diff --git a/Chapter01/C/1204061/go.mod b/Chapter01/C/1204061/go.mod new file mode 100644 index 000000000..27308e39e --- /dev/null +++ b/Chapter01/C/1204061/go.mod @@ -0,0 +1,27 @@ +module github.com/ilmanaqilaa/ai/chapter01/B/1204055 + +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 v0.0.0-20230221090011-e4bae7ad2296 // 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/C/1204061/go.sum b/Chapter01/C/1204061/go.sum new file mode 100644 index 000000000..0e92f30dc --- /dev/null +++ b/Chapter01/C/1204061/go.sum @@ -0,0 +1,214 @@ +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 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+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/C/1204061/main.go b/Chapter01/C/1204061/main.go new file mode 100644 index 000000000..28621d1c4 --- /dev/null +++ b/Chapter01/C/1204061/main.go @@ -0,0 +1,51 @@ +package main + +import ( + "fmt" + "log" + + "gorgonia.org/gorgonia" +) + +func main() { + // Membuat sebuah graph baru + g := gorgonia.NewGraph() + + // Membuat variabel x dan y sebagai input dari persamaan elips + x := gorgonia.NodeFromAny(g, 3.0, gorgonia.WithName("x")) + y := gorgonia.NodeFromAny(g, 2.0, gorgonia.WithName("y")) + + // Membuat konstanta a dan b sebagai parameter elips + a := gorgonia.NodeFromAny(g, 2.0, gorgonia.WithName("a")) + b := gorgonia.NodeFromAny(g, 1.0, gorgonia.WithName("b")) + + // Menghitung nilai persamaan elips + xOverA := gorgonia.Must(gorgonia.Div(x, a)) + yOverB := gorgonia.Must(gorgonia.Div(y, b)) + squareX := gorgonia.Must(gorgonia.Square(xOverA)) + squareY := gorgonia.Must(gorgonia.Square(yOverB)) + sumSquares := gorgonia.Must(gorgonia.Add(squareX, squareY)) + result := gorgonia.Must(gorgonia.Sqrt(sumSquares)) + + // Membuat output dari graph + output := result + + // Membuat sebuah solver untuk menyelesaikan graph + machine := gorgonia.NewTapeMachine(g) + defer machine.Close() + + // Menyelesaikan graph dengan input x=3 dan y=2 + err := machine.RunAll() + if err != nil { + log.Fatal(err) + } + + // Mengambil nilai output dari graph + val := output.Value() + if val == nil { + log.Fatal("Failed to get value from graph") + } + + // Menampilkan nilai persamaan elips + fmt.Println(val) +} diff --git a/Chapter01/C/1204061/program1.go b/Chapter01/C/1204061/program1.go new file mode 100644 index 000000000..c61c1f497 --- /dev/null +++ b/Chapter01/C/1204061/program1.go @@ -0,0 +1,19 @@ +package main +import ( + "fmt" + // "log" + . "gorgonia.org/gorgonia" +) + +func main() { + g := NewGraph() + a := NewScalar(g, Float64, WithName("a")) + b := NewScalar(g, Float64, WithName("b")) + c, _ := Add(a,b) + machine := NewTapeMachine(g) + Let(a, 50.0) + Let(b, 5.0) + machine.RunAll() + fmt.Printf("Nilai c = %s + %s", a.Value(), b.Value()) + fmt.Printf("\nNilai c = %s", c.Value()) +} diff --git a/Chapter01/C/1204061/program2.go b/Chapter01/C/1204061/program2.go new file mode 100644 index 000000000..3eaa99c35 --- /dev/null +++ b/Chapter01/C/1204061/program2.go @@ -0,0 +1,40 @@ +package main +import ( + "fmt" + "io/ioutil" + . "gorgonia.org/gorgonia" + "gorgonia.org/tensor" +) + +func main() { + g := NewGraph() + //deklarasi W, dengan bobot inisiasi matB +matB := []float64{0.9,0.7,0.4,0.2} +matT := tensor.New(tensor.WithBacking(matB), tensor.WithShape(2, 2)) +mat := NewMatrix(g, + tensor.Float64, + WithName("W"), + WithShape(2, 2), + WithValue(matT), +) + +// deklarasi x dengan inisiasi bobot vecB +vecB := []float64{5,7} + +vecT := tensor.New(tensor.WithBacking(vecB), tensor.WithShape(2)) + +vec := NewVector(g, + tensor.Float64, + WithName("x"), + WithShape(2), + WithValue(vecT), +) + +z, _ := Mul(mat, vec) +machine := NewTapeMachine(g) +machine.RunAll() +//melihat hasil output +fmt.Println(z.Value().Data()) +ioutil.WriteFile("simple_graph.dot", []byte(g.ToDot()), 0644) +} + diff --git a/Chapter01/C/1204061/program3.go b/Chapter01/C/1204061/program3.go new file mode 100644 index 000000000..96ce9d76e --- /dev/null +++ b/Chapter01/C/1204061/program3.go @@ -0,0 +1,50 @@ +package main + +import ( + "fmt" + + G "gorgonia.org/gorgonia" + "gorgonia.org/tensor" +) + +func main() { + g := G.NewGraph() + + //deklarasi W, dengan bobot inisiasi matB +matB := []float64{0.9,0.7,0.4,0.2} +matT := tensor.New(tensor.WithBacking(matB), tensor.WithShape(2, 2)) +mat := G.NewMatrix(g, + tensor.Float64, + G.WithName("W"), + G.WithShape(2, 2), + G.WithValue(matT), +) + +// deklarasi x dengan inisiasi bobot vecB +vecB := []float64{5,7} + +vecT := tensor.New(tensor.WithBacking(vecB), tensor.WithShape(2)) + +vec := G.NewVector(g, + tensor.Float64, + G.WithName("x"), + G.WithShape(2), + G.WithValue(vecT), +) + +//tambah deklarasi b +b := G.NewScalar(g, + tensor.Float64, + G.WithName("b"), + G.WithValue(3.0), +) + +a, _ := G.Mul(mat, vec) +z, _ := G.Add(a, b) + +machine := G.NewTapeMachine(g) + +machine.RunAll() +//melihat hasil output +fmt.Println(z.Value().Data()) + } \ No newline at end of file diff --git a/Chapter01/C/1204061/serti 1.jpeg b/Chapter01/C/1204061/serti 1.jpeg new file mode 100644 index 000000000..bb49ee1dc Binary files /dev/null and b/Chapter01/C/1204061/serti 1.jpeg differ diff --git a/Chapter01/C/1204061/serti 2.jpeg b/Chapter01/C/1204061/serti 2.jpeg new file mode 100644 index 000000000..229184a8b Binary files /dev/null and b/Chapter01/C/1204061/serti 2.jpeg differ diff --git a/Chapter02/C/1204061/README.md b/Chapter02/C/1204061/README.md new file mode 100644 index 000000000..181694dac --- /dev/null +++ b/Chapter02/C/1204061/README.md @@ -0,0 +1,9 @@ +## Deskripsi Task Chapter 02 + +### Nama : Fahira +### NPM : 1204044 + +Pada tugas chapter 02 ini implementasi sebuah neural network menggunakan library Gorgonia untuk menyelesaikan masalah klasifikasi biner pada dataset dengan 4 input dan 1 output. Neural network tersebut terdiri dari 4 layer yang masing-masing terdiri dari beberapa neuron, dan menggunakan fungsi aktivasi sigmoid pada setiap layer. Proses training dilakukan dengan melakukan iterasi sebanyak 10000 kali, di mana pada setiap iterasi dilakukan perhitungan cost menggunakan mean squared error (MSE) dan dilakukan update pada gradient menggunakan algoritma Adam. Setelah proses training selesai, nilai prediksi dari model terhadap input yang diberikan dapat diperoleh dengan memanggil m.predVal. + +## Hasil ketika di run : +![output_task](https://user-images.githubusercontent.com/80674110/230775499-7d9b0d2c-2bbf-45f5-a4c5-72b572315562.png) diff --git a/Chapter02/C/1204061/go.mod b/Chapter02/C/1204061/go.mod new file mode 100644 index 000000000..105bd64cd --- /dev/null +++ b/Chapter02/C/1204061/go.mod @@ -0,0 +1,29 @@ +module github.com/bukped/ai/Chapter02/B/1204044 + +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/C/1204061/go.sum b/Chapter02/C/1204061/go.sum new file mode 100644 index 000000000..a0b0646f9 --- /dev/null +++ b/Chapter02/C/1204061/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/C/1204061/main.go b/Chapter02/C/1204061/main.go new file mode 100644 index 000000000..138fc5d70 --- /dev/null +++ b/Chapter02/C/1204061/main.go @@ -0,0 +1,144 @@ +package main + +import ( + "fmt" + "log" + "math/rand" + + "gorgonia.org/gorgonia" + "gorgonia.org/tensor" +) + +var