2 // indirect + google.golang.org/protobuf v1.25.0 // indirect + gorgonia.org/cu v0.9.3 // indirect + gorgonia.org/dawson v1.2.0 // indirect + gorgonia.org/vecf32 v0.9.0 // indirect + gorgonia.org/vecf64 v0.9.0 // indirect +) diff --git a/Chapter02/RPL/714222073/go.sum b/Chapter02/RPL/714222073/go.sum new file mode 100644 index 00000000..a0b0646f --- /dev/null +++ b/Chapter02/RPL/714222073/go.sum @@ -0,0 +1,234 @@ +cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU= +github.com/BurntSushi/xgb 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h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4= +modernc.org/cc v1.0.0/go.mod h1:1Sk4//wdnYJiUIxnW8ddKpaOJCF37yAdqYnkxUpaYxw= +modernc.org/golex v1.0.0/go.mod h1:b/QX9oBD/LhixY6NDh+IdGv17hgB+51fET1i2kPSmvk= +modernc.org/mathutil v1.0.0/go.mod h1:wU0vUrJsVWBZ4P6e7xtFJEhFSNsfRLJ8H458uRjg03k= +modernc.org/strutil v1.1.0/go.mod h1:lstksw84oURvj9y3tn8lGvRxyRC1S2+g5uuIzNfIOBs= +modernc.org/xc v1.0.0/go.mod h1:mRNCo0bvLjGhHO9WsyuKVU4q0ceiDDDoEeWDJHrNx8I= +rsc.io/pdf v0.1.1/go.mod h1:n8OzWcQ6Sp37PL01nO98y4iUCRdTGarVfzxY20ICaU4= diff --git a/Chapter02/RPL/714222073/main.go b/Chapter02/RPL/714222073/main.go new file mode 100644 index 00000000..463528ae --- /dev/null +++ b/Chapter02/RPL/714222073/main.go @@ -0,0 +1,207 @@ +package main + +import ( + "fmt" + "log" + "math/rand" + + . "gorgonia.org/gorgonia" + "gorgonia.org/tensor" +) + +var err error + +type nn struct { + g *ExprGraph + w0, w1, w2, w3, w4, w5, w6, w7, w8 *Node + + pred *Node + predVal Value +} + +func newNN(g *ExprGraph) *nn { + // Create node for w/weight + wB := tensor.Random(tensor.Float64, 3) + wB1 := tensor.Random(tensor.Float64, 3) + wB2 := tensor.Random(tensor.Float64, 3) + wB3 := tensor.Random(tensor.Float64, 3) + wB4 := tensor.Random(tensor.Float64, 3) + wB5 := tensor.Random(tensor.Float64, 3) + wB6 := tensor.Random(tensor.Float64, 3) + wB7 := tensor.Random(tensor.Float64, 3) + wB8 := tensor.Random(tensor.Float64, 3) + + wT := tensor.New(tensor.WithBacking(wB), tensor.WithShape(3, 1)) + wT1 := tensor.New(tensor.WithBacking(wB1), tensor.WithShape(1, 3)) + wT2 := tensor.New(tensor.WithBacking(wB2), tensor.WithShape(3, 1)) + wT3 := tensor.New(tensor.WithBacking(wB3), tensor.WithShape(1, 3)) + wT4 := tensor.New(tensor.WithBacking(wB4), tensor.WithShape(3, 1)) + wT5 := tensor.New(tensor.WithBacking(wB5), tensor.WithShape(1, 3)) + wT6 := tensor.New(tensor.WithBacking(wB6), tensor.WithShape(3, 1)) + wT7 := tensor.New(tensor.WithBacking(wB7), tensor.WithShape(1, 3)) + wT8 := tensor.New(tensor.WithBacking(wB8), tensor.WithShape(3, 1)) + + w0 := NewMatrix(g, + tensor.Float64, + WithName("w"), + WithShape(3, 1), + WithValue(wT), + ) + w1 := NewMatrix(g, + tensor.Float64, + WithName("w"), + WithShape(1, 3), + WithValue(wT1), + ) + w2 := NewMatrix(g, + tensor.Float64, + WithName("w"), + WithShape(3, 1), + WithValue(wT2), + ) + w3 := NewMatrix(g, + tensor.Float64, + WithName("w"), + WithShape(1, 3), + WithValue(wT3), + ) + w4 := NewMatrix(g, + tensor.Float64, + WithName("w"), + WithShape(3, 1), + WithValue(wT4), + ) + w5 := NewMatrix(g, + tensor.Float64, + WithName("w"), + WithShape(1, 3), + WithValue(wT5), + ) + w6 := NewMatrix(g, + tensor.Float64, + WithName("w"), + WithShape(3, 