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nn: Fix ReLU
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@zhenghaoz
zhenghaoz committed Jan 4, 2025
1 parent 2d77ae1 commit a26705c
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Showing 6 changed files with 82 additions and 47 deletions.
4 changes: 3 additions & 1 deletion common/nn/layers.go
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Original file line number Diff line number Diff line change
Expand Up @@ -14,6 +14,8 @@

package nn

import "github.com/chewxy/math32"

type Layer interface {
Parameters() []*Tensor
Forward(x *Tensor) *Tensor
Expand All @@ -28,7 +30,7 @@ type linearLayer struct {

func NewLinear(in, out int) Layer {
return &linearLayer{
w: Normal(0, 0.1, in, out).RequireGrad(),
w: Normal(0, 1.0/math32.Sqrt(float32(in)), in, out).RequireGrad(),
b: Zeros(out).RequireGrad(),
}
}
Expand Down
52 changes: 33 additions & 19 deletions common/nn/nn_test.go
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Original file line number Diff line number Diff line change
Expand Up @@ -26,6 +26,7 @@ import (

"github.com/chewxy/math32"
"github.com/samber/lo"
"github.com/schollz/progressbar/v3"
"github.com/stretchr/testify/assert"
"github.com/zhenghaoz/gorse/common/dataset"
"github.com/zhenghaoz/gorse/common/util"
Expand Down Expand Up @@ -209,34 +210,47 @@ func openMNISTFile(path string) (*Tensor, *Tensor, error) {
func TestMNIST(t *testing.T) {
train, test, err := mnist()
assert.NoError(t, err)
test = train

model := NewSequential(
NewLinear(784, 1000),
NewReLU(),
NewLinear(1000, 10),
)
optimizer := NewAdam(model.Parameters(), 0.01)
var l float32
for i := 0; i < 100; i++ {
yPred := model.Forward(train.A)
loss := SoftmaxCrossEntropy(yPred, train.B)
optimizer := NewAdam(model.Parameters(), 0.001)

optimizer.ZeroGrad()
loss.Backward()
var (
sumLoss float32
batchSize = 1000
)
for i := 0; i < 3; i++ {
sumLoss = 0
bar := progressbar.Default(int64(train.A.shape[0]), fmt.Sprintf("Epoch %v/%v", i+1, 3))
for j := 0; j < train.A.shape[0]; j += batchSize {
xBatch := train.A.Slice(j, j+batchSize)
yBatch := train.B.Slice(j, j+batchSize)

optimizer.Step()
l = loss.data[0]
fmt.Println(l)
yPred := model.Forward(xBatch)
loss := SoftmaxCrossEntropy(yPred, yBatch)

testPred := model.Forward(test.A)
var precision float32
for i, gt := range test.B.data {
if testPred.Slice(i, i+1).argmax()[1] == int(gt) {
precision += 1
}
optimizer.ZeroGrad()
loss.Backward()

optimizer.Step()
sumLoss += loss.data[0]
bar.Add(batchSize)

Check failure on line 240 in common/nn/nn_test.go

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Error return value of `bar.Add` is not checked (errcheck)
}
sumLoss /= float32(train.A.shape[0] / batchSize)
bar.Finish()

Check failure on line 243 in common/nn/nn_test.go

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Error return value of `bar.Finish` is not checked (errcheck)
}
assert.Less(t, sumLoss, float32(0.4))

testPred := model.Forward(test.A)
var precision float32
for i, gt := range test.B.data {
if testPred.Slice(i, i+1).argmax()[1] == int(gt) {
precision += 1
}
precision /= float32(len(test.B.data))
fmt.Println(precision)
}
precision /= float32(len(test.B.data))
assert.Greater(t, float64(precision), 0.92)
}
4 changes: 2 additions & 2 deletions common/nn/op.go
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Original file line number Diff line number Diff line change
Expand Up @@ -710,8 +710,8 @@ func (r *relu) forward(inputs ...*Tensor) *Tensor {
}

func (r *relu) backward(dy *Tensor) []*Tensor {
dx := dy.clone()
dx.maximum(NewScalar(0))
x := r.inputs[0]
dx := x.clone().gt(NewScalar(0)).mul(dy)
return []*Tensor{dx}
}

