From Sequential to Massively-Parallel Bayesian Optimization

Note

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From Sequential to Massively-Parallel Bayesian Optimization#

Author(s): Romain Egele.

In this example you will learn about the advantages of parallel over sequential evaluations with Bayesian optimization.

We start by defining a black-box run-function that implements the Ackley function:

Ackley Function in 2D
Code (Import statements)
import time

import matplotlib.pyplot as plt
import numpy as np

from deephyper.analysis import figure_size
from deephyper.analysis.hpo import plot_search_trajectory_single_objective_hpo
from deephyper.analysis.hpo import plot_worker_utilization
from deephyper.evaluator import Evaluator, profile
from deephyper.evaluator.callback import TqdmCallback
from deephyper.hpo import HpProblem, CBO, RandomSearch

We define the Ackley function:

Code (Ackley function)
def ackley(x, a=20, b=0.2, c=2 * np.pi):
    d = len(x)
    s1 = np.sum(x**2)
    s2 = np.sum(np.cos(c * x))
    term1 = -a * np.exp(-b * np.sqrt(s1 / d))
    term2 = -np.exp(s2 / d)
    y = term1 + term2 + a + np.exp(1)
    return y

We will use the time.sleep function to simulate a budget of 2 secondes of execution in average which helps illustrate the advantage of parallel evaluations. The @profile decorator is useful to collect starting/ending time of the run-function execution which help us know exactly when we are inside the black-box. This decorator is necessary when profiling the worker utilization. When using this decorator, the run-function will return a dictionnary with 2 new keys "timestamp_start" and "timestamp_end".

@profile
def run_ackley(config, sleep_loc=2, sleep_scale=0.5):
    # to simulate the computation of an expensive black-box
    if sleep_loc > 0:
        t_sleep = np.random.normal(loc=sleep_loc, scale=sleep_scale)
        t_sleep = max(t_sleep, 0)
        time.sleep(t_sleep)

    x = np.array([config[k] for k in config if "x" in k])
    x = np.asarray_chkfinite(x)  # ValueError if any NaN or Inf
    return -ackley(x)  # maximisation is performed

Then, we define the variable(s) we want to optimize. For this problem we optimize Ackley in a N-dimensional search space. Each dimension in the continuous range [-32.768, 32.768]. The true minimum is located at (0, ..., 0).

nb_dim = 5
problem = HpProblem()
for i in range(nb_dim):
    problem.add_hyperparameter((-32.768, 32.768), f"x{i}")
problem

Configuration space object:
  Hyperparameters:
    x0, Type: UniformFloat, Range: [-32.768, 32.768], Default: 0.0
    x1, Type: UniformFloat, Range: [-32.768, 32.768], Default: 0.0
    x2, Type: UniformFloat, Range: [-32.768, 32.768], Default: 0.0
    x3, Type: UniformFloat, Range: [-32.768, 32.768], Default: 0.0
    x4, Type: UniformFloat, Range: [-32.768, 32.768], Default: 0.0

Then, we define some default search parameters for the Centralized Bayesian Optimization (CBO) algorithm.

search_kwargs = {
    "multi_point_strategy": "qUCBd", # Multi-point strategy for asynchronous batch generations (explained later)
    "random_state": 42, # Random seed
    "acq_optimizer": "ga", # Use continuous Genetic Algorithm for the acquisition function optimizer
    "acq_optimizer_kwargs": {
        "filter_duplicated": False, # Deactivate filtration of duplicated new points
    }
}

Then, we define the time budget for the optimization. We will compare the performance of a sequential search with a parallel search for the same time budget. The time budget is defined in seconds.

timeout = 60 # 1 minute

Then, we define the sequential Bayesian optimization search.

sequential_search = CBO(problem, **search_kwargs)

sequential_evaluator = Evaluator.create(
    run_ackley,
    method="thread",  # For synchronous function defintion relying on the GIL or I/O bound tasks
    method_kwargs={
        "num_workers": 1,
        "callbacks": [TqdmCallback("Sequential BO:")]
    },
)
sequential_search = CBO(problem, **search_kwargs)

We define a utility function to preprocess our results before plotting.

def preprocess_results(results):
    results = results.dropna().copy()
    offset = results["m:timestamp_start"].min()
    results["m:timestamp_start"] -= offset
    results["m:timestamp_end"] -= offset
    return results

Where we use the "thread"-evaluator with a single worker and use the TqdmCallback to display a progress bar during the search.

We can now run the sequential search for 2 minutes. The call to the search-method will return a DataFrame with the results of the search.

If this step is executed multiple times without creating a new search the results will be accumulated in the same DataFrame.

results = {}
results["sequential"] = preprocess_results(sequential_search.search(sequential_evaluator, timeout=timeout))
results["sequential"]

0it [00:00, ?it/s]
Sequential BO:: : 0it [00:00, ?it/s]
Sequential BO:: : 1it [00:00, 3744.91it/s, failures=0, objective=-21.1]
Sequential BO:: : 2it [00:01,  1.03it/s, failures=0, objective=-21.1]
Sequential BO:: : 2it [00:01,  1.03it/s, failures=0, objective=-21.1]
Sequential BO:: : 3it [00:04,  1.54s/it, failures=0, objective=-21.1]
Sequential BO:: : 3it [00:04,  1.54s/it, failures=0, objective=-20.6]
Sequential BO:: : 4it [00:05,  1.53s/it, failures=0, objective=-20.6]
Sequential BO:: : 4it [00:05,  1.53s/it, failures=0, objective=-20.6]
Sequential BO:: : 5it [00:08,  1.81s/it, failures=0, objective=-20.6]
Sequential BO:: : 5it [00:08,  1.81s/it, failures=0, objective=-20.1]
Sequential BO:: : 6it [00:09,  1.50s/it, failures=0, objective=-20.1]
Sequential BO:: : 6it [00:09,  1.50s/it, failures=0, objective=-20.1]
Sequential BO:: : 7it [00:11,  1.77s/it, failures=0, objective=-20.1]
Sequential BO:: : 7it [00:11,  1.77s/it, failures=0, objective=-20.1]
Sequential BO:: : 8it [00:12,  1.64s/it, failures=0, objective=-20.1]
Sequential BO:: : 8it [00:12,  1.64s/it, failures=0, objective=-20.1]
Sequential BO:: : 9it [00:15,  1.89s/it, failures=0, objective=-20.1]
Sequential BO:: : 9it [00:15,  1.89s/it, failures=0, objective=-20.1]
Sequential BO:: : 10it [00:17,  1.97s/it, failures=0, objective=-20.1]
Sequential BO:: : 10it [00:17,  1.97s/it, failures=0, objective=-20.1]
Sequential BO:: : 11it [00:19,  1.97s/it, failures=0, objective=-20.1]
Sequential BO:: : 11it [00:19,  1.97s/it, failures=0, objective=-20.1]
Sequential BO:: : 12it [00:22,  2.21s/it, failures=0, objective=-20.1]
Sequential BO:: : 12it [00:22,  2.21s/it, failures=0, objective=-20.1]
Sequential BO:: : 13it [00:23,  2.07s/it, failures=0, objective=-20.1]
Sequential BO:: : 13it [00:23,  2.07s/it, failures=0, objective=-20.1]
Sequential BO:: : 14it [00:26,  2.26s/it, failures=0, objective=-20.1]
Sequential BO:: : 14it [00:26,  2.26s/it, failures=0, objective=-20.1]
Sequential BO:: : 15it [00:27,  2.00s/it, failures=0, objective=-20.1]
Sequential BO:: : 15it [00:27,  2.00s/it, failures=0, objective=-20.1]
Sequential BO:: : 16it [00:30,  2.09s/it, failures=0, objective=-20.1]
Sequential BO:: : 16it [00:30,  2.09s/it, failures=0, objective=-19.9]
Sequential BO:: : 17it [00:32,  2.20s/it, failures=0, objective=-19.9]
Sequential BO:: : 17it [00:32,  2.20s/it, failures=0, objective=-19.9]
Sequential BO:: : 18it [00:34,  2.19s/it, failures=0, objective=-19.9]
Sequential BO:: : 18it [00:34,  2.19s/it, failures=0, objective=-19.9]
Sequential BO:: : 19it [00:37,  2.30s/it, failures=0, objective=-19.9]
Sequential BO:: : 19it [00:37,  2.30s/it, failures=0, objective=-19.9]
Sequential BO:: : 20it [00:39,  2.37s/it, failures=0, objective=-19.9]
Sequential BO:: : 20it [00:39,  2.37s/it, failures=0, objective=-19.9]
Sequential BO:: : 21it [00:42,  2.36s/it, failures=0, objective=-19.9]
Sequential BO:: : 21it [00:42,  2.36s/it, failures=0, objective=-19.9]
Sequential BO:: : 22it [00:44,  2.25s/it, failures=0, objective=-19.9]
Sequential BO:: : 22it [00:44,  2.25s/it, failures=0, objective=-19.9]
Sequential BO:: : 23it [00:46,  2.12s/it, failures=0, objective=-19.9]
Sequential BO:: : 23it [00:46,  2.12s/it, failures=0, objective=-19.9]
Sequential BO:: : 24it [00:49,  2.41s/it, failures=0, objective=-19.9]
Sequential BO:: : 24it [00:49,  2.41s/it, failures=0, objective=-19.9]
Sequential BO:: : 25it [00:51,  2.39s/it, failures=0, objective=-19.9]
Sequential BO:: : 25it [00:51,  2.39s/it, failures=0, objective=-19.9]
Sequential BO:: : 26it [00:53,  2.25s/it, failures=0, objective=-19.9]
Sequential BO:: : 26it [00:53,  2.25s/it, failures=0, objective=-19.9]
Sequential BO:: : 27it [00:55,  2.12s/it, failures=0, objective=-19.9]
Sequential BO:: : 27it [00:55,  2.12s/it, failures=0, objective=-18.8]
Sequential BO:: : 28it [00:57,  2.19s/it, failures=0, objective=-18.8]
Sequential BO:: : 28it [00:57,  2.19s/it, failures=0, objective=-18.7]
Sequential BO:: : 29it [00:59,  2.17s/it, failures=0, objective=-18.7]
Sequential BO:: : 29it [00:59,  2.17s/it, failures=0, objective=-18.7]
p:x0 p:x1 p:x2 p:x3 p:x4 objective job_id job_status m:timestamp_submit m:timestamp_start m:timestamp_end m:timestamp_gather
0 -5.891427 22.111083 -3.615456 20.473183 19.631534 -21.121996 0 DONE 0.005385 0.000000 1.636566 1.642914
1 15.337260 7.672913 2.844463 29.850205 -32.530084 -21.582693 1 DONE 1.662552 1.657275 3.594421 3.600878
2 24.847050 25.000570 1.776668 8.980662 5.463690 -20.554624 2 DONE 3.610472 3.605154 5.933451 5.939774
3 1.037573 12.590151 -13.884561 -6.698705 -26.356281 -20.689044 3 DONE 5.950376 5.945050 7.454990 7.461334
4 -3.304075 -11.100677 18.960371 28.021409 -11.112912 -20.122708 4 DONE 7.473245 7.468100 9.796861 9.803062
5 21.648668 10.601999 -9.548986 9.916927 -4.905540 -20.233767 5 DONE 9.816972 9.811713 10.660171 10.666215
6 2.526133 -24.164591 2.392106 -11.383156 2.395819 -20.365415 6 DONE 10.675736 10.670532 13.009698 13.015930
7 -4.384478 23.065310 13.709541 28.746732 -18.560081 -21.503655 7 DONE 13.031111 13.025853 14.348860 14.355063
8 -1.432745 3.038741 30.335393 7.451875 -12.479899 -21.126941 8 DONE 14.368652 14.363406 16.800594 16.806757
9 -13.268807 -32.495169 29.653471 31.969325 -20.726331 -21.779287 9 DONE 16.821433 16.816188 18.936675 18.942961
10 -13.923731 -18.276881 16.579693 11.701505 10.036555 -20.492612 10 DONE 18.954842 18.949714 20.933741 20.940093
11 -8.005903 -9.790183 2.659173 25.924207 -11.668313 -20.246022 11 DONE 21.107816 21.102399 23.676304 23.682238
12 -22.576208 -16.108772 20.935338 32.493017 -11.220198 -21.467010 12 DONE 23.827059 23.821648 25.419820 25.425864
13 -8.353842 -14.568949 -3.834773 29.793471 -11.661498 -21.166409 13 DONE 25.564967 25.559550 28.138013 28.144233
14 15.919873 -4.396832 17.338158 26.252627 -10.242380 -21.065987 14 DONE 28.293069 28.287649 29.523869 29.529955
15 19.371736 -15.827342 8.897672 5.377603 -6.016775 -19.861314 15 DONE 29.665800 29.660378 31.835279 31.841440
16 30.556724 -2.585610 -32.197811 -27.323894 -3.275048 -21.872272 16 DONE 31.973532 31.968107 34.294399 34.300569
17 21.751522 -8.413130 7.590979 25.252921 9.484719 -21.368462 17 DONE 34.492749 34.487334 36.466870 36.473090
18 14.848295 26.971046 6.328230 -0.219498 -2.990446 -19.953525 18 DONE 36.600632 36.595210 39.026025 39.031978
19 23.135058 -19.827276 9.755866 -2.105209 -9.481747 -20.501216 19 DONE 39.181716 39.176310 41.553803 41.560181
20 -22.233810 -25.482759 7.075561 0.783817 0.296046 -20.824781 20 DONE 41.699444 41.694030 43.873010 43.879245
21 11.615944 -10.472306 -15.009540 15.925152 -0.583303 -20.047425 21 DONE 44.018105 44.012692 45.863985 45.869918
22 32.245640 -24.153485 -25.328596 12.411655 -3.137632 -21.490070 22 DONE 46.021586 46.016166 47.697026 47.703360
23 20.120868 24.660097 18.702672 16.558178 -14.814596 -21.414807 23 DONE 47.877986 47.872562 50.768134 50.773959
24 23.530363 -17.240029 30.934765 -22.202274 4.750352 -21.389061 24 DONE 50.910365 50.904943 53.116923 53.123098
25 21.719569 32.295845 -17.379160 7.435753 9.839367 -21.612258 25 DONE 53.252952 53.247533 55.030757 55.036695
26 18.169401 -14.119781 2.519758 -0.030208 -5.946987 -18.822556 26 DONE 55.177736 55.172315 56.871191 56.877399
27 14.292780 -15.088651 2.423831 0.808539 -7.082904 -18.746422 27 DONE 57.071600 57.066178 59.212659 59.218937
28 16.209098 -11.975741 -6.896560 1.300681 -6.363823 -18.750685 28 CANCELLED 59.352107 59.346696 61.328404 61.334550


Each row of the DataFrame corresponds to an evaluation of the run-function. The DataFrame contains the following columns: - "p:*": The parameters of the search space. - "objective": The objective value returned by the evaluation. - "job_id": The id of the evaluation in increasing order of job creation. - "job_status": The status of the evaluation (e.g., “DONE”, “CANCELLED”). - "m:timestamp_submit/gather": The submition and gathering times of the evaluation by the Evaluator (includes overheads). - "m:timestamp_start/end": The starting and ending time of the evaluation.

We can now plot the results of the sequential search. The first plot shows the evolution of the objective. The second plot shows the utilization of the worker over time.

Code (Plot search trajectory and worker utilization)
fig, axes = plt.subplots(
        nrows=2,
        ncols=1,
        sharex=True,
        figsize=figure_size(width=600),
        tight_layout=True,
    )

_ = plot_search_trajectory_single_objective_hpo(
    results["sequential"], mode="min", x_units="seconds", ax=axes[0]
)

_ = plot_worker_utilization(
    results["sequential"], num_workers=1, profile_type="start/end", ax=axes[1]
)
plot from serial to parallel hpo

Then, we can create a parallel evaluator with 100 workers.

parallel_evaluator = Evaluator.create(
    run_ackley,
    method="thread",
    method_kwargs={
        "num_workers": 100, # For the parallel evaluations
        "callbacks": [TqdmCallback("Parallel BO:")]
    },
)
parallel_search = CBO(problem, **search_kwargs)

Results file already exists, it will be renamed to /Users/rp5/Documents/DeepHyper/deephyper/examples/examples_parallelism/results_20250818-150058.csv

The parallel search is executed for 1 minute.

results["parallel"] = preprocess_results(parallel_search.search(parallel_evaluator, timeout=timeout))
results["parallel"]

0it [00:00, ?it/s]

Parallel BO:: : 0it [00:00, ?it/s]

Parallel BO:: : 1it [00:00, 3606.45it/s, failures=0, objective=-21.6]

Parallel BO:: : 2it [00:00, 43.18it/s, failures=0, objective=-21.5]

Parallel BO:: : 3it [00:00, 10.65it/s, failures=0, objective=-21.5]

Parallel BO:: : 3it [00:00, 10.65it/s, failures=0, objective=-20.3]

Parallel BO:: : 4it [00:00, 10.65it/s, failures=0, objective=-20.3]

Parallel BO:: : 5it [00:00, 10.65it/s, failures=0, objective=-20.3]

Parallel BO:: : 6it [00:00, 10.65it/s, failures=0, objective=-20.3]

Parallel BO:: : 7it [00:00, 10.65it/s, failures=0, objective=-20.3]

Parallel BO:: : 8it [00:00, 18.22it/s, failures=0, objective=-20.3]

Parallel BO:: : 8it [00:00, 18.22it/s, failures=0, objective=-20.3]

Parallel BO:: : 9it [00:00, 18.22it/s, failures=0, objective=-20.3]

Parallel BO:: : 10it [00:00, 18.22it/s, failures=0, objective=-20.3]

Parallel BO:: : 11it [00:00, 19.82it/s, failures=0, objective=-20.3]

Parallel BO:: : 11it [00:00, 19.82it/s, failures=0, objective=-20.3]

Parallel BO:: : 12it [00:00, 19.82it/s, failures=0, objective=-20.3]

Parallel BO:: : 13it [00:00, 19.82it/s, failures=0, objective=-20.3]

Parallel BO:: : 14it [00:00, 19.85it/s, failures=0, objective=-20.3]

Parallel BO:: : 14it [00:00, 19.85it/s, failures=0, objective=-20.3]

Parallel BO:: : 15it [00:00, 19.85it/s, failures=0, objective=-20.3]

Parallel BO:: : 16it [00:00, 19.85it/s, failures=0, objective=-20.3]

Parallel BO:: : 17it [00:00, 21.51it/s, failures=0, objective=-20.3]

Parallel BO:: : 17it [00:00, 21.51it/s, failures=0, objective=-20.3]

Parallel BO:: : 18it [00:00, 21.51it/s, failures=0, objective=-19.4]

Parallel BO:: : 19it [00:00, 21.51it/s, failures=0, objective=-19.4]

Parallel BO:: : 20it [00:00, 21.51it/s, failures=0, objective=-19.4]

Parallel BO:: : 21it [00:00, 21.51it/s, failures=0, objective=-19.4]

Parallel BO:: : 22it [00:00, 27.73it/s, failures=0, objective=-19.4]

Parallel BO:: : 22it [00:00, 27.73it/s, failures=0, objective=-19.4]

Parallel BO:: : 23it [00:00, 27.73it/s, failures=0, objective=-19.4]

Parallel BO:: : 24it [00:00, 27.73it/s, failures=0, objective=-19.4]

Parallel BO:: : 25it [00:00, 27.73it/s, failures=0, objective=-19.4]

Parallel BO:: : 26it [00:00, 27.73it/s, failures=0, objective=-16.8]

Parallel BO:: : 27it [00:01, 32.38it/s, failures=0, objective=-16.8]

Parallel BO:: : 27it [00:01, 32.38it/s, failures=0, objective=-16.8]

Parallel BO:: : 28it [00:01, 32.38it/s, failures=0, objective=-16.8]

Parallel BO:: : 29it [00:01, 32.38it/s, failures=0, objective=-16.8]

Parallel BO:: : 30it [00:01, 32.38it/s, failures=0, objective=-16.8]

Parallel BO:: : 31it [00:01, 32.38it/s, failures=0, objective=-16.8]

Parallel BO:: : 32it [00:01, 32.71it/s, failures=0, objective=-16.8]

Parallel BO:: : 32it [00:01, 32.71it/s, failures=0, objective=-16.8]

Parallel BO:: : 33it [00:01, 32.71it/s, failures=0, objective=-16.8]

Parallel BO:: : 34it [00:01, 32.71it/s, failures=0, objective=-16.8]

Parallel BO:: : 35it [00:01, 32.71it/s, failures=0, objective=-16.8]

Parallel BO:: : 36it [00:01, 32.71it/s, failures=0, objective=-16.8]

Parallel BO:: : 37it [00:01, 32.71it/s, failures=0, objective=-16.8]

Parallel BO:: : 38it [00:01, 32.71it/s, failures=0, objective=-16.8]

Parallel BO:: : 39it [00:01, 32.71it/s, failures=0, objective=-16.8]

Parallel BO:: : 40it [00:01, 42.82it/s, failures=0, objective=-16.8]

Parallel BO:: : 40it [00:01, 42.82it/s, failures=0, objective=-16.8]

Parallel BO:: : 41it [00:01, 42.82it/s, failures=0, objective=-16.8]

Parallel BO:: : 42it [00:01, 42.82it/s, failures=0, objective=-16.8]

Parallel BO:: : 43it [00:01, 42.82it/s, failures=0, objective=-16.8]

Parallel BO:: : 44it [00:01, 42.82it/s, failures=0, objective=-16.8]

Parallel BO:: : 45it [00:01, 42.82it/s, failures=0, objective=-16.8]

Parallel BO:: : 46it [00:01, 42.82it/s, failures=0, objective=-16.8]

Parallel BO:: : 47it [00:01, 42.82it/s, failures=0, objective=-16.8]

Parallel BO:: : 48it [00:01, 42.82it/s, failures=0, objective=-16.8]

Parallel BO:: : 49it [00:01, 42.82it/s, failures=0, objective=-16.8]

Parallel BO:: : 50it [00:01, 55.44it/s, failures=0, objective=-16.8]

Parallel BO:: : 50it [00:01, 55.44it/s, failures=0, objective=-16.8]

Parallel BO:: : 51it [00:01, 55.44it/s, failures=0, objective=-16.8]

Parallel BO:: : 52it [00:01, 55.44it/s, failures=0, objective=-16.8]

Parallel BO:: : 53it [00:01, 55.44it/s, failures=0, objective=-16.8]

Parallel BO:: : 54it [00:01, 55.44it/s, failures=0, objective=-16.8]

Parallel BO:: : 55it [00:01, 55.44it/s, failures=0, objective=-16.8]

Parallel BO:: : 56it [00:01, 55.44it/s, failures=0, objective=-16.8]

Parallel BO:: : 57it [00:01, 57.33it/s, failures=0, objective=-16.8]

Parallel BO:: : 57it [00:01, 57.33it/s, failures=0, objective=-16.8]

Parallel BO:: : 58it [00:01, 57.33it/s, failures=0, objective=-16.8]

Parallel BO:: : 59it [00:01, 57.33it/s, failures=0, objective=-16.8]

Parallel BO:: : 60it [00:01, 57.33it/s, failures=0, objective=-16.8]

Parallel BO:: : 61it [00:01, 57.33it/s, failures=0, objective=-16.8]

Parallel BO:: : 62it [00:01, 57.33it/s, failures=0, objective=-16.8]

Parallel BO:: : 63it [00:01, 57.33it/s, failures=0, objective=-16.8]

Parallel BO:: : 64it [00:01, 58.31it/s, failures=0, objective=-16.8]

Parallel BO:: : 64it [00:01, 58.31it/s, failures=0, objective=-16.8]

Parallel BO:: : 65it [00:01, 58.31it/s, failures=0, objective=-16.8]

Parallel BO:: : 66it [00:01, 58.31it/s, failures=0, objective=-16.8]

Parallel BO:: : 67it [00:01, 58.31it/s, failures=0, objective=-16.8]

Parallel BO:: : 68it [00:01, 58.31it/s, failures=0, objective=-16.8]

Parallel BO:: : 69it [00:01, 58.31it/s, failures=0, objective=-16.8]

Parallel BO:: : 70it [00:01, 58.31it/s, failures=0, objective=-16.8]

Parallel BO:: : 71it [00:01, 59.36it/s, failures=0, objective=-16.8]

Parallel BO:: : 71it [00:01, 59.36it/s, failures=0, objective=-16.8]

Parallel BO:: : 72it [00:01, 59.36it/s, failures=0, objective=-16.8]

Parallel BO:: : 73it [00:01, 59.36it/s, failures=0, objective=-16.8]

Parallel BO:: : 74it [00:01, 59.36it/s, failures=0, objective=-16.8]

Parallel BO:: : 75it [00:01, 59.36it/s, failures=0, objective=-16.8]

Parallel BO:: : 76it [00:01, 59.36it/s, failures=0, objective=-16.8]

Parallel BO:: : 77it [00:01, 59.36it/s, failures=0, objective=-16.8]

Parallel BO:: : 78it [00:01, 59.36it/s, failures=0, objective=-16.8]

Parallel BO:: : 79it [00:01, 59.36it/s, failures=0, objective=-16.8]

Parallel BO:: : 80it [00:01, 59.36it/s, failures=0, objective=-16.8]

Parallel BO:: : 81it [00:01, 59.36it/s, failures=0, objective=-16.8]

Parallel BO:: : 82it [00:01, 70.06it/s, failures=0, objective=-16.8]

Parallel BO:: : 82it [00:01, 70.06it/s, failures=0, objective=-16.8]

Parallel BO:: : 83it [00:01, 70.06it/s, failures=0, objective=-16.8]

Parallel BO:: : 84it [00:01, 70.06it/s, failures=0, objective=-16.8]

Parallel BO:: : 85it [00:01, 70.06it/s, failures=0, objective=-16.8]

Parallel BO:: : 86it [00:01, 70.06it/s, failures=0, objective=-16.8]

Parallel BO:: : 87it [00:01, 70.06it/s, failures=0, objective=-16.8]

Parallel BO:: : 88it [00:01, 70.06it/s, failures=0, objective=-16.8]

Parallel BO:: : 89it [00:01, 70.06it/s, failures=0, objective=-16.8]

Parallel BO:: : 90it [00:02, 70.17it/s, failures=0, objective=-16.8]

Parallel BO:: : 90it [00:02, 70.17it/s, failures=0, objective=-16.8]

Parallel BO:: : 91it [00:02, 70.17it/s, failures=0, objective=-16.8]

Parallel BO:: : 92it [00:02, 70.17it/s, failures=0, objective=-16.8]

Parallel BO:: : 93it [00:02, 70.17it/s, failures=0, objective=-16.8]

Parallel BO:: : 94it [00:02, 70.17it/s, failures=0, objective=-16.8]

Parallel BO:: : 95it [00:02, 70.17it/s, failures=0, objective=-16.8]

Parallel BO:: : 96it [00:02, 70.17it/s, failures=0, objective=-16.8]

Parallel BO:: : 97it [00:02, 70.17it/s, failures=0, objective=-16.8]

Parallel BO:: : 98it [00:02, 70.03it/s, failures=0, objective=-16.8]

Parallel BO:: : 98it [00:02, 70.03it/s, failures=0, objective=-16.8]

Parallel BO:: : 99it [00:02, 70.03it/s, failures=0, objective=-16.8]

Parallel BO:: : 100it [00:02, 70.03it/s, failures=0, objective=-16.8]