1), + WithValue(wT6), + ) + w7 := NewMatrix(g, + tensor.Float64, + WithName("w"), + WithShape(1, 3), + WithValue(wT7), + ) + w8 := NewMatrix(g, + tensor.Float64, + WithName("w"), + WithShape(3, 1), + WithValue(wT8), + ) + return &nn{ + g: g, + w0: w0, + w1: w1, + w2: w2, + w3: w3, + w4: w4, + w5: w5, + w6: w6, + w7: w7, + w8: w8, + } +} + +func (m *nn) learnables() Nodes { + return Nodes{m.w8} +} + +func (m *nn) fwd(x *Node) (err error) { + var l0, l1, l2, l3, l4, l5, l6, l7, l8 *Node + + // Set first layer to be copy of input + l0 = x + + // Dot product of l0 and w0, use as input for Sigmoid + l0dot := Must(Mul(l0, m.w0)) + + // Build hidden layer out of result + l1 = Must(Tanh(l0dot)) + l1dot := Must(Mul(l1, m.w1)) + l2 = Must(LeakyRelu(l1dot, 0.1)) + l2dot := Must(Mul(l2, m.w2)) + l3 = Must(Log1p(l2dot)) + l3dot := Must(Mul(l3, m.w3)) + l4 = Must(Sin(l3dot)) + l4dot := Must(Mul(l4, m.w4)) + l5 = Must(Cos(l4dot)) + l5dot := Must(Mul(l5, m.w5)) + l6 = Must(Exp(l5dot)) + l6dot := Must(Mul(l6, m.w6)) + l7 = Must(Cube(l6dot)) + l7dot := Must(Mul(l7, m.w7)) + l8 = Must(Sigmoid(l7dot)) + l8dot := Must(Mul(l8, m.w8)) + + m.pred = l8dot + Read(m.pred, &m.predVal) + return nil + +} + +func main() { + + rand.Seed(31117) + + // Create graph and network + g := NewGraph() + m := newNN(g) + + // Set input x to network + xB := []float64{0, 0, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1} + xT := tensor.New(tensor.WithBacking(xB), tensor.WithShape(4, 3)) + x := NewMatrix(g, + tensor.Float64, + WithName("X"), + WithShape(4, 3), + WithValue(xT), + ) + + // Define validation data set + yB := []float64{0, 0, 1, 1} + yT := tensor.New(tensor.WithBacking(yB), tensor.WithShape(4, 1)) + y := NewMatrix(g, + tensor.Float64, + WithName("y"), + WithShape(4, 1), + WithValue(yT), + ) + + // Run forward pass + if err := m.fwd(x); err != nil { + log.Fatalf("%+v", err) + } + + // Calculate Cost w/MSE + fmt.Println("Output before Training: \n", m.pred.Shape()) + losses := Must(Sub(y, m.pred)) + square := Must(Square(losses)) + cost := Must(Mean(square)) + + // Do Gradient updates + if _, err = Grad(cost, m.learnables()...); err != nil { + log.Fatal(err) + } + + // Instantiate VM and Solver + vm := NewTapeMachine(g, BindDualValues(m.learnables()...)) + solver := NewVanillaSolver(WithLearnRate(1.0)) + + for i := 0; i < 1000; i++ { + vm.Reset() + fmt.Printf("\nStep %d\n", i) + if err = vm.RunAll(); err != nil { + log.Fatalf("Failed at inter %d: %v", i, err) + } + solver.Step(NodesToValueGrads(m.learnables())) + vm.Reset() + } + fmt.Println("\n\nOutput after Training: \n", m.predVal) +} diff --git a/Chapter03/mnist_feedforward/main.go b/Chapter03/mnist_feedforward/main.go index 5a83856c..f56b17c6 100644 --- a/Chapter03/mnist_feedforward/main.go +++ b/Chapter03/mnist_feedforward/main.go @@ -1,386 +1,21 @@ package main - import ( - "encoding/csv" - "flag" - "fmt" - "image" - "image/jpeg" - "log" - "math" - "math/rand" - "os" - "strconv" - - _ "net/http/pprof" - - "github.com/pkg/errors" - "gorgonia.org/gorgonia" - "gorgonia.org/gorgonia/examples/mnist" - "gorgonia.org/tensor" - - "time" - - "gopkg.in/cheggaaa/pb.v1" -) - -var ( - epochs = flag.Int("epochs", 