In [1]:

    

%matplotlib notebook


    

In [2]:

    

import os, sys
sys.path.append(os.path.abspath('../../main/python'))


    

In [3]:

    

import math
import time

import thalesians.tsa.evaluation as evaluation
import thalesians.tsa.numpyutils as npu
import thalesians.tsa.optimization as optimization
import thalesians.tsa.optimization.visual as visual


    

In [4]:

    

npu.init_warnings()


    

In [5]:

    

def sphere_func(x, y, z):
    import time
    time.sleep(1)
    return x*x + y*y + z*z


    

In [6]:

    

output = optimization.grid_search(
        sphere_func, {
                'x': [-1., -.5, 0., .5, 1.],
                'y': [-1., -.5, 0., .5, 1.],
                'z': [-1., -.5, 0., .5, 1.]
        }, evaluator=evaluation.IPyParallelEvaluator(),
        optimization_id='sphere_func')


    

In [7]:

    

output


    

    
Out[7]:





GridSearchResult(param_ranges={'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, optimization_id="sphere_func", evaluation_statuses=[Status(ready=False, work=Work(work_id=1, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', -1.0), ('z', -1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 0, 0], 'optimization_id': 'sphere_func', 'work_id': 1}), result=None), Status(ready=False, work=Work(work_id=2, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', -1.0), ('z', -0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 0, 1], 'optimization_id': 'sphere_func', 'work_id': 2}), result=None), Status(ready=False, work=Work(work_id=3, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', -1.0), ('z', 0.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 0, 2], 'optimization_id': 'sphere_func', 'work_id': 3}), result=None), Status(ready=False, work=Work(work_id=4, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', -1.0), ('z', 0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 0, 3], 'optimization_id': 'sphere_func', 'work_id': 4}), result=None), Status(ready=False, work=Work(work_id=5, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', -1.0), ('z', 1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 0, 4], 'optimization_id': 'sphere_func', 'work_id': 5}), result=None), Status(ready=False, work=Work(work_id=6, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', -0.5), ('z', -1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 1, 0], 'optimization_id': 'sphere_func', 'work_id': 6}), result=None), Status(ready=False, work=Work(work_id=7, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', -0.5), ('z', -0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 1, 1], 'optimization_id': 'sphere_func', 'work_id': 7}), result=None), Status(ready=False, work=Work(work_id=8, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', -0.5), ('z', 0.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 1, 2], 'optimization_id': 'sphere_func', 'work_id': 8}), result=None), Status(ready=False, work=Work(work_id=9, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', -0.5), ('z', 0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 1, 3], 'optimization_id': 'sphere_func', 'work_id': 9}), result=None), Status(ready=False, work=Work(work_id=10, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', -0.5), ('z', 1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 1, 4], 'optimization_id': 'sphere_func', 'work_id': 10}), result=None), Status(ready=False, work=Work(work_id=11, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', 0.0), ('z', -1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 2, 0], 'optimization_id': 'sphere_func', 'work_id': 11}), result=None), Status(ready=False, work=Work(work_id=12, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', 0.0), ('z', -0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 2, 1], 'optimization_id': 'sphere_func', 'work_id': 12}), result=None), Status(ready=False, work=Work(work_id=13, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', 0.0), ('z', 0.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 2, 2], 'optimization_id': 'sphere_func', 'work_id': 13}), result=None), Status(ready=False, work=Work(work_id=14, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', 0.0), ('z', 0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 2, 3], 'optimization_id': 'sphere_func', 'work_id': 14}), result=None), Status(ready=False, work=Work(work_id=15, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', 0.0), ('z', 1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 2, 4], 'optimization_id': 'sphere_func', 'work_id': 15}), result=None), Status(ready=False, work=Work(work_id=16, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', 0.5), ('z', -1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 3, 0], 'optimization_id': 'sphere_func', 'work_id': 16}), result=None), Status(ready=False, work=Work(work_id=17, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', 0.5), ('z', -0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 3, 1], 'optimization_id': 'sphere_func', 'work_id': 17}), result=None), Status(ready=False, work=Work(work_id=18, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', 0.5), ('z', 0.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 3, 2], 'optimization_id': 'sphere_func', 'work_id': 18}), result=None), Status(ready=False, work=Work(work_id=19, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', 0.5), ('z', 0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 3, 3], 'optimization_id': 'sphere_func', 'work_id': 19}), result=None), Status(ready=False, work=Work(work_id=20, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', 0.5), ('z', 1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 3, 4], 'optimization_id': 'sphere_func', 'work_id': 20}), result=None), Status(ready=False, work=Work(work_id=21, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', 1.0), ('z', -1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 4, 0], 'optimization_id': 'sphere_func', 'work_id': 21}), result=None), Status(ready=False, work=Work(work_id=22, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', 1.0), ('z', -0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 4, 1], 'optimization_id': 'sphere_func', 'work_id': 22}), result=None), Status(ready=False, work=Work(work_id=23, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', 1.0), ('z', 0.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 4, 2], 'optimization_id': 'sphere_func', 'work_id': 23}), result=None), Status(ready=False, work=Work(work_id=24, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', 1.0), ('z', 0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 4, 3], 'optimization_id': 'sphere_func', 'work_id': 24}), result=None), Status(ready=False, work=Work(work_id=25, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', 1.0), ('z', 1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 4, 4], 'optimization_id': 'sphere_func', 'work_id': 25}), result=None), Status(ready=False, work=Work(work_id=26, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -0.5), ('y', -1.0), ('z', -1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [1, 0, 0], 'optimization_id': 'sphere_func', 'work_id': 26}), result=None), Status(ready=False, work=Work(work_id=27, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -0.5), ('y', -1.0), ('z', -0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [1, 0, 1], 'optimization_id': 'sphere_func', 'work_id': 27}), result=None), Status(ready=False, work=Work(work_id=28, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -0.5), ('y', -1.0), ('z', 0.