Parallel BO:: : 101it [00:02, 70.03it/s, failures=0, objective=-16.8]

Parallel BO:: : 102it [00:02, 70.03it/s, failures=0, objective=-16.8]

Parallel BO:: : 103it [00:02, 70.03it/s, failures=0, objective=-16.8]

Parallel BO:: : 104it [00:02, 70.03it/s, failures=0, objective=-16.8]

Parallel BO:: : 105it [00:02, 70.03it/s, failures=0, objective=-16.8]

Parallel BO:: : 106it [00:02, 34.89it/s, failures=0, objective=-16.8]

Parallel BO:: : 106it [00:02, 34.89it/s, failures=0, objective=-16.8]

Parallel BO:: : 107it [00:02, 34.89it/s, failures=0, objective=-16.8]

Parallel BO:: : 108it [00:02, 34.89it/s, failures=0, objective=-16.8]

Parallel BO:: : 109it [00:02, 34.89it/s, failures=0, objective=-16.8]

Parallel BO:: : 110it [00:02, 34.89it/s, failures=0, objective=-16.8]

Parallel BO:: : 111it [00:02, 34.89it/s, failures=0, objective=-16.8]

Parallel BO:: : 112it [00:02, 35.21it/s, failures=0, objective=-16.8]

Parallel BO:: : 112it [00:02, 35.21it/s, failures=0, objective=-16.8]

Parallel BO:: : 113it [00:02, 35.21it/s, failures=0, objective=-16.8]

Parallel BO:: : 114it [00:02, 35.21it/s, failures=0, objective=-16.8]

Parallel BO:: : 115it [00:02, 35.21it/s, failures=0, objective=-16.8]

Parallel BO:: : 116it [00:02, 35.21it/s, failures=0, objective=-16.8]

Parallel BO:: : 117it [00:02, 35.21it/s, failures=0, objective=-16.8]

Parallel BO:: : 118it [00:02, 35.21it/s, failures=0, objective=-16.8]

Parallel BO:: : 119it [00:02, 35.21it/s, failures=0, objective=-16.8]

Parallel BO:: : 120it [00:02, 39.80it/s, failures=0, objective=-16.8]

Parallel BO:: : 120it [00:02, 39.80it/s, failures=0, objective=-16.8]

Parallel BO:: : 121it [00:02, 39.80it/s, failures=0, objective=-16.8]

Parallel BO:: : 122it [00:02, 39.80it/s, failures=0, objective=-16.8]

Parallel BO:: : 123it [00:03, 39.80it/s, failures=0, objective=-16.8]

Parallel BO:: : 124it [00:03, 39.80it/s, failures=0, objective=-16.8]

Parallel BO:: : 125it [00:03, 39.80it/s, failures=0, objective=-16.8]

Parallel BO:: : 126it [00:03, 40.33it/s, failures=0, objective=-16.8]

Parallel BO:: : 126it [00:03, 40.33it/s, failures=0, objective=-16.8]

Parallel BO:: : 127it [00:03, 40.33it/s, failures=0, objective=-16.8]

Parallel BO:: : 128it [00:03, 40.33it/s, failures=0, objective=-16.8]

Parallel BO:: : 129it [00:03, 40.33it/s, failures=0, objective=-16.8]

Parallel BO:: : 130it [00:03, 40.33it/s, failures=0, objective=-16.8]

Parallel BO:: : 131it [00:03, 40.33it/s, failures=0, objective=-16.8]

Parallel BO:: : 132it [00:03, 40.33it/s, failures=0, objective=-16.8]

Parallel BO:: : 133it [00:03, 40.33it/s, failures=0, objective=-16.8]

Parallel BO:: : 134it [00:03, 45.38it/s, failures=0, objective=-16.8]

Parallel BO:: : 134it [00:03, 45.38it/s, failures=0, objective=-16.8]

Parallel BO:: : 135it [00:03, 45.38it/s, failures=0, objective=-16.8]

Parallel BO:: : 136it [00:03, 45.38it/s, failures=0, objective=-16.8]

Parallel BO:: : 137it [00:03, 45.38it/s, failures=0, objective=-16.8]

Parallel BO:: : 138it [00:03, 45.38it/s, failures=0, objective=-16.8]

Parallel BO:: : 139it [00:03, 45.38it/s, failures=0, objective=-16.8]

Parallel BO:: : 140it [00:03, 45.35it/s, failures=0, objective=-16.8]

Parallel BO:: : 140it [00:03, 45.35it/s, failures=0, objective=-16.8]

Parallel BO:: : 141it [00:03, 45.35it/s, failures=0, objective=-16.8]

Parallel BO:: : 142it [00:03, 45.35it/s, failures=0, objective=-16.8]

Parallel BO:: : 143it [00:03, 45.35it/s, failures=0, objective=-16.8]

Parallel BO:: : 144it [00:03, 45.35it/s, failures=0, objective=-16.8]

Parallel BO:: : 145it [00:03, 45.35it/s, failures=0, objective=-16.8]

Parallel BO:: : 146it [00:03, 45.35it/s, failures=0, objective=-16.8]

Parallel BO:: : 147it [00:03, 47.71it/s, failures=0, objective=-16.8]

Parallel BO:: : 147it [00:03, 47.71it/s, failures=0, objective=-16.8]

Parallel BO:: : 148it [00:03, 47.71it/s, failures=0, objective=-16.8]

Parallel BO:: : 149it [00:03, 47.71it/s, failures=0, objective=-16.8]

Parallel BO:: : 150it [00:03, 47.71it/s, failures=0, objective=-16.8]

Parallel BO:: : 151it [00:03, 47.71it/s, failures=0, objective=-16.8]

Parallel BO:: : 152it [00:03, 47.71it/s, failures=0, objective=-16.8]

Parallel BO:: : 153it [00:03, 43.31it/s, failures=0, objective=-16.8]

Parallel BO:: : 153it [00:03, 43.31it/s, failures=0, objective=-16.8]

Parallel BO:: : 154it [00:03, 43.31it/s, failures=0, objective=-16.8]

Parallel BO:: : 155it [00:03, 43.31it/s, failures=0, objective=-16.8]

Parallel BO:: : 156it [00:03, 43.31it/s, failures=0, objective=-16.8]

Parallel BO:: : 157it [00:03, 43.31it/s, failures=0, objective=-16.8]

Parallel BO:: : 158it [00:03, 43.31it/s, failures=0, objective=-16.8]

Parallel BO:: : 159it [00:03, 43.31it/s, failures=0, objective=-16.8]

Parallel BO:: : 160it [00:03, 43.31it/s, failures=0, objective=-16.8]

Parallel BO:: : 161it [00:03, 43.31it/s, failures=0, objective=-16.8]

Parallel BO:: : 162it [00:03, 43.31it/s, failures=0, objective=-16.8]

Parallel BO:: : 163it [00:03, 52.03it/s, failures=0, objective=-16.8]

Parallel BO:: : 163it [00:03, 52.03it/s, failures=0, objective=-16.8]

Parallel BO:: : 164it [00:03, 52.03it/s, failures=0, objective=-14.1]

Parallel BO:: : 165it [00:03, 52.03it/s, failures=0, objective=-14.1]

Parallel BO:: : 166it [00:03, 52.03it/s, failures=0, objective=-14.1]

Parallel BO:: : 167it [00:03, 52.03it/s, failures=0, objective=-14.1]

Parallel BO:: : 168it [00:03, 52.03it/s, failures=0, objective=-14.1]

Parallel BO:: : 169it [00:03, 52.03it/s, failures=0, objective=-14.1]

Parallel BO:: : 170it [00:03, 52.03it/s, failures=0, objective=-14.1]

Parallel BO:: : 171it [00:03, 51.51it/s, failures=0, objective=-14.1]

Parallel BO:: : 171it [00:03, 51.51it/s, failures=0, objective=-14.1]

Parallel BO:: : 172it [00:03, 51.51it/s, failures=0, objective=-14.1]

Parallel BO:: : 173it [00:03, 51.51it/s, failures=0, objective=-14.1]

Parallel BO:: : 174it [00:03, 51.51it/s, failures=0, objective=-14.1]

Parallel BO:: : 175it [00:03, 51.51it/s, failures=0, objective=-14.1]

Parallel BO:: : 176it [00:03, 51.51it/s, failures=0, objective=-14.1]

Parallel BO:: : 177it [00:03, 51.51it/s, failures=0, objective=-14.1]

Parallel BO:: : 178it [00:04, 43.74it/s, failures=0, objective=-14.1]

Parallel BO:: : 178it [00:04, 43.74it/s, failures=0, objective=-14.1]

Parallel BO:: : 179it [00:04, 43.74it/s, failures=0, objective=-14.1]

Parallel BO:: : 180it [00:04, 43.74it/s, failures=0, objective=-14.1]

Parallel BO:: : 181it [00:04, 43.74it/s, failures=0, objective=-14.1]

Parallel BO:: : 182it [00:04, 43.74it/s, failures=0, objective=-14.1]

Parallel BO:: : 183it [00:04, 43.74it/s, failures=0, objective=-14.1]

Parallel BO:: : 184it [00:04, 43.74it/s, failures=0, objective=-14.1]

Parallel BO:: : 185it [00:04, 43.74it/s, failures=0, objective=-14.1]

Parallel BO:: : 186it [00:04, 43.74it/s, failures=0, objective=-14.1]

Parallel BO:: : 187it [00:04, 42.09it/s, failures=0, objective=-14.1]

Parallel BO:: : 187it [00:04, 42.09it/s, failures=0, objective=-14.1]

Parallel BO:: : 188it [00:04, 42.09it/s, failures=0, objective=-14.1]

Parallel BO:: : 189it [00:04, 42.09it/s, failures=0, objective=-14.1]

Parallel BO:: : 190it [00:04, 42.09it/s, failures=0, objective=-14.1]

Parallel BO:: : 191it [00:04, 42.09it/s, failures=0, objective=-14.1]

Parallel BO:: : 192it [00:04, 42.09it/s, failures=0, objective=-14.1]

Parallel BO:: : 193it [00:04, 42.09it/s, failures=0, objective=-14.1]

Parallel BO:: : 194it [00:04, 42.09it/s, failures=0, objective=-14.1]

Parallel BO:: : 195it [00:04, 42.09it/s, failures=0, objective=-14.1]

Parallel BO:: : 196it [00:04, 47.23it/s, failures=0, objective=-14.1]

Parallel BO:: : 196it [00:04, 47.23it/s, failures=0, objective=-14.1]

Parallel BO:: : 197it [00:04, 47.23it/s, failures=0, objective=-14.1]

Parallel BO:: : 198it [00:04, 47.23it/s, failures=0, objective=-14.1]

Parallel BO:: : 199it [00:04, 47.23it/s, failures=0, objective=-14.1]

Parallel BO:: : 200it [00:04, 47.23it/s, failures=0, objective=-14.1]

Parallel BO:: : 201it [00:04, 47.23it/s, failures=0, objective=-14.1]

Parallel BO:: : 202it [00:04, 44.45it/s, failures=0, objective=-14.1]

Parallel BO:: : 202it [00:04, 44.45it/s, failures=0, objective=-14.1]

Parallel BO:: : 203it [00:04, 44.45it/s, failures=0, objective=-14.1]

Parallel BO:: : 204it [00:04, 44.45it/s, failures=0, objective=-14.1]

Parallel BO:: : 205it [00:04, 44.45it/s, failures=0, objective=-13.7]

Parallel BO:: : 206it [00:04, 44.45it/s, failures=0, objective=-13.7]

Parallel BO:: : 207it [00:04, 42.10it/s, failures=0, objective=-13.7]

Parallel BO:: : 207it [00:04, 42.10it/s, failures=0, objective=-13.7]

Parallel BO:: : 208it [00:04, 42.10it/s, failures=0, objective=-13.7]

Parallel BO:: : 209it [00:05, 42.10it/s, failures=0, objective=-13.7]

Parallel BO:: : 210it [00:05, 42.10it/s, failures=0, objective=-13.7]

Parallel BO:: : 211it [00:05, 42.10it/s, failures=0, objective=-13.7]

Parallel BO:: : 212it [00:05, 39.39it/s, failures=0, objective=-13.7]

Parallel BO:: : 212it [00:05, 39.39it/s, failures=0, objective=-13.7]

Parallel BO:: : 213it [00:05, 39.39it/s, failures=0, objective=-13.7]

Parallel BO:: : 214it [00:05, 39.39it/s, failures=0, objective=-13.7]

Parallel BO:: : 215it [00:05, 39.39it/s, failures=0, objective=-13.7]

Parallel BO:: : 216it [00:05, 32.19it/s, failures=0, objective=-13.7]

Parallel BO:: : 216it [00:05, 32.19it/s, failures=0, objective=-13.7]

Parallel BO:: : 217it [00:05, 32.19it/s, failures=0, objective=-13.7]

Parallel BO:: : 218it [00:05, 32.19it/s, failures=0, objective=-13.7]

Parallel BO:: : 219it [00:05, 32.19it/s, failures=0, objective=-13.7]

Parallel BO:: : 220it [00:05, 32.19it/s, failures=0, objective=-13.7]

Parallel BO:: : 221it [00:05, 32.19it/s, failures=0, objective=-13.7]

Parallel BO:: : 222it [00:05, 32.19it/s, failures=0, objective=-13.7]

Parallel BO:: : 223it [00:05, 32.19it/s, failures=0, objective=-13.7]

Parallel BO:: : 224it [00:05, 32.19it/s, failures=0, objective=-13.7]

Parallel BO:: : 225it [00:05, 32.19it/s, failures=0, objective=-13.7]

Parallel BO:: : 226it [00:05, 32.19it/s, failures=0, objective=-13.7]

Parallel BO:: : 227it [00:05, 32.19it/s, failures=0, objective=-13.7]

Parallel BO:: : 228it [00:05, 44.91it/s, failures=0, objective=-13.7]

Parallel BO:: : 228it [00:05, 44.91it/s, failures=0, objective=-13.7]

Parallel BO:: : 229it [00:05, 44.91it/s, failures=0, objective=-13.7]

Parallel BO:: : 230it [00:05, 44.91it/s, failures=0, objective=-13.7]

Parallel BO:: : 231it [00:05, 44.91it/s, failures=0, objective=-13.7]

Parallel BO:: : 232it [00:05, 44.91it/s, failures=0, objective=-13.7]

Parallel BO:: : 233it [00:05, 44.91it/s, failures=0, objective=-13.7]

Parallel BO:: : 234it [00:05, 36.84it/s, failures=0, objective=-13.7]

Parallel BO:: : 234it [00:05, 36.84it/s, failures=0, objective=-13.7]

Parallel BO:: : 235it [00:05, 36.84it/s, failures=0, objective=-13.7]

Parallel BO:: : 236it [00:05, 36.84it/s, failures=0, objective=-13.7]

Parallel BO:: : 237it [00:05, 36.84it/s, failures=0, objective=-13.7]

Parallel BO:: : 238it [00:05, 36.84it/s, failures=0, objective=-13.7]

Parallel BO:: : 239it [00:05, 36.84it/s, failures=0, objective=-13.7]

Parallel BO:: : 240it [00:05, 36.84it/s, failures=0, objective=-13.7]

Parallel BO:: : 241it [00:05, 36.84it/s, failures=0, objective=-13.7]

Parallel BO:: : 242it [00:05, 36.84it/s, failures=0, objective=-13.7]

Parallel BO:: : 243it [00:05, 36.84it/s, failures=0, objective=-13.7]

Parallel BO:: : 244it [00:05, 36.84it/s, failures=0, objective=-13.7]

Parallel BO:: : 245it [00:05, 36.84it/s, failures=0, objective=-13.7]

Parallel BO:: : 246it [00:05, 36.84it/s, failures=0, objective=-13.7]

Parallel BO:: : 247it [00:05, 36.84it/s, failures=0, objective=-13.7]

Parallel BO:: : 248it [00:05, 36.84it/s, failures=0, objective=-13.7]

Parallel BO:: : 249it [00:05, 36.84it/s, failures=0, objective=-13.7]

Parallel BO:: : 250it [00:05, 53.18it/s, failures=0, objective=-13.7]

Parallel BO:: : 250it [00:05, 53.18it/s, failures=0, objective=-13.7]

Parallel BO:: : 251it [00:05, 53.18it/s, failures=0, objective=-13.7]

Parallel BO:: : 252it [00:05, 53.18it/s, failures=0, objective=-12.3]

Parallel BO:: : 253it [00:05, 53.18it/s, failures=0, objective=-12.3]

Parallel BO:: : 254it [00:05, 53.18it/s, failures=0, objective=-12.3]

Parallel BO:: : 255it [00:05, 53.18it/s, failures=0, objective=-12.3]

Parallel BO:: : 256it [00:05, 52.09it/s, failures=0, objective=-12.3]

Parallel BO:: : 256it [00:05, 52.09it/s, failures=0, objective=-12.3]

Parallel BO:: : 257it [00:05, 52.09it/s, failures=0, objective=-12.3]

Parallel BO:: : 258it [00:05, 52.09it/s, failures=0, objective=-12.3]

Parallel BO:: : 259it [00:05, 52.09it/s, failures=0, objective=-12.3]

Parallel BO:: : 260it [00:05, 52.09it/s, failures=0, objective=-12.3]

Parallel BO:: : 261it [00:06, 52.09it/s, failures=0, objective=-12.3]

Parallel BO:: : 262it [00:06, 48.76it/s, failures=0, objective=-12.3]

Parallel BO:: : 262it [00:06, 48.76it/s, failures=0, objective=-12.3]

Parallel BO:: : 263it [00:06, 48.76it/s, failures=0, objective=-12.3]

Parallel BO:: : 264it [00:06, 48.76it/s, failures=0, objective=-12.3]

Parallel BO:: : 265it [00:06, 48.76it/s, failures=0, objective=-12.3]

Parallel BO:: : 266it [00:06, 48.76it/s, failures=0, objective=-12.3]

Parallel BO:: : 267it [00:06, 48.76it/s, failures=0, objective=-12.3]

Parallel BO:: : 268it [00:06, 48.76it/s, failures=0, objective=-12.3]

Parallel BO:: : 269it [00:06, 48.29it/s, failures=0, objective=-12.3]

Parallel BO:: : 269it [00:06, 48.29it/s, failures=0, objective=-12.3]

Parallel BO:: : 270it [00:06, 48.29it/s, failures=0, objective=-12.3]

Parallel BO:: : 271it [00:06, 48.29it/s, failures=0, objective=-12.3]

Parallel BO:: : 272it [00:06, 48.29it/s, failures=0, objective=-12.3]

Parallel BO:: : 273it [00:06, 48.29it/s, failures=0, objective=-12.3]

Parallel BO:: : 274it [00:06, 40.86it/s, failures=0, objective=-12.3]

Parallel BO:: : 274it [00:06, 40.86it/s, failures=0, objective=-12.3]

Parallel BO:: : 275it [00:06, 40.86it/s, failures=0, objective=-12.3]

Parallel BO:: : 276it [00:06, 40.86it/s, failures=0, objective=-12.3]

Parallel BO:: : 277it [00:06, 40.86it/s, failures=0, objective=-12.3]

Parallel BO:: : 278it [00:06, 40.86it/s, failures=0, objective=-12.3]

Parallel BO:: : 279it [00:06, 40.86it/s, failures=0, objective=-12.3]

Parallel BO:: : 280it [00:06, 40.86it/s, failures=0, objective=-12.3]

Parallel BO:: : 281it [00:06, 42.45it/s, failures=0, objective=-12.3]

Parallel BO:: : 281it [00:06, 42.45it/s, failures=0, objective=-12.3]

Parallel BO:: : 282it [00:06, 42.45it/s, failures=0, objective=-12.3]

Parallel BO:: : 283it [00:06, 42.45it/s, failures=0, objective=-12.3]

Parallel BO:: : 284it [00:06, 42.45it/s, failures=0, objective=-12.3]

Parallel BO:: : 285it [00:06, 42.45it/s, failures=0, objective=-12.3]

Parallel BO:: : 286it [00:06, 40.81it/s, failures=0, objective=-12.3]

Parallel BO:: : 286it [00:06, 40.81it/s, failures=0, objective=-12.3]

Parallel BO:: : 287it [00:06, 40.81it/s, failures=0, objective=-12.3]

Parallel BO:: : 288it [00:06, 40.81it/s, failures=0, objective=-12.3]

Parallel BO:: : 289it [00:06, 40.81it/s, failures=0, objective=-12.3]

Parallel BO:: : 290it [00:06, 40.81it/s, failures=0, objective=-12.3]

Parallel BO:: : 291it [00:06, 40.81it/s, failures=0, objective=-12.3]

Parallel BO:: : 292it [00:06, 40.81it/s, failures=0, objective=-10.4]

Parallel BO:: : 293it [00:06, 40.81it/s, failures=0, objective=-10.4]

Parallel BO:: : 294it [00:06, 46.84it/s, failures=0, objective=-10.4]

Parallel BO:: : 294it [00:06, 46.84it/s, failures=0, objective=-10.4]

Parallel BO:: : 295it [00:06, 46.84it/s, failures=0, objective=-10.4]

Parallel BO:: : 296it [00:06, 46.84it/s, failures=0, objective=-10.4]

Parallel BO:: : 297it [00:06, 46.84it/s, failures=0, objective=-10.4]

Parallel BO:: : 298it [00:06, 46.84it/s, failures=0, objective=-10.4]

Parallel BO:: : 299it [00:06, 46.84it/s, failures=0, objective=-10.4]

Parallel BO:: : 300it [00:06, 46.84it/s, failures=0, objective=-10.4]

Parallel BO:: : 301it [00:06, 48.58it/s, failures=0, objective=-10.4]

Parallel BO:: : 301it [00:06, 48.58it/s, failures=0, objective=-10.4]

Parallel BO:: : 302it [00:06, 48.58it/s, failures=0, objective=-10.4]

Parallel BO:: : 303it [00:06, 48.58it/s, failures=0, objective=-10.4]

Parallel BO:: : 304it [00:06, 48.58it/s, failures=0, objective=-10.4]

Parallel BO:: : 305it [00:06, 48.58it/s, failures=0, objective=-10.4]

Parallel BO:: : 306it [00:07, 44.85it/s, failures=0, objective=-10.4]

Parallel BO:: : 306it [00:07, 44.85it/s, failures=0, objective=-10.4]

Parallel BO:: : 307it [00:07, 44.85it/s, failures=0, objective=-10.4]

Parallel BO:: : 308it [00:07, 44.85it/s, failures=0, objective=-10.4]

Parallel BO:: : 309it [00:07, 44.85it/s, failures=0, objective=-10.4]

Parallel BO:: : 310it [00:07, 44.85it/s, failures=0, objective=-10.4]

Parallel BO:: : 311it [00:07, 44.85it/s, failures=0, objective=-10.4]

Parallel BO:: : 312it [00:07, 44.85it/s, failures=0, objective=-10.4]

Parallel BO:: : 313it [00:07, 44.85it/s, failures=0, objective=-10.4]

Parallel BO:: : 314it [00:07, 44.85it/s, failures=0, objective=-10.4]

Parallel BO:: : 315it [00:07, 51.03it/s, failures=0, objective=-10.4]

Parallel BO:: : 315it [00:07, 51.03it/s, failures=0, objective=-10.4]

Parallel BO:: : 316it [00:07, 51.03it/s, failures=0, objective=-10.4]

Parallel BO:: : 317it [00:07, 51.03it/s, failures=0, objective=-10.4]

Parallel BO:: : 318it [00:07, 51.03it/s, failures=0, objective=-10.4]

Parallel BO:: : 319it [00:07, 51.03it/s, failures=0, objective=-10.4]

Parallel BO:: : 320it [00:07, 51.03it/s, failures=0, objective=-10.4]

Parallel BO:: : 321it [00:07, 37.32it/s, failures=0, objective=-10.4]

Parallel BO:: : 321it [00:07, 37.32it/s, failures=0, objective=-10.4]

Parallel BO:: : 322it [00:07, 37.32it/s, failures=0, objective=-10.4]

Parallel BO:: : 323it [00:07, 37.32it/s, failures=0, objective=-10.4]

Parallel BO:: : 324it [00:07, 37.32it/s, failures=0, objective=-10.4]

Parallel BO:: : 325it [00:07, 37.32it/s, failures=0, objective=-10.4]

Parallel BO:: : 326it [00:07, 34.37it/s, failures=0, objective=-10.4]

Parallel BO:: : 326it [00:07, 34.37it/s, failures=0, objective=-10.4]

Parallel BO:: : 327it [00:07, 34.37it/s, failures=0, objective=-10.4]

Parallel BO:: : 328it [00:07, 34.37it/s, failures=0, objective=-10.4]

Parallel BO:: : 329it [00:07, 34.37it/s, failures=0, objective=-10.4]

Parallel BO:: : 330it [00:07, 34.37it/s, failures=0, objective=-10.4]

Parallel BO:: : 331it [00:07, 34.37it/s, failures=0, objective=-10.4]

Parallel BO:: : 332it [00:07, 36.63it/s, failures=0, objective=-10.4]

Parallel BO:: : 332it [00:07, 36.63it/s, failures=0, objective=-10.4]

Parallel BO:: : 333it [00:07, 36.63it/s, failures=0, objective=-10.4]

Parallel BO:: : 334it [00:07, 36.63it/s, failures=0, objective=-10.4]

Parallel BO:: : 335it [00:07, 36.63it/s, failures=0, objective=-10.4]

Parallel BO:: : 336it [00:07, 36.63it/s, failures=0, objective=-10.4]

Parallel BO:: : 337it [00:07, 35.89it/s, failures=0, objective=-10.4]

Parallel BO:: : 337it [00:07, 35.89it/s, failures=0, objective=-10.4]

Parallel BO:: : 338it [00:07, 35.89it/s, failures=0, objective=-10.4]

Parallel BO:: : 339it [00:07, 35.89it/s, failures=0, objective=-10.4]

Parallel BO:: : 340it [00:07, 35.89it/s, failures=0, objective=-10.4]

Parallel BO:: : 341it [00:07, 35.89it/s, failures=0, objective=-10.4]

Parallel BO:: : 342it [00:07, 35.89it/s, failures=0, objective=-10.4]

Parallel BO:: : 343it [00:08, 36.95it/s, failures=0, objective=-10.4]

Parallel BO:: : 343it [00:08, 36.95it/s, failures=0, objective=-10.4]

Parallel BO:: : 344it [00:08, 36.95it/s, failures=0, objective=-10.4]

Parallel BO:: : 345it [00:08, 36.95it/s, failures=0, objective=-10.4]

Parallel BO:: : 346it [00:08, 36.95it/s, failures=0, objective=-10.4]

Parallel BO:: : 347it [00:08, 36.95it/s, failures=0, objective=-10.4]

Parallel BO:: : 348it [00:08, 36.95it/s, failures=0, objective=-10.4]

Parallel BO:: : 349it [00:08, 36.95it/s, failures=0, objective=-10.4]

Parallel BO:: : 350it [00:08, 36.95it/s, failures=0, objective=-10.4]

Parallel BO:: : 351it [00:08, 36.95it/s, failures=0, objective=-10.4]

Parallel BO:: : 352it [00:08, 43.71it/s, failures=0, objective=-10.4]

Parallel BO:: : 352it [00:08, 43.71it/s, failures=0, objective=-10.4]

Parallel BO:: : 353it [00:08, 43.71it/s, failures=0, objective=-10.4]

Parallel BO:: : 354it [00:08, 43.71it/s, failures=0, objective=-10.4]