err error + +type nn struct { + g *gorgonia.ExprGraph + ws []*gorgonia.Node + pred *gorgonia.Node + predVal gorgonia.Value +} + +func newNN(g *gorgonia.ExprGraph) *nn { + // Create nodes for weights + w1 := gorgonia.NewMatrix(g, + tensor.Float64, + gorgonia.WithName("w1"), + gorgonia.WithShape(3, 4), + gorgonia.WithInit(gorgonia.GlorotN(1.0)), + ) + w2 := gorgonia.NewMatrix(g, + tensor.Float64, + gorgonia.WithName("w2"), + gorgonia.WithShape(4, 5), + gorgonia.WithInit(gorgonia.GlorotN(1.0)), + ) + w3 := gorgonia.NewMatrix(g, + tensor.Float64, + gorgonia.WithName("w3"), + gorgonia.WithShape(5, 6), + gorgonia.WithInit(gorgonia.GlorotN(1.0)), + ) + w4 := gorgonia.NewMatrix(g, + tensor.Float64, + gorgonia.WithName("w4"), + gorgonia.WithShape(6, 7), + gorgonia.WithInit(gorgonia.GlorotN(1.0)), + ) + w5 := gorgonia.NewMatrix(g, + tensor.Float64, + gorgonia.WithName("w5"), + gorgonia.WithShape(7, 8), + gorgonia.WithInit(gorgonia.GlorotN(1.0)), + ) + w6 := gorgonia.NewMatrix(g, + tensor.Float64, + gorgonia.WithName("w6"), + gorgonia.WithShape(8, 1), + gorgonia.WithInit(gorgonia.GlorotN(1.0)), + ) + + // Create a slice of weight nodes + ws := []*gorgonia.Node{w1, w2, w3, w4, w5, w6} + + return &nn{ + g: g, + ws: ws, + } +} + +func (m *nn) learnables() gorgonia.Nodes { + // Return the slice of weight nodes + return gorgonia.Nodes(m.ws) +} + +func (m *nn) fwd(x *gorgonia.Node) (err error) { + var l *gorgonia.Node = x + + // Build network + for i := 0; i < len(m.ws); i++ { + l = gorgonia.Must(gorgonia.Mul(l, m.ws[i])) + l = gorgonia.Must(gorgonia.Sigmoid(l)) + } + + m.pred = l + gorgonia.Read(m.pred, &m.predVal) + return nil +} + +func main() { + rand.Seed(31337) + //NewRand(NewSource(31337)) + + // Create graph and network + g := gorgonia.NewGraph() + m := newNN(g) + + // Set input x to network + xB := []float64{0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1} + xT := tensor.New(tensor.WithBacking(xB), tensor.WithShape(4, 3)) + x := gorgonia.NewMatrix(g, + tensor.Float64, + gorgonia.WithName("X"), + gorgonia.WithShape(4, 3), + gorgonia.WithValue(xT), + ) + + // Define validation data set + yB := []float64{0, 0, 1, 1} + yT := tensor.New(tensor.WithBacking(yB), tensor.WithShape(4, 1)) + y := gorgonia.NewMatrix(g, + tensor.Float64, + gorgonia.WithName("y"), + gorgonia.WithShape(4, 1), + gorgonia.WithValue(yT), + ) + + // Run forward pass + if err := m.fwd(x); err != nil { + log.Fatalf("%+v", err) + } + + // Calculate Cost w/MSE + losses := gorgonia.Must(gorgonia.Sub(y, m.pred)) + square := gorgonia.Must(gorgonia.Square(losses)) + cost := gorgonia.Must(gorgonia.Mean(square)) + + // Do Gradient updates + if _, err = gorgonia.Grad(cost, m.learnables()...); err != nil { + log.Fatal(err) + } + + // Instantiate VM and Solver + vm := gorgonia.NewTapeMachine(g, gorgonia.BindDualValues(m.learnables()...)) + solver := gorgonia.NewVanillaSolver(gorgonia.WithLearnRate(1.0)) + + for i := 0; i < 10000; i++ { + vm.Reset() + if err = vm.RunAll(); err != nil { + log.Fatalf("Failed at inter %d: %v", i, err) + } + solver.Step(gorgonia.NodesToValueGrads(m.learnables())) + vm.Reset() + } + fmt.Println("\n\nOutput after Training: \n", m.predVal) +} diff --git a/Chapter02/C/1204061/task.go b/Chapter02/C/1204061/task.go new file mode 100644 index 000000000..62f8d8591 --- /dev/null +++ b/Chapter02/C/1204061/task.go @@ -0,0 +1,141 @@ +package main + +import ( + "fmt" + "log" + "math/rand" + + "gorgonia.org/gorgonia" + "gorgonia.org/tensor" +) + +var err error + +type nn struct { + g *gorgonia.ExprGraph + ws []*gorgonia.Node + pred *gorgonia.Node + predVal gorgonia.Value +} + +func newNN(g *gorgonia.ExprGraph) *nn { + // Create nodes for weights + w1 := gorgonia.NewMatrix(g, + tensor.Float64, + gorgonia.WithName("w1"), + gorgonia.WithShape(3, 4), + gorgonia.WithInit(gorgonia.GlorotN(1.0)), + ) + w2 := gorgonia.NewMatrix(g, + tensor.Float64, + gorgonia.WithName("w2"), + gorgonia.WithShape(4, 5), + gorgonia.WithInit(gorgonia.GlorotN(1.0)), + ) + w3 := gorgonia.NewMatrix(g, + tensor.Float64, + gorgonia.WithName("w3"), + gorgonia.WithShape(5, 6), + gorgonia.WithInit(gorgonia.GlorotN(1.0)), + ) + w4 := gorgonia.NewMatrix(g, + tensor.Float64, + gorgonia.WithName("w4"), + gorgonia.WithShape(6, 7), + gorgonia.WithInit(gorgonia.GlorotN(1.0)), + ) + w5 := gorgonia.NewMatrix(g, + tensor.Float64, + gorgonia.WithName("w5"), + gorgonia.WithShape(7, 1), + gorgonia.WithInit(gorgonia.GlorotN(1.0)), + ) + + // Create a slice of weight nodes + ws := []*gorgonia.Node{w1, w2, w3, w4, w5} + + return &nn{ + g: g, + ws: ws, + } +} + +func (m *nn) learnables() gorgonia.Nodes { + // Return the slice of weight nodes + return gorgonia.Nodes(m.ws) +} + +func (m *nn) fwd(x *gorgonia.Node) (err error) { + var l *gorgonia.Node = x + + // Build network + for i := 0; i < len(m.ws)-1; i++ { + l = gorgonia.Must(gorgonia.Mul(l, m.ws[i])) + l = gorgonia.Must(gorgonia.Sigmoid(l)) + } + + // Last layer without activation function + l = gorgonia.Must(gorgonia.Mul(l, m.ws[len(m.ws)-1])) + + m.pred = l + gorgonia.Read(m.pred, &m.predVal) + return nil +} + +func main() { + rand.Seed(31337) + //NewRand(NewSource(31337)) + + // Create graph and network + g := gorgonia.NewGraph() + m := newNN(g) + + // Set input x to network + xB := []float64{0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1} + xT := tensor.New(tensor.WithBacking(xB), tensor.WithShape(4, 3)) + x := gorgonia.NewMatrix(g, + tensor.Float64, + gorgonia.WithName("X"), + gorgonia.WithShape(4, 3), + gorgonia.WithValue(xT), + ) + + // Define validation data set + yB := []float64{0, 0, 1, 1} + yT := tensor.New(tensor.WithBacking(yB), tensor.WithShape(4, 1)) + y := gorgonia.NewMatrix(g, + tensor.Float64, + gorgonia.WithName("y"), + gorgonia.WithShape(4, 1), + gorgonia.WithValue(yT), + ) + + // Run forward pass + if err := m.fwd(x); err != nil { + log.Fatalf("%+v", err) + } + + // Calculate Cost w/MSE + losses := gorgonia.Must(gorgonia.Sub(y, m.pred)) + square := gorgonia.Must(gorgonia.Square(losses)) + cost := gorgonia.Must(gorgonia.Mean(square)) + + // Do Gradient updates + if _, err = gorgonia.Grad(cost, m.learnables()...); err != nil { + log.Fatal(err) + } + + // Instantiate VM and Solver + vm := gorgonia.NewTapeMachine(g, gorgonia.BindDualValues(m.learnables()...)) + solver := gorgonia.NewAdamSolver(gorgonia.WithLearnRate(0.001), gorgonia.WithBeta1(0.9), gorgonia.WithBeta2(0.999)) + + for i := 0; i < 10000; i++ { + vm.Reset() + if err = vm.RunAll(); err != nil { + log.Fatalf("Failed at inter %d: %v", i, err) + } + solver.Step(gorgonia.NodesToValueGrads(m.learnables())) + vm.Reset() + } + fmt.Println("\n\nOutput after Training: \n", m.predVal) +} diff --git a/Chapter03/C/1204061/backup/backup1.gob b/Chapter03/C/1204061/backup/backup1.gob new file mode 100644 index 000000000..e22799a11 Binary files /dev/null and b/Chapter03/C/1204061/backup/backup1.gob differ diff --git a/Chapter03/C/1204061/go.mod b/Chapter03/C/1204061/go.mod new file mode 100644 index 000000000..da460bc47 --- /dev/null +++ b/Chapter03/C/1204061/go.mod @@ -0,0 +1,33 @@ +module github.com/bukped/ai/Chapter03/B/1204044 + +go 1.20 + +require ( + github.com/aiteung/mnist v0.0.1 + github.com/pkg/errors v0.9.1 + gopkg.in/cheggaaa/pb.v1 v1.0.28 + gorgonia.org/gorgonia v0.9.17 + gorgonia.org/tensor v0.9.24 +) + +require ( + github.com/apache/arrow/go/arrow v0.0.0-20211112161151-bc219186db40 // indirect + github.com/awalterschulze/gographviz v0.0.0-20190221210632-1e9ccb565bca // indirect + github.com/chewxy/hm v1.0.0 // indirect + github.com/chewxy/math32 v1.10.1 // indirect + github.com/gogo/protobuf v1.3.2 // indirect + github.com/golang/protobuf v1.5.3 // indirect + github.com/google/flatbuffers v23.3.3+incompatible // indirect + github.com/leesper/go_rng v0.0.0-20171009123644-5344a9259b21 // indirect + github.com/mattn/go-runewidth v0.0.4 // indirect + github.com/xtgo/set v1.0.0 // indirect + go4.org/unsafe/assume-no-moving-gc v0.0.0-20230221090011-e4bae7ad2296 // indirect + golang.org/x/sys v0.0.0-20210630005230-0f9fa26af87c // indirect + golang.org/x/xerrors v0.0.0-20220907171357-04be3eba64a2 // indirect + gonum.org/v1/gonum v0.12.0 // indirect + google.golang.org/protobuf v1.29.0 // 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/Chapter03/C/1204061/go.sum b/Chapter03/C/1204061/go.sum new file mode 100644 index 000000000..5b4569ea2 --- /dev/null +++ b/Chapter03/C/1204061/go.sum @@ -0,0 +1,331 @@ +cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +cloud.google.com/go v0.34.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +dmitri.shuralyov.com/gpu/mtl v0.0.0-20190408044501-666a987793e9/go.mod h1:H6x//7gZCb22OMCxBHrMx7a5I7Hp++hsVxbQ4BYO7hU= +gioui.org v0.0.0-20210308172011-57750fc8a0a6/go.mod h1:RSH6KIUZ0p2xy5zHDxgAM4zumjgTw83q2ge/PI+yyw8= +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/aiteung/mnist v0.0.1 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a/Chapter03/C/1204061/mnist/t10k-images-idx3-ubyte b/Chapter03/C/1204061/mnist/t10k-images-idx3-ubyte new file mode 100644 index 000000000..1170b2cae Binary files /dev/null and b/Chapter03/C/1204061/mnist/t10k-images-idx3-ubyte differ diff --git a/Chapter03/C/1204061/mnist/t10k-labels-idx1-ubyte b/Chapter03/C/1204061/mnist/t10k-labels-idx1-ubyte new file mode 100644 index 000000000..d1c3a9706 Binary files /dev/null and b/Chapter03/C/1204061/mnist/t10k-labels-idx1-ubyte differ diff --git a/Chapter03/C/1204061/mnist/train-images-idx3-ubyte b/Chapter03/C/1204061/mnist/train-images-idx3-ubyte new file mode 100644 index 000000000..bbce27659 Binary files /dev/null and b/Chapter03/C/1204061/mnist/train-images-idx3-ubyte differ diff --git a/Chapter03/C/1204061/mnist/train-labels-idx1-ubyte b/Chapter03/C/1204061/mnist/train-labels-idx1-ubyte new file mode 100644 index 000000000..d6b4c5db3 Binary files /dev/null and b/Chapter03/C/1204061/mnist/train-labels-idx1-ubyte differ diff --git a/Chapter03/C/1204061/model.go b/Chapter03/C/1204061/model.go new file mode 100644 index 000000000..35f7eb604 --- /dev/null +++ b/Chapter03/C/1204061/model.go @@ -0,0 +1,354 @@ +package main + +import ( + "encoding/gob" + "flag" + "fmt" + "image" + "image/jpeg" + "io/ioutil" + "log" + "math" + "math/rand" + "os" + + _ "net/http/pprof" + + "github.com/aiteung/mnist" + "github.com/pkg/errors" + "gopkg.in/cheggaaa/pb.v1" + "gorgonia.org/gorgonia" + "gorgonia.org/tensor" + + "time" +) + +var ( + epochs = flag.Int("epochs", 5, "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/" +const backup = "./backup/" + +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, w3 *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 { + + w0 := gorgonia.NewMatrix(g, dt, gorgonia.WithShape(784, 