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [1, 0, 2], 'optimization_id': 'sphere_func', 'work_id': 28}), result=None), Status(ready=False, work=Work(work_id=29, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -0.5), ('y', -1.0), ('z', 0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [1, 0, 3], 'optimization_id': 'sphere_func', 'work_id': 29}), result=None), Status(ready=False, work=Work(work_id=30, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -0.5), ('y', -1.0), ('z', 1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [1, 0, 4], 'optimization_id': 'sphere_func', 'work_id': 30}), result=None), Status(ready=False, work=Work(work_id=31, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -0.5), ('y', -0.5), ('z', -1.0)]), call_count=1, repeat_count=1, 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args=[], kwargs=OrderedDict([('x', 1.0), ('y', -1.0), ('z', -0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 0, 1], 'optimization_id': 'sphere_func', 'work_id': 102}), result=None), Status(ready=False, work=Work(work_id=103, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', -1.0), ('z', 0.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 0, 2], 'optimization_id': 'sphere_func', 'work_id': 103}), result=None), Status(ready=False, work=Work(work_id=104, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', -1.0), ('z', 0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 0, 3], 'optimization_id': 'sphere_func', 'work_id': 104}), result=None), Status(ready=False, work=Work(work_id=105, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', -1.0), ('z', 1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 0, 4], 'optimization_id': 'sphere_func', 'work_id': 105}), result=None), Status(ready=False, work=Work(work_id=106, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', -0.5), ('z', -1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 1, 0], 'optimization_id': 'sphere_func', 'work_id': 106}), result=None), Status(ready=False, work=Work(work_id=107, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', -0.5), ('z', -0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 1, 1], 'optimization_id': 'sphere_func', 'work_id': 107}), result=None), Status(ready=False, work=Work(work_id=108, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', -0.5), ('z', 0.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 1, 2], 'optimization_id': 'sphere_func', 'work_id': 108}), result=None), Status(ready=False, work=Work(work_id=109, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', -0.5), ('z', 0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 1, 3], 'optimization_id': 'sphere_func', 'work_id': 109}), result=None), Status(ready=False, work=Work(work_id=110, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', -0.5), ('z', 1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 1, 4], 'optimization_id': 'sphere_func', 'work_id': 110}), result=None), Status(ready=False, work=Work(work_id=111, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 0.0), ('z', -1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 2, 0], 'optimization_id': 'sphere_func', 'work_id': 111}), result=None), Status(ready=False, work=Work(work_id=112, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 0.0), ('z', -0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 2, 1], 'optimization_id': 'sphere_func', 'work_id': 112}), result=None), Status(ready=False, work=Work(work_id=113, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 0.0), ('z', 0.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 2, 2], 'optimization_id': 'sphere_func', 'work_id': 113}), result=None), Status(ready=False, work=Work(work_id=114, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 0.0), ('z', 0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 2, 3], 'optimization_id': 'sphere_func', 'work_id': 114}), result=None), Status(ready=False, work=Work(work_id=115, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 0.0), ('z', 1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 2, 4], 'optimization_id': 'sphere_func', 'work_id': 115}), result=None), Status(ready=False, work=Work(work_id=116, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 0.5), ('z', -1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 3, 0], 'optimization_id': 'sphere_func', 'work_id': 116}), result=None), Status(ready=False, work=Work(work_id=117, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 0.5), ('z', -0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 3, 1], 'optimization_id': 'sphere_func', 'work_id': 117}), result=None), Status(ready=False, work=Work(work_id=118, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 0.5), ('z', 0.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 3, 2], 'optimization_id': 'sphere_func', 'work_id': 118}), result=None), Status(ready=False, work=Work(work_id=119, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 0.5), ('z', 0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 3, 3], 'optimization_id': 'sphere_func', 'work_id': 119}), result=None), Status(ready=False, work=Work(work_id=120, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 0.5), ('z', 1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 3, 4], 'optimization_id': 'sphere_func', 'work_id': 120}), result=None), Status(ready=False, work=Work(work_id=121, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 1.0), ('z', -1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 4, 0], 'optimization_id': 'sphere_func', 'work_id': 121}), result=None), Status(ready=False, work=Work(work_id=122, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 1.0), ('z', -0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 4, 1], 'optimization_id': 'sphere_func', 'work_id': 122}), result=None), Status(ready=False, work=Work(work_id=123, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 1.0), ('z', 0.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 4, 2], 'optimization_id': 'sphere_func', 'work_id': 123}), result=None), Status(ready=False, work=Work(work_id=124, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 1.0), ('z', 0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 4, 3], 'optimization_id': 'sphere_func', 'work_id': 124}), result=None), Status(ready=False, work=Work(work_id=125, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 1.0), ('z', 1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 4, 4], 'optimization_id': 'sphere_func', 'work_id': 125}), result=None)])