Parallel BO:: : 355it [00:08, 43.71it/s, failures=0, objective=-10.4]

Parallel BO:: : 356it [00:08, 43.71it/s, failures=0, objective=-10.4]

Parallel BO:: : 357it [00:08, 39.99it/s, failures=0, objective=-10.4]

Parallel BO:: : 357it [00:08, 39.99it/s, failures=0, objective=-10.4]

Parallel BO:: : 358it [00:08, 39.99it/s, failures=0, objective=-10.4]

Parallel BO:: : 359it [00:08, 39.99it/s, failures=0, objective=-10.4]

Parallel BO:: : 360it [00:08, 39.99it/s, failures=0, objective=-10.4]

Parallel BO:: : 361it [00:08, 39.99it/s, failures=0, objective=-10.4]

Parallel BO:: : 362it [00:08, 39.99it/s, failures=0, objective=-10.4]

Parallel BO:: : 363it [00:08, 39.99it/s, failures=0, objective=-10.4]

Parallel BO:: : 364it [00:08, 39.99it/s, failures=0, objective=-10.4]

Parallel BO:: : 365it [00:08, 39.99it/s, failures=0, objective=-10.4]

Parallel BO:: : 366it [00:08, 39.99it/s, failures=0, objective=-10.4]

Parallel BO:: : 367it [00:08, 39.99it/s, failures=0, objective=-10.4]

Parallel BO:: : 368it [00:08, 48.55it/s, failures=0, objective=-10.4]

Parallel BO:: : 368it [00:08, 48.55it/s, failures=0, objective=-10.4]

Parallel BO:: : 369it [00:08, 48.55it/s, failures=0, objective=-10.4]

Parallel BO:: : 370it [00:08, 48.55it/s, failures=0, objective=-10.4]

Parallel BO:: : 371it [00:08, 48.55it/s, failures=0, objective=-10.4]

Parallel BO:: : 372it [00:08, 48.55it/s, failures=0, objective=-10.4]

Parallel BO:: : 373it [00:08, 48.55it/s, failures=0, objective=-10.4]

Parallel BO:: : 374it [00:08, 48.55it/s, failures=0, objective=-10.4]

Parallel BO:: : 375it [00:08, 48.55it/s, failures=0, objective=-10.4]

Parallel BO:: : 376it [00:08, 48.55it/s, failures=0, objective=-10.4]

Parallel BO:: : 377it [00:08, 48.55it/s, failures=0, objective=-10.4]

Parallel BO:: : 378it [00:08, 48.55it/s, failures=0, objective=-10.4]

Parallel BO:: : 379it [00:08, 55.53it/s, failures=0, objective=-10.4]

Parallel BO:: : 379it [00:08, 55.53it/s, failures=0, objective=-10.4]

Parallel BO:: : 380it [00:08, 55.53it/s, failures=0, objective=-10.4]

Parallel BO:: : 381it [00:08, 55.53it/s, failures=0, objective=-10.4]

Parallel BO:: : 382it [00:08, 55.53it/s, failures=0, objective=-10.4]

Parallel BO:: : 383it [00:08, 55.53it/s, failures=0, objective=-10.4]

Parallel BO:: : 384it [00:08, 55.53it/s, failures=0, objective=-10.4]

Parallel BO:: : 385it [00:08, 48.22it/s, failures=0, objective=-10.4]

Parallel BO:: : 385it [00:08, 48.22it/s, failures=0, objective=-10.4]

Parallel BO:: : 386it [00:08, 48.22it/s, failures=0, objective=-10.4]

Parallel BO:: : 387it [00:08, 48.22it/s, failures=0, objective=-10.4]

Parallel BO:: : 388it [00:08, 48.22it/s, failures=0, objective=-10.4]

Parallel BO:: : 389it [00:08, 48.22it/s, failures=0, objective=-10.4]

Parallel BO:: : 390it [00:09, 40.34it/s, failures=0, objective=-10.4]

Parallel BO:: : 390it [00:09, 40.34it/s, failures=0, objective=-10.4]

Parallel BO:: : 391it [00:09, 40.34it/s, failures=0, objective=-10.4]

Parallel BO:: : 392it [00:09, 40.34it/s, failures=0, objective=-10.4]

Parallel BO:: : 393it [00:09, 40.34it/s, failures=0, objective=-10.4]

Parallel BO:: : 394it [00:09, 40.34it/s, failures=0, objective=-10.4]

Parallel BO:: : 395it [00:09, 40.34it/s, failures=0, objective=-10.4]

Parallel BO:: : 396it [00:09, 40.34it/s, failures=0, objective=-10.4]

Parallel BO:: : 397it [00:09, 40.34it/s, failures=0, objective=-10.4]

Parallel BO:: : 398it [00:09, 40.34it/s, failures=0, objective=-10.4]

Parallel BO:: : 399it [00:09, 40.34it/s, failures=0, objective=-10.4]

Parallel BO:: : 400it [00:09, 40.34it/s, failures=0, objective=-10.4]

Parallel BO:: : 401it [00:09, 40.34it/s, failures=0, objective=-10.4]

Parallel BO:: : 402it [00:09, 48.61it/s, failures=0, objective=-10.4]

Parallel BO:: : 402it [00:09, 48.61it/s, failures=0, objective=-10.4]

Parallel BO:: : 403it [00:09, 48.61it/s, failures=0, objective=-10.4]

Parallel BO:: : 404it [00:09, 48.61it/s, failures=0, objective=-10.4]

Parallel BO:: : 405it [00:09, 48.61it/s, failures=0, objective=-10.4]

Parallel BO:: : 406it [00:09, 48.61it/s, failures=0, objective=-10.4]

Parallel BO:: : 407it [00:09, 48.61it/s, failures=0, objective=-10.4]

Parallel BO:: : 408it [00:09, 48.61it/s, failures=0, objective=-10.4]

Parallel BO:: : 409it [00:09, 48.61it/s, failures=0, objective=-10.4]

Parallel BO:: : 410it [00:09, 48.61it/s, failures=0, objective=-10.4]

Parallel BO:: : 411it [00:09, 48.61it/s, failures=0, objective=-10.4]

Parallel BO:: : 412it [00:09, 48.61it/s, failures=0, objective=-10.4]

Parallel BO:: : 413it [00:09, 52.09it/s, failures=0, objective=-10.4]

Parallel BO:: : 413it [00:09, 52.09it/s, failures=0, objective=-10.4]

Parallel BO:: : 414it [00:09, 52.09it/s, failures=0, objective=-10.4]

Parallel BO:: : 415it [00:09, 52.09it/s, failures=0, objective=-10.4]

Parallel BO:: : 416it [00:09, 52.09it/s, failures=0, objective=-10.4]

Parallel BO:: : 417it [00:09, 52.09it/s, failures=0, objective=-10.4]

Parallel BO:: : 418it [00:09, 52.09it/s, failures=0, objective=-10.4]

Parallel BO:: : 419it [00:09, 46.27it/s, failures=0, objective=-10.4]

Parallel BO:: : 419it [00:09, 46.27it/s, failures=0, objective=-10.4]

Parallel BO:: : 420it [00:09, 46.27it/s, failures=0, objective=-10.4]

Parallel BO:: : 421it [00:09, 46.27it/s, failures=0, objective=-10.4]

Parallel BO:: : 422it [00:09, 46.27it/s, failures=0, objective=-9.03]

Parallel BO:: : 423it [00:09, 46.27it/s, failures=0, objective=-9.03]

Parallel BO:: : 424it [00:09, 43.82it/s, failures=0, objective=-9.03]

Parallel BO:: : 424it [00:09, 43.82it/s, failures=0, objective=-9.03]

Parallel BO:: : 425it [00:09, 43.82it/s, failures=0, objective=-9.03]

Parallel BO:: : 426it [00:09, 43.82it/s, failures=0, objective=-9.03]

Parallel BO:: : 427it [00:09, 43.82it/s, failures=0, objective=-9.03]

Parallel BO:: : 428it [00:09, 43.82it/s, failures=0, objective=-9.03]

Parallel BO:: : 429it [00:09, 38.25it/s, failures=0, objective=-9.03]

Parallel BO:: : 429it [00:09, 38.25it/s, failures=0, objective=-9.03]

Parallel BO:: : 430it [00:09, 38.25it/s, failures=0, objective=-9.03]

Parallel BO:: : 431it [00:09, 38.25it/s, failures=0, objective=-9.03]

Parallel BO:: : 432it [00:09, 38.25it/s, failures=0, objective=-9.03]

Parallel BO:: : 433it [00:09, 38.25it/s, failures=0, objective=-9.03]

Parallel BO:: : 434it [00:09, 38.25it/s, failures=0, objective=-9.03]

Parallel BO:: : 435it [00:09, 38.25it/s, failures=0, objective=-9.03]

Parallel BO:: : 436it [00:09, 38.25it/s, failures=0, objective=-9.03]

Parallel BO:: : 437it [00:10, 38.53it/s, failures=0, objective=-9.03]

Parallel BO:: : 437it [00:10, 38.53it/s, failures=0, objective=-9.03]

Parallel BO:: : 438it [00:10, 38.53it/s, failures=0, objective=-9.03]

Parallel BO:: : 439it [00:10, 38.53it/s, failures=0, objective=-9.03]

Parallel BO:: : 440it [00:10, 38.53it/s, failures=0, objective=-9.03]

Parallel BO:: : 441it [00:10, 38.53it/s, failures=0, objective=-9.03]

Parallel BO:: : 442it [00:10, 38.53it/s, failures=0, objective=-9.03]

Parallel BO:: : 443it [00:10, 35.48it/s, failures=0, objective=-9.03]

Parallel BO:: : 443it [00:10, 35.48it/s, failures=0, objective=-9.03]

Parallel BO:: : 444it [00:10, 35.48it/s, failures=0, objective=-9.03]

Parallel BO:: : 445it [00:10, 35.48it/s, failures=0, objective=-9.03]

Parallel BO:: : 446it [00:10, 35.48it/s, failures=0, objective=-9.03]

Parallel BO:: : 447it [00:10, 35.48it/s, failures=0, objective=-9.03]

Parallel BO:: : 448it [00:10, 34.96it/s, failures=0, objective=-9.03]

Parallel BO:: : 448it [00:10, 34.96it/s, failures=0, objective=-9.03]

Parallel BO:: : 449it [00:10, 34.96it/s, failures=0, objective=-9.03]

Parallel BO:: : 450it [00:10, 34.96it/s, failures=0, objective=-9.03]

Parallel BO:: : 451it [00:10, 34.96it/s, failures=0, objective=-9.03]

Parallel BO:: : 452it [00:10, 34.96it/s, failures=0, objective=-9.03]

Parallel BO:: : 453it [00:10, 34.96it/s, failures=0, objective=-9.03]

Parallel BO:: : 454it [00:10, 34.96it/s, failures=0, objective=-9.03]

Parallel BO:: : 455it [00:10, 38.25it/s, failures=0, objective=-9.03]

Parallel BO:: : 455it [00:10, 38.25it/s, failures=0, objective=-9.03]

Parallel BO:: : 456it [00:10, 38.25it/s, failures=0, objective=-9.03]

Parallel BO:: : 457it [00:10, 38.25it/s, failures=0, objective=-9.03]

Parallel BO:: : 458it [00:10, 38.25it/s, failures=0, objective=-9.03]

Parallel BO:: : 459it [00:10, 38.25it/s, failures=0, objective=-9.03]

Parallel BO:: : 460it [00:10, 38.25it/s, failures=0, objective=-9.03]

Parallel BO:: : 461it [00:10, 38.25it/s, failures=0, objective=-9.03]

Parallel BO:: : 462it [00:10, 38.25it/s, failures=0, objective=-9.03]

Parallel BO:: : 463it [00:10, 38.25it/s, failures=0, objective=-9.03]

Parallel BO:: : 464it [00:10, 43.39it/s, failures=0, objective=-9.03]

Parallel BO:: : 464it [00:10, 43.39it/s, failures=0, objective=-9.03]

Parallel BO:: : 465it [00:10, 43.39it/s, failures=0, objective=-9.03]

Parallel BO:: : 466it [00:10, 43.39it/s, failures=0, objective=-9.03]

Parallel BO:: : 467it [00:10, 43.39it/s, failures=0, objective=-9.03]

Parallel BO:: : 468it [00:10, 43.39it/s, failures=0, objective=-9.03]

Parallel BO:: : 469it [00:10, 43.39it/s, failures=0, objective=-9.03]

Parallel BO:: : 470it [00:10, 43.39it/s, failures=0, objective=-9.03]

Parallel BO:: : 471it [00:11, 44.93it/s, failures=0, objective=-9.03]

Parallel BO:: : 471it [00:11, 44.93it/s, failures=0, objective=-9.03]

Parallel BO:: : 472it [00:11, 44.93it/s, failures=0, objective=-9.03]

Parallel BO:: : 473it [00:11, 44.93it/s, failures=0, objective=-9.03]

Parallel BO:: : 474it [00:11, 44.93it/s, failures=0, objective=-9.03]

Parallel BO:: : 475it [00:11, 44.93it/s, failures=0, objective=-9.03]

Parallel BO:: : 476it [00:11, 44.93it/s, failures=0, objective=-9.03]

Parallel BO:: : 477it [00:11, 41.01it/s, failures=0, objective=-9.03]

Parallel BO:: : 477it [00:11, 41.01it/s, failures=0, objective=-9.03]

Parallel BO:: : 478it [00:11, 41.01it/s, failures=0, objective=-9.03]

Parallel BO:: : 479it [00:11, 41.01it/s, failures=0, objective=-9.03]

Parallel BO:: : 480it [00:11, 41.01it/s, failures=0, objective=-9.03]

Parallel BO:: : 481it [00:11, 41.01it/s, failures=0, objective=-9.03]

Parallel BO:: : 482it [00:11, 41.01it/s, failures=0, objective=-9.03]

Parallel BO:: : 483it [00:11, 41.01it/s, failures=0, objective=-9.03]

Parallel BO:: : 484it [00:11, 41.01it/s, failures=0, objective=-9.03]

Parallel BO:: : 485it [00:11, 41.01it/s, failures=0, objective=-9.03]

Parallel BO:: : 486it [00:11, 46.95it/s, failures=0, objective=-9.03]

Parallel BO:: : 486it [00:11, 46.95it/s, failures=0, objective=-9.03]

Parallel BO:: : 487it [00:11, 46.95it/s, failures=0, objective=-9.03]

Parallel BO:: : 488it [00:11, 46.95it/s, failures=0, objective=-9.03]

Parallel BO:: : 489it [00:11, 46.95it/s, failures=0, objective=-9.03]

Parallel BO:: : 490it [00:11, 46.95it/s, failures=0, objective=-9.03]

Parallel BO:: : 491it [00:11, 46.95it/s, failures=0, objective=-9.03]

Parallel BO:: : 492it [00:11, 46.95it/s, failures=0, objective=-9.03]

Parallel BO:: : 493it [00:11, 46.95it/s, failures=0, objective=-9.03]

Parallel BO:: : 494it [00:11, 46.95it/s, failures=0, objective=-9.03]

Parallel BO:: : 495it [00:11, 46.59it/s, failures=0, objective=-9.03]

Parallel BO:: : 495it [00:11, 46.59it/s, failures=0, objective=-9.03]

Parallel BO:: : 496it [00:11, 46.59it/s, failures=0, objective=-9.03]

Parallel BO:: : 497it [00:11, 46.59it/s, failures=0, objective=-9.03]

Parallel BO:: : 498it [00:11, 46.59it/s, failures=0, objective=-9.03]

Parallel BO:: : 499it [00:11, 46.59it/s, failures=0, objective=-9.03]

Parallel BO:: : 500it [00:11, 46.59it/s, failures=0, objective=-9.03]

Parallel BO:: : 501it [00:11, 46.59it/s, failures=0, objective=-9.03]

Parallel BO:: : 502it [00:11, 46.59it/s, failures=0, objective=-9.03]

Parallel BO:: : 503it [00:11, 48.79it/s, failures=0, objective=-9.03]

Parallel BO:: : 503it [00:11, 48.79it/s, failures=0, objective=-9.03]

Parallel BO:: : 504it [00:11, 48.79it/s, failures=0, objective=-9.03]

Parallel BO:: : 505it [00:11, 48.79it/s, failures=0, objective=-9.03]

Parallel BO:: : 506it [00:11, 48.79it/s, failures=0, objective=-9.03]

Parallel BO:: : 507it [00:11, 48.79it/s, failures=0, objective=-9.03]

Parallel BO:: : 508it [00:11, 43.55it/s, failures=0, objective=-9.03]

Parallel BO:: : 508it [00:11, 43.55it/s, failures=0, objective=-9.03]

Parallel BO:: : 509it [00:11, 43.55it/s, failures=0, objective=-9.03]

Parallel BO:: : 510it [00:11, 43.55it/s, failures=0, objective=-9.03]

Parallel BO:: : 511it [00:11, 43.55it/s, failures=0, objective=-9.03]

Parallel BO:: : 512it [00:11, 43.55it/s, failures=0, objective=-8.82]

Parallel BO:: : 513it [00:11, 43.55it/s, failures=0, objective=-8.82]

Parallel BO:: : 514it [00:11, 43.55it/s, failures=0, objective=-8.82]

Parallel BO:: : 515it [00:11, 43.55it/s, failures=0, objective=-8.82]

Parallel BO:: : 516it [00:11, 43.55it/s, failures=0, objective=-8.82]

Parallel BO:: : 517it [00:11, 47.33it/s, failures=0, objective=-8.82]

Parallel BO:: : 517it [00:11, 47.33it/s, failures=0, objective=-8.82]

Parallel BO:: : 518it [00:11, 47.33it/s, failures=0, objective=-8.82]

Parallel BO:: : 519it [00:11, 47.33it/s, failures=0, objective=-8.82]

Parallel BO:: : 520it [00:11, 47.33it/s, failures=0, objective=-8.82]

Parallel BO:: : 521it [00:11, 47.33it/s, failures=0, objective=-8.82]

Parallel BO:: : 522it [00:11, 47.33it/s, failures=0, objective=-8.82]

Parallel BO:: : 523it [00:11, 47.33it/s, failures=0, objective=-8.82]

Parallel BO:: : 524it [00:12, 47.19it/s, failures=0, objective=-8.82]

Parallel BO:: : 524it [00:12, 47.19it/s, failures=0, objective=-8.82]

Parallel BO:: : 525it [00:12, 47.19it/s, failures=0, objective=-8.82]

Parallel BO:: : 526it [00:12, 47.19it/s, failures=0, objective=-8.82]

Parallel BO:: : 527it [00:12, 47.19it/s, failures=0, objective=-8.82]

Parallel BO:: : 528it [00:12, 47.19it/s, failures=0, objective=-8.82]

Parallel BO:: : 529it [00:12, 47.19it/s, failures=0, objective=-8.82]

Parallel BO:: : 530it [00:12, 45.35it/s, failures=0, objective=-8.82]

Parallel BO:: : 530it [00:12, 45.35it/s, failures=0, objective=-8.82]

Parallel BO:: : 531it [00:12, 45.35it/s, failures=0, objective=-8.67]

Parallel BO:: : 532it [00:12, 45.35it/s, failures=0, objective=-8.67]

Parallel BO:: : 533it [00:12, 45.35it/s, failures=0, objective=-8.67]

Parallel BO:: : 534it [00:12, 45.35it/s, failures=0, objective=-8.67]

Parallel BO:: : 535it [00:12, 45.35it/s, failures=0, objective=-7.72]

Parallel BO:: : 536it [00:12, 45.35it/s, failures=0, objective=-7.72]

Parallel BO:: : 537it [00:12, 40.96it/s, failures=0, objective=-7.72]

Parallel BO:: : 537it [00:12, 40.96it/s, failures=0, objective=-7.72]

Parallel BO:: : 538it [00:12, 40.96it/s, failures=0, objective=-7.18]

Parallel BO:: : 539it [00:12, 40.96it/s, failures=0, objective=-7.18]

Parallel BO:: : 540it [00:12, 40.96it/s, failures=0, objective=-7.18]

Parallel BO:: : 541it [00:12, 40.96it/s, failures=0, objective=-7.18]

Parallel BO:: : 542it [00:12, 40.96it/s, failures=0, objective=-7.18]

Parallel BO:: : 543it [00:12, 40.96it/s, failures=0, objective=-7.18]

Parallel BO:: : 544it [00:12, 40.96it/s, failures=0, objective=-7.18]

Parallel BO:: : 545it [00:12, 40.96it/s, failures=0, objective=-7.18]

Parallel BO:: : 546it [00:12, 40.96it/s, failures=0, objective=-7.18]

Parallel BO:: : 547it [00:12, 46.60it/s, failures=0, objective=-7.18]

Parallel BO:: : 547it [00:12, 46.60it/s, failures=0, objective=-7.18]

Parallel BO:: : 548it [00:12, 46.60it/s, failures=0, objective=-7.18]

Parallel BO:: : 549it [00:12, 46.60it/s, failures=0, objective=-7.18]

Parallel BO:: : 550it [00:12, 46.60it/s, failures=0, objective=-7.18]

Parallel BO:: : 551it [00:12, 46.60it/s, failures=0, objective=-7.18]

Parallel BO:: : 552it [00:12, 46.60it/s, failures=0, objective=-7.18]

Parallel BO:: : 553it [00:12, 46.60it/s, failures=0, objective=-7.18]

Parallel BO:: : 554it [00:12, 46.60it/s, failures=0, objective=-7.18]

Parallel BO:: : 555it [00:12, 46.60it/s, failures=0, objective=-7.18]

Parallel BO:: : 556it [00:12, 46.60it/s, failures=0, objective=-7.18]

Parallel BO:: : 557it [00:12, 47.58it/s, failures=0, objective=-7.18]

Parallel BO:: : 557it [00:12, 47.58it/s, failures=0, objective=-7.18]

Parallel BO:: : 558it [00:12, 47.58it/s, failures=0, objective=-7.18]

Parallel BO:: : 559it [00:12, 47.58it/s, failures=0, objective=-7.18]

Parallel BO:: : 560it [00:12, 47.58it/s, failures=0, objective=-7.18]

Parallel BO:: : 561it [00:12, 47.58it/s, failures=0, objective=-7.18]

Parallel BO:: : 562it [00:12, 47.58it/s, failures=0, objective=-7.18]

Parallel BO:: : 563it [00:12, 47.58it/s, failures=0, objective=-7.18]

Parallel BO:: : 564it [00:12, 47.58it/s, failures=0, objective=-7.18]

Parallel BO:: : 565it [00:12, 47.58it/s, failures=0, objective=-7.18]

Parallel BO:: : 566it [00:13, 47.13it/s, failures=0, objective=-7.18]

Parallel BO:: : 566it [00:13, 47.13it/s, failures=0, objective=-7.18]

Parallel BO:: : 567it [00:13, 47.13it/s, failures=0, objective=-7.18]

Parallel BO:: : 568it [00:13, 47.13it/s, failures=0, objective=-7.18]

Parallel BO:: : 569it [00:13, 47.13it/s, failures=0, objective=-7.18]

Parallel BO:: : 570it [00:13, 47.13it/s, failures=0, objective=-7.18]

Parallel BO:: : 571it [00:13, 47.13it/s, failures=0, objective=-7.18]

Parallel BO:: : 572it [00:13, 43.86it/s, failures=0, objective=-7.18]

Parallel BO:: : 572it [00:13, 43.86it/s, failures=0, objective=-7.18]

Parallel BO:: : 573it [00:13, 43.86it/s, failures=0, objective=-7.18]

Parallel BO:: : 574it [00:13, 43.86it/s, failures=0, objective=-7.18]

Parallel BO:: : 575it [00:13, 43.86it/s, failures=0, objective=-7.18]

Parallel BO:: : 576it [00:13, 43.86it/s, failures=0, objective=-7.18]

Parallel BO:: : 577it [00:13, 40.68it/s, failures=0, objective=-7.18]

Parallel BO:: : 577it [00:13, 40.68it/s, failures=0, objective=-7.18]

Parallel BO:: : 578it [00:13, 40.68it/s, failures=0, objective=-7.18]

Parallel BO:: : 579it [00:13, 40.68it/s, failures=0, objective=-7.18]

Parallel BO:: : 580it [00:13, 40.68it/s, failures=0, objective=-7.18]

Parallel BO:: : 581it [00:13, 40.68it/s, failures=0, objective=-7.18]

Parallel BO:: : 582it [00:13, 40.68it/s, failures=0, objective=-7.18]

Parallel BO:: : 583it [00:13, 40.68it/s, failures=0, objective=-7.18]

Parallel BO:: : 584it [00:13, 40.68it/s, failures=0, objective=-7.18]

Parallel BO:: : 585it [00:13, 44.33it/s, failures=0, objective=-7.18]

Parallel BO:: : 585it [00:13, 44.33it/s, failures=0, objective=-7.18]

Parallel BO:: : 586it [00:13, 44.33it/s, failures=0, objective=-7.18]

Parallel BO:: : 587it [00:13, 44.33it/s, failures=0, objective=-7.18]

Parallel BO:: : 588it [00:13, 44.33it/s, failures=0, objective=-7.18]

Parallel BO:: : 589it [00:13, 44.33it/s, failures=0, objective=-7.18]

Parallel BO:: : 590it [00:13, 44.33it/s, failures=0, objective=-7.18]

Parallel BO:: : 591it [00:13, 40.68it/s, failures=0, objective=-7.18]

Parallel BO:: : 591it [00:13, 40.68it/s, failures=0, objective=-7.18]

Parallel BO:: : 592it [00:13, 40.68it/s, failures=0, objective=-7.18]

Parallel BO:: : 593it [00:13, 40.68it/s, failures=0, objective=-7.18]

Parallel BO:: : 594it [00:13, 40.68it/s, failures=0, objective=-7.18]

Parallel BO:: : 595it [00:13, 40.68it/s, failures=0, objective=-7.18]

Parallel BO:: : 596it [00:13, 40.68it/s, failures=0, objective=-7.18]

Parallel BO:: : 597it [00:13, 40.68it/s, failures=0, objective=-7.18]

Parallel BO:: : 598it [00:13, 39.53it/s, failures=0, objective=-7.18]

Parallel BO:: : 598it [00:13, 39.53it/s, failures=0, objective=-7.18]

Parallel BO:: : 599it [00:13, 39.53it/s, failures=0, objective=-7.18]

Parallel BO:: : 600it [00:13, 39.53it/s, failures=0, objective=-7.18]

Parallel BO:: : 601it [00:13, 39.53it/s, failures=0, objective=-7.18]

Parallel BO:: : 602it [00:13, 39.53it/s, failures=0, objective=-7.18]

Parallel BO:: : 603it [00:13, 39.53it/s, failures=0, objective=-7.18]

Parallel BO:: : 604it [00:13, 39.53it/s, failures=0, objective=-7.18]

Parallel BO:: : 605it [00:14, 37.71it/s, failures=0, objective=-7.18]

Parallel BO:: : 605it [00:14, 37.71it/s, failures=0, objective=-7.18]

Parallel BO:: : 606it [00:14, 37.71it/s, failures=0, objective=-7.18]

Parallel BO:: : 607it [00:14, 37.71it/s, failures=0, objective=-7.18]

Parallel BO:: : 608it [00:14, 37.71it/s, failures=0, objective=-7.18]

Parallel BO:: : 609it [00:14, 37.71it/s, failures=0, objective=-7.18]

Parallel BO:: : 610it [00:14, 37.71it/s, failures=0, objective=-7.18]