128), gorgonia.WithName("w0"), gorgonia.WithInit(gorgonia.GlorotU(1.0))) + w1 := gorgonia.NewMatrix(g, dt, gorgonia.WithShape(128, 64), gorgonia.WithName("w1"), gorgonia.WithInit(gorgonia.GlorotU(1.0))) + w2 := gorgonia.NewMatrix(g, dt, gorgonia.WithShape(64, 128), gorgonia.WithName("w2"), gorgonia.WithInit(gorgonia.GlorotU(1.0))) + w3 := gorgonia.NewMatrix(g, dt, gorgonia.WithShape(128, 784), gorgonia.WithName("w3"), gorgonia.WithInit(gorgonia.GlorotU(1.0))) + + return &nn{ + g: g, + w0: w0, + w1: w1, + w2: w2, + w3: w3, + } +} + +func (m *nn) learnables() gorgonia.Nodes { + return gorgonia.Nodes{m.w0, m.w1, m.w2, m.w3} +} + +func (m *nn) fwd(x *gorgonia.Node) (err error) { + var l0, l1, l2, l3, l4 *gorgonia.Node + var l0dot, l1dot, l2dot, l3dot *gorgonia.Node + + // Set first layer to be copy of input + l0 = x + + // Dot product of l0 and w0, use as input for Sigmoid + if l0dot, err = gorgonia.Mul(l0, m.w0); err != nil { + return errors.Wrap(err, "Unable to multiple l0 and w0") + } + l1 = gorgonia.Must(gorgonia.Sigmoid(l0dot)) + + if l1dot, err = gorgonia.Mul(l1, m.w1); err != nil { + return errors.Wrap(err, "Unable to multiple l1 and w1") + } + l2 = gorgonia.Must(gorgonia.Sigmoid(l1dot)) + + if l2dot, err = gorgonia.Mul(l2, m.w2); err != nil { + return errors.Wrap(err, "Unable to multiple l2 and w2") + } + l3 = gorgonia.Must(gorgonia.Sigmoid(l2dot)) + + if l3dot, err = gorgonia.Mul(l3, m.w3); err != nil { + return errors.Wrap(err, "Unable to multiple l3 and w3") + } + l4 = gorgonia.Must(gorgonia.Sigmoid(l3dot)) + + // m.pred = l3dot + // gorgonia.Read(m.pred, &m.predVal) + // return nil + + m.out = l4 + gorgonia.Read(l4, &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) + + var inputs tensor.Tensor + var err error + + // load our data set + trainOn := *dataset + if inputs, _, err = mnist.Load(trainOn, loc, dt); err != nil { + log.Fatal(err) + } + + numExamples := inputs.Shape()[0] + bs := *batchsize + + g := gorgonia.NewGraph() + + x := gorgonia.NewMatrix(g, dt, gorgonia.WithShape(bs, 784), gorgonia.WithName("x")) + y := gorgonia.NewMatrix(g, dt, gorgonia.WithShape(bs, 784), 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.Square(gorgonia.Must(gorgonia.Sub(y, m.out))) + if err != nil { + log.Fatal(err) + } + cost := gorgonia.Must(gorgonia.Mean(losses)) + // cost = gorgonia.Must(gorgonia.Neg(cost)) + + ioutil.WriteFile("simple_graph_3.dot", []byte(g.ToDot()), 0644) + + // 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.NewAdamSolver(gorgonia.WithBatchSize(float64(bs)), gorgonia.WithLearnRate(0.01)) + + 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 < 10; 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 + var xVal tensor.Tensor + if xVal, err = inputs.Slice(sli{start, end}); err != nil { + log.Fatal("Unable to slice x") + } + + if err = xVal.(*tensor.Dense).Reshape(bs, 784); err != nil { + log.Fatal("Unable to reshape %v", err) + } + + gorgonia.Let(x, xVal) + gorgonia.Let(y, xVal) + if err = vm.RunAll(); err != nil { + log.Fatalf("Failed at epoch %d: %v", i, err) + } + + arrayOutput := m.predVal.Data().([]float64) + yOutput := tensor.New(tensor.WithShape(bs, 784), tensor.WithBacking(arrayOutput)) + + for j := 0; j < 1; j++ { + rowT, _ := yOutput.Slice(sli{j, j + 1}) + row := rowT.Data().([]float64) + + img := visualizeRow(row) + + f, _ := os.OpenFile(fmt.Sprintf("training/%d - %d - %d training.jpg", j, b, i), os.O_CREATE|os.O_WRONLY|os.O_TRUNC, 0644) + jpeg.Encode(f, img, &jpeg.Options{jpeg.DefaultQuality}) + f.Close() + } + + // 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, _, 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 tensor.Tensor + if xVal, err = inputs.Slice(sli{start, end}); err != nil { + log.Fatal("Unable to slice x") + } + + if err = xVal.