In [8]:

    

visual.visualize_grid_search(output, refresh_until_ready=True);


    

In [9]:

    

output


    

    
Out[9]:





GridSearchResult(param_ranges={'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, optimization_id="sphere_func", evaluation_statuses=[Status(ready=True, work=Work(work_id=1, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', -1.0), ('z', -1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 0, 0], 'optimization_id': 'sphere_func', 'work_id': 1}), result=Result(work_id=1, func=<function sphere_func at 0x000001E148536268>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', -1.0), ('z', -1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 0, 0], 'optimization_id': 'sphere_func', 'work_id': 1}, evaluation_id="4f47d602ead4467ca340d0bb8817145a", result=3.0, exception=None, start_datetime=2019-04-21 13:13:38.668344, seconds_per_call=[1.0006468999999925], hostname="PB-MP", pid=21656, thread_id=21656)), Status(ready=True, work=Work(work_id=2, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', -1.0), ('z', -0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 0, 1], 'optimization_id': 'sphere_func', 'work_id': 2}), result=Result(work_id=2, func=<function sphere_func at 0x000001E14851FC80>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', -1.0), ('z', -0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 0, 1], 'optimization_id': 'sphere_func', 'work_id': 2}, evaluation_id="87bef9c5c64a4025a2598c606f3c1ddd", result=2.25, exception=None, start_datetime=2019-04-21 13:13:38.673343, seconds_per_call=[0.9999956999999995], hostname="PB-MP", pid=18940, thread_id=18940)), Status(ready=True, work=Work(work_id=3, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', -1.0), ('z', 0.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 0, 2], 'optimization_id': 'sphere_func', 'work_id': 3}), result=Result(work_id=3, func=<function sphere_func at 0x000001E14851F1E0>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', -1.0), ('z', 0.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 0, 2], 'optimization_id': 'sphere_func', 'work_id': 3}, evaluation_id="fa02647d257e4d0d8a919aa2394f6580", result=2.0, exception=None, start_datetime=2019-04-21 13:13:38.679343, seconds_per_call=[0.9998847999995633], hostname="PB-MP", pid=19528, thread_id=19528)), Status(ready=True, work=Work(work_id=4, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', -1.0), ('z', 0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [0, 0, 3], 'optimization_id': 'sphere_func', 'work_id': 4}), result=Result(work_id=4, func=<function sphere_func at 0x000001E1485066A8>, args=[], kwargs=OrderedDict([('x', -1.0), ('y', -1.0), ('z', 0.5)]), call_count=1, repeat_count=1, 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info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [2, 0, 0], 'optimization_id': 'sphere_func', 'work_id': 51}, evaluation_id="478c4636c0ba44d08159c5ba5ef63b0e", result=2.0, exception=None, start_datetime=2019-04-21 13:13:44.769309, seconds_per_call=[1.0002260999999635], hostname="PB-MP", pid=19528, thread_id=19528)), Status(ready=True, work=Work(work_id=52, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 0.0), ('y', -1.0), ('z', -0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [2, 0, 1], 'optimization_id': 'sphere_func', 'work_id': 52}), result=Result(work_id=52, func=<function sphere_func at 0x000001E1486A62F0>, args=[], kwargs=OrderedDict([('x', 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54}), result=Result(work_id=54, func=<function sphere_func at 0x000001E148590620>, args=[], kwargs=OrderedDict([('x', 0.0), ('y', -1.0), ('z', 0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [2, 0, 3], 'optimization_id': 'sphere_func', 'work_id': 54}, evaluation_id="f403ab90b3e548878115ee82c4aa7c9f", result=1.25, exception=None, start_datetime=2019-04-21 