diff --git a/Bab01/A/1204010/README.md b/Bab01/A/1204010/README.md new file mode 100644 index 000000000..71cf6d08d --- /dev/null +++ b/Bab01/A/1204010/README.md @@ -0,0 +1,4 @@ +# Kelas A + +## certi +![image]![image](https://user-images.githubusercontent.com/94116594/231246242-59ba503a-74e1-4747-8955-9bc5c7e2a917.png) diff --git a/Chapter01/A/1204010/go.mod b/Chapter01/A/1204010/go.mod new file mode 100644 index 000000000..979ecaeda --- /dev/null +++ b/Chapter01/A/1204010/go.mod @@ -0,0 +1,26 @@ +module github.com/JPratama7/ai + +go 1.20 + +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/gorgonia v0.9.17 // 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/A/1204010/go.sum b/Chapter01/A/1204010/go.sum new file mode 100644 index 000000000..43d3426f6 --- /dev/null +++ b/Chapter01/A/1204010/go.sum @@ -0,0 +1,201 @@ +cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +github.com/BurntSushi/toml v0.3.1/go.mod 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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/A/1204010/main.go b/Chapter01/A/1204010/main.go new file mode 100644 index 000000000..06ab7d0f9 --- /dev/null +++ b/Chapter01/A/1204010/main.go @@ -0,0 +1 @@ +package main diff --git a/Chapter01/A/1204010/polynomial.go b/Chapter01/A/1204010/polynomial.go new file mode 100644 index 000000000..cda49729d --- /dev/null +++ b/Chapter01/A/1204010/polynomial.go @@ -0,0 +1,34 @@ +package main + +import ( + "fmt" + + "gorgonia.org/gorgonia" +) + +func main() { + g := gorgonia.NewGraph() + + // Define input tensor + x := gorgonia.NewScalar(g, gorgonia.Float64, gorgonia.WithName("x")) + z := gorgonia.NewScalar(g, gorgonia.Float64, gorgonia.WithName("z")) + + // Define output tensor using polynomial function + y := gorgonia.Must(gorgonia.Add(gorgonia.Must(gorgonia.Mul(x, x)), gorgonia.Must(gorgonia.Mul(x, z)))) + + // Create a VM to run the graph + machine := gorgonia.NewTapeMachine(g) + defer machine.Close() + + gorgonia.Let(x, 4.0) + gorgonia.Let(z, 10.0) + + // Run the graph with input value 2.0 + if err := machine.RunAll(); err != nil { + fmt.Println(err) + return + } + + // Print the output value + fmt.Printf("\nHasil : %+v\n", y.Value()) +} diff --git a/Chapter01/A/1204010/tutorialAdd.go b/Chapter01/A/1204010/tutorialAdd.go new file mode 100644 index 000000000..c975c63e8 --- /dev/null +++ b/Chapter01/A/1204010/tutorialAdd.go @@ -0,0 +1,36 @@ +package main + +import ( + "fmt" + "log" + + . "gorgonia.org/gorgonia" +) + +func main() { + g := NewGraph() + + var x, y, z *Node + var err error + + // define the expression + x = NewScalar(g, Float64, WithName("x")) + y = NewScalar(g, Float64, WithName("y")) + z, err = Add(x, y) + if err != nil { + log.Fatal(err) + } + + // create a VM to run the program on + machine := NewTapeMachine(g) + + // set initial values then run + Let(x, 4.0) + Let(y, 2.5) + if machine.RunAll() != nil { + log.Fatal(err) + } + + fmt.Printf("%v", z.Value()) + // Output: 4.5 +} diff --git a/Chapter01/A/1204010/tutorialMatrix.go b/Chapter01/A/1204010/tutorialMatrix.go new file mode 100644 index 000000000..c33701644 --- /dev/null +++ b/Chapter01/A/1204010/tutorialMatrix.go @@ -0,0 +1,46 @@ +package main + +import ( + "fmt" + "log" + + G "gorgonia.org/gorgonia" + "gorgonia.org/tensor" +) + +func main() { + g := G.NewGraph() + + matB := []float32{0.9,0.7,0.4,0.2} + matT := tensor.New(tensor.WithBacking(matB), tensor.WithShape(2, 2)) + mat := G.NewMatrix(g, + tensor.Float32, + G.WithName("W"), + G.WithShape(2, 2), + G.WithValue(matT), + ) + + vecB := []float32{5,7} + vecT := tensor.New(tensor.WithBacking(vecB), tensor.WithShape(2)) + + vec := G.NewVector(g, + tensor.Float32, + G.WithName("x"), + G.WithShape(2), + G.WithValue(vecT), + ) + + z, err := G.Mul(mat, vec) + + // create a VM to run the program on + machine := G.NewTapeMachine(g) + + // set initial values