(*tensor.Dense).Reshape(bs, 784); err != nil { + log.Fatal("Unable to reshape %v", err) + } + + gorgonia.Let(x, xVal) + gorgonia.Let(y, xVal) + if err = vm.RunAll(); err != nil { + log.Fatalf("Failed at epoch test: %v", err) + } + + for j := 0; j < xVal.Shape()[0]; j++ { + rowT, _ := xVal.Slice(sli{j, j + 1}) + row := rowT.Data().([]float64) + + img := visualizeRow(row) + + f, _ := os.OpenFile(fmt.Sprintf("images/%d - %d input.jpg", b, j), 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, 784), tensor.WithBacking(arrayOutput)) + + for j := 0; j < yOutput.Shape()[0]; j++ { + rowT, _ := yOutput.Slice(sli{j, j + 1}) + row := rowT.Data().([]float64) + + img := visualizeRow(row) + + f, err := os.OpenFile(fmt.Sprintf("images/%d - %d output.jpg", b, j), os.O_CREATE|os.O_WRONLY|os.O_TRUNC, 0644) + if err != nil { + fmt.Printf("\nError terjadi : %v \n", err) + } + + jpeg.Encode(f, img, &jpeg.Options{jpeg.DefaultQuality}) + f.Close() + } + + vm.Reset() + bar.Increment() + } + + save(m) + + log.Printf("Epoch Test | cost %v", costVal) + +} + +func save(model *nn) error { + f, err := os.Create(backup + "backup1.gob") + if err != nil { + return err + } + defer f.Close() + enc := gob.NewEncoder(f) + for _, node := range model.learnables() { + err := enc.Encode(node.Value()) + if err != nil { + return err + } + } + return nil +} diff --git a/Chapter04/C/1204061/4-3C-1204061 - Nur Tri RA - Hasil Analisis (GPU dan CPU hasil running RNN dan LSTM).docx b/Chapter04/C/1204061/4-3C-1204061 - Nur Tri RA - Hasil Analisis (GPU dan CPU hasil running RNN dan LSTM).docx new file mode 100644 index 000000000..d144cbb67 Binary files /dev/null and b/Chapter04/C/1204061/4-3C-1204061 - Nur Tri RA - Hasil Analisis (GPU dan CPU hasil running RNN dan LSTM).docx differ diff --git a/Chapter04/C/1204061/go.mod b/Chapter04/C/1204061/go.mod new file mode 100644 index 000000000..897662879 --- /dev/null +++ b/Chapter04/C/1204061/go.mod @@ -0,0 +1,33 @@ +module github.com/bukped/ai/Chapter04/B/1204044 + +go 1.20 + +require ( + github.com/aiteung/mnist v0.0.1 + github.com/pkg/errors v0.9.1 + gopkg.in/cheggaaa/pb.v1 v1.0.28 + gorgonia.org/gorgonia v0.9.17 + gorgonia.org/tensor v0.9.24 +) + +require ( + github.com/apache/arrow/go/arrow v0.0.0-20211112161151-bc219186db40 // indirect + github.com/awalterschulze/gographviz v0.0.0-20190221210632-1e9ccb565bca // indirect + github.com/chewxy/hm v1.0.0 // indirect + github.com/chewxy/math32 v1.10.1 // indirect + github.com/gogo/protobuf v1.3.2 // indirect + github.com/golang/protobuf v1.5.3 // indirect + github.com/google/flatbuffers v23.3.3+incompatible // indirect + github.com/leesper/go_rng v0.0.0-20171009123644-5344a9259b21 // indirect + github.com/mattn/go-runewidth v0.0.4 // indirect + github.com/xtgo/set v1.0.0 // indirect + go4.org/unsafe/assume-no-moving-gc v0.0.0-20230221090011-e4bae7ad2296 // indirect + golang.org/x/sys v0.0.0-20210630005230-0f9fa26af87c // indirect + golang.org/x/xerrors v0.0.0-20220907171357-04be3eba64a2 // indirect + gonum.org/v1/gonum v0.12.0 // indirect + google.golang.org/protobuf v1.29.0 // 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/Chapter04/C/1204061/go.sum b/Chapter04/C/1204061/go.sum new file mode 100644 index 000000000..5b4569ea2 --- /dev/null +++ b/Chapter04/C/1204061/go.sum @@ -0,0 +1,331 @@ +cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +cloud.google.com/go v0.34.