13:13:44.790311, seconds_per_call=[1.0005905999996685], hostname="PB-MP", pid=11732, thread_id=11732)), Status(ready=True, work=Work(work_id=55, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 0.0), ('y', -1.0), ('z', 1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 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args=[], kwargs=OrderedDict([('x', 1.0), ('y', 0.0), ('z', 1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 2, 4], 'optimization_id': 'sphere_func', 'work_id': 115}, evaluation_id="f0881812981c49adab3732dbccfbb721", result=2.0, exception=None, start_datetime=2019-04-21 13:13:52.898239, seconds_per_call=[0.9996783000005962], hostname="PB-MP", pid=19528, thread_id=19528)), Status(ready=True, work=Work(work_id=116, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 0.5), ('z', -1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 3, 0], 'optimization_id': 'sphere_func', 'work_id': 116}), result=Result(work_id=116, func=<function sphere_func at 0x000001E148CFF488>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 0.5), ('z', -1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 3, 0], 'optimization_id': 'sphere_func', 'work_id': 116}, evaluation_id="b9010e686aaa461d8d0cfeaf2dd812bf", result=2.25, exception=None, start_datetime=2019-04-21 13:13:52.902240, seconds_per_call=[1.0003142000005028], hostname="PB-MP", pid=23652, thread_id=23652)), Status(ready=True, work=Work(work_id=117, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 0.5), ('z', -0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 3, 1], 'optimization_id': 'sphere_func', 'work_id': 117}), result=Result(work_id=117, func=<function sphere_func at 0x000001E148CFF400>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 0.5), ('z', -0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 3, 1], 'optimization_id': 'sphere_func', 'work_id': 117}, evaluation_id="2d226e8708584fe7a094f73a8c60da36", result=1.5, exception=None, start_datetime=2019-04-21 13:13:52.907243, seconds_per_call=[1.000416199999563], hostname="PB-MP", pid=19756, thread_id=19756)), Status(ready=True, work=Work(work_id=118, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 0.5), ('z', 0.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 3, 2], 'optimization_id': 'sphere_func', 'work_id': 118}), result=Result(work_id=118, func=<function sphere_func at 0x000001E148CFF598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 0.5), ('z', 0.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 3, 2], 'optimization_id': 'sphere_func', 'work_id': 118}, evaluation_id="8ceec2977973459ea8d0053e25a44b61", result=1.25, exception=None, start_datetime=2019-04-21 13:13:52.917247, seconds_per_call=[1.0003971999994974], hostname="PB-MP", pid=22036, thread_id=22036)), Status(ready=True, work=Work(work_id=119, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 0.5), ('z', 0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 3, 3], 'optimization_id': 'sphere_func', 'work_id': 119}), result=Result(work_id=119, func=<function sphere_func at 0x000001E148CFF730>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 0.5), ('z', 0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 3, 3], 'optimization_id': 'sphere_func', 'work_id': 119}, evaluation_id="5b03639807d64cad91be2faf315b24a3", result=1.5, exception=None, start_datetime=2019-04-21 13:13:52.923249, seconds_per_call=[1.0008662000000186], hostname="PB-MP", pid=2980, thread_id=2980)), Status(ready=True, work=Work(work_id=120, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 0.5), ('z', 1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 3, 4], 'optimization_id': 'sphere_func', 'work_id': 120}), result=Result(work_id=120, func=<function sphere_func at 0x000001E148CFF840>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 0.5), ('z', 1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 3, 4], 'optimization_id': 'sphere_func', 'work_id': 120}, evaluation_id="1b5d16d15cdb4e9c9101b2306485c397", result=2.25, exception=None, start_datetime=2019-04-21 