100, "Number of epochs to train for") - dataset = flag.String("dataset", "train", "Which dataset to train on? Valid options are \"train\" or \"test\"") - dtype = flag.String("dtype", "float64", "Which dtype to use") - batchsize = flag.Int("batchsize", 100, "Batch size") - cpuprofile = flag.String("cpuprofile", "", "CPU profiling") -) - -const loc = "./mnist/" - -var dt tensor.Dtype - -func parseDtype() { - switch *dtype { - case "float64": - dt = tensor.Float64 - case "float32": - dt = tensor.Float32 - default: - log.Fatalf("Unknown dtype: %v", *dtype) - } -} - -type nn struct { - g *gorgonia.ExprGraph - w0, w1, w2 *gorgonia.Node - - out *gorgonia.Node - predVal gorgonia.Value -} - -type sli struct { - start, end int -} - -func (s sli) Start() int { return s.start } -func (s sli) End() int { return s.end } -func (s sli) Step() int { return 1 } - -func newNN(g *gorgonia.ExprGraph) *nn { - // Create node for w/weight - w0 := gorgonia.NewMatrix(g, dt, gorgonia.WithShape(784, 300), gorgonia.WithName("w0"), gorgonia.WithInit(gorgonia.GlorotN(1.0))) - w1 := gorgonia.NewMatrix(g, dt, gorgonia.WithShape(300, 100), gorgonia.WithName("w1"), gorgonia.WithInit(gorgonia.GlorotN(1.0))) - w2 := gorgonia.NewMatrix(g, dt, gorgonia.WithShape(100, 10), gorgonia.WithName("w2"), gorgonia.WithInit(gorgonia.GlorotN(1.0))) - - return &nn{ - g: g, - w0: w0, - w1: w1, - w2: w2, - } -} - -func (m *nn) learnables() gorgonia.Nodes { - return gorgonia.Nodes{m.w0, m.w1, m.w2} -} - -func (m *nn) fwd(x *gorgonia.Node) (err error) { - var l0, l1, l2 *gorgonia.Node - var l0dot, l1dot *gorgonia.Node - - // Set first layer to be copy of input - l0 = x - - // Dot product of l0 and w0, use as input for ReLU - if l0dot, err = gorgonia.Mul(l0, m.w0); err != nil { - return errors.Wrap(err, "Unable to multiply l0 and w0") - } - - // l0dot := gorgonia.Must(gorgonia.Mul(l0, m.w0)) - - // Build hidden layer out of result - l1 = gorgonia.Must(gorgonia.Rectify(l0dot)) - - // MOAR layers - // l2dot := gorgonia.Must(gorgonia.Mul(l1, m.w1)) - - if l1dot, err = gorgonia.Mul(l1, m.w1); err != nil { - return errors.Wrap(err, "Unable to multiply l1 and w1") - } - l2 = gorgonia.Must(gorgonia.Rectify(l1dot)) - - var out *gorgonia.Node - if out, err = gorgonia.Mul(l2, m.w2); err != nil { - return errors.Wrapf(err, "Unable to multiply l2 and w2") - } - - // m.pred = l3dot - // gorgonia.Read(m.pred, &m.predVal) - // return nil - - m.out, err = gorgonia.SoftMax(out) - gorgonia.Read(m.out, &m.predVal) - return - -} - -const pixelRange = 255 - -func reversePixelWeight(px float64) byte { - // return byte((pixelRange*px - pixelRange) / 0.9) - return byte(pixelRange*math.Min(0.99, math.Max(0.01, px)) - pixelRange) -} - -func visualizeRow(x []float64) *image.Gray { - // since this is a square, we can take advantage of that - l := len(x) - side := int(math.Sqrt(float64(l))) - r := image.Rect(0, 0, side, side) - img := image.NewGray(r) - - pix := make([]byte, l) - for i, px := range x { - pix[i] = reversePixelWeight(px) - } - img.Pix = pix - - return img -} - -func main() { - flag.Parse() - parseDtype() - rand.Seed(7945) - - // // intercept Ctrl+C - // sigChan := make(chan os.Signal, 1) - // signal.Notify(sigChan, syscall.SIGINT, syscall.SIGTERM) - // doneChan := make(chan bool, 1) - - var inputs, targets tensor.Tensor - var err error - - // load our data set - trainOn := *dataset - if inputs, targets, err = mnist.Load(trainOn, loc, dt); err != nil { - log.Fatal(err) - } - - numExamples := inputs.Shape()[0] - bs := *batchsize - - // MNIST data consists of 28 by 28 black and white images - // however we've imported it directly now as 784 different pixels - // as a result, we need to reshape it to match what we actually want - // if err := inputs.Reshape(numExamples, 1, 28, 28); err != nil { - // log.Fatal(err) - // } - - // we should now also proceed to put in our desired variables - // x is where our input should go, while y is the desired output - g := gorgonia.NewGraph() - // x := gorgonia.NewTensor(g, dt, 4, gorgonia.WithShape(bs, 1, 28, 28), gorgonia.WithName("x")) - x := gorgonia.NewMatrix(g, dt, gorgonia.WithShape(bs, 784), gorgonia.WithName("x")) - y := gorgonia.NewMatrix(g, dt, gorgonia.WithShape(bs, 10), gorgonia.WithName("y")) - - // ioutil.WriteFile("simple_graph.dot", []byte(g.ToDot()), 0644) - - m := newNN(g) - if err = m.fwd(x); err != nil { - log.Fatalf("%+v", err) - } - - // ioutil.WriteFile("simple_graph_2.dot", []byte(g.ToDot()), 0644) - - losses, err := gorgonia.HadamardProd(m.out, y) - if err != nil { - log.Fatal(err) - } - cost := gorgonia.Must(gorgonia.Mean(losses)) - cost = gorgonia.Must(gorgonia.Neg(cost)) - - // we wanna track costs - var costVal gorgonia.Value - gorgonia.Read(cost, &costVal) - - if _, err = gorgonia.Grad(cost, m.learnables()...); err != nil { - log.Fatal(err) - } - - vm := gorgonia.NewTapeMachine(g, gorgonia.BindDualValues(m.learnables()...)) - solver := gorgonia.NewRMSPropSolver(gorgonia.WithBatchSize(float64(bs))) - - batches := numExamples / bs - log.Printf("Batches %d", batches) - bar := pb.New(batches) - bar.SetRefreshRate(time.Second / 20) - bar.SetMaxWidth(80) - - for i := 0; i < *epochs; i++ { - // for i := 0; i < 1; i++ { - bar.Prefix(fmt.Sprintf("Epoch %d", i)) - bar.Set(0) - bar.Start() - for b := 0; b < batches; b++ { - start := b * bs - end := start + bs - if start >= numExamples { - break - } - if end > numExamples { - end = numExamples - } - - var xVal, yVal tensor.Tensor - if xVal, err = inputs.Slice(sli{start, end}); err != nil { - log.Fatal("Unable to slice x") - } - - if yVal, err = targets.Slice(sli{start, end}); err != nil { - log.Fatal("Unable to slice y") - } - // if err = xVal.(*tensor.Dense).Reshape(bs, 1, 28, 28); err != nil { - // log.Fatal("Unable to reshape %v", err) - // } - if err = xVal.(*tensor.Dense).Reshape(bs, 784); err != nil { - log.Fatal("Unable to reshape %v", err) - } - - gorgonia.Let(x, xVal) - gorgonia.Let(y, yVal) - if err = vm.RunAll(); err != nil { - log.Fatalf("Failed at epoch %d: %v", i, err) - } - // solver.Step(m.learnables()) - solver.Step(gorgonia.NodesToValueGrads(m.learnables())) - vm.Reset() - bar.Increment() - } - bar.Update() - log.Printf("Epoch %d | cost %v", i, costVal) - } - bar.Finish() - - log.Printf("Run Tests") - - // load our test set - if inputs, targets, err = mnist.Load("test", loc, dt); err != nil { - log.Fatal(err) - } - - numExamples = inputs.Shape()[0] - bs = *batchsize - batches = numExamples / bs - - bar = pb.New(batches) - bar.SetRefreshRate(time.Second / 20) - bar.SetMaxWidth(80) - bar.Prefix(fmt.Sprintf("Epoch Test")) - bar.Set(0) - bar.Start() - for b := 0; b < batches; b++ { - start := b * bs - end := start + bs - if start >= numExamples { - break - } - if end > numExamples { - end = numExamples - } - - var xVal, yVal tensor.Tensor - if xVal, err = inputs.Slice(sli{start, end}); err != nil { - log.Fatal("Unable to slice x") - } - - if yVal, err = targets.Slice(sli{start, end}); err != nil { - log.Fatal("Unable to slice y") - } - // if err = xVal.(*tensor.Dense).Reshape(bs, 1, 28, 28); err != nil { - // log.Fatal("Unable to reshape %v", err) - // } - if err = xVal.(*tensor.Dense).Reshape(bs, 784); err != nil { - log.Fatal("Unable to reshape %v", err) - } - - gorgonia.Let(x, xVal) - gorgonia.Let(y, yVal) - if err = vm.RunAll(); err != nil { - log.Fatalf("Failed at epoch test: %v", err) - } - - arrayOutput := m.predVal.Data().([]float64) - yOutput := tensor.New(tensor.WithShape(bs, 10), tensor.WithBacking(arrayOutput)) - - for j := 0; j < xVal.Shape()[0]; j++ { - rowT, _ := xVal.Slice(sli{j, j + 1}) - row := rowT.Data().([]float64) - - img := visualizeRow(row) - - // get label - yRowT, _ := yVal.Slice(sli{j, j + 1}) - yRow := yRowT.Data().([]float64) - var rowLabel int - var yRowHigh float64 - - for k := 0; k < 10; k++ { - if k == 0 { - rowLabel = 0 - yRowHigh = yRow[k] - } else if yRow[k] > yRowHigh { - rowLabel = k - yRowHigh = yRow[k] - } - } - - // get prediction - predRowT, _ := yOutput.Slice(sli{j, j + 1}) - predRow := predRowT.Data().([]float64) - var rowGuess int - var predRowHigh float64 - - // guess result - for k := 0; k < 10; k++ { - if k == 0 { - rowGuess = 0 - predRowHigh = predRow[k] - } else if predRow[k] > predRowHigh { - rowGuess = k - predRowHigh = predRow[k] - } - } - - f, _ := os.OpenFile(fmt.Sprintf("images/%d - %d - %d - %d.jpg", b, j, rowLabel, rowGuess), os.O_CREATE|os.O_WRONLY|os.O_TRUNC, 0644) - jpeg.Encode(f, img, &jpeg.Options{jpeg.DefaultQuality}) - f.Close() - } - - arrayOutput = m.predVal.Data().([]float64) - yOutput = tensor.New(tensor.WithShape(bs, 10), tensor.WithBacking(arrayOutput)) - - file, err := os.OpenFile(fmt.Sprintf("%d.csv", b), os.O_CREATE|os.O_WRONLY, 0777) - if err = xVal.(*tensor.Dense).Reshape(bs, 784); err != nil { - log.Fatal("Unable to create csv", err) - } - defer file.Close() - var matrixToWrite [][]string + "fmt" + "log" + . "gorgonia.org/gorgonia" + ) - for j := 0; j < yOutput.Shape()[0]; j++ { - rowT, _ := yOutput.Slice(sli{j, j + 1}) - row := rowT.Data().([]float64) - var rowToWrite []string + func main() { + g := NewGraph() + } - for k := 0; k < 10; k++ { - rowToWrite = append(rowToWrite, strconv.FormatFloat(row[k], 'f', 6, 64)) - } - matrixToWrite = append(matrixToWrite, rowToWrite) - } + a = NewScalar(g, Float64, WithName("a")) + b = NewScalar(g, Float64, WithName("b")) - csvWriter := csv.NewWriter(file) - csvWriter.WriteAll(matrixToWrite) - csvWriter.Flush() + c, err = Add(a,b) - vm.Reset() - bar.Increment() - } - log.Printf("Epoch Test | cost %v", costVal) + machine := NewTapeMachine(g) -} + Let(a, 1.0) + Let(b, 2.0) + machine.RunAll() \ No newline at end of file