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* Updated failure estimator * Added simulator script * Cleanup simulator script * Update SortFunc * Update SortFunc * Update SortFunc * Update SortFunc * Update SortFunc * Update SortFunc * Update SortFunc * Update SortFunc * Update SortFunc * Comments and cleanup
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@@ -1,13 +1,20 @@ | ||
package interfaces | ||
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// DeepCopier expresses that the object can be deep-copied. | ||
import "golang.org/x/exp/constraints" | ||
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// DeepCopier represents object that can be deep-copied. | ||
type DeepCopier[T any] interface { | ||
// DeepCopy returns a deep copy of the object. | ||
DeepCopy() T | ||
} | ||
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// Equaler expresses that objects can be compared for equality via the Equals method. | ||
// Equaler represents objects can be compared for equality via the Equals method. | ||
type Equaler[T any] interface { | ||
// Returns true if both objects are equal. | ||
Equal(T) bool | ||
} | ||
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// Number represents any integer or floating-point number. | ||
type Number interface { | ||
constraints.Integer | constraints.Float | ||
} |
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package linalg | ||
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import "gonum.org/v1/gonum/mat" | ||
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// ExtendVecDense extends the length of vec in-place to be at least n. | ||
func ExtendVecDense(vec *mat.VecDense, n int) *mat.VecDense { | ||
if vec == nil { | ||
return mat.NewVecDense(n, make([]float64, n)) | ||
} | ||
rawVec := vec.RawVector() | ||
d := n - rawVec.N | ||
if d <= 0 { | ||
return vec | ||
} | ||
rawVec.Data = append(rawVec.Data, make([]float64, d)...) | ||
rawVec.N = n | ||
vec.SetRawVector(rawVec) | ||
return vec | ||
} |
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package linalg | ||
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import ( | ||
"testing" | ||
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"github.com/stretchr/testify/assert" | ||
"gonum.org/v1/gonum/mat" | ||
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armadaslices "github.com/armadaproject/armada/internal/common/slices" | ||
) | ||
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func TestExtendVecDense(t *testing.T) { | ||
tests := map[string]struct { | ||
vec *mat.VecDense | ||
n int | ||
expected *mat.VecDense | ||
}{ | ||
"nil vec": { | ||
vec: nil, | ||
n: 3, | ||
expected: mat.NewVecDense(3, armadaslices.Zeros[float64](3)), | ||
}, | ||
"extend": { | ||
vec: mat.NewVecDense(1, armadaslices.Zeros[float64](1)), | ||
n: 3, | ||
expected: mat.NewVecDense(3, armadaslices.Zeros[float64](3)), | ||
}, | ||
"extend unnecessary due to greater length": { | ||
vec: mat.NewVecDense(3, armadaslices.Zeros[float64](3)), | ||
n: 1, | ||
expected: mat.NewVecDense(3, armadaslices.Zeros[float64](3)), | ||
}, | ||
"extend unnecessary due to equal length": { | ||
vec: mat.NewVecDense(3, armadaslices.Zeros[float64](3)), | ||
n: 3, | ||
expected: mat.NewVecDense(3, armadaslices.Zeros[float64](3)), | ||
}, | ||
} | ||
for name, tc := range tests { | ||
t.Run(name, func(t *testing.T) { | ||
actual := ExtendVecDense(tc.vec, tc.n) | ||
assert.Equal(t, tc.expected, actual) | ||
}) | ||
} | ||
} |
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@@ -0,0 +1,44 @@ | ||
package descent | ||
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import ( | ||
"fmt" | ||
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"github.com/pkg/errors" | ||
"gonum.org/v1/gonum/mat" | ||
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"github.com/armadaproject/armada/internal/common/armadaerrors" | ||
) | ||
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// Gradient descent optimiser; see the following link for details: | ||
// https://fluxml.ai/Flux.jl/stable/training/optimisers/ | ||
type Descent struct { | ||
eta float64 | ||
} | ||
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func New(eta float64) (*Descent, error) { | ||
if eta < 0 { | ||
return nil, errors.WithStack(&armadaerrors.ErrInvalidArgument{ | ||
Name: "eta", | ||
Value: eta, | ||
Message: fmt.Sprintf("outside allowed range [0, Inf)"), | ||
}) | ||
} | ||
return &Descent{eta: eta}, nil | ||
} | ||
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func MustNew(eta float64) *Descent { | ||
opt, err := New(eta) | ||
if err != nil { | ||
panic(err) | ||
} | ||
return opt | ||
} | ||
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func (o *Descent) Update(out, p *mat.VecDense, g mat.Vector) *mat.VecDense { | ||
out.AddScaledVec(p, -o.eta, g) | ||
return p | ||
} | ||
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func (o *Descent) Extend(_ int) { | ||
return | ||
} |
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,44 @@ | ||
package descent | ||
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import ( | ||
"testing" | ||
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"github.com/stretchr/testify/assert" | ||
"gonum.org/v1/gonum/mat" | ||
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armadaslices "github.com/armadaproject/armada/internal/common/slices" | ||
) | ||
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func TestDescent(t *testing.T) { | ||
tests := map[string]struct { | ||
eta float64 | ||
p *mat.VecDense | ||
g *mat.VecDense | ||
expected *mat.VecDense | ||
}{ | ||
"eta is zero": { | ||
eta: 0.0, | ||
p: mat.NewVecDense(2, armadaslices.Ones[float64](2)), | ||
g: mat.NewVecDense(2, armadaslices.Ones[float64](2)), | ||
expected: mat.NewVecDense(2, armadaslices.Ones[float64](2)), | ||
}, | ||
"eta is non-zero": { | ||
eta: 2.0, | ||
p: mat.NewVecDense(2, armadaslices.Zeros[float64](2)), | ||
g: mat.NewVecDense(2, armadaslices.Ones[float64](2)), | ||
expected: func() *mat.VecDense { | ||
rv := mat.NewVecDense(2, armadaslices.Ones[float64](2)) | ||
rv.ScaleVec(-2, rv) | ||
return rv | ||
}(), | ||
}, | ||
} | ||
for name, tc := range tests { | ||
t.Run(name, func(t *testing.T) { | ||
opt := MustNew(tc.eta) | ||
rv := opt.Update(tc.p, tc.p, tc.g) | ||
assert.Equal(t, tc.p, rv) | ||
assert.Equal(t, tc.expected, tc.p) | ||
}) | ||
} | ||
} |
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