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Update docs
Browse files- docs/start.md +9 -9
docs/start.md
CHANGED
@@ -44,7 +44,7 @@ model = PySRRegressor(
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"cos",
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"exp",
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"sin",
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"inv(x)=1/x", # Custom operator (julia syntax)
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],
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model_selection="best",
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loss="loss(x, y) = (x - y)^2", # Custom loss function (julia syntax)
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@@ -71,13 +71,13 @@ print(model)
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to print the learned equations:
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```python
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PySRRegressor.equations = [
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]
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```
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This arrow in the `pick` column indicates which equation is currently selected by your
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@@ -90,7 +90,7 @@ SymPy format (`sympy_format`), and even JAX and PyTorch format
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(both of which are differentiable).
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There are several other useful features such as denoising (e.g., `denoising=True`),
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feature selection (e.g., `select_k_features=3`)
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For a summary of features and options, see [this docs page](https://pysr.readthedocs.io/en/latest/docs/options/).
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You can see the full API at [this page](https://pysr.readthedocs.io/en/latest/docs/api-documentation/).
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"cos",
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"exp",
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"sin",
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"inv(x) = 1/x", # Custom operator (julia syntax)
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],
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model_selection="best",
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loss="loss(x, y) = (x - y)^2", # Custom loss function (julia syntax)
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to print the learned equations:
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```python
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PySRRegressor.equations = [
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pick score Equation MSE Complexity
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0 0.000000 3.5082064 2.710828e+01 1
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1 0.964260 (x0 * x0) 3.940544e+00 3
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2 0.030096 (-0.47978288 + (x0 * x0)) 3.710349e+00 5
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3 0.840770 ((x0 * x0) + cos(x3)) 1.600564e+00 6
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4 0.928380 ((x0 * x0) + (2.5313091 * cos(x3))) 2.499724e-01 8
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5 >>>> 13.956461 ((-0.49999997 + (x0 * x0)) + (2.5382001 * cos(... 1.885665e-13 10
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]
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```
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This arrow in the `pick` column indicates which equation is currently selected by your
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(both of which are differentiable).
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There are several other useful features such as denoising (e.g., `denoising=True`),
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feature selection (e.g., `select_k_features=3`).
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For a summary of features and options, see [this docs page](https://pysr.readthedocs.io/en/latest/docs/options/).
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You can see the full API at [this page](https://pysr.readthedocs.io/en/latest/docs/api-documentation/).
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