Expand Down
21 changes: 21 additions & 0 deletions common/nn/tensor.go
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Original file line number Diff line number Diff line change
Expand Up @@ -606,6 +606,27 @@ func (t *Tensor) maximum(other *Tensor) {
}
}

func (t *Tensor) gt(other *Tensor) *Tensor {
if other.IsScalar() {
for i := range t.data {
if t.data[i] > other.data[0] {
t.data[i] = 1
} else {
t.data[i] = 0
}
}
} else {
for i := range t.data {
if t.data[i] > other.data[i] {
t.data[i] = 1
} else {
t.data[i] = 0
}
}
}
return t
}

func (t *Tensor) transpose() *Tensor {

Check failure on line 630 in common/nn/tensor.go

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func `(*Tensor).transpose` is unused (unused)
if len(t.shape) < 2 {
panic("transpose requires at least 2-D tensor")
Expand Down
13 changes: 6 additions & 7 deletions go.mod
View file
Original file line number Diff line number Diff line change
Expand Up @@ -7,7 +7,7 @@ require (
github.com/araddon/dateparse v0.0.0-20210429162001-6b43995a97de
github.com/benhoyt/goawk v1.20.0
github.com/bits-and-blooms/bitset v1.2.1
github.com/chewxy/math32 v1.10.1
github.com/chewxy/math32 v1.11.1
github.com/coreos/go-oidc/v3 v3.11.0
github.com/deckarep/golang-set/v2 v2.3.1
github.com/emicklei/go-restful-openapi/v2 v2.9.0
Expand Down Expand Up @@ -40,7 +40,7 @@ require (
github.com/redis/go-redis/extra/redisotel/v9 v9.5.3
github.com/redis/go-redis/v9 v9.7.0
github.com/samber/lo v1.38.1
github.com/schollz/progressbar/v3 v3.9.0
github.com/schollz/progressbar/v3 v3.17.1
github.com/sclevine/yj v0.0.0-20210612025309-737bdf40a5d1
github.com/spf13/cobra v1.5.0
github.com/spf13/pflag v1.0.5
Expand Down Expand Up @@ -126,8 +126,7 @@ require (
github.com/leodido/go-urn v1.4.0 // indirect
github.com/magiconair/properties v1.8.6 // indirect
github.com/mailru/easyjson v0.7.7 // indirect
github.com/mattn/go-isatty v0.0.16 // indirect
github.com/mattn/go-runewidth v0.0.13 // indirect
github.com/mattn/go-isatty v0.0.20 // indirect
github.com/matttproud/golang_protobuf_extensions v1.0.1 // indirect
github.com/minio/blake2b-simd v0.0.0-20160723061019-3f5f724cb5b1 // indirect
github.com/mitchellh/colorstring v0.0.0-20190213212951-d06e56a500db // indirect
Expand All @@ -145,7 +144,7 @@ require (
github.com/prometheus/procfs v0.8.0 // indirect
github.com/redis/go-redis/extra/rediscmd/v9 v9.5.3 // indirect
github.com/remyoudompheng/bigfft v0.0.0-20230129092748-24d4a6f8daec // indirect
github.com/rivo/uniseg v0.3.4 // indirect
github.com/rivo/uniseg v0.4.7 // indirect
github.com/shopspring/decimal v1.3.1 // indirect