13:13:52.925245, seconds_per_call=[1.0005719000000681], hostname="PB-MP", pid=11732, thread_id=11732)), Status(ready=True, work=Work(work_id=121, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 1.0), ('z', -1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 4, 0], 'optimization_id': 'sphere_func', 'work_id': 121}), result=Result(work_id=121, func=<function sphere_func at 0x000001E148CFF950>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 1.0), ('z', -1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 4, 0], 'optimization_id': 'sphere_func', 'work_id': 121}, evaluation_id="14222f2bd7b14a4e924a75a3dc6e15de", result=3.0, exception=None, start_datetime=2019-04-21 13:13:53.906232, seconds_per_call=[1.0010618999995131], hostname="PB-MP", pid=18940, thread_id=18940)), Status(ready=True, work=Work(work_id=122, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 1.0), ('z', -0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 4, 1], 'optimization_id': 'sphere_func', 'work_id': 122}), result=Result(work_id=122, func=<function sphere_func at 0x000001E148CFFA60>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 1.0), ('z', -0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 4, 1], 'optimization_id': 'sphere_func', 'work_id': 122}, evaluation_id="4cb636698dd945e2a518885944e4a262", result=2.25, exception=None, start_datetime=2019-04-21 13:13:53.908232, seconds_per_call=[1.0003167000004396], hostname="PB-MP", pid=21656, thread_id=21656)), Status(ready=True, work=Work(work_id=123, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 1.0), ('z', 0.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 4, 2], 'optimization_id': 'sphere_func', 'work_id': 123}), result=Result(work_id=123, func=<function sphere_func at 0x000001E148CFFAE8>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 1.0), ('z', 0.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 4, 2], 'optimization_id': 'sphere_func', 'work_id': 123}, evaluation_id="cb09b6bb3b2641fb9d70b5d640bcd1d8", result=2.0, exception=None, start_datetime=2019-04-21 13:13:53.911234, seconds_per_call=[1.0002572000003056], hostname="PB-MP", pid=19528, thread_id=19528)), Status(ready=True, work=Work(work_id=124, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 1.0), ('z', 0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 4, 3], 'optimization_id': 'sphere_func', 'work_id': 124}), result=Result(work_id=124, func=<function sphere_func at 0x000001E148CFFBF8>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 1.0), ('z', 0.5)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 4, 3], 'optimization_id': 'sphere_func', 'work_id': 124}, evaluation_id="5e32df4525524b7fa35bc4cc716874e3", result=2.25, exception=None, start_datetime=2019-04-21 13:13:53.916227, seconds_per_call=[1.0004392000000735], hostname="PB-MP", pid=23652, thread_id=23652)), Status(ready=True, work=Work(work_id=125, func=<function sphere_func at 0x000001E148416598>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 1.0), ('z', 1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 4, 4], 'optimization_id': 'sphere_func', 'work_id': 125}), result=Result(work_id=125, func=<function sphere_func at 0x000001E148CFFD08>, args=[], kwargs=OrderedDict([('x', 1.0), ('y', 1.0), ('z', 1.0)]), call_count=1, repeat_count=1, info={'param_ranges': {'x': [-1.0, -0.5, 0.0, 0.5, 1.0], 'y': [-1.0, -0.5, 0.0, 0.5, 1.0], 'z': [-1.0, -0.5, 0.0, 0.5, 1.0]}, 'param_names': ['x', 'y', 'z'], 'param_value_indices': [4, 4, 4], 'optimization_id': 'sphere_func', 'work_id': 125}, evaluation_id="8626d2388e4b49fc964f0beb565c7811", result=3.0, exception=None, start_datetime=2019-04-21 13:13:53.922234, seconds_per_call=[1.0000893999995242], hostname="PB-MP", pid=19756, thread_id=19756))])

In [10]:

    

[x.ready for x in output.evaluation_statuses]


    

    
Out[10]:





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