Parallel BO:: : 611it [00:14, 37.71it/s, failures=0, objective=-7.18]

Parallel BO:: : 612it [00:14, 37.71it/s, failures=0, objective=-7.18]

Parallel BO:: : 613it [00:14, 37.71it/s, failures=0, objective=-6.85]

Parallel BO:: : 614it [00:14, 37.71it/s, failures=0, objective=-6.85]

Parallel BO:: : 615it [00:14, 37.71it/s, failures=0, objective=-6.85]

Parallel BO:: : 616it [00:14, 37.71it/s, failures=0, objective=-6.85]

Parallel BO:: : 617it [00:14, 37.71it/s, failures=0, objective=-6.85]

Parallel BO:: : 618it [00:14, 37.71it/s, failures=0, objective=-6.85]

Parallel BO:: : 619it [00:14, 37.71it/s, failures=0, objective=-6.85]

Parallel BO:: : 620it [00:14, 53.51it/s, failures=0, objective=-6.85]

Parallel BO:: : 620it [00:14, 53.51it/s, failures=0, objective=-6.85]

Parallel BO:: : 621it [00:14, 53.51it/s, failures=0, objective=-6.85]

Parallel BO:: : 622it [00:14, 53.51it/s, failures=0, objective=-6.85]

Parallel BO:: : 623it [00:14, 53.51it/s, failures=0, objective=-6.85]

Parallel BO:: : 624it [00:14, 53.51it/s, failures=0, objective=-6.85]

Parallel BO:: : 625it [00:14, 53.51it/s, failures=0, objective=-6.85]

Parallel BO:: : 626it [00:14, 47.18it/s, failures=0, objective=-6.85]

Parallel BO:: : 626it [00:14, 47.18it/s, failures=0, objective=-6.85]

Parallel BO:: : 627it [00:14, 47.18it/s, failures=0, objective=-6.85]

Parallel BO:: : 628it [00:14, 47.18it/s, failures=0, objective=-6.85]

Parallel BO:: : 629it [00:14, 47.18it/s, failures=0, objective=-6.85]

Parallel BO:: : 630it [00:14, 47.18it/s, failures=0, objective=-6.85]

Parallel BO:: : 631it [00:14, 47.18it/s, failures=0, objective=-6.85]

Parallel BO:: : 632it [00:14, 47.18it/s, failures=0, objective=-6.85]

Parallel BO:: : 633it [00:14, 47.18it/s, failures=0, objective=-6.85]

Parallel BO:: : 634it [00:14, 47.18it/s, failures=0, objective=-6.85]

Parallel BO:: : 635it [00:14, 47.18it/s, failures=0, objective=-5.76]

Parallel BO:: : 636it [00:14, 47.18it/s, failures=0, objective=-5.76]

Parallel BO:: : 637it [00:14, 52.03it/s, failures=0, objective=-5.76]

Parallel BO:: : 637it [00:14, 52.03it/s, failures=0, objective=-5.76]

Parallel BO:: : 638it [00:14, 52.03it/s, failures=0, objective=-5.76]

Parallel BO:: : 639it [00:14, 52.03it/s, failures=0, objective=-5.76]

Parallel BO:: : 640it [00:14, 52.03it/s, failures=0, objective=-5.76]

Parallel BO:: : 641it [00:14, 52.03it/s, failures=0, objective=-5.76]

Parallel BO:: : 642it [00:14, 52.03it/s, failures=0, objective=-5.76]

Parallel BO:: : 643it [00:14, 45.39it/s, failures=0, objective=-5.76]

Parallel BO:: : 643it [00:14, 45.39it/s, failures=0, objective=-5.76]

Parallel BO:: : 644it [00:14, 45.39it/s, failures=0, objective=-5.76]

Parallel BO:: : 645it [00:14, 45.39it/s, failures=0, objective=-5.76]

Parallel BO:: : 646it [00:14, 45.39it/s, failures=0, objective=-5.76]

Parallel BO:: : 647it [00:14, 45.39it/s, failures=0, objective=-5.76]

Parallel BO:: : 648it [00:14, 45.39it/s, failures=0, objective=-5.76]

Parallel BO:: : 649it [00:14, 42.02it/s, failures=0, objective=-5.76]

Parallel BO:: : 649it [00:14, 42.02it/s, failures=0, objective=-5.76]

Parallel BO:: : 650it [00:14, 42.02it/s, failures=0, objective=-5.76]

Parallel BO:: : 651it [00:14, 42.02it/s, failures=0, objective=-5.76]

Parallel BO:: : 652it [00:14, 42.02it/s, failures=0, objective=-5.76]

Parallel BO:: : 653it [00:14, 42.02it/s, failures=0, objective=-5.76]

Parallel BO:: : 654it [00:14, 42.02it/s, failures=0, objective=-5.76]

Parallel BO:: : 655it [00:14, 42.02it/s, failures=0, objective=-5.76]

Parallel BO:: : 656it [00:14, 42.02it/s, failures=0, objective=-5.76]

Parallel BO:: : 657it [00:14, 42.02it/s, failures=0, objective=-5.76]

Parallel BO:: : 658it [00:14, 42.02it/s, failures=0, objective=-5.76]

Parallel BO:: : 659it [00:14, 42.02it/s, failures=0, objective=-5.76]

Parallel BO:: : 660it [00:14, 42.02it/s, failures=0, objective=-5.76]

Parallel BO:: : 661it [00:15, 46.74it/s, failures=0, objective=-5.76]

Parallel BO:: : 661it [00:15, 46.74it/s, failures=0, objective=-5.76]

Parallel BO:: : 662it [00:15, 46.74it/s, failures=0, objective=-5.76]

Parallel BO:: : 663it [00:15, 46.74it/s, failures=0, objective=-5.76]

Parallel BO:: : 664it [00:15, 46.74it/s, failures=0, objective=-5.76]

Parallel BO:: : 665it [00:15, 46.74it/s, failures=0, objective=-5.76]

Parallel BO:: : 666it [00:15, 46.74it/s, failures=0, objective=-5.76]

Parallel BO:: : 667it [00:15, 46.74it/s, failures=0, objective=-5.76]

Parallel BO:: : 668it [00:15, 46.74it/s, failures=0, objective=-5.76]

Parallel BO:: : 669it [00:15, 42.56it/s, failures=0, objective=-5.76]

Parallel BO:: : 669it [00:15, 42.56it/s, failures=0, objective=-5.76]

Parallel BO:: : 670it [00:15, 42.56it/s, failures=0, objective=-5.76]

Parallel BO:: : 671it [00:15, 42.56it/s, failures=0, objective=-5.76]

Parallel BO:: : 672it [00:15, 42.56it/s, failures=0, objective=-5.76]

Parallel BO:: : 673it [00:15, 42.56it/s, failures=0, objective=-5.76]

Parallel BO:: : 674it [00:15, 42.56it/s, failures=0, objective=-5.76]

Parallel BO:: : 675it [00:15, 42.56it/s, failures=0, objective=-5.76]

Parallel BO:: : 676it [00:15, 41.41it/s, failures=0, objective=-5.76]

Parallel BO:: : 676it [00:15, 41.41it/s, failures=0, objective=-5.76]

Parallel BO:: : 677it [00:15, 41.41it/s, failures=0, objective=-5.76]

Parallel BO:: : 678it [00:15, 41.41it/s, failures=0, objective=-5.76]

Parallel BO:: : 679it [00:15, 41.41it/s, failures=0, objective=-5.76]

Parallel BO:: : 680it [00:15, 41.41it/s, failures=0, objective=-5.76]

Parallel BO:: : 681it [00:15, 41.41it/s, failures=0, objective=-5.76]

Parallel BO:: : 682it [00:15, 41.41it/s, failures=0, objective=-5.76]

Parallel BO:: : 683it [00:15, 41.41it/s, failures=0, objective=-5.76]

Parallel BO:: : 684it [00:15, 40.15it/s, failures=0, objective=-5.76]

Parallel BO:: : 684it [00:15, 40.15it/s, failures=0, objective=-5.76]

Parallel BO:: : 685it [00:15, 40.15it/s, failures=0, objective=-5.76]

Parallel BO:: : 686it [00:15, 40.15it/s, failures=0, objective=-5.76]

Parallel BO:: : 687it [00:15, 40.15it/s, failures=0, objective=-5.76]

Parallel BO:: : 688it [00:15, 40.15it/s, failures=0, objective=-5.76]

Parallel BO:: : 689it [00:15, 40.15it/s, failures=0, objective=-5.76]

Parallel BO:: : 690it [00:15, 40.15it/s, failures=0, objective=-5.76]

Parallel BO:: : 691it [00:16, 36.43it/s, failures=0, objective=-5.76]

Parallel BO:: : 691it [00:16, 36.43it/s, failures=0, objective=-5.76]

Parallel BO:: : 692it [00:16, 36.43it/s, failures=0, objective=-5.76]

Parallel BO:: : 693it [00:16, 36.43it/s, failures=0, objective=-5.76]

Parallel BO:: : 694it [00:16, 36.43it/s, failures=0, objective=-5.76]

Parallel BO:: : 695it [00:16, 36.43it/s, failures=0, objective=-5.76]

Parallel BO:: : 696it [00:16, 36.43it/s, failures=0, objective=-5.76]

Parallel BO:: : 697it [00:16, 36.43it/s, failures=0, objective=-5.76]

Parallel BO:: : 698it [00:16, 36.43it/s, failures=0, objective=-5.76]

Parallel BO:: : 699it [00:16, 36.43it/s, failures=0, objective=-5.76]

Parallel BO:: : 700it [00:16, 36.43it/s, failures=0, objective=-5.76]

Parallel BO:: : 701it [00:16, 39.66it/s, failures=0, objective=-5.76]

Parallel BO:: : 701it [00:16, 39.66it/s, failures=0, objective=-5.76]

Parallel BO:: : 702it [00:16, 39.66it/s, failures=0, objective=-5.76]

Parallel BO:: : 703it [00:16, 39.66it/s, failures=0, objective=-5.76]

Parallel BO:: : 704it [00:16, 39.66it/s, failures=0, objective=-5.76]

Parallel BO:: : 705it [00:16, 39.66it/s, failures=0, objective=-5.76]

Parallel BO:: : 706it [00:16, 39.66it/s, failures=0, objective=-5.76]

Parallel BO:: : 707it [00:16, 39.66it/s, failures=0, objective=-5.76]

Parallel BO:: : 708it [00:16, 39.66it/s, failures=0, objective=-5.76]

Parallel BO:: : 709it [00:16, 39.66it/s, failures=0, objective=-5.76]

Parallel BO:: : 710it [00:16, 39.66it/s, failures=0, objective=-5.76]

Parallel BO:: : 711it [00:16, 39.66it/s, failures=0, objective=-5.76]

Parallel BO:: : 712it [00:16, 39.66it/s, failures=0, objective=-5.76]

Parallel BO:: : 713it [00:16, 39.66it/s, failures=0, objective=-5.76]

Parallel BO:: : 714it [00:16, 45.36it/s, failures=0, objective=-5.76]

Parallel BO:: : 714it [00:16, 45.36it/s, failures=0, objective=-5.76]

Parallel BO:: : 715it [00:16, 45.36it/s, failures=0, objective=-5.76]

Parallel BO:: : 716it [00:16, 45.36it/s, failures=0, objective=-5.76]

Parallel BO:: : 717it [00:16, 45.36it/s, failures=0, objective=-5.76]

Parallel BO:: : 718it [00:16, 45.36it/s, failures=0, objective=-5.76]

Parallel BO:: : 719it [00:16, 45.36it/s, failures=0, objective=-5.76]

Parallel BO:: : 720it [00:16, 45.36it/s, failures=0, objective=-5.76]

Parallel BO:: : 721it [00:16, 45.36it/s, failures=0, objective=-5.76]

Parallel BO:: : 722it [00:16, 45.36it/s, failures=0, objective=-5.76]

Parallel BO:: : 723it [00:16, 45.36it/s, failures=0, objective=-5.76]

Parallel BO:: : 724it [00:16, 47.61it/s, failures=0, objective=-5.76]

Parallel BO:: : 724it [00:16, 47.61it/s, failures=0, objective=-5.76]

Parallel BO:: : 725it [00:16, 47.61it/s, failures=0, objective=-5.76]

Parallel BO:: : 726it [00:16, 47.61it/s, failures=0, objective=-5.76]

Parallel BO:: : 727it [00:16, 47.61it/s, failures=0, objective=-5.76]

Parallel BO:: : 728it [00:16, 47.61it/s, failures=0, objective=-5.76]

Parallel BO:: : 729it [00:16, 39.75it/s, failures=0, objective=-5.76]

Parallel BO:: : 729it [00:16, 39.75it/s, failures=0, objective=-5.76]

Parallel BO:: : 730it [00:16, 39.75it/s, failures=0, objective=-5.76]

Parallel BO:: : 731it [00:16, 39.75it/s, failures=0, objective=-5.76]

Parallel BO:: : 732it [00:16, 39.75it/s, failures=0, objective=-5.76]

Parallel BO:: : 733it [00:16, 39.75it/s, failures=0, objective=-5.76]

Parallel BO:: : 734it [00:16, 39.75it/s, failures=0, objective=-5.76]

Parallel BO:: : 735it [00:16, 39.75it/s, failures=0, objective=-5.76]

Parallel BO:: : 736it [00:16, 39.75it/s, failures=0, objective=-5.76]

Parallel BO:: : 737it [00:16, 39.75it/s, failures=0, objective=-5.76]

Parallel BO:: : 738it [00:16, 39.75it/s, failures=0, objective=-5.76]

Parallel BO:: : 739it [00:16, 39.75it/s, failures=0, objective=-5.76]

Parallel BO:: : 740it [00:16, 39.75it/s, failures=0, objective=-5.76]

Parallel BO:: : 741it [00:17, 42.71it/s, failures=0, objective=-5.76]

Parallel BO:: : 741it [00:17, 42.71it/s, failures=0, objective=-5.76]

Parallel BO:: : 742it [00:17, 42.71it/s, failures=0, objective=-5.76]

Parallel BO:: : 743it [00:17, 42.71it/s, failures=0, objective=-5.76]

Parallel BO:: : 744it [00:17, 42.71it/s, failures=0, objective=-5.76]

Parallel BO:: : 745it [00:17, 42.71it/s, failures=0, objective=-5.76]

Parallel BO:: : 746it [00:17, 42.71it/s, failures=0, objective=-5.76]

Parallel BO:: : 747it [00:17, 42.71it/s, failures=0, objective=-5.76]

Parallel BO:: : 748it [00:17, 42.71it/s, failures=0, objective=-5.76]

Parallel BO:: : 749it [00:17, 42.71it/s, failures=0, objective=-5.76]

Parallel BO:: : 750it [00:17, 42.71it/s, failures=0, objective=-5.76]

Parallel BO:: : 751it [00:17, 40.54it/s, failures=0, objective=-5.76]

Parallel BO:: : 751it [00:17, 40.54it/s, failures=0, objective=-5.76]

Parallel BO:: : 752it [00:17, 40.54it/s, failures=0, objective=-5.76]

Parallel BO:: : 753it [00:17, 40.54it/s, failures=0, objective=-5.76]

Parallel BO:: : 754it [00:17, 40.54it/s, failures=0, objective=-5.76]

Parallel BO:: : 755it [00:17, 40.54it/s, failures=0, objective=-5.76]

Parallel BO:: : 756it [00:17, 40.54it/s, failures=0, objective=-5.76]

Parallel BO:: : 757it [00:17, 40.54it/s, failures=0, objective=-5.76]

Parallel BO:: : 758it [00:17, 40.54it/s, failures=0, objective=-5.76]

Parallel BO:: : 759it [00:17, 40.54it/s, failures=0, objective=-5.76]

Parallel BO:: : 760it [00:17, 40.54it/s, failures=0, objective=-5.76]

Parallel BO:: : 761it [00:17, 41.21it/s, failures=0, objective=-5.76]

Parallel BO:: : 761it [00:17, 41.21it/s, failures=0, objective=-5.76]

Parallel BO:: : 762it [00:17, 41.21it/s, failures=0, objective=-5.76]

Parallel BO:: : 763it [00:17, 41.21it/s, failures=0, objective=-5.76]

Parallel BO:: : 764it [00:17, 41.21it/s, failures=0, objective=-5.76]

Parallel BO:: : 765it [00:17, 41.21it/s, failures=0, objective=-4.75]

Parallel BO:: : 766it [00:17, 41.21it/s, failures=0, objective=-4.75]

Parallel BO:: : 767it [00:17, 41.21it/s, failures=0, objective=-4.75]

Parallel BO:: : 768it [00:17, 41.21it/s, failures=0, objective=-4.75]

Parallel BO:: : 769it [00:17, 41.21it/s, failures=0, objective=-4.75]

Parallel BO:: : 770it [00:17, 41.21it/s, failures=0, objective=-4.75]

Parallel BO:: : 771it [00:17, 41.21it/s, failures=0, objective=-4.75]

Parallel BO:: : 772it [00:17, 41.21it/s, failures=0, objective=-4.75]

Parallel BO:: : 773it [00:17, 41.21it/s, failures=0, objective=-4.75]

Parallel BO:: : 774it [00:17, 49.17it/s, failures=0, objective=-4.75]

Parallel BO:: : 774it [00:17, 49.17it/s, failures=0, objective=-4.75]

Parallel BO:: : 775it [00:17, 49.17it/s, failures=0, objective=-4.75]

Parallel BO:: : 776it [00:17, 49.17it/s, failures=0, objective=-4.75]

Parallel BO:: : 777it [00:17, 49.17it/s, failures=0, objective=-4.75]

Parallel BO:: : 778it [00:17, 49.17it/s, failures=0, objective=-4.75]

Parallel BO:: : 779it [00:17, 49.17it/s, failures=0, objective=-4.75]

Parallel BO:: : 780it [00:17, 49.17it/s, failures=0, objective=-4.75]

Parallel BO:: : 781it [00:17, 49.17it/s, failures=0, objective=-4.75]

Parallel BO:: : 782it [00:18, 46.87it/s, failures=0, objective=-4.75]

Parallel BO:: : 782it [00:18, 46.87it/s, failures=0, objective=-4.75]

Parallel BO:: : 783it [00:18, 46.87it/s, failures=0, objective=-4.75]

Parallel BO:: : 784it [00:18, 46.87it/s, failures=0, objective=-4.75]

Parallel BO:: : 785it [00:18, 46.87it/s, failures=0, objective=-4.75]

Parallel BO:: : 786it [00:18, 46.87it/s, failures=0, objective=-4.75]

Parallel BO:: : 787it [00:18, 46.87it/s, failures=0, objective=-4.75]

Parallel BO:: : 788it [00:18, 46.87it/s, failures=0, objective=-4.75]

Parallel BO:: : 789it [00:18, 46.87it/s, failures=0, objective=-4.75]

Parallel BO:: : 790it [00:18, 42.68it/s, failures=0, objective=-4.75]

Parallel BO:: : 790it [00:18, 42.68it/s, failures=0, objective=-4.75]

Parallel BO:: : 791it [00:18, 42.68it/s, failures=0, objective=-4.75]

Parallel BO:: : 792it [00:18, 42.68it/s, failures=0, objective=-4.75]

Parallel BO:: : 793it [00:18, 42.68it/s, failures=0, objective=-4.75]

Parallel BO:: : 794it [00:18, 42.68it/s, failures=0, objective=-4.75]

Parallel BO:: : 795it [00:18, 42.68it/s, failures=0, objective=-4.75]

Parallel BO:: : 796it [00:18, 42.68it/s, failures=0, objective=-4.75]

Parallel BO:: : 797it [00:18, 42.68it/s, failures=0, objective=-4.75]

Parallel BO:: : 798it [00:18, 42.68it/s, failures=0, objective=-4.75]

Parallel BO:: : 799it [00:18, 42.60it/s, failures=0, objective=-4.75]

Parallel BO:: : 799it [00:18, 42.60it/s, failures=0, objective=-4.75]

Parallel BO:: : 800it [00:18, 42.60it/s, failures=0, objective=-4.75]

Parallel BO:: : 801it [00:18, 42.60it/s, failures=0, objective=-4.75]

Parallel BO:: : 802it [00:18, 42.60it/s, failures=0, objective=-4.75]

Parallel BO:: : 803it [00:18, 42.60it/s, failures=0, objective=-4.75]

Parallel BO:: : 804it [00:18, 42.60it/s, failures=0, objective=-4.75]

Parallel BO:: : 805it [00:18, 42.60it/s, failures=0, objective=-4.75]

Parallel BO:: : 806it [00:18, 42.60it/s, failures=0, objective=-4.75]

Parallel BO:: : 807it [00:18, 42.60it/s, failures=0, objective=-4.75]

Parallel BO:: : 808it [00:18, 42.60it/s, failures=0, objective=-4.75]

Parallel BO:: : 809it [00:18, 42.60it/s, failures=0, objective=-4.75]

Parallel BO:: : 810it [00:18, 46.47it/s, failures=0, objective=-4.75]

Parallel BO:: : 810it [00:18, 46.47it/s, failures=0, objective=-4.75]

Parallel BO:: : 811it [00:18, 46.47it/s, failures=0, objective=-4.75]

Parallel BO:: : 812it [00:18, 46.47it/s, failures=0, objective=-4.75]

Parallel BO:: : 813it [00:18, 46.47it/s, failures=0, objective=-4.75]

Parallel BO:: : 814it [00:18, 46.47it/s, failures=0, objective=-4.75]

Parallel BO:: : 815it [00:18, 46.47it/s, failures=0, objective=-4.75]

Parallel BO:: : 816it [00:18, 46.47it/s, failures=0, objective=-4.75]

Parallel BO:: : 817it [00:18, 46.47it/s, failures=0, objective=-4.75]

Parallel BO:: : 818it [00:18, 46.47it/s, failures=0, objective=-4.75]

Parallel BO:: : 819it [00:18, 42.50it/s, failures=0, objective=-4.75]

Parallel BO:: : 819it [00:18, 42.50it/s, failures=0, objective=-4.75]

Parallel BO:: : 820it [00:18, 42.50it/s, failures=0, objective=-4.75]

Parallel BO:: : 821it [00:18, 42.50it/s, failures=0, objective=-4.75]

Parallel BO:: : 822it [00:18, 42.50it/s, failures=0, objective=-4.75]

Parallel BO:: : 823it [00:18, 42.50it/s, failures=0, objective=-4.75]

Parallel BO:: : 824it [00:18, 42.50it/s, failures=0, objective=-4.75]

Parallel BO:: : 825it [00:18, 42.50it/s, failures=0, objective=-4.75]

Parallel BO:: : 826it [00:18, 42.50it/s, failures=0, objective=-4.75]

Parallel BO:: : 827it [00:18, 42.50it/s, failures=0, objective=-4.75]

Parallel BO:: : 828it [00:18, 42.50it/s, failures=0, objective=-4.75]

Parallel BO:: : 829it [00:18, 42.50it/s, failures=0, objective=-4.75]

Parallel BO:: : 830it [00:18, 42.50it/s, failures=0, objective=-4.75]

Parallel BO:: : 831it [00:18, 42.50it/s, failures=0, objective=-4.75]

Parallel BO:: : 832it [00:18, 42.50it/s, failures=0, objective=-4.75]

Parallel BO:: : 833it [00:18, 42.50it/s, failures=0, objective=-4.75]

Parallel BO:: : 834it [00:19, 50.90it/s, failures=0, objective=-4.75]

Parallel BO:: : 834it [00:19, 50.90it/s, failures=0, objective=-4.75]

Parallel BO:: : 835it [00:19, 50.90it/s, failures=0, objective=-4.75]

Parallel BO:: : 836it [00:19, 50.90it/s, failures=0, objective=-4.75]

Parallel BO:: : 837it [00:19, 50.90it/s, failures=0, objective=-4.75]

Parallel BO:: : 838it [00:19, 50.90it/s, failures=0, objective=-4.75]

Parallel BO:: : 839it [00:19, 50.90it/s, failures=0, objective=-4.75]

Parallel BO:: : 840it [00:19, 50.90it/s, failures=0, objective=-4.75]

Parallel BO:: : 841it [00:19, 42.55it/s, failures=0, objective=-4.75]

Parallel BO:: : 841it [00:19, 42.55it/s, failures=0, objective=-4.75]

Parallel BO:: : 842it [00:19, 42.55it/s, failures=0, objective=-4.75]

Parallel BO:: : 843it [00:19, 42.55it/s, failures=0, objective=-4.75]

Parallel BO:: : 844it [00:19, 42.55it/s, failures=0, objective=-4.75]

Parallel BO:: : 845it [00:19, 42.55it/s, failures=0, objective=-4.75]

Parallel BO:: : 846it [00:19, 42.55it/s, failures=0, objective=-4.75]

Parallel BO:: : 847it [00:19, 42.55it/s, failures=0, objective=-4.75]

Parallel BO:: : 848it [00:19, 40.79it/s, failures=0, objective=-4.75]

Parallel BO:: : 848it [00:19, 40.79it/s, failures=0, objective=-4.75]

Parallel BO:: : 849it [00:19, 40.79it/s, failures=0, objective=-4.75]

Parallel BO:: : 850it [00:19, 40.79it/s, failures=0, objective=-4.75]

Parallel BO:: : 851it [00:19, 40.79it/s, failures=0, objective=-4.75]

Parallel BO:: : 852it [00:19, 40.79it/s, failures=0, objective=-4.75]

Parallel BO:: : 853it [00:19, 40.79it/s, failures=0, objective=-4.75]

Parallel BO:: : 854it [00:19, 40.79it/s, failures=0, objective=-3.93]

Parallel BO:: : 855it [00:19, 40.79it/s, failures=0, objective=-3.93]

Parallel BO:: : 856it [00:19, 40.79it/s, failures=0, objective=-3.93]

Parallel BO:: : 857it [00:19, 40.79it/s, failures=0, objective=-3.93]

Parallel BO:: : 858it [00:19, 40.79it/s, failures=0, objective=-3.93]

Parallel BO:: : 859it [00:19, 43.57it/s, failures=0, objective=-3.93]

Parallel BO:: : 859it [00:19, 43.57it/s, failures=0, objective=-3.93]

Parallel BO:: : 860it [00:19, 43.57it/s, failures=0, objective=-3.93]

Parallel BO:: : 861it [00:19, 43.57it/s, failures=0, objective=-3.93]

Parallel BO:: : 862it [00:19, 43.57it/s, failures=0, objective=-3.93]

Parallel BO:: : 863it [00:19, 43.57it/s, failures=0, objective=-3.93]

Parallel BO:: : 864it [00:19, 43.57it/s, failures=0, objective=-3.93]

Parallel BO:: : 865it [00:19, 43.57it/s, failures=0, objective=-3.93]

Parallel BO:: : 866it [00:19, 43.57it/s, failures=0, objective=-3.93]

Parallel BO:: : 867it [00:19, 43.57it/s, failures=0, objective=-3.93]

Parallel BO:: : 868it [00:20, 42.98it/s, failures=0, objective=-3.93]

Parallel BO:: : 868it [00:20, 42.98it/s, failures=0, objective=-3.93]

Parallel BO:: : 869it [00:20, 42.98it/s, failures=0, objective=-3.93]

Parallel BO:: : 870it [00:20, 42.98it/s, failures=0, objective=-3.93]

Parallel BO:: : 871it [00:20, 42.98it/s, failures=0, objective=-3.93]