github.com/spf13/afero v1.9.2 // indirect
github.com/spf13/cast v1.5.0 // indirect
Expand All @@ -165,8 +164,8 @@ require (
golang.org/x/mod v0.17.0 // indirect
golang.org/x/net v0.30.0 // indirect
golang.org/x/sync v0.8.0 // indirect
golang.org/x/sys v0.26.0 // indirect
golang.org/x/term v0.25.0 // indirect
golang.org/x/sys v0.28.0 // indirect
golang.org/x/term v0.27.0 // indirect
golang.org/x/text v0.19.0 // indirect
golang.org/x/tools v0.21.1-0.20240508182429-e35e4ccd0d2d // indirect
golang.org/x/xerrors v0.0.0-20220517211312-f3a8303e98df // indirect
Expand Down
35 changes: 17 additions & 18 deletions go.sum
View file
Original file line number Diff line number Diff line change
Expand Up @@ -88,14 +88,17 @@ github.com/cespare/xxhash/v2 v2.1.1/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XL
github.com/cespare/xxhash/v2 v2.1.2/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
github.com/chengxilo/virtualterm v1.0.4 h1:Z6IpERbRVlfB8WkOmtbHiDbBANU7cimRIof7mk9/PwM=
github.com/chengxilo/virtualterm v1.0.4/go.mod h1:DyxxBZz/x1iqJjFxTFcr6/x+jSpqN0iwWCOK1q10rlY=
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/go.mod h1:dOB2rcuFrCn6UHrze36WSLVPKtzPMRAQvBvUwkSsLqs=
github.com/chewxy/math32 v1.0.8/go.mod h1:dOB2rcuFrCn6UHrze36WSLVPKtzPMRAQvBvUwkSsLqs=
github.com/chewxy/math32 v1.10.1 h1:LFpeY0SLJXeaiej/eIp2L40VYfscTvKh/FSEZ68uMkU=
github.com/chewxy/math32 v1.10.1/go.mod h1:dOB2rcuFrCn6UHrze36WSLVPKtzPMRAQvBvUwkSsLqs=
github.com/chewxy/math32 v1.11.1 h1:b7PGHlp8KjylDoU8RrcEsRuGZhJuz8haxnKfuMMRqy8=
github.com/chewxy/math32 v1.11.1/go.mod h1:dOB2rcuFrCn6UHrze36WSLVPKtzPMRAQvBvUwkSsLqs=
github.com/chzyer/logex v1.1.10/go.mod h1:+Ywpsq7O8HXn0nuIou7OrIPyXbp3wmkHB+jjWRnGsAI=
github.com/chzyer/readline v0.0.0-20180603132655-2972be24d48e/go.mod h1:nSuG5e5PlCu98SY8svDHJxuZscDgtXS6KTTbou5AhLI=
github.com/chzyer/test v0.0.0-20180213035817-a1ea475d72b1/go.mod h1:Q3SI9o4m/ZMnBNeIyt5eFwwo7qiLfzFZmjNmxjkiQlU=
Expand Down Expand Up @@ -413,7 +416,6 @@ github.com/julienschmidt/httprouter v1.2.0/go.mod h1:SYymIcj16QtmaHHD7aYtjjsJG7V
github.com/julienschmidt/httprouter v1.3.0/go.mod h1:JR6WtHb+2LUe8TCKY3cZOxFyyO8IZAc4RVcycCCAKdM=
github.com/jung-kurt/gofpdf v1.0.0/go.mod h1:7Id9E/uU8ce6rXgefFLlgrJj/GYY22cpxn+r32jIOes=
github.com/jung-kurt/gofpdf v1.0.3-0.20190309125859-24315acbbda5/go.mod h1:7Id9E/uU8ce6rXgefFLlgrJj/GYY22cpxn+r32jIOes=
github.com/k0kubun/go-ansi v0.0.0-20180517002512-3bf9e2903213/go.mod h1:vNUNkEQ1e29fT/6vq2aBdFsgNPmy8qMdSay1npru+Sw=
github.com/kballard/go-shellquote v0.0.0-20180428030007-95032a82bc51 h1:Z9n2FFNUXsshfwJMBgNA0RU6/i7WVaAegv3PtuIHPMs=
