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Flexible high-level optimization in Python

Results 48 Xopt issues
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- refactors GridMinimize to GripOptimize with a flag - adds CurvatureOptimize algorithm which finds maxima of second order gradients

In `scipy/neldermead.ipynb`: ```python X.random_evaluate() AssertionError Traceback (most recent call last) Cell In[5], line 1 ----> 1 X.random_evaluate() File [~/Code/GitHub/Xopt/xopt/base.py:440](http://localhost:8890/~/Code/GitHub/Xopt/xopt/base.py#line=439), in Xopt.random_evaluate(self, n_samples, seed, custom_bounds) 414 """ 415 Convenience method to...

Hi, I recently updated my xopt from 1.4.1 to 2.2.2. I noticed that running Xopt in parallel (processes, threads, MPI) does not make a dump file anymore. This makes it...

```python #from xopt import Xopt # Works from xopt import AsynchronousXopt as Xopt # Error YAML = """ generator: name: random evaluator: function: xopt.resources.test_functions.tnk.evaluate_TNK vocs: variables: x1: [0, 3.14159] x2:...

bug

``` /xopt/generators/rcds/rcds.py:31: PendingDeprecationWarning: the matrix subclass is not the recommended way to represent matrices or deal with linear algebra (see https://docs.scipy.org/doc/numpy/user/numpy-for-matlab-users.html). Please adjust your code to use regular ndarray. self.x0...

bug
enhancement

add more tests to increase coverage

I want to run the NSGA-II in python interface with points generated by Latin hypercube sampling as initial position.. I would like to know how can I use data gain...

Adds a field validator for "center_x" to verify that if a dictionary is present, that all of the keys are also in the VOCS variables list.

Currently in branch v3.0, for example if I create a `TDUpperConfidenceBoundGenerator` with no objective in the VOCS, it raises a validation error (from `gest_api` validation). But if I do the...