Parallel BO:: : 872it [00:20, 42.98it/s, failures=0, objective=-3.93]

Parallel BO:: : 873it [00:20, 42.98it/s, failures=0, objective=-3.93]

Parallel BO:: : 874it [00:20, 42.98it/s, failures=0, objective=-3.93]

Parallel BO:: : 875it [00:20, 42.98it/s, failures=0, objective=-3.93]

Parallel BO:: : 876it [00:20, 42.98it/s, failures=0, objective=-3.93]

Parallel BO:: : 877it [00:20, 44.78it/s, failures=0, objective=-3.93]

Parallel BO:: : 877it [00:20, 44.78it/s, failures=0, objective=-3.93]

Parallel BO:: : 878it [00:20, 44.78it/s, failures=0, objective=-3.93]

Parallel BO:: : 879it [00:20, 44.78it/s, failures=0, objective=-3.93]

Parallel BO:: : 880it [00:20, 44.78it/s, failures=0, objective=-3.93]

Parallel BO:: : 881it [00:20, 44.78it/s, failures=0, objective=-3.93]

Parallel BO:: : 882it [00:20, 44.78it/s, failures=0, objective=-3.93]

Parallel BO:: : 883it [00:20, 44.78it/s, failures=0, objective=-3.93]

Parallel BO:: : 884it [00:20, 44.78it/s, failures=0, objective=-3.93]

Parallel BO:: : 885it [00:20, 44.78it/s, failures=0, objective=-3.93]

Parallel BO:: : 886it [00:20, 44.78it/s, failures=0, objective=-3.93]

Parallel BO:: : 887it [00:20, 47.23it/s, failures=0, objective=-3.93]

Parallel BO:: : 887it [00:20, 47.23it/s, failures=0, objective=-3.93]

Parallel BO:: : 888it [00:20, 47.23it/s, failures=0, objective=-3.93]

Parallel BO:: : 889it [00:20, 47.23it/s, failures=0, objective=-3.93]

Parallel BO:: : 890it [00:20, 47.23it/s, failures=0, objective=-3.93]

Parallel BO:: : 891it [00:20, 47.23it/s, failures=0, objective=-3.93]

Parallel BO:: : 892it [00:20, 47.23it/s, failures=0, objective=-3.93]

Parallel BO:: : 893it [00:20, 47.23it/s, failures=0, objective=-3.93]

Parallel BO:: : 894it [00:20, 44.65it/s, failures=0, objective=-3.93]

Parallel BO:: : 894it [00:20, 44.65it/s, failures=0, objective=-3.93]

Parallel BO:: : 895it [00:20, 44.65it/s, failures=0, objective=-3.93]

Parallel BO:: : 896it [00:20, 44.65it/s, failures=0, objective=-3.93]

Parallel BO:: : 897it [00:20, 44.65it/s, failures=0, objective=-3.93]

Parallel BO:: : 898it [00:20, 44.65it/s, failures=0, objective=-3.93]

Parallel BO:: : 899it [00:20, 38.32it/s, failures=0, objective=-3.93]

Parallel BO:: : 899it [00:20, 38.32it/s, failures=0, objective=-3.93]

Parallel BO:: : 900it [00:20, 38.32it/s, failures=0, objective=-3.93]

Parallel BO:: : 901it [00:20, 38.32it/s, failures=0, objective=-3.93]

Parallel BO:: : 902it [00:20, 38.32it/s, failures=0, objective=-3.93]

Parallel BO:: : 903it [00:20, 38.32it/s, failures=0, objective=-3.93]

Parallel BO:: : 904it [00:20, 35.52it/s, failures=0, objective=-3.93]

Parallel BO:: : 904it [00:20, 35.52it/s, failures=0, objective=-3.93]

Parallel BO:: : 905it [00:20, 35.52it/s, failures=0, objective=-3.93]

Parallel BO:: : 906it [00:20, 35.52it/s, failures=0, objective=-3.93]

Parallel BO:: : 907it [00:20, 35.52it/s, failures=0, objective=-3.93]

Parallel BO:: : 908it [00:20, 35.52it/s, failures=0, objective=-3.93]

Parallel BO:: : 909it [00:20, 35.52it/s, failures=0, objective=-3.93]

Parallel BO:: : 910it [00:21, 30.31it/s, failures=0, objective=-3.93]

Parallel BO:: : 910it [00:21, 30.31it/s, failures=0, objective=-3.93]

Parallel BO:: : 911it [00:21, 30.31it/s, failures=0, objective=-3.93]

Parallel BO:: : 912it [00:21, 30.31it/s, failures=0, objective=-3.93]

Parallel BO:: : 913it [00:21, 30.31it/s, failures=0, objective=-3.93]

Parallel BO:: : 914it [00:21, 30.31it/s, failures=0, objective=-3.93]

Parallel BO:: : 915it [00:21, 30.31it/s, failures=0, objective=-3.93]

Parallel BO:: : 916it [00:21, 30.31it/s, failures=0, objective=-3.93]

Parallel BO:: : 917it [00:21, 30.31it/s, failures=0, objective=-3.93]

Parallel BO:: : 918it [00:21, 30.31it/s, failures=0, objective=-3.93]

Parallel BO:: : 919it [00:21, 30.31it/s, failures=0, objective=-3.93]

Parallel BO:: : 920it [00:21, 30.31it/s, failures=0, objective=-3.93]

Parallel BO:: : 921it [00:21, 30.31it/s, failures=0, objective=-3.93]

Parallel BO:: : 922it [00:21, 36.17it/s, failures=0, objective=-3.93]

Parallel BO:: : 922it [00:21, 36.17it/s, failures=0, objective=-3.93]

Parallel BO:: : 923it [00:21, 36.17it/s, failures=0, objective=-3.93]

Parallel BO:: : 924it [00:21, 36.17it/s, failures=0, objective=-3.93]

Parallel BO:: : 925it [00:21, 36.17it/s, failures=0, objective=-3.93]

Parallel BO:: : 926it [00:21, 36.17it/s, failures=0, objective=-3.93]

Parallel BO:: : 927it [00:21, 36.17it/s, failures=0, objective=-3.93]

Parallel BO:: : 928it [00:21, 36.17it/s, failures=0, objective=-3.93]

Parallel BO:: : 929it [00:21, 36.17it/s, failures=0, objective=-3.93]

Parallel BO:: : 930it [00:21, 36.17it/s, failures=0, objective=-3.93]

Parallel BO:: : 931it [00:21, 36.17it/s, failures=0, objective=-3.93]

Parallel BO:: : 932it [00:21, 36.17it/s, failures=0, objective=-3.93]

Parallel BO:: : 933it [00:21, 41.07it/s, failures=0, objective=-3.93]

Parallel BO:: : 933it [00:21, 41.07it/s, failures=0, objective=-3.93]

Parallel BO:: : 934it [00:21, 41.07it/s, failures=0, objective=-3.93]

Parallel BO:: : 935it [00:21, 41.07it/s, failures=0, objective=-3.93]

Parallel BO:: : 936it [00:21, 41.07it/s, failures=0, objective=-3.93]

Parallel BO:: : 937it [00:21, 41.07it/s, failures=0, objective=-3.93]

Parallel BO:: : 938it [00:21, 41.07it/s, failures=0, objective=-3.93]

Parallel BO:: : 939it [00:21, 41.07it/s, failures=0, objective=-3.93]

Parallel BO:: : 940it [00:21, 41.07it/s, failures=0, objective=-3.93]

Parallel BO:: : 941it [00:21, 41.07it/s, failures=0, objective=-3.93]

Parallel BO:: : 942it [00:21, 41.07it/s, failures=0, objective=-3.93]

Parallel BO:: : 943it [00:21, 41.07it/s, failures=0, objective=-3.93]

Parallel BO:: : 944it [00:21, 41.07it/s, failures=0, objective=-3.93]

Parallel BO:: : 945it [00:21, 43.06it/s, failures=0, objective=-3.93]

Parallel BO:: : 945it [00:21, 43.06it/s, failures=0, objective=-3.93]

Parallel BO:: : 946it [00:21, 43.06it/s, failures=0, objective=-3.93]

Parallel BO:: : 947it [00:21, 43.06it/s, failures=0, objective=-3.93]

Parallel BO:: : 948it [00:21, 43.06it/s, failures=0, objective=-3.93]

Parallel BO:: : 949it [00:21, 43.06it/s, failures=0, objective=-3.93]

Parallel BO:: : 950it [00:21, 43.06it/s, failures=0, objective=-3.93]

Parallel BO:: : 951it [00:21, 43.06it/s, failures=0, objective=-3.93]

Parallel BO:: : 952it [00:21, 43.06it/s, failures=0, objective=-3.93]

Parallel BO:: : 953it [00:21, 43.06it/s, failures=0, objective=-3.93]

Parallel BO:: : 954it [00:21, 43.06it/s, failures=0, objective=-3.93]

Parallel BO:: : 955it [00:22, 45.63it/s, failures=0, objective=-3.93]

Parallel BO:: : 955it [00:22, 45.63it/s, failures=0, objective=-3.93]

Parallel BO:: : 956it [00:22, 45.63it/s, failures=0, objective=-3.93]

Parallel BO:: : 957it [00:22, 45.63it/s, failures=0, objective=-3.93]

Parallel BO:: : 958it [00:22, 45.63it/s, failures=0, objective=-3.93]

Parallel BO:: : 959it [00:22, 45.63it/s, failures=0, objective=-3.93]

Parallel BO:: : 960it [00:22, 45.63it/s, failures=0, objective=-3.93]

Parallel BO:: : 961it [00:22, 45.63it/s, failures=0, objective=-3.93]

Parallel BO:: : 962it [00:22, 45.63it/s, failures=0, objective=-3.93]

Parallel BO:: : 963it [00:22, 45.63it/s, failures=0, objective=-3.93]

Parallel BO:: : 964it [00:22, 45.63it/s, failures=0, objective=-3.93]

Parallel BO:: : 965it [00:22, 45.63it/s, failures=0, objective=-3.93]

Parallel BO:: : 966it [00:22, 45.63it/s, failures=0, objective=-3.93]

Parallel BO:: : 967it [00:22, 45.63it/s, failures=0, objective=-3.93]

Parallel BO:: : 968it [00:22, 45.63it/s, failures=0, objective=-3.93]

Parallel BO:: : 969it [00:22, 45.63it/s, failures=0, objective=-3.93]

Parallel BO:: : 970it [00:22, 45.63it/s, failures=0, objective=-3.93]

Parallel BO:: : 971it [00:22, 45.63it/s, failures=0, objective=-3.93]

Parallel BO:: : 972it [00:22, 45.63it/s, failures=0, objective=-3.93]

Parallel BO:: : 973it [00:22, 52.75it/s, failures=0, objective=-3.93]

Parallel BO:: : 973it [00:22, 52.75it/s, failures=0, objective=-3.93]

Parallel BO:: : 974it [00:22, 52.75it/s, failures=0, objective=-3.93]

Parallel BO:: : 975it [00:22, 52.75it/s, failures=0, objective=-3.65]

Parallel BO:: : 976it [00:22, 52.75it/s, failures=0, objective=-3.65]

Parallel BO:: : 977it [00:22, 52.75it/s, failures=0, objective=-3.65]

Parallel BO:: : 978it [00:22, 52.75it/s, failures=0, objective=-3.65]

Parallel BO:: : 979it [00:22, 39.65it/s, failures=0, objective=-3.65]

Parallel BO:: : 979it [00:22, 39.65it/s, failures=0, objective=-3.65]

Parallel BO:: : 980it [00:22, 39.65it/s, failures=0, objective=-3.65]

Parallel BO:: : 981it [00:22, 39.65it/s, failures=0, objective=-3.65]

Parallel BO:: : 982it [00:22, 39.65it/s, failures=0, objective=-3.65]

Parallel BO:: : 983it [00:22, 39.65it/s, failures=0, objective=-3.65]

Parallel BO:: : 984it [00:22, 39.65it/s, failures=0, objective=-3.05]

Parallel BO:: : 985it [00:22, 39.65it/s, failures=0, objective=-3.05]

Parallel BO:: : 986it [00:22, 39.65it/s, failures=0, objective=-3.05]

Parallel BO:: : 987it [00:22, 39.65it/s, failures=0, objective=-3.05]

Parallel BO:: : 988it [00:22, 39.65it/s, failures=0, objective=-3.05]

Parallel BO:: : 989it [00:22, 39.65it/s, failures=0, objective=-3.05]

Parallel BO:: : 990it [00:22, 39.65it/s, failures=0, objective=-3.05]

Parallel BO:: : 991it [00:22, 44.36it/s, failures=0, objective=-3.05]

Parallel BO:: : 991it [00:22, 44.36it/s, failures=0, objective=-3.05]

Parallel BO:: : 992it [00:22, 44.36it/s, failures=0, objective=-3.05]

Parallel BO:: : 993it [00:22, 44.36it/s, failures=0, objective=-3.05]

Parallel BO:: : 994it [00:22, 44.36it/s, failures=0, objective=-3.05]

Parallel BO:: : 995it [00:22, 44.36it/s, failures=0, objective=-3.05]

Parallel BO:: : 996it [00:22, 44.36it/s, failures=0, objective=-3.05]

Parallel BO:: : 997it [00:22, 44.36it/s, failures=0, objective=-3.05]

Parallel BO:: : 998it [00:22, 44.36it/s, failures=0, objective=-3.05]

Parallel BO:: : 999it [00:22, 44.36it/s, failures=0, objective=-3.05]

Parallel BO:: : 1000it [00:22, 44.36it/s, failures=0, objective=-3.05]

Parallel BO:: : 1001it [00:23, 44.04it/s, failures=0, objective=-3.05]

Parallel BO:: : 1001it [00:23, 44.04it/s, failures=0, objective=-3.05]

Parallel BO:: : 1002it [00:23, 44.04it/s, failures=0, objective=-3.05]

Parallel BO:: : 1003it [00:23, 44.04it/s, failures=0, objective=-3.05]

Parallel BO:: : 1004it [00:23, 44.04it/s, failures=0, objective=-3.05]

Parallel BO:: : 1005it [00:23, 44.04it/s, failures=0, objective=-3.05]

Parallel BO:: : 1006it [00:23, 44.04it/s, failures=0, objective=-3.05]

Parallel BO:: : 1007it [00:23, 44.04it/s, failures=0, objective=-3.05]

Parallel BO:: : 1008it [00:23, 44.04it/s, failures=0, objective=-3.05]

Parallel BO:: : 1009it [00:23, 44.04it/s, failures=0, objective=-3.05]

Parallel BO:: : 1010it [00:23, 43.24it/s, failures=0, objective=-3.05]

Parallel BO:: : 1010it [00:23, 43.24it/s, failures=0, objective=-3.05]

Parallel BO:: : 1011it [00:23, 43.24it/s, failures=0, objective=-3.05]

Parallel BO:: : 1012it [00:23, 43.24it/s, failures=0, objective=-3.05]

Parallel BO:: : 1013it [00:23, 43.24it/s, failures=0, objective=-3.05]

Parallel BO:: : 1014it [00:23, 43.24it/s, failures=0, objective=-3.05]

Parallel BO:: : 1015it [00:23, 43.24it/s, failures=0, objective=-3.05]

Parallel BO:: : 1016it [00:23, 43.24it/s, failures=0, objective=-3.05]

Parallel BO:: : 1017it [00:23, 43.24it/s, failures=0, objective=-3.05]

Parallel BO:: : 1018it [00:23, 43.24it/s, failures=0, objective=-3.05]

Parallel BO:: : 1019it [00:23, 43.24it/s, failures=0, objective=-3.05]

Parallel BO:: : 1020it [00:23, 43.24it/s, failures=0, objective=-3.05]

Parallel BO:: : 1021it [00:23, 46.79it/s, failures=0, objective=-3.05]

Parallel BO:: : 1021it [00:23, 46.79it/s, failures=0, objective=-3.05]

Parallel BO:: : 1022it [00:23, 46.79it/s, failures=0, objective=-3.05]

Parallel BO:: : 1023it [00:23, 46.79it/s, failures=0, objective=-3.05]

Parallel BO:: : 1024it [00:23, 46.79it/s, failures=0, objective=-3.05]

Parallel BO:: : 1025it [00:23, 46.79it/s, failures=0, objective=-3.05]

Parallel BO:: : 1026it [00:23, 41.97it/s, failures=0, objective=-3.05]

Parallel BO:: : 1026it [00:23, 41.97it/s, failures=0, objective=-3.05]

Parallel BO:: : 1027it [00:23, 41.97it/s, failures=0, objective=-3.05]

Parallel BO:: : 1028it [00:23, 41.97it/s, failures=0, objective=-3.05]

Parallel BO:: : 1029it [00:23, 41.97it/s, failures=0, objective=-3.05]

Parallel BO:: : 1030it [00:23, 41.97it/s, failures=0, objective=-3.05]

Parallel BO:: : 1031it [00:23, 37.28it/s, failures=0, objective=-3.05]

Parallel BO:: : 1031it [00:23, 37.28it/s, failures=0, objective=-3.05]

Parallel BO:: : 1032it [00:23, 37.28it/s, failures=0, objective=-3.05]

Parallel BO:: : 1033it [00:23, 37.28it/s, failures=0, objective=-3.05]

Parallel BO:: : 1034it [00:23, 37.28it/s, failures=0, objective=-3.05]

Parallel BO:: : 1035it [00:23, 37.28it/s, failures=0, objective=-3.05]

Parallel BO:: : 1036it [00:23, 37.28it/s, failures=0, objective=-3.05]

Parallel BO:: : 1037it [00:23, 37.28it/s, failures=0, objective=-3.05]

Parallel BO:: : 1038it [00:23, 37.28it/s, failures=0, objective=-3.05]

Parallel BO:: : 1039it [00:23, 37.28it/s, failures=0, objective=-3.05]

Parallel BO:: : 1040it [00:23, 37.28it/s, failures=0, objective=-3.05]

Parallel BO:: : 1041it [00:24, 33.80it/s, failures=0, objective=-3.05]

Parallel BO:: : 1041it [00:24, 33.80it/s, failures=0, objective=-3.05]

Parallel BO:: : 1042it [00:24, 33.80it/s, failures=0, objective=-3.05]

Parallel BO:: : 1043it [00:24, 33.80it/s, failures=0, objective=-3.05]

Parallel BO:: : 1044it [00:24, 33.80it/s, failures=0, objective=-3.05]

Parallel BO:: : 1045it [00:24, 33.80it/s, failures=0, objective=-3.05]

Parallel BO:: : 1046it [00:24, 33.80it/s, failures=0, objective=-3.05]

Parallel BO:: : 1047it [00:24, 33.80it/s, failures=0, objective=-3.05]

Parallel BO:: : 1048it [00:24, 33.80it/s, failures=0, objective=-3.05]

Parallel BO:: : 1049it [00:24, 33.80it/s, failures=0, objective=-3.05]

Parallel BO:: : 1050it [00:24, 33.80it/s, failures=0, objective=-3.05]

Parallel BO:: : 1051it [00:24, 33.80it/s, failures=0, objective=-3.05]

Parallel BO:: : 1052it [00:24, 33.80it/s, failures=0, objective=-3.05]

Parallel BO:: : 1053it [00:24, 33.80it/s, failures=0, objective=-3.05]

Parallel BO:: : 1054it [00:24, 33.80it/s, failures=0, objective=-3.05]

Parallel BO:: : 1055it [00:24, 33.80it/s, failures=0, objective=-3.05]

Parallel BO:: : 1056it [00:24, 33.80it/s, failures=0, objective=-3.05]

Parallel BO:: : 1057it [00:24, 33.80it/s, failures=0, objective=-3.05]

Parallel BO:: : 1058it [00:24, 33.80it/s, failures=0, objective=-3.05]

Parallel BO:: : 1059it [00:24, 48.02it/s, failures=0, objective=-3.05]

Parallel BO:: : 1059it [00:24, 48.02it/s, failures=0, objective=-3.05]

Parallel BO:: : 1060it [00:24, 48.02it/s, failures=0, objective=-3.05]

Parallel BO:: : 1061it [00:24, 48.02it/s, failures=0, objective=-3.05]

Parallel BO:: : 1062it [00:24, 48.02it/s, failures=0, objective=-3.05]

Parallel BO:: : 1063it [00:24, 48.02it/s, failures=0, objective=-3.05]

Parallel BO:: : 1064it [00:24, 48.02it/s, failures=0, objective=-3.05]

Parallel BO:: : 1065it [00:24, 48.02it/s, failures=0, objective=-3.05]

Parallel BO:: : 1066it [00:24, 48.02it/s, failures=0, objective=-3.05]

Parallel BO:: : 1067it [00:24, 48.02it/s, failures=0, objective=-3.05]

Parallel BO:: : 1068it [00:24, 47.68it/s, failures=0, objective=-3.05]

Parallel BO:: : 1068it [00:24, 47.68it/s, failures=0, objective=-3.05]

Parallel BO:: : 1069it [00:24, 47.68it/s, failures=0, objective=-3.05]

Parallel BO:: : 1070it [00:24, 47.68it/s, failures=0, objective=-3.05]

Parallel BO:: : 1071it [00:24, 47.68it/s, failures=0, objective=-3.05]

Parallel BO:: : 1072it [00:24, 47.68it/s, failures=0, objective=-3.05]

Parallel BO:: : 1073it [00:24, 47.68it/s, failures=0, objective=-3.05]

Parallel BO:: : 1074it [00:24, 47.68it/s, failures=0, objective=-3.05]

Parallel BO:: : 1075it [00:24, 43.45it/s, failures=0, objective=-3.05]

Parallel BO:: : 1075it [00:24, 43.45it/s, failures=0, objective=-3.05]

Parallel BO:: : 1076it [00:24, 43.45it/s, failures=0, objective=-3.05]

Parallel BO:: : 1077it [00:24, 43.45it/s, failures=0, objective=-3.05]

Parallel BO:: : 1078it [00:24, 43.45it/s, failures=0, objective=-3.05]

Parallel BO:: : 1079it [00:24, 43.45it/s, failures=0, objective=-3.05]

Parallel BO:: : 1080it [00:24, 43.45it/s, failures=0, objective=-3.05]

Parallel BO:: : 1081it [00:24, 43.45it/s, failures=0, objective=-3.05]

Parallel BO:: : 1082it [00:24, 43.45it/s, failures=0, objective=-3]

Parallel BO:: : 1083it [00:25, 43.34it/s, failures=0, objective=-3]

Parallel BO:: : 1083it [00:25, 43.34it/s, failures=0, objective=-3]

Parallel BO:: : 1084it [00:25, 43.34it/s, failures=0, objective=-3]

Parallel BO:: : 1085it [00:25, 43.34it/s, failures=0, objective=-3]

Parallel BO:: : 1086it [00:25, 43.34it/s, failures=0, objective=-3]

Parallel BO:: : 1087it [00:25, 43.34it/s, failures=0, objective=-2.8]

Parallel BO:: : 1088it [00:25, 43.34it/s, failures=0, objective=-2.8]

Parallel BO:: : 1089it [00:25, 43.34it/s, failures=0, objective=-2.8]

Parallel BO:: : 1090it [00:25, 40.91it/s, failures=0, objective=-2.8]

Parallel BO:: : 1090it [00:25, 40.91it/s, failures=0, objective=-2.8]

Parallel BO:: : 1091it [00:25, 40.91it/s, failures=0, objective=-2.8]

Parallel BO:: : 1092it [00:25, 40.91it/s, failures=0, objective=-2.8]

Parallel BO:: : 1093it [00:25, 40.91it/s, failures=0, objective=-2.8]

Parallel BO:: : 1094it [00:25, 40.91it/s, failures=0, objective=-2.8]

Parallel BO:: : 1095it [00:25, 33.44it/s, failures=0, objective=-2.8]

Parallel BO:: : 1095it [00:25, 33.44it/s, failures=0, objective=-2.8]

Parallel BO:: : 1096it [00:25, 33.44it/s, failures=0, objective=-2.8]

Parallel BO:: : 1097it [00:25, 33.44it/s, failures=0, objective=-2.8]

Parallel BO:: : 1098it [00:25, 33.44it/s, failures=0, objective=-2.8]

Parallel BO:: : 1099it [00:25, 33.44it/s, failures=0, objective=-2.8]

Parallel BO:: : 1100it [00:25, 33.44it/s, failures=0, objective=-2.8]

Parallel BO:: : 1101it [00:25, 33.44it/s, failures=0, objective=-2.8]

Parallel BO:: : 1102it [00:25, 33.44it/s, failures=0, objective=-2.8]

Parallel BO:: : 1103it [00:25, 33.44it/s, failures=0, objective=-2.8]

Parallel BO:: : 1104it [00:25, 33.44it/s, failures=0, objective=-2.8]

Parallel BO:: : 1105it [00:25, 33.44it/s, failures=0, objective=-2.8]

Parallel BO:: : 1106it [00:25, 34.87it/s, failures=0, objective=-2.8]

Parallel BO:: : 1106it [00:25, 34.87it/s, failures=0, objective=-2.8]

Parallel BO:: : 1107it [00:25, 34.87it/s, failures=0, objective=-2.8]

Parallel BO:: : 1108it [00:25, 34.87it/s, failures=0, objective=-2.8]

Parallel BO:: : 1109it [00:25, 34.87it/s, failures=0, objective=-2.8]

Parallel BO:: : 1110it [00:25, 34.87it/s, failures=0, objective=-2.8]

Parallel BO:: : 1111it [00:25, 34.87it/s, failures=0, objective=-2.8]

Parallel BO:: : 1112it [00:25, 34.87it/s, failures=0, objective=-2.8]

Parallel BO:: : 1113it [00:25, 34.87it/s, failures=0, objective=-2.8]

Parallel BO:: : 1114it [00:25, 34.87it/s, failures=0, objective=-2.8]

Parallel BO:: : 1115it [00:25, 34.87it/s, failures=0, objective=-2.8]

Parallel BO:: : 1116it [00:25, 34.87it/s, failures=0, objective=-2.8]

Parallel BO:: : 1117it [00:25, 34.87it/s, failures=0, objective=-2.8]

Parallel BO:: : 1118it [00:25, 34.87it/s, failures=0, objective=-2.8]

Parallel BO:: : 1119it [00:25, 34.87it/s, failures=0, objective=-2.8]

Parallel BO:: : 1120it [00:26, 40.89it/s, failures=0, objective=-2.8]

Parallel BO:: : 1120it [00:26, 40.89it/s, failures=0, objective=-2.8]

Parallel BO:: : 1121it [00:26, 40.89it/s, failures=0, objective=-2.8]

Parallel BO:: : 1122it [00:26, 40.89it/s, failures=0, objective=-2.8]

Parallel BO:: : 1123it [00:26, 40.89it/s, failures=0, objective=-2.8]

Parallel BO:: : 1124it [00:26, 40.89it/s, failures=0, objective=-2.8]

Parallel BO:: : 1125it [00:26, 40.89it/s, failures=0, objective=-2.8]

Parallel BO:: : 1126it [00:26, 40.89it/s, failures=0, objective=-2.8]

Parallel BO:: : 1127it [00:26, 40.89it/s, failures=0, objective=-2.8]

Parallel BO:: : 1128it [00:26, 40.89it/s, failures=0, objective=-2.8]

Parallel BO:: : 1129it [00:26, 40.89it/s, failures=0, objective=-2.8]

Parallel BO:: : 1130it [00:26, 40.89it/s, failures=0, objective=-2.8]

Parallel BO:: : 1131it [00:26, 40.89it/s, failures=0, objective=-2.8]