github.com/kballard/go-shellquote v0.0.0-20180428030007-95032a82bc51/go.mod h1:CzGEWj7cYgsdH8dAjBGEr58BoE7ScuLd+fwFZ44+/x8=
github.com/kisielk/errcheck v1.1.0/go.mod h1:EZBBE59ingxPouuu3KfxchcWSUPOHkagtvWXihfKN4Q=
Expand Down Expand Up @@ -468,13 +470,13 @@ github.com/mattn/go-colorable v0.1.8/go.mod h1:u6P/XSegPjTcexA+o6vUJrdnUu04hMope
github.com/mattn/go-isatty v0.0.5/go.mod h1:Iq45c/XA43vh69/j3iqttzPXn0bhXyGjM0Hdxcsrc5s=
github.com/mattn/go-isatty v0.0.7/go.mod h1:Iq45c/XA43vh69/j3iqttzPXn0bhXyGjM0Hdxcsrc5s=
github.com/mattn/go-isatty v0.0.12/go.mod h1:cbi8OIDigv2wuxKPP5vlRcQ1OAZbq2CE4Kysco4FUpU=
github.com/mattn/go-isatty v0.0.14/go.mod h1:7GGIvUiUoEMVVmxf/4nioHXj79iQHKdU27kJ6hsGG94=
github.com/mattn/go-isatty v0.0.16 h1:bq3VjFmv/sOjHtdEhmkEV4x1AJtvUvOJ2PFAZ5+peKQ=
github.com/mattn/go-isatty v0.0.16/go.mod h1:kYGgaQfpe5nmfYZH+SKPsOc2e4SrIfOl2e/yFXSvRLM=
github.com/mattn/go-isatty v0.0.20 h1:xfD0iDuEKnDkl03q4limB+vH+GxLEtL/jb4xVJSWWEY=
github.com/mattn/go-isatty v0.0.20/go.mod h1:W+V8PltTTMOvKvAeJH7IuucS94S2C6jfK/D7dTCTo3Y=
github.com/mattn/go-runewidth v0.0.4/go.mod h1:LwmH8dsx7+W8Uxz3IHJYH5QSwggIsqBzpuz5H//U1FU=
github.com/mattn/go-runewidth v0.0.10/go.mod h1:RAqKPSqVFrSLVXbA8x7dzmKdmGzieGRCM46jaSJTDAk=
github.com/mattn/go-runewidth v0.0.13 h1:lTGmDsbAYt5DmK6OnoV7EuIF1wEIFAcxld6ypU4OSgU=
github.com/mattn/go-runewidth v0.0.13/go.mod h1:Jdepj2loyihRzMpdS35Xk/zdY8IAYHsh153qUoGf23w=
github.com/mattn/go-runewidth v0.0.16 h1:E5ScNMtiwvlvB5paMFdw9p4kSQzbXFikJ5SQO6TULQc=
github.com/mattn/go-runewidth v0.0.16/go.mod h1:Jdepj2loyihRzMpdS35Xk/zdY8IAYHsh153qUoGf23w=
github.com/mattn/go-sqlite3 v1.14.12/go.mod h1:NyWgC/yNuGj7Q9rpYnZvas74GogHl5/Z4A/KQRfk6bU=
github.com/mattn/go-sqlite3 v1.14.16 h1:yOQRA0RpS5PFz/oikGwBEqvAWhWg5ufRz4ETLjwpU1Y=
github.com/mattn/go-sqlite3 v1.14.16/go.mod h1:2eHXhiwb8IkHr+BDWZGa96P6+rkvnG63S2DGjv9HUNg=
Expand Down Expand Up @@ -560,8 +562,8 @@ github.com/remyoudompheng/bigfft v0.0.0-20230129092748-24d4a6f8daec h1:W09IVJc94
github.com/remyoudompheng/bigfft v0.0.0-20230129092748-24d4a6f8daec/go.mod h1:qqbHyh8v60DhA7CoWK5oRCqLrMHRGoxYCSS9EjAz6Eo=
github.com/rivo/uniseg v0.1.0/go.mod h1:J6wj4VEh+S6ZtnVlnTBMWIodfgj8LQOQFoIToxlJtxc=
github.com/rivo/uniseg v0.2.0/go.mod h1:J6wj4VEh+S6ZtnVlnTBMWIodfgj8LQOQFoIToxlJtxc=
github.com/rivo/uniseg v0.3.4 h1:3Z3Eu6FGHZWSfNKJTOUiPatWwfc7DzJRU04jFUqJODw=
github.com/rivo/uniseg v0.3.4/go.mod h1:FN3SvrM+Zdj16jyLfmOkMNblXMcoc8DfTHruCPUcx88=
github.com/rivo/uniseg v0.4.7 h1:WUdvkW8uEhrYfLC4ZzdpI2ztxP1I582+49Oc5Mq64VQ=
github.com/rivo/uniseg v0.4.7/go.mod h1:FN3SvrM+Zdj16jyLfmOkMNblXMcoc8DfTHruCPUcx88=
