MilesCranmer commited on
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Describe speedup on second PySR calls

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  1. README.md +4 -0
  2. docs/start.md +4 -0
README.md CHANGED
@@ -124,6 +124,10 @@ which gives:
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  x0**2 + 2.000016*cos(x3) - 1.9999845
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  ```
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  One can also use `best_tex` to get the LaTeX form,
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  or `best_callable` to get a function you can call.
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  This uses a score which balances complexity and error;
 
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  x0**2 + 2.000016*cos(x3) - 1.9999845
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  ```
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+ The second and additional calls of `pysr` will be significantly
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+ faster in startup time, since the first call to Julia will compile
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+ and cache functions from the symbolic regression backend.
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+
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  One can also use `best_tex` to get the LaTeX form,
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  or `best_callable` to get a function you can call.
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  This uses a score which balances complexity and error;
docs/start.md CHANGED
@@ -42,6 +42,10 @@ which gives:
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  x0**2 + 2.000016*cos(x3) - 1.9999845
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  ```
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  One can also use `best_tex` to get the LaTeX form,
46
  or `best_callable` to get a function you can call.
47
  This uses a score which balances complexity and error;
 
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  x0**2 + 2.000016*cos(x3) - 1.9999845
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  ```
44
 
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+ The second and additional calls of `pysr` will be significantly
46
+ faster in startup time, since the first call to Julia will compile
47
+ and cache functions from the symbolic regression backend.
48
+
49
  One can also use `best_tex` to get the LaTeX form,
50
  or `best_callable` to get a function you can call.
51
  This uses a score which balances complexity and error;