then run + + if machine.RunAll() != nil { + log.Fatal(err) + } + + fmt.Println(z.Value().Data()) + // Output: [9.4 3.4] +} \ No newline at end of file diff --git a/Chapter01/A/1204010/tutorialWxB.go b/Chapter01/A/1204010/tutorialWxB.go new file mode 100644 index 000000000..c8dfd16f2 --- /dev/null +++ b/Chapter01/A/1204010/tutorialWxB.go @@ -0,0 +1,59 @@ +package main + +import ( + "fmt" + "io/ioutil" + "log" + + G "gorgonia.org/gorgonia" + "gorgonia.org/tensor" +) + +func main() { + g := G.NewGraph() + + 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), + ) + + 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), + ) + + b := G.NewScalar(g, tensor.Float64, G.WithName("b"), G.WithValue(3.0)) + + a, err := G.Mul(mat, vec) + if err != nil { + log.Fatal(err) + } + + z, err := G.Add(a, b) + if err != nil { + log.Fatal(err) + } + + // create a VM to run the program on + machine := G.NewTapeMachine(g) + + // set initial values then run + + if machine.RunAll() != nil { + log.Fatal(err) + } + + fmt.Println(z.Value().Data()) + // Output: [12.399999999999999 6.4] + + ioutil.WriteFile("simple_graph.dot", []byte(g.ToDot()), 0644) +} diff --git a/Chapter02/A/1204010/go.mod b/Chapter02/A/1204010/go.mod new file mode 100644 index 000000000..0514c9205 --- /dev/null +++ b/Chapter02/A/1204010/go.mod @@ -0,0 +1,26 @@ +module github.com/hanandestiarin/ai/tree/master/Chapter01/A + +go 1.20 + +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/gorgonia v0.9.17 // 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/Chapter02/A/1204010/go.sum b/Chapter02/A/1204010/go.sum new file mode 100644 index 000000000..43d3426f6 --- /dev/null +++ b/Chapter02/A/1204010/go.sum @@ -0,0 +1,201 @@ +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 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index 000000000..4f4271006 --- /dev/null +++ b/Chapter02/A/1204010/main.go @@ -0,0 +1,167 @@ +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) + + + 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)) + + 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), + ) + + return &nn{ + g: g, + w0: w0, + w1: w1, + w2: w2, + w3: w3, + w4: w4, + + } +} + +func (m *nn) learnables() Nodes { + return Nodes{m.w8} +} + +func (m *nn) fwd(x *Node) (err error) { + var l0, l1, l2, l3, l4, *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)) + + + m.pred = l8dot + Read(m.pred, &m.predVal) + return nil + +} + +func main() { + + rand.Seed(31337) + + // 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 < 10000; 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/A/1204010/backup/backup1.gob b/Chapter03/A/1204010/backup/backup1.gob new file mode 100644 index 000000000..364a114dd Binary files /dev/null and b/Chapter03/A/1204010/backup/backup1.gob differ diff --git a/Chapter03/A/1204010/go.mod b/Chapter03/A/1204010/go.mod new file mode 100644 index 000000000..0514c9205 --- /dev/null +++ b/Chapter03/A/1204010/go.mod @@ -0,0 +1,26 @@ +module github.com/hanandestiarin/ai/tree/master/Chapter01/A + +go 1.20 + +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/gorgonia v0.9.17 // indirect + gorgonia.org/tensor v0.9.17 // indirect + gorgonia.org/vecf32 v0.9.0 // indirect + gorgonia.org/vecf64 v0.9.0 // indirect +) diff --git 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+ + _ "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 { + // Create node for w/weight + 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) + + // // intercept Ctrl+C + // sigChan := make(chan os.Signal, 1) + // signal.Notify(sigChan, syscall.SIGINT, syscall.SIGTERM) + // doneChan := make(chan bool, 1) + + 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 + + // 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, 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) + } + + // logger := log.New(os.Stderr, "", 0) + // vm := gorgonia.NewTapeMachine(g, gorgonia.BindDualValues(m.learnables()...), gorgonia.WithLogger(logger), gorgonia.WithWatchlist(), gorgonia.WithValueFmt("%1.1s")) + + // vm := gorgonia.NewTapeMachine(g, gorgonia.BindDualValues(m.learnables()...), gorgonia.WithLogger(logger), gorgonia.TraceExec()) + 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 yVal, err = inputs.