github.com/rogpeppe/fastuuid v1.2.0/go.mod h1:jVj6XXZzXRy/MSR5jhDC/2q6DgLz+nrA6LYCDYWNEvQ=
github.com/rogpeppe/go-internal v1.3.0/go.mod h1:M8bDsm7K2OlrFYOpmOWEs/qY81heoFRclV5y23lUDJ4=
github.com/rogpeppe/go-internal v1.13.1 h1:KvO1DLK/DRN07sQ1LQKScxyZJuNnedQ5/wKSR38lUII=
Expand All @@ -575,8 +577,8 @@ github.com/ruudk/golang-pdf417 v0.0.0-20201230142125-a7e3863a1245/go.mod h1:pQAZ
github.com/samber/lo v1.38.1 h1:j2XEAqXKb09Am4ebOg31SpvzUTTs6EN3VfgeLUhPdXM=
github.com/samber/lo v1.38.1/go.mod h1:+m/ZKRl6ClXCE2Lgf3MsQlWfh4bn1bz6CXEOxnEXnEA=
github.com/satori/go.uuid v1.2.0/go.mod h1:dA0hQrYB0VpLJoorglMZABFdXlWrHn1NEOzdhQKdks0=
github.com/schollz/progressbar/v3 v3.9.0 h1:k9SRNQ8KZyibz1UZOaKxnkUE3iGtmGSDt1YY9KlCYQk=
github.com/schollz/progressbar/v3 v3.9.0/go.mod h1:W5IEwbJecncFGBvuEh4A7HT1nZZ6WNIL2i3qbnI0WKY=
github.com/schollz/progressbar/v3 v3.17.1 h1:bI1MTaoQO+v5kzklBjYNRQLoVpe0zbyRZNK6DFkVC5U=
github.com/schollz/progressbar/v3 v3.17.1/go.mod h1:RzqpnsPQNjUyIgdglUjRLgD7sVnxN1wpmBMV+UiEbL4=
github.com/sclevine/yj v0.0.0-20210612025309-737bdf40a5d1 h1:2cp8mZ+gRxIx/5GoLcQmmXzJuKdM1cSE2dmvFn3udJE=
github.com/sclevine/yj v0.0.0-20210612025309-737bdf40a5d1/go.mod h1:PkEqqiiBYB87KgvpQj2r0wtRjDKEhhLRarGCubegp7E=
github.com/scylladb/termtables v0.0.0-20191203121021-c4c0b6d42ff4/go.mod h1:C1a7PQSMz9NShzorzCiG2fk9+xuCgLkPeCvMHYR2OWg=
Expand Down Expand Up @@ -722,7 +724,6 @@ golang.org/x/crypto v0.0.0-20210616213533-5ff15b29337e/go.mod h1:GvvjBRRGRdwPK5y
golang.org/x/crypto v0.0.0-20210711020723-a769d52b0f97/go.mod h1:GvvjBRRGRdwPK5ydBHafDWAxML/pGHZbMvKqRZ5+Abc=
golang.org/x/crypto v0.0.0-20210921155107-089bfa567519/go.mod h1:GvvjBRRGRdwPK5ydBHafDWAxML/pGHZbMvKqRZ5+Abc=
golang.org/x/crypto v0.0.0-20211108221036-ceb1ce70b4fa/go.mod h1:GvvjBRRGRdwPK5ydBHafDWAxML/pGHZbMvKqRZ5+Abc=
golang.org/x/crypto v0.0.0-20220131195533-30dcbda58838/go.mod h1:IxCIyHEi3zRg3s0A5j5BB6A9Jmi73HwBIUl50j+osU4=
golang.org/x/crypto v0.28.0 h1:GBDwsMXVQi34v5CCYUm2jkJvu4cbtru2U4TN2PSyQnw=
golang.org/x/crypto v0.28.0/go.mod h1:rmgy+3RHxRZMyY0jjAJShp2zgEdOqj2AO7U0pYmeQ7U=
golang.org/x/exp v0.0.0-20180321215751-8460e604b9de/go.mod h1:CJ0aWSM057203Lf6IL+f9T1iT9GByDxfZKAQTCR3kQA=
Expand Down Expand Up @@ -826,7 +827,6 @@ golang.org/x/net v0.0.0-20210525063256-abc453219eb5/go.mod h1:9nx3DQGgdP8bBQD5qx
golang.org/x/net v0.0.0-20210614182718-04defd469f4e/go.mod h1:9nx3DQGgdP8bBQD5qxJ1jj9UTztislL4KSBs9R2vV5Y=
golang.org/x/net v0.0.0-20211015210444-4f30a5c0130f/go.mod h1:9nx3DQGgdP8bBQD5qxJ1jj9UTztislL4KSBs9R2vV5Y=
golang.org/x/net v0.0.0-20211029224645-99673261e6eb/go.mod h1:9nx3DQGgdP8bBQD5qxJ1jj9UTztislL4KSBs9R2vV5Y=