Parallel BO:: : 1132it [00:26, 40.89it/s, failures=0, objective=-2.8]

Parallel BO:: : 1133it [00:26, 40.89it/s, failures=0, objective=-2.8]

Parallel BO:: : 1134it [00:26, 41.85it/s, failures=0, objective=-2.8]

Parallel BO:: : 1134it [00:26, 41.85it/s, failures=0, objective=-2.8]

Parallel BO:: : 1135it [00:26, 41.85it/s, failures=0, objective=-2.8]

Parallel BO:: : 1136it [00:26, 41.85it/s, failures=0, objective=-2.8]

Parallel BO:: : 1137it [00:26, 41.85it/s, failures=0, objective=-2.8]

Parallel BO:: : 1138it [00:26, 41.85it/s, failures=0, objective=-2.8]

Parallel BO:: : 1139it [00:26, 41.85it/s, failures=0, objective=-2.8]

Parallel BO:: : 1140it [00:26, 41.85it/s, failures=0, objective=-2.8]

Parallel BO:: : 1141it [00:26, 41.85it/s, failures=0, objective=-2.8]

Parallel BO:: : 1142it [00:26, 41.85it/s, failures=0, objective=-2.8]

Parallel BO:: : 1143it [00:26, 41.85it/s, failures=0, objective=-2.8]

Parallel BO:: : 1144it [00:26, 41.85it/s, failures=0, objective=-2.8]

Parallel BO:: : 1145it [00:26, 41.85it/s, failures=0, objective=-2.8]

Parallel BO:: : 1146it [00:26, 41.85it/s, failures=0, objective=-2.8]

Parallel BO:: : 1147it [00:26, 42.34it/s, failures=0, objective=-2.8]

Parallel BO:: : 1147it [00:26, 42.34it/s, failures=0, objective=-2.8]

Parallel BO:: : 1148it [00:26, 42.34it/s, failures=0, objective=-2.8]

Parallel BO:: : 1149it [00:26, 42.34it/s, failures=0, objective=-2.8]

Parallel BO:: : 1150it [00:26, 42.34it/s, failures=0, objective=-2.8]

Parallel BO:: : 1151it [00:26, 42.34it/s, failures=0, objective=-2.8]

Parallel BO:: : 1152it [00:26, 42.34it/s, failures=0, objective=-2.8]

Parallel BO:: : 1153it [00:26, 42.34it/s, failures=0, objective=-2.8]

Parallel BO:: : 1154it [00:26, 42.34it/s, failures=0, objective=-2.8]

Parallel BO:: : 1155it [00:26, 42.34it/s, failures=0, objective=-2.8]

Parallel BO:: : 1156it [00:26, 42.34it/s, failures=0, objective=-2.8]

Parallel BO:: : 1157it [00:26, 42.34it/s, failures=0, objective=-2.8]

Parallel BO:: : 1158it [00:26, 42.34it/s, failures=0, objective=-2.8]

Parallel BO:: : 1159it [00:26, 42.34it/s, failures=0, objective=-2.8]

Parallel BO:: : 1160it [00:26, 42.34it/s, failures=0, objective=-2.8]

Parallel BO:: : 1161it [00:26, 42.34it/s, failures=0, objective=-2.8]

Parallel BO:: : 1162it [00:27, 45.25it/s, failures=0, objective=-2.8]

Parallel BO:: : 1162it [00:27, 45.25it/s, failures=0, objective=-2.8]

Parallel BO:: : 1163it [00:27, 45.25it/s, failures=0, objective=-2.8]

Parallel BO:: : 1164it [00:27, 45.25it/s, failures=0, objective=-2.8]

Parallel BO:: : 1165it [00:27, 45.25it/s, failures=0, objective=-2.8]

Parallel BO:: : 1166it [00:27, 45.25it/s, failures=0, objective=-2.8]

Parallel BO:: : 1167it [00:27, 35.81it/s, failures=0, objective=-2.8]

Parallel BO:: : 1167it [00:27, 35.81it/s, failures=0, objective=-2.8]

Parallel BO:: : 1168it [00:27, 35.81it/s, failures=0, objective=-2.8]

Parallel BO:: : 1169it [00:27, 35.81it/s, failures=0, objective=-2.8]

Parallel BO:: : 1170it [00:27, 35.81it/s, failures=0, objective=-2.8]

Parallel BO:: : 1171it [00:27, 35.81it/s, failures=0, objective=-2.8]

Parallel BO:: : 1172it [00:27, 35.81it/s, failures=0, objective=-2.8]

Parallel BO:: : 1173it [00:27, 35.81it/s, failures=0, objective=-2.8]

Parallel BO:: : 1174it [00:27, 35.81it/s, failures=0, objective=-2.8]

Parallel BO:: : 1175it [00:27, 35.81it/s, failures=0, objective=-2.8]

Parallel BO:: : 1176it [00:27, 35.81it/s, failures=0, objective=-2.8]

Parallel BO:: : 1177it [00:27, 35.81it/s, failures=0, objective=-2.8]

Parallel BO:: : 1178it [00:27, 35.81it/s, failures=0, objective=-2.8]

Parallel BO:: : 1179it [00:27, 35.81it/s, failures=0, objective=-2.8]

Parallel BO:: : 1180it [00:27, 35.67it/s, failures=0, objective=-2.8]

Parallel BO:: : 1180it [00:27, 35.67it/s, failures=0, objective=-2.8]

Parallel BO:: : 1181it [00:27, 35.67it/s, failures=0, objective=-2.8]

Parallel BO:: : 1182it [00:27, 35.67it/s, failures=0, objective=-2.8]

Parallel BO:: : 1183it [00:27, 35.67it/s, failures=0, objective=-2.8]

Parallel BO:: : 1184it [00:27, 35.67it/s, failures=0, objective=-2.8]

Parallel BO:: : 1185it [00:27, 35.67it/s, failures=0, objective=-2.8]

Parallel BO:: : 1186it [00:27, 35.67it/s, failures=0, objective=-2.8]

Parallel BO:: : 1187it [00:27, 35.67it/s, failures=0, objective=-2.8]

Parallel BO:: : 1188it [00:27, 35.67it/s, failures=0, objective=-2.8]

Parallel BO:: : 1189it [00:27, 35.67it/s, failures=0, objective=-2.8]

Parallel BO:: : 1190it [00:27, 35.67it/s, failures=0, objective=-2.8]

Parallel BO:: : 1191it [00:27, 35.67it/s, failures=0, objective=-2.8]

Parallel BO:: : 1192it [00:27, 35.67it/s, failures=0, objective=-2.8]

Parallel BO:: : 1193it [00:27, 35.67it/s, failures=0, objective=-2.8]

Parallel BO:: : 1194it [00:27, 35.67it/s, failures=0, objective=-2.8]

Parallel BO:: : 1195it [00:27, 35.67it/s, failures=0, objective=-2.8]

Parallel BO:: : 1196it [00:27, 44.45it/s, failures=0, objective=-2.8]

Parallel BO:: : 1196it [00:27, 44.45it/s, failures=0, objective=-2.8]

Parallel BO:: : 1197it [00:27, 44.45it/s, failures=0, objective=-2.8]

Parallel BO:: : 1198it [00:27, 44.45it/s, failures=0, objective=-2.8]

Parallel BO:: : 1199it [00:27, 44.45it/s, failures=0, objective=-2.8]

Parallel BO:: : 1200it [00:27, 44.45it/s, failures=0, objective=-2.8]

Parallel BO:: : 1201it [00:27, 44.45it/s, failures=0, objective=-2.8]

Parallel BO:: : 1202it [00:27, 44.45it/s, failures=0, objective=-2.8]

Parallel BO:: : 1203it [00:27, 44.45it/s, failures=0, objective=-2.8]

Parallel BO:: : 1204it [00:27, 44.45it/s, failures=0, objective=-2.75]

Parallel BO:: : 1205it [00:27, 44.45it/s, failures=0, objective=-2.75]

Parallel BO:: : 1206it [00:27, 44.45it/s, failures=0, objective=-2.75]

Parallel BO:: : 1207it [00:27, 44.45it/s, failures=0, objective=-2.75]

Parallel BO:: : 1208it [00:28, 44.24it/s, failures=0, objective=-2.75]

Parallel BO:: : 1208it [00:28, 44.24it/s, failures=0, objective=-2.75]

Parallel BO:: : 1209it [00:28, 44.24it/s, failures=0, objective=-2.75]

Parallel BO:: : 1210it [00:28, 44.24it/s, failures=0, objective=-2.75]

Parallel BO:: : 1211it [00:28, 44.24it/s, failures=0, objective=-2.75]

Parallel BO:: : 1212it [00:28, 44.24it/s, failures=0, objective=-2.75]

Parallel BO:: : 1213it [00:28, 44.24it/s, failures=0, objective=-2.75]

Parallel BO:: : 1214it [00:28, 44.24it/s, failures=0, objective=-2.75]

Parallel BO:: : 1215it [00:28, 44.24it/s, failures=0, objective=-2.75]

Parallel BO:: : 1216it [00:28, 44.24it/s, failures=0, objective=-2.75]

Parallel BO:: : 1217it [00:28, 38.39it/s, failures=0, objective=-2.75]

Parallel BO:: : 1217it [00:28, 38.39it/s, failures=0, objective=-2.75]

Parallel BO:: : 1218it [00:28, 38.39it/s, failures=0, objective=-2.75]

Parallel BO:: : 1219it [00:28, 38.39it/s, failures=0, objective=-2.75]

Parallel BO:: : 1220it [00:28, 38.39it/s, failures=0, objective=-2.75]

Parallel BO:: : 1221it [00:28, 38.39it/s, failures=0, objective=-2.75]

Parallel BO:: : 1222it [00:28, 38.39it/s, failures=0, objective=-2.75]

Parallel BO:: : 1223it [00:28, 38.39it/s, failures=0, objective=-2.75]

Parallel BO:: : 1224it [00:28, 38.39it/s, failures=0, objective=-2.75]

Parallel BO:: : 1225it [00:28, 38.39it/s, failures=0, objective=-2.75]

Parallel BO:: : 1226it [00:28, 38.39it/s, failures=0, objective=-2.75]

Parallel BO:: : 1227it [00:28, 37.76it/s, failures=0, objective=-2.75]

Parallel BO:: : 1227it [00:28, 37.76it/s, failures=0, objective=-2.75]

Parallel BO:: : 1228it [00:28, 37.76it/s, failures=0, objective=-2.75]

Parallel BO:: : 1229it [00:28, 37.76it/s, failures=0, objective=-2.75]

Parallel BO:: : 1230it [00:28, 37.76it/s, failures=0, objective=-2.75]

Parallel BO:: : 1231it [00:28, 37.76it/s, failures=0, objective=-2.75]

Parallel BO:: : 1232it [00:28, 37.76it/s, failures=0, objective=-2.75]

Parallel BO:: : 1233it [00:28, 37.76it/s, failures=0, objective=-2.75]

Parallel BO:: : 1234it [00:28, 37.76it/s, failures=0, objective=-2.75]

Parallel BO:: : 1235it [00:28, 37.76it/s, failures=0, objective=-2.75]

Parallel BO:: : 1236it [00:28, 37.76it/s, failures=0, objective=-2.75]

Parallel BO:: : 1237it [00:29, 34.03it/s, failures=0, objective=-2.75]

Parallel BO:: : 1237it [00:29, 34.03it/s, failures=0, objective=-2.75]

Parallel BO:: : 1238it [00:29, 34.03it/s, failures=0, objective=-2.29]

Parallel BO:: : 1239it [00:29, 34.03it/s, failures=0, objective=-2.29]

Parallel BO:: : 1240it [00:29, 34.03it/s, failures=0, objective=-2.29]

Parallel BO:: : 1241it [00:29, 34.03it/s, failures=0, objective=-2.29]

Parallel BO:: : 1242it [00:29, 34.03it/s, failures=0, objective=-2.29]

Parallel BO:: : 1243it [00:29, 34.03it/s, failures=0, objective=-2.29]

Parallel BO:: : 1244it [00:29, 34.03it/s, failures=0, objective=-2.29]

Parallel BO:: : 1245it [00:29, 34.03it/s, failures=0, objective=-2.29]

Parallel BO:: : 1246it [00:29, 33.15it/s, failures=0, objective=-2.29]

Parallel BO:: : 1246it [00:29, 33.15it/s, failures=0, objective=-2.29]

Parallel BO:: : 1247it [00:29, 33.15it/s, failures=0, objective=-2.29]

Parallel BO:: : 1248it [00:29, 33.15it/s, failures=0, objective=-2.29]

Parallel BO:: : 1249it [00:29, 33.15it/s, failures=0, objective=-2.29]

Parallel BO:: : 1250it [00:29, 33.15it/s, failures=0, objective=-2.29]

Parallel BO:: : 1251it [00:29, 33.15it/s, failures=0, objective=-2.29]

Parallel BO:: : 1252it [00:29, 33.15it/s, failures=0, objective=-2.29]

Parallel BO:: : 1253it [00:29, 33.15it/s, failures=0, objective=-2.29]

Parallel BO:: : 1254it [00:29, 33.15it/s, failures=0, objective=-2.29]

Parallel BO:: : 1255it [00:29, 33.15it/s, failures=0, objective=-2.29]

Parallel BO:: : 1256it [00:29, 33.15it/s, failures=0, objective=-2.29]

Parallel BO:: : 1257it [00:29, 33.15it/s, failures=0, objective=-2.29]

Parallel BO:: : 1258it [00:29, 33.15it/s, failures=0, objective=-2.29]

Parallel BO:: : 1259it [00:29, 33.15it/s, failures=0, objective=-2.29]

Parallel BO:: : 1260it [00:29, 33.15it/s, failures=0, objective=-2.29]

Parallel BO:: : 1261it [00:29, 33.15it/s, failures=0, objective=-2.29]

Parallel BO:: : 1262it [00:29, 33.15it/s, failures=0, objective=-2.29]

Parallel BO:: : 1263it [00:29, 33.15it/s, failures=0, objective=-2.29]

Parallel BO:: : 1264it [00:29, 43.41it/s, failures=0, objective=-2.29]

Parallel BO:: : 1264it [00:29, 43.41it/s, failures=0, objective=-2.29]

Parallel BO:: : 1265it [00:29, 43.41it/s, failures=0, objective=-2.29]

Parallel BO:: : 1266it [00:29, 43.41it/s, failures=0, objective=-2.29]

Parallel BO:: : 1267it [00:29, 43.41it/s, failures=0, objective=-2.29]

Parallel BO:: : 1268it [00:29, 43.41it/s, failures=0, objective=-2.29]

Parallel BO:: : 1269it [00:29, 43.41it/s, failures=0, objective=-2.29]

Parallel BO:: : 1270it [00:29, 43.41it/s, failures=0, objective=-2.29]

Parallel BO:: : 1271it [00:29, 43.41it/s, failures=0, objective=-2.29]

Parallel BO:: : 1272it [00:29, 43.41it/s, failures=0, objective=-2.29]

Parallel BO:: : 1273it [00:29, 43.41it/s, failures=0, objective=-2.29]

Parallel BO:: : 1274it [00:29, 43.41it/s, failures=0, objective=-2.29]

Parallel BO:: : 1275it [00:29, 43.41it/s, failures=0, objective=-2.29]

Parallel BO:: : 1276it [00:29, 43.41it/s, failures=0, objective=-2.29]

Parallel BO:: : 1277it [00:29, 43.41it/s, failures=0, objective=-2.29]

Parallel BO:: : 1278it [00:29, 43.41it/s, failures=0, objective=-2.29]

Parallel BO:: : 1279it [00:30, 44.97it/s, failures=0, objective=-2.29]

Parallel BO:: : 1279it [00:30, 44.97it/s, failures=0, objective=-2.29]

Parallel BO:: : 1280it [00:30, 44.97it/s, failures=0, objective=-2.29]

Parallel BO:: : 1281it [00:30, 44.97it/s, failures=0, objective=-2.29]

Parallel BO:: : 1282it [00:30, 44.97it/s, failures=0, objective=-2.29]

Parallel BO:: : 1283it [00:30, 44.97it/s, failures=0, objective=-2.29]

Parallel BO:: : 1284it [00:30, 44.97it/s, failures=0, objective=-2.29]

Parallel BO:: : 1285it [00:30, 44.97it/s, failures=0, objective=-2.29]

Parallel BO:: : 1286it [00:30, 44.97it/s, failures=0, objective=-2.29]

Parallel BO:: : 1287it [00:30, 44.97it/s, failures=0, objective=-2.29]

Parallel BO:: : 1288it [00:30, 44.97it/s, failures=0, objective=-2.29]

Parallel BO:: : 1289it [00:30, 44.97it/s, failures=0, objective=-2.29]

Parallel BO:: : 1290it [00:30, 44.97it/s, failures=0, objective=-2.29]

Parallel BO:: : 1291it [00:30, 44.97it/s, failures=0, objective=-2.29]

Parallel BO:: : 1292it [00:30, 44.97it/s, failures=0, objective=-2.29]

Parallel BO:: : 1293it [00:30, 44.97it/s, failures=0, objective=-2.29]

Parallel BO:: : 1294it [00:30, 46.78it/s, failures=0, objective=-2.29]

Parallel BO:: : 1294it [00:30, 46.78it/s, failures=0, objective=-2.29]

Parallel BO:: : 1295it [00:30, 46.78it/s, failures=0, objective=-2.29]

Parallel BO:: : 1296it [00:30, 46.78it/s, failures=0, objective=-2.29]

Parallel BO:: : 1297it [00:30, 46.78it/s, failures=0, objective=-2.29]

Parallel BO:: : 1298it [00:30, 46.78it/s, failures=0, objective=-2.29]

Parallel BO:: : 1299it [00:30, 46.78it/s, failures=0, objective=-2.29]

Parallel BO:: : 1300it [00:30, 46.78it/s, failures=0, objective=-2.29]

Parallel BO:: : 1301it [00:30, 44.66it/s, failures=0, objective=-2.29]

Parallel BO:: : 1301it [00:30, 44.66it/s, failures=0, objective=-2.29]

Parallel BO:: : 1302it [00:30, 44.66it/s, failures=0, objective=-2.29]

Parallel BO:: : 1303it [00:30, 44.66it/s, failures=0, objective=-2.29]

Parallel BO:: : 1304it [00:30, 44.66it/s, failures=0, objective=-2.29]

Parallel BO:: : 1305it [00:30, 44.66it/s, failures=0, objective=-2.29]

Parallel BO:: : 1306it [00:30, 37.30it/s, failures=0, objective=-2.29]

Parallel BO:: : 1306it [00:30, 37.30it/s, failures=0, objective=-2.29]

Parallel BO:: : 1307it [00:30, 37.30it/s, failures=0, objective=-2.29]

Parallel BO:: : 1308it [00:30, 37.30it/s, failures=0, objective=-2.29]

Parallel BO:: : 1309it [00:30, 37.30it/s, failures=0, objective=-2.29]

Parallel BO:: : 1310it [00:30, 37.30it/s, failures=0, objective=-2.29]

Parallel BO:: : 1311it [00:30, 37.30it/s, failures=0, objective=-2.29]

Parallel BO:: : 1312it [00:30, 37.30it/s, failures=0, objective=-2.29]

Parallel BO:: : 1313it [00:30, 37.30it/s, failures=0, objective=-2.29]

Parallel BO:: : 1314it [00:30, 37.30it/s, failures=0, objective=-2.29]

Parallel BO:: : 1315it [00:30, 37.30it/s, failures=0, objective=-2.29]

Parallel BO:: : 1316it [00:30, 37.30it/s, failures=0, objective=-2.29]

Parallel BO:: : 1317it [00:31, 37.69it/s, failures=0, objective=-2.29]

Parallel BO:: : 1317it [00:31, 37.69it/s, failures=0, objective=-2.29]

Parallel BO:: : 1318it [00:31, 37.69it/s, failures=0, objective=-2.29]

Parallel BO:: : 1319it [00:31, 37.69it/s, failures=0, objective=-2.29]

Parallel BO:: : 1320it [00:31, 37.69it/s, failures=0, objective=-2.29]

Parallel BO:: : 1321it [00:31, 37.69it/s, failures=0, objective=-2.29]

Parallel BO:: : 1322it [00:31, 37.69it/s, failures=0, objective=-2.29]

Parallel BO:: : 1323it [00:31, 37.69it/s, failures=0, objective=-2.29]

Parallel BO:: : 1324it [00:31, 37.69it/s, failures=0, objective=-2.29]

Parallel BO:: : 1325it [00:31, 37.69it/s, failures=0, objective=-2.29]

Parallel BO:: : 1326it [00:31, 37.69it/s, failures=0, objective=-2.29]

Parallel BO:: : 1327it [00:31, 37.69it/s, failures=0, objective=-2.29]

Parallel BO:: : 1328it [00:31, 37.69it/s, failures=0, objective=-2.29]

Parallel BO:: : 1329it [00:31, 37.69it/s, failures=0, objective=-2.29]

Parallel BO:: : 1330it [00:31, 37.69it/s, failures=0, objective=-2.29]

Parallel BO:: : 1331it [00:31, 37.69it/s, failures=0, objective=-2.29]

Parallel BO:: : 1332it [00:31, 38.12it/s, failures=0, objective=-2.29]

Parallel BO:: : 1332it [00:31, 38.12it/s, failures=0, objective=-2.29]

Parallel BO:: : 1333it [00:31, 38.12it/s, failures=0, objective=-2.29]

Parallel BO:: : 1334it [00:31, 38.12it/s, failures=0, objective=-2.29]

Parallel BO:: : 1335it [00:31, 38.12it/s, failures=0, objective=-2.29]

Parallel BO:: : 1336it [00:31, 38.12it/s, failures=0, objective=-2.29]

Parallel BO:: : 1337it [00:31, 38.12it/s, failures=0, objective=-2.29]

Parallel BO:: : 1338it [00:31, 38.12it/s, failures=0, objective=-2.29]

Parallel BO:: : 1339it [00:31, 38.12it/s, failures=0, objective=-2.29]

Parallel BO:: : 1340it [00:31, 38.12it/s, failures=0, objective=-2.29]

Parallel BO:: : 1341it [00:31, 38.12it/s, failures=0, objective=-2.29]

Parallel BO:: : 1342it [00:31, 38.12it/s, failures=0, objective=-2.29]

Parallel BO:: : 1343it [00:31, 39.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1343it [00:31, 39.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1344it [00:31, 39.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1345it [00:31, 39.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1346it [00:31, 39.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1347it [00:31, 39.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1348it [00:31, 39.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1349it [00:31, 39.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1350it [00:31, 39.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1351it [00:31, 39.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1352it [00:31, 39.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1353it [00:31, 39.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1354it [00:31, 39.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1355it [00:31, 44.16it/s, failures=0, objective=-2.29]

Parallel BO:: : 1355it [00:31, 44.16it/s, failures=0, objective=-2.29]

Parallel BO:: : 1356it [00:31, 44.16it/s, failures=0, objective=-2.29]

Parallel BO:: : 1357it [00:31, 44.16it/s, failures=0, objective=-2.29]

Parallel BO:: : 1358it [00:31, 44.16it/s, failures=0, objective=-2.29]

Parallel BO:: : 1359it [00:32, 44.16it/s, failures=0, objective=-2.29]

Parallel BO:: : 1360it [00:32, 39.11it/s, failures=0, objective=-2.29]

Parallel BO:: : 1360it [00:32, 39.11it/s, failures=0, objective=-2.29]

Parallel BO:: : 1361it [00:32, 39.11it/s, failures=0, objective=-2.29]

Parallel BO:: : 1362it [00:32, 39.11it/s, failures=0, objective=-2.29]

Parallel BO:: : 1363it [00:32, 39.11it/s, failures=0, objective=-2.29]

Parallel BO:: : 1364it [00:32, 39.11it/s, failures=0, objective=-2.29]

Parallel BO:: : 1365it [00:32, 39.11it/s, failures=0, objective=-2.29]

Parallel BO:: : 1366it [00:32, 39.11it/s, failures=0, objective=-2.29]

Parallel BO:: : 1367it [00:32, 33.94it/s, failures=0, objective=-2.29]

Parallel BO:: : 1367it [00:32, 33.94it/s, failures=0, objective=-2.29]

Parallel BO:: : 1368it [00:32, 33.94it/s, failures=0, objective=-2.29]

Parallel BO:: : 1369it [00:32, 33.94it/s, failures=0, objective=-2.29]

Parallel BO:: : 1370it [00:32, 33.94it/s, failures=0, objective=-2.29]

Parallel BO:: : 1371it [00:32, 33.94it/s, failures=0, objective=-2.29]

Parallel BO:: : 1372it [00:32, 33.94it/s, failures=0, objective=-2.29]

Parallel BO:: : 1373it [00:32, 33.94it/s, failures=0, objective=-2.29]

Parallel BO:: : 1374it [00:32, 33.94it/s, failures=0, objective=-2.29]

Parallel BO:: : 1375it [00:32, 33.94it/s, failures=0, objective=-2.29]

Parallel BO:: : 1376it [00:32, 33.94it/s, failures=0, objective=-2.29]

Parallel BO:: : 1377it [00:32, 33.94it/s, failures=0, objective=-2.29]

Parallel BO:: : 1378it [00:32, 33.94it/s, failures=0, objective=-2.29]

Parallel BO:: : 1379it [00:32, 33.94it/s, failures=0, objective=-2.29]

Parallel BO:: : 1380it [00:32, 33.94it/s, failures=0, objective=-2.29]

Parallel BO:: : 1381it [00:32, 33.94it/s, failures=0, objective=-2.29]

Parallel BO:: : 1382it [00:32, 33.94it/s, failures=0, objective=-2.29]

Parallel BO:: : 1383it [00:32, 33.94it/s, failures=0, objective=-2.29]

Parallel BO:: : 1384it [00:32, 33.94it/s, failures=0, objective=-2.29]

Parallel BO:: : 1385it [00:32, 33.94it/s, failures=0, objective=-2.29]

Parallel BO:: : 1386it [00:32, 33.94it/s, failures=0, objective=-2.29]

Parallel BO:: : 1387it [00:32, 45.18it/s, failures=0, objective=-2.29]

Parallel BO:: : 1387it [00:32, 45.18it/s, failures=0, objective=-2.29]

Parallel BO:: : 1388it [00:32, 45.18it/s, failures=0, objective=-2.29]

Parallel BO:: : 1389it [00:32, 45.18it/s, failures=0, objective=-2.29]

Parallel BO:: : 1390it [00:32, 45.18it/s, failures=0, objective=-2.29]

Parallel BO:: : 1391it [00:32, 45.18it/s, failures=0, objective=-2.29]

Parallel BO:: : 1392it [00:32, 45.18it/s, failures=0, objective=-2.29]

Parallel BO:: : 1393it [00:32, 45.18it/s, failures=0, objective=-2.29]

Parallel BO:: : 1394it [00:32, 45.18it/s, failures=0, objective=-2.29]

Parallel BO:: : 1395it [00:32, 45.18it/s, failures=0, objective=-2.29]

Parallel BO:: : 1396it [00:32, 45.18it/s, failures=0, objective=-2.29]

Parallel BO:: : 1397it [00:32, 45.18it/s, failures=0, objective=-2.29]

Parallel BO:: : 1398it [00:32, 43.31it/s, failures=0, objective=-2.29]

Parallel BO:: : 1398it [00:32, 43.31it/s, failures=0, objective=-2.29]