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, 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 yVal, err = inputs.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, 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 + "backup2.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/Chapter03/A/1204010/mnist/t10k-images-idx3-ubyte b/Chapter03/A/1204010/mnist/t10k-images-idx3-ubyte new file mode 100644 index 000000000..1170b2cae Binary files /dev/null and b/Chapter03/A/1204010/mnist/t10k-images-idx3-ubyte differ diff --git a/Chapter03/A/1204010/mnist/t10k-labels-idx1-ubyte b/Chapter03/A/1204010/mnist/t10k-labels-idx1-ubyte new file mode 100644 index 000000000..d1c3a9706 Binary files /dev/null and b/Chapter03/A/1204010/mnist/t10k-labels-idx1-ubyte differ diff --git a/Chapter03/A/1204010/mnist/train-images-idx3-ubyte b/Chapter03/A/1204010/mnist/train-images-idx3-ubyte new file mode 100644 index 000000000..bbce27659 Binary files /dev/null and b/Chapter03/A/1204010/mnist/train-images-idx3-ubyte differ diff --git a/Chapter03/A/1204010/mnist/train-labels-idx1-ubyte b/Chapter03/A/1204010/mnist/train-labels-idx1-ubyte new file mode 100644 index 000000000..d6b4c5db3 Binary files /dev/null and b/Chapter03/A/1204010/mnist/train-labels-idx1-ubyte differ diff --git a/Chapter04/A/1204010/1204010-azhari.pdf b/Chapter04/A/1204010/1204010-azhari.pdf new file mode 100644 index 000000000..04bdf2f80 Binary files /dev/null and b/Chapter04/A/1204010/1204010-azhari.pdf differ diff --git a/Chapter04/A/1204010/go.mod b/Chapter04/A/1204010/go.mod new file mode 100644 index 000000000..2fde4fd8f --- /dev/null +++ b/Chapter04/A/1204010/go.mod @@ -0,0 +1,33 @@ +module gorgonie + +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/A/1204010/go.sum b/Chapter04/A/1204010/go.sum new file mode 100644 index 000000000..5b4569ea2 --- /dev/null +++ b/Chapter04/A/1204010/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 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+rsc.io/pdf v0.1.1/go.mod h1:n8OzWcQ6Sp37PL01nO98y4iUCRdTGarVfzxY20ICaU4= diff --git a/Chapter04/A/1204010/main.go b/Chapter04/A/1204010/main.go new file mode 100644 index 000000000..2eb8e1743 --- /dev/null +++ b/Chapter04/A/1204010/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/pkg/errors" + "gorgonia.org/gorgonia" + "github.com/aiteung/mnist" + "gorgonia.org/tensor" + + "time" + + "gopkg.in/cheggaaa/pb.v1" +) + +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/" + +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/A/1204010/mnist/t10k-images-idx3-ubyte b/Chapter04/A/1204010/mnist/t10k-images-idx3-ubyte new file mode 100644 index 000000000..1170b2cae Binary files /dev/null and b/Chapter04/A/1204010/mnist/t10k-images-idx3-ubyte differ diff --git a/Chapter04/A/1204010/mnist/t10k-labels-idx1-ubyte b/Chapter04/A/1204010/mnist/t10k-labels-idx1-ubyte new file mode 100644 index 000000000..d1c3a9706 Binary files /dev/null and b/Chapter04/A/1204010/mnist/t10k-labels-idx1-ubyte differ diff --git a/Chapter04/A/1204010/mnist/train-images-idx3-ubyte b/Chapter04/A/1204010/mnist/train-images-idx3-ubyte new file mode 100644 index 000000000..bbce27659 Binary files /dev/null and b/Chapter04/A/1204010/mnist/train-images-idx3-ubyte differ diff --git a/Chapter04/A/1204010/mnist/train-labels-idx1-ubyte b/Chapter04/A/1204010/mnist/train-labels-idx1-ubyte new file mode 100644 index 000000000..d6b4c5db3 Binary files /dev/null and b/Chapter04/A/1204010/mnist/train-labels-idx1-ubyte differ