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +dmitri.shuralyov.com/gpu/mtl v0.0.0-20190408044501-666a987793e9/go.mod h1:H6x//7gZCb22OMCxBHrMx7a5I7Hp++hsVxbQ4BYO7hU= +gioui.org v0.0.0-20210308172011-57750fc8a0a6/go.mod h1:RSH6KIUZ0p2xy5zHDxgAM4zumjgTw83q2ge/PI+yyw8= +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/aiteung/mnist v0.0.1 h1:kvXawKZONRYcS6fzxY8MDBX4WVQWPDCHuYgKIHCJfGo= +github.com/aiteung/mnist 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+gorgonia.org/vecf64 v0.9.0/go.mod h1:hp7IOWCnRiVQKON73kkC/AUMtEXyf9kGlVrtPQ9ccVA= +honnef.co/go/tools v0.0.0-20190102054323-c2f93a96b099/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4= +honnef.co/go/tools v0.0.0-20190523083050-ea95bdfd59fc/go.mod 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/Chapter04/C/1204061/main.go b/Chapter04/C/1204061/main.go new file mode 100644 index 000000000..7784cba14 --- /dev/null +++ b/Chapter04/C/1204061/main.go @@ -0,0 +1,392 @@ +package main + +import ( + "encoding/csv" + "flag" + "fmt" + "image" + "image/jpeg" + "log" + "math" + "math/rand" + "os" + "strconv" + + _ "net/http/pprof" + + "github.com/aiteung/mnist" + "github.com/pkg/errors" + "gorgonia.org/gorgonia" + "gorgonia.org/tensor" + + "time" + + "gopkg.in/cheggaaa/pb.v1" +) + +var ( + epochs = flag.Int("epochs", 10, "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) + } + + prog, locmap, err := gorgonia.Compile(g) + fmt.Println(prog) + fmt.Println(locmap) + + vm := gorgonia.NewTapeMachine(g, gorgonia.BindDualValues(m.learnables()...)) + solver := gorgonia.NewRMSPropSolver(gorgonia.WithBatchSize(float64(bs))) + + log.Printf("Starting Training...") + + 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 + + for j := 0; j < yOutput.Shape()[0]; j++ { + rowT, _ := yOutput.Slice(sli{j, j + 1}) + row := rowT.Data().([]float64) + var rowToWrite []string + + for k := 0; k < 10; k++ { + rowToWrite = append(rowToWrite, strconv.FormatFloat(row[k], 'f', 6, 64)) + } + matrixToWrite = append(matrixToWrite, rowToWrite) + } + + csvWriter := csv.NewWriter(file) + csvWriter.WriteAll(matrixToWrite) + csvWriter.Flush() + + vm.Reset() + bar.Increment() + } + log.Printf("Epoch Test | cost %v", costVal) + +} diff --git a/Chapter04/C/1204061/mnist/t10k-images-idx3-ubyte b/Chapter04/C/1204061/mnist/t10k-images-idx3-ubyte new file mode 100644 index 000000000..1170b2cae Binary files /dev/null and b/Chapter04/C/1204061/mnist/t10k-images-idx3-ubyte differ diff --git a/Chapter04/C/1204061/mnist/t10k-labels-idx1-ubyte b/Chapter04/C/1204061/mnist/t10k-labels-idx1-ubyte new file mode 100644 index 000000000..d1c3a9706 Binary files /dev/null and b/Chapter04/C/1204061/mnist/t10k-labels-idx1-ubyte differ diff --git a/Chapter04/C/1204061/mnist/train-images-idx3-ubyte b/Chapter04/C/1204061/mnist/train-images-idx3-ubyte new file mode 100644 index 000000000..bbce27659 Binary files /dev/null and b/Chapter04/C/1204061/mnist/train-images-idx3-ubyte differ diff --git a/Chapter04/C/1204061/mnist/train-labels-idx1-ubyte b/Chapter04/C/1204061/mnist/train-labels-idx1-ubyte new file mode 100644 index 000000000..d6b4c5db3 Binary files /dev/null and b/Chapter04/C/1204061/mnist/train-labels-idx1-ubyte differ diff --git a/Chapter05/README.md b/Chapter05/README.md index cb54b6d81..b5732e664 100644 --- a/Chapter05/README.md +++ b/Chapter05/README.md @@ -20,3 +20,5 @@ Video diunggah ke channel bukupedia university, URL video langsung di list di ba 1. Nama | NPM | Link ## Kelas C +1. Nur Tri Ramadhanti Adiningrum | NPM | https://youtu.be/fW5chlTnxL0 +