Parallel BO:: : 1399it [00:32, 43.31it/s, failures=0, objective=-2.29]

Parallel BO:: : 1400it [00:32, 43.31it/s, failures=0, objective=-2.29]

Parallel BO:: : 1401it [00:32, 43.31it/s, failures=0, objective=-2.29]

Parallel BO:: : 1402it [00:32, 43.31it/s, failures=0, objective=-2.29]

Parallel BO:: : 1403it [00:32, 43.31it/s, failures=0, objective=-2.29]

Parallel BO:: : 1404it [00:32, 43.31it/s, failures=0, objective=-2.29]

Parallel BO:: : 1405it [00:32, 43.31it/s, failures=0, objective=-2.29]

Parallel BO:: : 1406it [00:32, 43.31it/s, failures=0, objective=-2.29]

Parallel BO:: : 1407it [00:32, 43.31it/s, failures=0, objective=-2.29]

Parallel BO:: : 1408it [00:32, 43.31it/s, failures=0, objective=-2.29]

Parallel BO:: : 1409it [00:32, 43.31it/s, failures=0, objective=-2.29]

Parallel BO:: : 1410it [00:32, 43.31it/s, failures=0, objective=-2.29]

Parallel BO:: : 1411it [00:33, 47.48it/s, failures=0, objective=-2.29]

Parallel BO:: : 1411it [00:33, 47.48it/s, failures=0, objective=-2.29]

Parallel BO:: : 1412it [00:33, 47.48it/s, failures=0, objective=-2.29]

Parallel BO:: : 1413it [00:33, 47.48it/s, failures=0, objective=-2.29]

Parallel BO:: : 1414it [00:33, 47.48it/s, failures=0, objective=-2.29]

Parallel BO:: : 1415it [00:33, 47.48it/s, failures=0, objective=-2.29]

Parallel BO:: : 1416it [00:33, 47.48it/s, failures=0, objective=-2.29]

Parallel BO:: : 1417it [00:33, 47.48it/s, failures=0, objective=-2.29]

Parallel BO:: : 1418it [00:33, 41.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1418it [00:33, 41.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1419it [00:33, 41.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1420it [00:33, 41.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1421it [00:33, 41.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1422it [00:33, 41.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1423it [00:33, 41.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1424it [00:33, 41.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1425it [00:33, 41.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1426it [00:33, 41.88it/s, failures=0, objective=-2.29]

Parallel BO:: : 1427it [00:33, 34.29it/s, failures=0, objective=-2.29]

Parallel BO:: : 1427it [00:33, 34.29it/s, failures=0, objective=-2.29]

Parallel BO:: : 1428it [00:33, 34.29it/s, failures=0, objective=-2.29]

Parallel BO:: : 1429it [00:33, 34.29it/s, failures=0, objective=-2.29]

Parallel BO:: : 1430it [00:33, 34.29it/s, failures=0, objective=-2.19]

Parallel BO:: : 1431it [00:33, 34.29it/s, failures=0, objective=-2.19]

Parallel BO:: : 1432it [00:33, 34.29it/s, failures=0, objective=-2.19]

Parallel BO:: : 1433it [00:33, 34.29it/s, failures=0, objective=-2.19]

Parallel BO:: : 1434it [00:33, 34.29it/s, failures=0, objective=-2.19]

Parallel BO:: : 1435it [00:33, 34.29it/s, failures=0, objective=-2.19]

Parallel BO:: : 1436it [00:33, 34.29it/s, failures=0, objective=-2.19]

Parallel BO:: : 1437it [00:33, 34.29it/s, failures=0, objective=-2.19]

Parallel BO:: : 1438it [00:33, 34.29it/s, failures=0, objective=-2.19]

Parallel BO:: : 1439it [00:33, 34.29it/s, failures=0, objective=-2.19]

Parallel BO:: : 1440it [00:33, 34.29it/s, failures=0, objective=-2.19]

Parallel BO:: : 1441it [00:33, 34.29it/s, failures=0, objective=-2.19]

Parallel BO:: : 1442it [00:34, 39.21it/s, failures=0, objective=-2.19]

Parallel BO:: : 1442it [00:34, 39.21it/s, failures=0, objective=-2.19]

Parallel BO:: : 1443it [00:34, 39.21it/s, failures=0, objective=-2.19]

Parallel BO:: : 1444it [00:34, 39.21it/s, failures=0, objective=-2.19]

Parallel BO:: : 1445it [00:34, 39.21it/s, failures=0, objective=-2.19]

Parallel BO:: : 1446it [00:34, 39.21it/s, failures=0, objective=-2.19]

Parallel BO:: : 1447it [00:34, 39.21it/s, failures=0, objective=-2.19]

Parallel BO:: : 1448it [00:34, 39.21it/s, failures=0, objective=-2.19]

Parallel BO:: : 1449it [00:34, 39.21it/s, failures=0, objective=-2.19]

Parallel BO:: : 1450it [00:34, 39.21it/s, failures=0, objective=-2.19]

Parallel BO:: : 1451it [00:34, 39.21it/s, failures=0, objective=-2.19]

Parallel BO:: : 1452it [00:34, 39.21it/s, failures=0, objective=-2.19]

Parallel BO:: : 1453it [00:34, 39.21it/s, failures=0, objective=-2.19]

Parallel BO:: : 1454it [00:34, 39.21it/s, failures=0, objective=-2.19]

Parallel BO:: : 1455it [00:34, 34.90it/s, failures=0, objective=-2.19]

Parallel BO:: : 1455it [00:34, 34.90it/s, failures=0, objective=-2.19]

Parallel BO:: : 1456it [00:34, 34.90it/s, failures=0, objective=-2.19]

Parallel BO:: : 1457it [00:34, 34.90it/s, failures=0, objective=-2.19]

Parallel BO:: : 1458it [00:34, 34.90it/s, failures=0, objective=-2.19]

Parallel BO:: : 1459it [00:34, 34.90it/s, failures=0, objective=-2.19]

Parallel BO:: : 1460it [00:34, 34.90it/s, failures=0, objective=-2.19]

Parallel BO:: : 1461it [00:34, 34.90it/s, failures=0, objective=-2.12]

Parallel BO:: : 1462it [00:34, 34.90it/s, failures=0, objective=-2.12]

Parallel BO:: : 1463it [00:34, 34.90it/s, failures=0, objective=-2.12]

Parallel BO:: : 1464it [00:34, 34.90it/s, failures=0, objective=-2.12]

Parallel BO:: : 1465it [00:34, 34.90it/s, failures=0, objective=-2.12]

Parallel BO:: : 1466it [00:34, 34.90it/s, failures=0, objective=-2.12]

Parallel BO:: : 1467it [00:34, 34.90it/s, failures=0, objective=-2.12]

Parallel BO:: : 1468it [00:34, 34.90it/s, failures=0, objective=-2.12]

Parallel BO:: : 1469it [00:34, 34.90it/s, failures=0, objective=-2.12]

Parallel BO:: : 1470it [00:34, 43.48it/s, failures=0, objective=-2.12]

Parallel BO:: : 1470it [00:34, 43.48it/s, failures=0, objective=-2.12]

Parallel BO:: : 1471it [00:34, 43.48it/s, failures=0, objective=-2.12]

Parallel BO:: : 1472it [00:34, 43.48it/s, failures=0, objective=-1.85]

Parallel BO:: : 1473it [00:34, 43.48it/s, failures=0, objective=-1.85]

Parallel BO:: : 1474it [00:34, 43.48it/s, failures=0, objective=-1.85]

Parallel BO:: : 1475it [00:34, 43.48it/s, failures=0, objective=-1.85]

Parallel BO:: : 1476it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1476it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1477it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1478it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1479it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1480it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1481it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1482it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1483it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1484it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1485it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1486it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1487it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1488it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1489it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1490it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1491it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1492it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1493it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1494it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1495it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1496it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1497it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1498it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1499it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1500it [00:35, 35.15it/s, failures=0, objective=-1.85]

Parallel BO:: : 1501it [00:35, 50.07it/s, failures=0, objective=-1.85]

Parallel BO:: : 1501it [00:35, 50.07it/s, failures=0, objective=-1.85]

Parallel BO:: : 1502it [00:35, 50.07it/s, failures=0, objective=-1.85]

Parallel BO:: : 1503it [00:35, 50.07it/s, failures=0, objective=-1.85]

Parallel BO:: : 1504it [00:35, 50.07it/s, failures=0, objective=-1.85]

Parallel BO:: : 1505it [00:35, 50.07it/s, failures=0, objective=-1.85]

Parallel BO:: : 1506it [00:35, 50.07it/s, failures=0, objective=-1.85]

Parallel BO:: : 1507it [00:35, 50.07it/s, failures=0, objective=-1.85]

Parallel BO:: : 1508it [00:35, 50.07it/s, failures=0, objective=-1.85]

Parallel BO:: : 1509it [00:35, 50.07it/s, failures=0, objective=-1.85]

Parallel BO:: : 1510it [00:35, 50.07it/s, failures=0, objective=-1.85]

Parallel BO:: : 1511it [00:35, 50.07it/s, failures=0, objective=-1.85]

Parallel BO:: : 1512it [00:35, 43.09it/s, failures=0, objective=-1.85]

Parallel BO:: : 1512it [00:35, 43.09it/s, failures=0, objective=-1.85]

Parallel BO:: : 1513it [00:35, 43.09it/s, failures=0, objective=-1.85]

Parallel BO:: : 1514it [00:35, 43.09it/s, failures=0, objective=-1.85]

Parallel BO:: : 1515it [00:35, 43.09it/s, failures=0, objective=-1.85]

Parallel BO:: : 1516it [00:35, 43.09it/s, failures=0, objective=-1.85]

Parallel BO:: : 1517it [00:35, 43.09it/s, failures=0, objective=-1.85]

Parallel BO:: : 1518it [00:35, 43.09it/s, failures=0, objective=-1.85]

Parallel BO:: : 1519it [00:35, 43.09it/s, failures=0, objective=-1.85]

Parallel BO:: : 1520it [00:35, 43.09it/s, failures=0, objective=-1.85]

Parallel BO:: : 1521it [00:35, 43.09it/s, failures=0, objective=-1.85]

Parallel BO:: : 1522it [00:35, 43.09it/s, failures=0, objective=-1.85]

Parallel BO:: : 1523it [00:35, 43.09it/s, failures=0, objective=-1.85]

Parallel BO:: : 1524it [00:35, 43.09it/s, failures=0, objective=-1.85]

Parallel BO:: : 1525it [00:35, 43.09it/s, failures=0, objective=-1.85]

Parallel BO:: : 1526it [00:36, 43.03it/s, failures=0, objective=-1.85]

Parallel BO:: : 1526it [00:36, 43.03it/s, failures=0, objective=-1.85]

Parallel BO:: : 1527it [00:36, 43.03it/s, failures=0, objective=-1.85]

Parallel BO:: : 1528it [00:36, 43.03it/s, failures=0, objective=-1.85]

Parallel BO:: : 1529it [00:36, 43.03it/s, failures=0, objective=-1.85]

Parallel BO:: : 1530it [00:36, 43.03it/s, failures=0, objective=-1.85]

Parallel BO:: : 1531it [00:36, 43.03it/s, failures=0, objective=-1.85]

Parallel BO:: : 1532it [00:36, 43.03it/s, failures=0, objective=-1.85]

Parallel BO:: : 1533it [00:36, 43.03it/s, failures=0, objective=-1.85]

Parallel BO:: : 1534it [00:36, 37.91it/s, failures=0, objective=-1.85]

Parallel BO:: : 1534it [00:36, 37.91it/s, failures=0, objective=-1.85]

Parallel BO:: : 1535it [00:36, 37.91it/s, failures=0, objective=-1.85]

Parallel BO:: : 1536it [00:36, 37.91it/s, failures=0, objective=-1.85]

Parallel BO:: : 1537it [00:36, 37.91it/s, failures=0, objective=-1.85]

Parallel BO:: : 1538it [00:36, 37.91it/s, failures=0, objective=-1.85]

Parallel BO:: : 1539it [00:36, 37.91it/s, failures=0, objective=-1.85]

Parallel BO:: : 1540it [00:36, 37.91it/s, failures=0, objective=-1.85]

Parallel BO:: : 1541it [00:36, 37.91it/s, failures=0, objective=-1.85]

Parallel BO:: : 1542it [00:36, 36.22it/s, failures=0, objective=-1.85]

Parallel BO:: : 1542it [00:36, 36.22it/s, failures=0, objective=-1.85]

Parallel BO:: : 1543it [00:36, 36.22it/s, failures=0, objective=-1.85]

Parallel BO:: : 1544it [00:36, 36.22it/s, failures=0, objective=-1.85]

Parallel BO:: : 1545it [00:36, 36.22it/s, failures=0, objective=-1.85]

Parallel BO:: : 1546it [00:36, 36.22it/s, failures=0, objective=-1.85]

Parallel BO:: : 1547it [00:36, 36.22it/s, failures=0, objective=-1.85]

Parallel BO:: : 1548it [00:36, 36.22it/s, failures=0, objective=-1.85]

Parallel BO:: : 1549it [00:36, 36.22it/s, failures=0, objective=-1.85]

Parallel BO:: : 1550it [00:36, 36.22it/s, failures=0, objective=-1.85]

Parallel BO:: : 1551it [00:36, 36.22it/s, failures=0, objective=-1.85]

Parallel BO:: : 1552it [00:36, 33.74it/s, failures=0, objective=-1.85]

Parallel BO:: : 1552it [00:36, 33.74it/s, failures=0, objective=-1.85]

Parallel BO:: : 1553it [00:36, 33.74it/s, failures=0, objective=-1.85]

Parallel BO:: : 1554it [00:36, 33.74it/s, failures=0, objective=-1.85]

Parallel BO:: : 1555it [00:36, 33.74it/s, failures=0, objective=-1.85]

Parallel BO:: : 1556it [00:36, 33.74it/s, failures=0, objective=-1.85]

Parallel BO:: : 1557it [00:36, 33.74it/s, failures=0, objective=-1.85]

Parallel BO:: : 1558it [00:36, 33.74it/s, failures=0, objective=-1.85]

Parallel BO:: : 1559it [00:36, 33.74it/s, failures=0, objective=-1.85]

Parallel BO:: : 1560it [00:36, 33.74it/s, failures=0, objective=-1.85]

Parallel BO:: : 1561it [00:36, 33.74it/s, failures=0, objective=-1.85]

Parallel BO:: : 1562it [00:36, 33.74it/s, failures=0, objective=-1.85]

Parallel BO:: : 1563it [00:36, 33.74it/s, failures=0, objective=-1.85]

Parallel BO:: : 1564it [00:37, 34.89it/s, failures=0, objective=-1.85]

Parallel BO:: : 1564it [00:37, 34.89it/s, failures=0, objective=-1.85]

Parallel BO:: : 1565it [00:37, 34.89it/s, failures=0, objective=-1.85]

Parallel BO:: : 1566it [00:37, 34.89it/s, failures=0, objective=-1.85]

Parallel BO:: : 1567it [00:37, 34.89it/s, failures=0, objective=-1.85]

Parallel BO:: : 1568it [00:37, 34.89it/s, failures=0, objective=-1.85]

Parallel BO:: : 1569it [00:37, 34.89it/s, failures=0, objective=-1.85]

Parallel BO:: : 1570it [00:37, 34.89it/s, failures=0, objective=-1.85]

Parallel BO:: : 1571it [00:37, 34.89it/s, failures=0, objective=-1.85]

Parallel BO:: : 1572it [00:37, 34.89it/s, failures=0, objective=-1.85]

Parallel BO:: : 1573it [00:37, 34.89it/s, failures=0, objective=-1.85]

Parallel BO:: : 1574it [00:37, 34.89it/s, failures=0, objective=-1.85]

Parallel BO:: : 1575it [00:37, 34.89it/s, failures=0, objective=-1.85]

Parallel BO:: : 1576it [00:37, 34.89it/s, failures=0, objective=-1.85]

Parallel BO:: : 1577it [00:37, 34.89it/s, failures=0, objective=-1.85]

Parallel BO:: : 1578it [00:37, 34.89it/s, failures=0, objective=-1.85]

Parallel BO:: : 1579it [00:37, 34.89it/s, failures=0, objective=-1.85]

Parallel BO:: : 1580it [00:37, 34.89it/s, failures=0, objective=-1.85]

Parallel BO:: : 1581it [00:37, 34.89it/s, failures=0, objective=-1.85]

Parallel BO:: : 1582it [00:37, 42.49it/s, failures=0, objective=-1.85]

Parallel BO:: : 1582it [00:37, 42.49it/s, failures=0, objective=-1.85]

Parallel BO:: : 1583it [00:37, 42.49it/s, failures=0, objective=-1.85]

Parallel BO:: : 1584it [00:37, 42.49it/s, failures=0, objective=-1.85]

Parallel BO:: : 1585it [00:37, 42.49it/s, failures=0, objective=-1.85]

Parallel BO:: : 1586it [00:37, 42.49it/s, failures=0, objective=-1.85]

Parallel BO:: : 1587it [00:37, 42.49it/s, failures=0, objective=-1.85]

Parallel BO:: : 1588it [00:37, 42.49it/s, failures=0, objective=-1.85]

Parallel BO:: : 1589it [00:37, 42.49it/s, failures=0, objective=-1.85]

Parallel BO:: : 1590it [00:37, 42.49it/s, failures=0, objective=-1.85]

Parallel BO:: : 1591it [00:37, 42.49it/s, failures=0, objective=-1.85]

Parallel BO:: : 1592it [00:37, 42.49it/s, failures=0, objective=-1.85]

Parallel BO:: : 1593it [00:37, 42.49it/s, failures=0, objective=-1.85]

Parallel BO:: : 1594it [00:37, 42.49it/s, failures=0, objective=-1.85]

Parallel BO:: : 1595it [00:37, 42.49it/s, failures=0, objective=-1.85]

Parallel BO:: : 1596it [00:37, 42.49it/s, failures=0, objective=-1.85]

Parallel BO:: : 1597it [00:37, 43.44it/s, failures=0, objective=-1.85]

Parallel BO:: : 1597it [00:37, 43.44it/s, failures=0, objective=-1.85]

Parallel BO:: : 1598it [00:37, 43.44it/s, failures=0, objective=-1.85]

Parallel BO:: : 1599it [00:37, 43.44it/s, failures=0, objective=-1.85]

Parallel BO:: : 1600it [00:37, 43.44it/s, failures=0, objective=-1.85]

Parallel BO:: : 1601it [00:37, 43.44it/s, failures=0, objective=-1.85]

Parallel BO:: : 1602it [00:37, 43.44it/s, failures=0, objective=-1.85]

Parallel BO:: : 1603it [00:37, 43.44it/s, failures=0, objective=-1.85]

Parallel BO:: : 1604it [00:37, 43.44it/s, failures=0, objective=-1.85]

Parallel BO:: : 1605it [00:37, 43.44it/s, failures=0, objective=-1.85]

Parallel BO:: : 1606it [00:37, 43.44it/s, failures=0, objective=-1.85]

Parallel BO:: : 1607it [00:37, 43.44it/s, failures=0, objective=-1.85]

Parallel BO:: : 1608it [00:37, 43.44it/s, failures=0, objective=-1.85]

Parallel BO:: : 1609it [00:37, 43.44it/s, failures=0, objective=-1.85]

Parallel BO:: : 1610it [00:37, 43.44it/s, failures=0, objective=-1.75]

Parallel BO:: : 1611it [00:37, 43.44it/s, failures=0, objective=-1.75]

Parallel BO:: : 1612it [00:37, 43.44it/s, failures=0, objective=-1.75]

Parallel BO:: : 1613it [00:38, 45.04it/s, failures=0, objective=-1.75]

Parallel BO:: : 1613it [00:38, 45.04it/s, failures=0, objective=-1.75]

Parallel BO:: : 1614it [00:38, 45.04it/s, failures=0, objective=-1.75]

Parallel BO:: : 1615it [00:38, 45.04it/s, failures=0, objective=-1.75]

Parallel BO:: : 1616it [00:38, 45.04it/s, failures=0, objective=-1.75]

Parallel BO:: : 1617it [00:38, 45.04it/s, failures=0, objective=-1.75]

Parallel BO:: : 1618it [00:38, 45.04it/s, failures=0, objective=-1.75]

Parallel BO:: : 1619it [00:38, 45.04it/s, failures=0, objective=-1.75]

Parallel BO:: : 1620it [00:38, 45.04it/s, failures=0, objective=-1.75]

Parallel BO:: : 1621it [00:38, 45.04it/s, failures=0, objective=-1.75]

Parallel BO:: : 1622it [00:38, 45.04it/s, failures=0, objective=-1.75]

Parallel BO:: : 1623it [00:38, 45.04it/s, failures=0, objective=-1.75]

Parallel BO:: : 1624it [00:38, 45.04it/s, failures=0, objective=-1.75]

Parallel BO:: : 1625it [00:38, 45.04it/s, failures=0, objective=-1.75]

Parallel BO:: : 1626it [00:38, 45.04it/s, failures=0, objective=-1.75]

Parallel BO:: : 1627it [00:38, 45.04it/s, failures=0, objective=-1.75]

Parallel BO:: : 1628it [00:38, 51.27it/s, failures=0, objective=-1.75]

Parallel BO:: : 1628it [00:38, 51.27it/s, failures=0, objective=-1.75]

Parallel BO:: : 1629it [00:38, 51.27it/s, failures=0, objective=-1.75]

Parallel BO:: : 1630it [00:38, 51.27it/s, failures=0, objective=-1.75]

Parallel BO:: : 1631it [00:38, 51.27it/s, failures=0, objective=-1.75]

Parallel BO:: : 1632it [00:38, 51.27it/s, failures=0, objective=-1.75]

Parallel BO:: : 1633it [00:38, 51.27it/s, failures=0, objective=-1.75]

Parallel BO:: : 1634it [00:38, 38.24it/s, failures=0, objective=-1.75]

Parallel BO:: : 1634it [00:38, 38.24it/s, failures=0, objective=-1.75]

Parallel BO:: : 1635it [00:38, 38.24it/s, failures=0, objective=-1.75]

Parallel BO:: : 1636it [00:38, 38.24it/s, failures=0, objective=-1.75]

Parallel BO:: : 1637it [00:38, 38.24it/s, failures=0, objective=-1.75]

Parallel BO:: : 1638it [00:38, 38.24it/s, failures=0, objective=-1.75]

Parallel BO:: : 1639it [00:38, 38.24it/s, failures=0, objective=-1.75]

Parallel BO:: : 1640it [00:38, 38.24it/s, failures=0, objective=-1.75]

Parallel BO:: : 1641it [00:38, 38.24it/s, failures=0, objective=-1.75]

Parallel BO:: : 1642it [00:38, 38.24it/s, failures=0, objective=-1.75]

Parallel BO:: : 1643it [00:38, 38.24it/s, failures=0, objective=-1.75]

Parallel BO:: : 1644it [00:38, 38.24it/s, failures=0, objective=-1.75]

Parallel BO:: : 1645it [00:38, 38.24it/s, failures=0, objective=-1.75]

Parallel BO:: : 1646it [00:38, 38.24it/s, failures=0, objective=-1.75]

Parallel BO:: : 1647it [00:39, 39.58it/s, failures=0, objective=-1.75]

Parallel BO:: : 1647it [00:39, 39.58it/s, failures=0, objective=-1.75]

Parallel BO:: : 1648it [00:39, 39.58it/s, failures=0, objective=-1.75]

Parallel BO:: : 1649it [00:39, 39.58it/s, failures=0, objective=-1.75]

Parallel BO:: : 1650it [00:39, 39.58it/s, failures=0, objective=-1.75]

Parallel BO:: : 1651it [00:39, 39.58it/s, failures=0, objective=-1.75]

Parallel BO:: : 1652it [00:39, 39.58it/s, failures=0, objective=-1.75]

Parallel BO:: : 1653it [00:39, 39.58it/s, failures=0, objective=-1.75]

Parallel BO:: : 1654it [00:39, 39.58it/s, failures=0, objective=-1.75]

Parallel BO:: : 1655it [00:39, 39.58it/s, failures=0, objective=-1.75]

Parallel BO:: : 1656it [00:39, 39.58it/s, failures=0, objective=-1.75]

Parallel BO:: : 1657it [00:39, 39.58it/s, failures=0, objective=-1.75]

Parallel BO:: : 1658it [00:39, 39.58it/s, failures=0, objective=-1.75]

Parallel BO:: : 1659it [00:39, 40.75it/s, failures=0, objective=-1.75]

Parallel BO:: : 1659it [00:39, 40.75it/s, failures=0, objective=-1.75]

Parallel BO:: : 1660it [00:39, 40.75it/s, failures=0, objective=-1.75]

Parallel BO:: : 1661it [00:39, 40.75it/s, failures=0, objective=-1.75]

Parallel BO:: : 1662it [00:39, 40.75it/s, failures=0, objective=-1.75]

Parallel BO:: : 1663it [00:39, 40.75it/s, failures=0, objective=-1.75]

Parallel BO:: : 1664it [00:39, 40.75it/s, failures=0, objective=-1.75]

Parallel BO:: : 1665it [00:39, 40.75it/s, failures=0, objective=-1.75]

Parallel BO:: : 1666it [00:39, 40.75it/s, failures=0, objective=-1.75]

Parallel BO:: : 1667it [00:39, 40.75it/s, failures=0, objective=-1.75]

Parallel BO:: : 1668it [00:39, 40.75it/s, failures=0, objective=-1.75]

Parallel BO:: : 1669it [00:39, 33.93it/s, failures=0, objective=-1.75]

Parallel BO:: : 1669it [00:39, 33.93it/s, failures=0, objective=-1.75]

Parallel BO:: : 1670it [00:39, 33.93it/s, failures=0, objective=-1.75]

Parallel BO:: : 1671it [00:39, 33.93it/s, failures=0, objective=-1.75]

Parallel BO:: : 1672it [00:39, 33.93it/s, failures=0, objective=-1.75]

Parallel BO:: : 1673it [00:39, 33.93it/s, failures=0, objective=-1.75]

Parallel BO:: : 1674it [00:39, 33.93it/s, failures=0, objective=-1.75]

Parallel BO:: : 1675it [00:39, 33.93it/s, failures=0, objective=-1.75]

Parallel BO:: : 1676it [00:39, 33.93it/s, failures=0, objective=-1.75]

Parallel BO:: : 1677it [00:39, 33.93it/s, failures=0, objective=-1.75]

Parallel BO:: : 1678it [00:39, 33.93it/s, failures=0, objective=-1.75]

Parallel BO:: : 1679it [00:39, 33.93it/s, failures=0, objective=-1.75]

Parallel BO:: : 1680it [00:39, 33.93it/s, failures=0, objective=-1.75]

Parallel BO:: : 1681it [00:39, 33.93it/s, failures=0, objective=-1.75]

Parallel BO:: : 1682it [00:39, 33.93it/s, failures=0, objective=-1.71]

Parallel BO:: : 1683it [00:39, 33.93it/s, failures=0, objective=-1.71]

Parallel BO:: : 1684it [00:39, 33.93it/s, failures=0, objective=-1.71]

Parallel BO:: : 1685it [00:39, 33.93it/s, failures=0, objective=-1.71]

Parallel BO:: : 1686it [00:39, 33.93it/s, failures=0, objective=-1.71]

Parallel BO:: : 1687it [00:39, 33.93it/s, failures=0, objective=-1.71]

