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MilesCranmer
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Commit
•
6143e3c
1
Parent(s):
0b34329
Fix documentation of loss functions
Browse files- pysr/sr.py +7 -21
pysr/sr.py
CHANGED
@@ -126,27 +126,13 @@ def pysr(X=None, y=None, weights=None,
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loss written as a function. Examples of custom written losses
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include: `myloss(x, y) = abs(x-y)` for non-weighted, or
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`myloss(x, y, w) = w*abs(x-y)` for weighted.
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Among the included losses, these are:
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- `L1EpsilonInsLoss(ϵ)`,
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- `L2EpsilonInsLoss(ϵ)`,
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- `PeriodicLoss(c)`,
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- `QuantileLoss(τ)`,
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Classification:
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- `ZeroOneLoss()`,
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- `PerceptronLoss()`,
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- `L1HingeLoss()`,
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- `SmoothedL1HingeLoss(γ)`,
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- `ModifiedHuberLoss()`,
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- `L2MarginLoss()`,
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- `ExpLoss()`,
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- `SigmoidLoss()`,
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- `DWDMarginLoss(q)`.
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:param populations: int, Number of populations running; by default=procs.
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:param niterations: int, Number of iterations of the algorithm to run. The best
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equations are printed, and migrate between populations, at the
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loss written as a function. Examples of custom written losses
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include: `myloss(x, y) = abs(x-y)` for non-weighted, or
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`myloss(x, y, w) = w*abs(x-y)` for weighted.
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Among the included losses, these are as follows. Regression:
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`LPDistLoss{P}()`, `L1DistLoss()`, `L2DistLoss()` (mean square),
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`LogitDistLoss()`, `HuberLoss(d)`, `L1EpsilonInsLoss(ϵ)`,
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`L2EpsilonInsLoss(ϵ)`, `PeriodicLoss(c)`, `QuantileLoss(τ)`.
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Classification: `ZeroOneLoss()`, `PerceptronLoss()`, `L1HingeLoss()`,
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`SmoothedL1HingeLoss(γ)`, `ModifiedHuberLoss()`, `L2MarginLoss()`,
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`ExpLoss()`, `SigmoidLoss()`, `DWDMarginLoss(q)`.
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:param populations: int, Number of populations running; by default=procs.
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:param niterations: int, Number of iterations of the algorithm to run. The best
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equations are printed, and migrate between populations, at the
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