golang.org/x/net v0.0.0-20211112202133-69e39bad7dc2/go.mod h1:9nx3DQGgdP8bBQD5qxJ1jj9UTztislL4KSBs9R2vV5Y=
golang.org/x/net v0.0.0-20220127200216-cd36cc0744dd/go.mod h1:CfG3xpIq0wQ8r1q4Su4UZFWDARRcnwPjda9FqA0JpMk=
golang.org/x/net v0.0.0-20220225172249-27dd8689420f/go.mod h1:CfG3xpIq0wQ8r1q4Su4UZFWDARRcnwPjda9FqA0JpMk=
golang.org/x/net v0.0.0-20220401154927-543a649e0bdd/go.mod h1:CfG3xpIq0wQ8r1q4Su4UZFWDARRcnwPjda9FqA0JpMk=
Expand Down Expand Up @@ -920,20 +920,19 @@ golang.org/x/sys v0.0.0-20211007075335-d3039528d8ac/go.mod h1:oPkhp1MJrh7nUepCBc
golang.org/x/sys v0.0.0-20211019181941-9d821ace8654/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.0.0-20211216021012-1d35b9e2eb4e/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.0.0-20220114195835-da31bd327af9/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.0.0-20220128215802-99c3d69c2c27/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.0.0-20220330033206-e17cdc41300f/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.0.0-20220412211240-33da011f77ad/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.0.0-20220520151302-bc2c85ada10a/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.0.0-20220704084225-05e143d24a9e/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.0.0-20220722155257-8c9f86f7a55f/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.0.0-20220811171246-fbc7d0a398ab/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.26.0 h1:KHjCJyddX0LoSTb3J+vWpupP9p0oznkqVk/IfjymZbo=
golang.org/x/sys v0.26.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
golang.org/x/sys v0.6.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
golang.org/x/sys v0.28.0 h1:Fksou7UEQUWlKvIdsqzJmUmCX3cZuD2+P3XyyzwMhlA=
golang.org/x/sys v0.28.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
golang.org/x/term v0.0.0-20201117132131-f5c789dd3221/go.mod h1:Nr5EML6q2oocZ2LXRh80K7BxOlk5/8JxuGnuhpl+muw=
golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo=
golang.org/x/term v0.0.0-20210927222741-03fcf44c2211/go.mod h1:jbD1KX2456YbFQfuXm/mYQcufACuNUgVhRMnK/tPxf8=
golang.org/x/term v0.25.0 h1:WtHI/ltw4NvSUig5KARz9h521QvRC8RmF/cuYqifU24=
golang.org/x/term v0.25.0/go.mod h1:RPyXicDX+6vLxogjjRxjgD2TKtmAO6NZBsBRfrOLu7M=
golang.org/x/term v0.27.0 h1:WP60Sv1nlK1T6SupCHbXzSaN0b9wUmsPoRS9b61A23Q=
golang.org/x/term v0.27.0/go.mod h1:iMsnZpn0cago0GOrHO2+Y7u7JPn5AylBrcoWkElMTSM=
golang.org/x/text v0.0.0-20170915032832-14c0d48ead0c/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
golang.org/x/text v0.3.1-0.20180807135948-17ff2d5776d2/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
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