Parallel BO:: : 1688it [00:39, 33.93it/s, failures=0, objective=-1.71]

Parallel BO:: : 1689it [00:40, 40.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1689it [00:40, 40.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1690it [00:40, 40.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1691it [00:40, 40.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1692it [00:40, 40.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1693it [00:40, 40.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1694it [00:40, 40.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1695it [00:40, 40.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1696it [00:40, 40.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1697it [00:40, 40.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1698it [00:40, 40.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1699it [00:40, 40.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1700it [00:40, 40.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1701it [00:40, 40.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1702it [00:40, 40.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1703it [00:40, 40.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1704it [00:40, 40.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1705it [00:40, 40.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1706it [00:40, 40.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1707it [00:40, 40.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1708it [00:40, 43.12it/s, failures=0, objective=-1.71]

Parallel BO:: : 1708it [00:40, 43.12it/s, failures=0, objective=-1.71]

Parallel BO:: : 1709it [00:40, 43.12it/s, failures=0, objective=-1.71]

Parallel BO:: : 1710it [00:40, 43.12it/s, failures=0, objective=-1.71]

Parallel BO:: : 1711it [00:40, 43.12it/s, failures=0, objective=-1.71]

Parallel BO:: : 1712it [00:40, 43.12it/s, failures=0, objective=-1.71]

Parallel BO:: : 1713it [00:40, 43.12it/s, failures=0, objective=-1.71]

Parallel BO:: : 1714it [00:40, 43.12it/s, failures=0, objective=-1.71]

Parallel BO:: : 1715it [00:40, 43.12it/s, failures=0, objective=-1.71]

Parallel BO:: : 1716it [00:40, 43.12it/s, failures=0, objective=-1.71]

Parallel BO:: : 1717it [00:40, 43.12it/s, failures=0, objective=-1.71]

Parallel BO:: : 1718it [00:40, 43.12it/s, failures=0, objective=-1.71]

Parallel BO:: : 1719it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1719it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1720it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1721it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1722it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1723it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1724it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1725it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1726it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1727it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1728it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1729it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1730it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1731it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1732it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1733it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1734it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1735it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1736it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1737it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1738it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1739it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1740it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1741it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1742it [00:41, 34.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1743it [00:41, 40.37it/s, failures=0, objective=-1.71]

Parallel BO:: : 1743it [00:41, 40.37it/s, failures=0, objective=-1.71]

Parallel BO:: : 1744it [00:41, 40.37it/s, failures=0, objective=-1.71]

Parallel BO:: : 1745it [00:41, 40.37it/s, failures=0, objective=-1.71]

Parallel BO:: : 1746it [00:41, 40.37it/s, failures=0, objective=-1.71]

Parallel BO:: : 1747it [00:41, 40.37it/s, failures=0, objective=-1.71]

Parallel BO:: : 1748it [00:41, 40.37it/s, failures=0, objective=-1.71]

Parallel BO:: : 1749it [00:41, 40.37it/s, failures=0, objective=-1.71]

Parallel BO:: : 1750it [00:41, 40.37it/s, failures=0, objective=-1.71]

Parallel BO:: : 1751it [00:41, 40.37it/s, failures=0, objective=-1.71]

Parallel BO:: : 1752it [00:41, 40.37it/s, failures=0, objective=-1.71]

Parallel BO:: : 1753it [00:41, 40.37it/s, failures=0, objective=-1.71]

Parallel BO:: : 1754it [00:41, 40.37it/s, failures=0, objective=-1.71]

Parallel BO:: : 1755it [00:41, 40.37it/s, failures=0, objective=-1.71]

Parallel BO:: : 1756it [00:41, 40.37it/s, failures=0, objective=-1.71]

Parallel BO:: : 1757it [00:41, 40.37it/s, failures=0, objective=-1.71]

Parallel BO:: : 1758it [00:41, 40.37it/s, failures=0, objective=-1.71]

Parallel BO:: : 1759it [00:41, 40.37it/s, failures=0, objective=-1.71]

Parallel BO:: : 1760it [00:41, 40.37it/s, failures=0, objective=-1.71]

Parallel BO:: : 1761it [00:41, 40.37it/s, failures=0, objective=-1.71]

Parallel BO:: : 1762it [00:41, 45.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1762it [00:41, 45.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1763it [00:41, 45.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1764it [00:41, 45.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1765it [00:41, 45.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1766it [00:41, 45.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1767it [00:41, 45.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1768it [00:41, 45.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1769it [00:41, 45.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1770it [00:41, 45.27it/s, failures=0, objective=-1.71]

Parallel BO:: : 1771it [00:42, 41.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1771it [00:42, 41.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1772it [00:42, 41.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1773it [00:42, 41.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1774it [00:42, 41.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1775it [00:42, 41.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1776it [00:42, 41.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1777it [00:42, 41.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1778it [00:42, 41.41it/s, failures=0, objective=-1.71]

Parallel BO:: : 1779it [00:42, 41.41it/s, failures=0, objective=-1.57]

Parallel BO:: : 1780it [00:42, 39.22it/s, failures=0, objective=-1.57]

Parallel BO:: : 1780it [00:42, 39.22it/s, failures=0, objective=-1.57]

Parallel BO:: : 1781it [00:42, 39.22it/s, failures=0, objective=-1.57]

Parallel BO:: : 1782it [00:42, 39.22it/s, failures=0, objective=-1.57]

Parallel BO:: : 1783it [00:42, 39.22it/s, failures=0, objective=-1.57]

Parallel BO:: : 1784it [00:42, 39.22it/s, failures=0, objective=-1.57]

Parallel BO:: : 1785it [00:42, 39.22it/s, failures=0, objective=-1.57]

Parallel BO:: : 1786it [00:42, 39.22it/s, failures=0, objective=-1.57]

Parallel BO:: : 1787it [00:42, 39.22it/s, failures=0, objective=-1.57]

Parallel BO:: : 1788it [00:42, 39.22it/s, failures=0, objective=-1.57]

Parallel BO:: : 1789it [00:42, 39.22it/s, failures=0, objective=-1.57]

Parallel BO:: : 1790it [00:42, 37.51it/s, failures=0, objective=-1.57]

Parallel BO:: : 1790it [00:42, 37.51it/s, failures=0, objective=-1.57]

Parallel BO:: : 1791it [00:42, 37.51it/s, failures=0, objective=-1.57]

Parallel BO:: : 1792it [00:42, 37.51it/s, failures=0, objective=-1.57]

Parallel BO:: : 1793it [00:42, 37.51it/s, failures=0, objective=-1.57]

Parallel BO:: : 1794it [00:42, 37.51it/s, failures=0, objective=-1.57]

Parallel BO:: : 1795it [00:42, 37.51it/s, failures=0, objective=-1.57]

Parallel BO:: : 1796it [00:42, 37.51it/s, failures=0, objective=-1.57]

Parallel BO:: : 1797it [00:42, 37.51it/s, failures=0, objective=-1.57]

Parallel BO:: : 1798it [00:43, 31.04it/s, failures=0, objective=-1.57]

Parallel BO:: : 1798it [00:43, 31.04it/s, failures=0, objective=-1.57]

Parallel BO:: : 1799it [00:43, 31.04it/s, failures=0, objective=-1.57]

Parallel BO:: : 1800it [00:43, 31.04it/s, failures=0, objective=-1.57]

Parallel BO:: : 1801it [00:43, 31.04it/s, failures=0, objective=-1.57]

Parallel BO:: : 1802it [00:43, 31.04it/s, failures=0, objective=-1.57]

Parallel BO:: : 1803it [00:43, 31.04it/s, failures=0, objective=-1.57]

Parallel BO:: : 1804it [00:43, 31.04it/s, failures=0, objective=-1.57]

Parallel BO:: : 1805it [00:43, 31.04it/s, failures=0, objective=-1.57]

Parallel BO:: : 1806it [00:43, 31.04it/s, failures=0, objective=-1.57]

Parallel BO:: : 1807it [00:43, 31.04it/s, failures=0, objective=-1.57]

Parallel BO:: : 1808it [00:43, 31.04it/s, failures=0, objective=-1.57]

Parallel BO:: : 1809it [00:43, 31.04it/s, failures=0, objective=-1.57]

Parallel BO:: : 1810it [00:43, 31.04it/s, failures=0, objective=-1.57]

Parallel BO:: : 1811it [00:43, 31.04it/s, failures=0, objective=-1.57]

Parallel BO:: : 1812it [00:43, 31.04it/s, failures=0, objective=-1.57]

Parallel BO:: : 1813it [00:43, 31.04it/s, failures=0, objective=-1.57]

Parallel BO:: : 1814it [00:43, 31.04it/s, failures=0, objective=-1.57]

Parallel BO:: : 1815it [00:43, 31.04it/s, failures=0, objective=-1.57]

Parallel BO:: : 1816it [00:43, 31.04it/s, failures=0, objective=-1.57]

Parallel BO:: : 1817it [00:43, 31.04it/s, failures=0, objective=-1.57]

Parallel BO:: : 1818it [00:43, 42.20it/s, failures=0, objective=-1.57]

Parallel BO:: : 1818it [00:43, 42.20it/s, failures=0, objective=-1.57]

Parallel BO:: : 1819it [00:43, 42.20it/s, failures=0, objective=-1.57]

Parallel BO:: : 1820it [00:43, 42.20it/s, failures=0, objective=-1.57]

Parallel BO:: : 1821it [00:43, 42.20it/s, failures=0, objective=-1.57]

Parallel BO:: : 1822it [00:43, 42.20it/s, failures=0, objective=-1.57]

Parallel BO:: : 1823it [00:43, 42.20it/s, failures=0, objective=-1.57]

Parallel BO:: : 1824it [00:43, 42.20it/s, failures=0, objective=-1.57]

Parallel BO:: : 1825it [00:43, 42.20it/s, failures=0, objective=-1.57]

Parallel BO:: : 1826it [00:43, 42.20it/s, failures=0, objective=-1.57]

Parallel BO:: : 1827it [00:43, 42.20it/s, failures=0, objective=-1.57]

Parallel BO:: : 1828it [00:43, 42.20it/s, failures=0, objective=-1.57]

Parallel BO:: : 1829it [00:43, 42.20it/s, failures=0, objective=-1.57]

Parallel BO:: : 1830it [00:43, 42.20it/s, failures=0, objective=-1.57]

Parallel BO:: : 1831it [00:43, 42.35it/s, failures=0, objective=-1.57]

Parallel BO:: : 1831it [00:43, 42.35it/s, failures=0, objective=-1.57]

Parallel BO:: : 1832it [00:43, 42.35it/s, failures=0, objective=-1.57]

Parallel BO:: : 1833it [00:43, 42.35it/s, failures=0, objective=-1.57]

Parallel BO:: : 1834it [00:43, 42.35it/s, failures=0, objective=-1.57]

Parallel BO:: : 1835it [00:43, 42.35it/s, failures=0, objective=-1.57]

Parallel BO:: : 1836it [00:43, 42.35it/s, failures=0, objective=-1.57]

Parallel BO:: : 1837it [00:43, 42.35it/s, failures=0, objective=-1.57]

Parallel BO:: : 1838it [00:43, 42.35it/s, failures=0, objective=-1.57]

Parallel BO:: : 1839it [00:43, 42.35it/s, failures=0, objective=-1.57]

Parallel BO:: : 1840it [00:43, 42.35it/s, failures=0, objective=-1.57]

Parallel BO:: : 1841it [00:43, 42.35it/s, failures=0, objective=-1.57]

Parallel BO:: : 1842it [00:44, 36.81it/s, failures=0, objective=-1.57]

Parallel BO:: : 1842it [00:44, 36.81it/s, failures=0, objective=-1.57]

Parallel BO:: : 1843it [00:44, 36.81it/s, failures=0, objective=-1.57]

Parallel BO:: : 1844it [00:44, 36.81it/s, failures=0, objective=-1.57]

Parallel BO:: : 1845it [00:44, 36.81it/s, failures=0, objective=-1.57]

Parallel BO:: : 1846it [00:44, 36.81it/s, failures=0, objective=-1.57]

Parallel BO:: : 1847it [00:44, 36.81it/s, failures=0, objective=-1.57]

Parallel BO:: : 1848it [00:44, 36.81it/s, failures=0, objective=-1.57]

Parallel BO:: : 1849it [00:44, 36.81it/s, failures=0, objective=-1.57]

Parallel BO:: : 1850it [00:44, 36.81it/s, failures=0, objective=-1.57]

Parallel BO:: : 1851it [00:44, 36.81it/s, failures=0, objective=-1.57]

Parallel BO:: : 1852it [00:44, 36.81it/s, failures=0, objective=-1.57]

Parallel BO:: : 1853it [00:44, 36.81it/s, failures=0, objective=-1.57]

Parallel BO:: : 1854it [00:44, 36.81it/s, failures=0, objective=-1.57]

Parallel BO:: : 1855it [00:44, 36.81it/s, failures=0, objective=-1.57]

Parallel BO:: : 1856it [00:44, 36.81it/s, failures=0, objective=-1.57]

Parallel BO:: : 1857it [00:44, 36.81it/s, failures=0, objective=-1.57]

Parallel BO:: : 1858it [00:44, 36.81it/s, failures=0, objective=-1.57]

Parallel BO:: : 1859it [00:44, 36.81it/s, failures=0, objective=-1.57]

Parallel BO:: : 1860it [00:44, 36.81it/s, failures=0, objective=-1.57]

Parallel BO:: : 1861it [00:44, 40.43it/s, failures=0, objective=-1.57]

Parallel BO:: : 1861it [00:44, 40.43it/s, failures=0, objective=-1.57]

Parallel BO:: : 1862it [00:44, 40.43it/s, failures=0, objective=-1.57]

Parallel BO:: : 1863it [00:44, 40.43it/s, failures=0, objective=-1.57]

Parallel BO:: : 1864it [00:44, 40.43it/s, failures=0, objective=-1.57]

Parallel BO:: : 1865it [00:44, 40.43it/s, failures=0, objective=-1.57]

Parallel BO:: : 1866it [00:44, 40.43it/s, failures=0, objective=-1.57]

Parallel BO:: : 1867it [00:44, 40.43it/s, failures=0, objective=-1.57]

Parallel BO:: : 1868it [00:44, 40.43it/s, failures=0, objective=-1.57]

Parallel BO:: : 1869it [00:44, 40.43it/s, failures=0, objective=-1.32]

Parallel BO:: : 1870it [00:44, 40.43it/s, failures=0, objective=-1.32]

Parallel BO:: : 1871it [00:44, 40.43it/s, failures=0, objective=-1.32]

Parallel BO:: : 1872it [00:44, 40.43it/s, failures=0, objective=-1.32]

Parallel BO:: : 1873it [00:44, 40.43it/s, failures=0, objective=-1.32]

Parallel BO:: : 1874it [00:44, 40.43it/s, failures=0, objective=-1.32]

Parallel BO:: : 1875it [00:44, 43.79it/s, failures=0, objective=-1.32]

Parallel BO:: : 1875it [00:44, 43.79it/s, failures=0, objective=-1.32]

Parallel BO:: : 1876it [00:44, 43.79it/s, failures=0, objective=-1.32]

Parallel BO:: : 1877it [00:44, 43.79it/s, failures=0, objective=-1.32]

Parallel BO:: : 1878it [00:44, 43.79it/s, failures=0, objective=-1.32]

Parallel BO:: : 1879it [00:44, 43.79it/s, failures=0, objective=-1.32]

Parallel BO:: : 1880it [00:44, 43.79it/s, failures=0, objective=-1.32]

Parallel BO:: : 1881it [00:44, 43.79it/s, failures=0, objective=-1.32]

Parallel BO:: : 1882it [00:44, 43.79it/s, failures=0, objective=-1.32]

Parallel BO:: : 1883it [00:44, 43.79it/s, failures=0, objective=-1.32]

Parallel BO:: : 1884it [00:44, 43.79it/s, failures=0, objective=-1.32]

Parallel BO:: : 1885it [00:44, 43.79it/s, failures=0, objective=-1.32]

Parallel BO:: : 1886it [00:45, 44.13it/s, failures=0, objective=-1.32]

Parallel BO:: : 1886it [00:45, 44.13it/s, failures=0, objective=-1.32]

Parallel BO:: : 1887it [00:45, 44.13it/s, failures=0, objective=-1.32]

Parallel BO:: : 1888it [00:45, 44.13it/s, failures=0, objective=-1.32]

Parallel BO:: : 1889it [00:45, 44.13it/s, failures=0, objective=-1.32]

Parallel BO:: : 1890it [00:45, 44.13it/s, failures=0, objective=-1.32]

Parallel BO:: : 1891it [00:45, 38.91it/s, failures=0, objective=-1.32]

Parallel BO:: : 1891it [00:45, 38.91it/s, failures=0, objective=-1.32]

Parallel BO:: : 1892it [00:45, 38.91it/s, failures=0, objective=-1.32]

Parallel BO:: : 1893it [00:45, 38.91it/s, failures=0, objective=-1.32]

Parallel BO:: : 1894it [00:45, 38.91it/s, failures=0, objective=-1.32]

Parallel BO:: : 1895it [00:45, 38.91it/s, failures=0, objective=-1.32]

Parallel BO:: : 1896it [00:45, 33.02it/s, failures=0, objective=-1.32]

Parallel BO:: : 1896it [00:45, 33.02it/s, failures=0, objective=-1.32]

Parallel BO:: : 1897it [00:45, 33.02it/s, failures=0, objective=-1.32]

Parallel BO:: : 1898it [00:45, 33.02it/s, failures=0, objective=-1.32]

Parallel BO:: : 1899it [00:45, 33.02it/s, failures=0, objective=-1.32]

Parallel BO:: : 1900it [00:45, 33.02it/s, failures=0, objective=-1.32]

Parallel BO:: : 1901it [00:45, 33.02it/s, failures=0, objective=-1.32]

Parallel BO:: : 1902it [00:45, 33.02it/s, failures=0, objective=-1.32]

Parallel BO:: : 1903it [00:45, 33.02it/s, failures=0, objective=-1.32]

Parallel BO:: : 1904it [00:45, 33.02it/s, failures=0, objective=-1.32]

Parallel BO:: : 1905it [00:45, 33.02it/s, failures=0, objective=-1.32]

Parallel BO:: : 1906it [00:45, 33.02it/s, failures=0, objective=-1.32]

Parallel BO:: : 1907it [00:45, 33.02it/s, failures=0, objective=-1.32]

Parallel BO:: : 1908it [00:45, 33.02it/s, failures=0, objective=-1.32]

Parallel BO:: : 1909it [00:45, 33.02it/s, failures=0, objective=-1.32]

Parallel BO:: : 1910it [00:45, 33.02it/s, failures=0, objective=-1.32]

Parallel BO:: : 1911it [00:45, 33.02it/s, failures=0, objective=-1.32]

Parallel BO:: : 1912it [00:45, 33.02it/s, failures=0, objective=-1.32]

Parallel BO:: : 1913it [00:45, 33.02it/s, failures=0, objective=-1.32]

Parallel BO:: : 1914it [00:45, 40.91it/s, failures=0, objective=-1.32]

Parallel BO:: : 1914it [00:45, 40.91it/s, failures=0, objective=-1.32]

Parallel BO:: : 1915it [00:45, 40.91it/s, failures=0, objective=-1.32]

Parallel BO:: : 1916it [00:45, 40.91it/s, failures=0, objective=-1.32]

Parallel BO:: : 1917it [00:45, 40.91it/s, failures=0, objective=-1.32]

Parallel BO:: : 1918it [00:45, 40.91it/s, failures=0, objective=-1.32]

Parallel BO:: : 1919it [00:45, 40.91it/s, failures=0, objective=-1.32]

Parallel BO:: : 1920it [00:45, 40.91it/s, failures=0, objective=-1.32]

Parallel BO:: : 1921it [00:45, 40.91it/s, failures=0, objective=-1.32]

Parallel BO:: : 1922it [00:45, 40.91it/s, failures=0, objective=-1.32]

Parallel BO:: : 1923it [00:45, 40.91it/s, failures=0, objective=-1.32]

Parallel BO:: : 1924it [00:45, 40.91it/s, failures=0, objective=-1.32]

Parallel BO:: : 1925it [00:45, 40.91it/s, failures=0, objective=-1.32]

Parallel BO:: : 1926it [00:45, 40.91it/s, failures=0, objective=-1.32]

Parallel BO:: : 1927it [00:45, 40.91it/s, failures=0, objective=-1.32]

Parallel BO:: : 1928it [00:45, 40.91it/s, failures=0, objective=-1.32]

Parallel BO:: : 1929it [00:46, 40.76it/s, failures=0, objective=-1.32]

Parallel BO:: : 1929it [00:46, 40.76it/s, failures=0, objective=-1.32]

Parallel BO:: : 1930it [00:46, 40.76it/s, failures=0, objective=-1.32]

Parallel BO:: : 1931it [00:46, 40.76it/s, failures=0, objective=-1.32]

Parallel BO:: : 1932it [00:46, 40.76it/s, failures=0, objective=-1.32]

Parallel BO:: : 1933it [00:46, 40.76it/s, failures=0, objective=-1.32]

Parallel BO:: : 1934it [00:46, 40.76it/s, failures=0, objective=-1.32]

Parallel BO:: : 1935it [00:46, 40.76it/s, failures=0, objective=-1.32]

Parallel BO:: : 1936it [00:46, 40.76it/s, failures=0, objective=-1.32]

Parallel BO:: : 1937it [00:46, 40.76it/s, failures=0, objective=-1.32]

Parallel BO:: : 1938it [00:46, 40.76it/s, failures=0, objective=-1.32]

Parallel BO:: : 1939it [00:46, 40.76it/s, failures=0, objective=-1.32]

Parallel BO:: : 1940it [00:46, 40.76it/s, failures=0, objective=-1.32]

Parallel BO:: : 1941it [00:46, 40.76it/s, failures=0, objective=-1.32]

Parallel BO:: : 1942it [00:46, 40.76it/s, failures=0, objective=-1.32]

Parallel BO:: : 1943it [00:46, 40.43it/s, failures=0, objective=-1.32]

Parallel BO:: : 1943it [00:46, 40.43it/s, failures=0, objective=-1.32]

Parallel BO:: : 1944it [00:46, 40.43it/s, failures=0, objective=-1.32]

Parallel BO:: : 1945it [00:46, 40.43it/s, failures=0, objective=-1.32]

Parallel BO:: : 1946it [00:46, 40.43it/s, failures=0, objective=-1.32]

Parallel BO:: : 1947it [00:46, 40.43it/s, failures=0, objective=-1.32]

Parallel BO:: : 1948it [00:46, 40.43it/s, failures=0, objective=-1.32]

Parallel BO:: : 1949it [00:46, 40.43it/s, failures=0, objective=-1.32]

Parallel BO:: : 1950it [00:46, 40.43it/s, failures=0, objective=-1.32]

Parallel BO:: : 1951it [00:46, 40.43it/s, failures=0, objective=-1.32]

Parallel BO:: : 1952it [00:46, 40.43it/s, failures=0, objective=-1.32]

Parallel BO:: : 1953it [00:46, 40.43it/s, failures=0, objective=-1.32]

Parallel BO:: : 1954it [00:46, 40.43it/s, failures=0, objective=-1.32]

Parallel BO:: : 1955it [00:46, 40.43it/s, failures=0, objective=-1.32]

Parallel BO:: : 1956it [00:46, 40.35it/s, failures=0, objective=-1.32]

Parallel BO:: : 1956it [00:46, 40.35it/s, failures=0, objective=-1.32]

Parallel BO:: : 1957it [00:46, 40.35it/s, failures=0, objective=-1.32]

Parallel BO:: : 1958it [00:46, 40.35it/s, failures=0, objective=-1.32]

Parallel BO:: : 1959it [00:46, 40.35it/s, failures=0, objective=-1.32]

Parallel BO:: : 1960it [00:46, 40.35it/s, failures=0, objective=-1.32]

Parallel BO:: : 1961it [00:46, 40.35it/s, failures=0, objective=-1.32]

Parallel BO:: : 1962it [00:46, 40.35it/s, failures=0, objective=-1.32]

Parallel BO:: : 1963it [00:46, 40.35it/s, failures=0, objective=-1.32]

Parallel BO:: : 1964it [00:46, 40.35it/s, failures=0, objective=-1.32]

Parallel BO:: : 1965it [00:46, 40.35it/s, failures=0, objective=-1.32]

Parallel BO:: : 1966it [00:46, 40.35it/s, failures=0, objective=-1.32]

Parallel BO:: : 1967it [00:46, 40.35it/s, failures=0, objective=-1.32]

Parallel BO:: : 1968it [00:46, 40.35it/s, failures=0, objective=-1.32]

Parallel BO:: : 1969it [00:47, 38.58it/s, failures=0, objective=-1.32]

Parallel BO:: : 1969it [00:47, 38.58it/s, failures=0, objective=-1.32]

Parallel BO:: : 1970it [00:47, 38.58it/s, failures=0, objective=-0.968]

Parallel BO:: : 1971it [00:47, 38.58it/s, failures=0, objective=-0.968]

Parallel BO:: : 1972it [00:47, 38.58it/s, failures=0, objective=-0.968]

Parallel BO:: : 1973it [00:47, 38.58it/s, failures=0, objective=-0.968]

Parallel BO:: : 1974it [00:47, 38.58it/s, failures=0, objective=-0.968]

Parallel BO:: : 1975it [00:47, 38.58it/s, failures=0, objective=-0.968]

Parallel BO:: : 1976it [00:47, 38.58it/s, failures=0, objective=-0.968]

Parallel BO:: : 1977it [00:47, 38.58it/s, failures=0, objective=-0.968]

Parallel BO:: : 1978it [00:47, 38.58it/s, failures=0, objective=-0.968]

Parallel BO:: : 1979it [00:47, 38.58it/s, failures=0, objective=-0.968]

Parallel BO:: : 1980it [00:47, 38.58it/s, failures=0, objective=-0.968]

Parallel BO:: : 1981it [00:47, 38.58it/s, failures=0, objective=-0.968]

Parallel BO:: : 1982it [00:47, 38.58it/s, failures=0, objective=-0.801]

Parallel BO:: : 1983it [00:47, 41.87it/s, failures=0, objective=-0.801]

Parallel BO:: : 1983it [00:47, 41.87it/s, failures=0, objective=-0.801]

Parallel BO:: : 1984it [00:47, 41.87it/s, failures=0, objective=-0.801]

Parallel BO:: : 1985it [00:47, 41.87it/s, failures=0, objective=-0.801]

Parallel BO:: : 1986it [00:47, 41.87it/s, failures=0, objective=-0.801]

Parallel BO:: : 1987it [00:47, 41.87it/s, failures=0, objective=-0.801]

Parallel BO:: : 1988it [00:47, 41.87it/s, failures=0, objective=-0.801]

Parallel BO:: : 1989it [00:47, 41.87it/s, failures=0, objective=-0.801]

Parallel BO:: : 1990it [00:47, 41.87it/s, failures=0, objective=-0.801]

Parallel BO:: : 1991it [00:47, 41.87it/s, failures=0, objective=-0.801]

Parallel BO:: : 1992it [00:47, 40.04it/s, failures=0, objective=-0.801]

Parallel BO:: : 1992it [00:47, 40.04it/s, failures=0, objective=-0.801]

Parallel BO:: : 1993it [00:47, 40.04it/s, failures=0, objective=-0.801]

Parallel BO:: : 1994it [00:47, 40.04it/s, failures=0, objective=-0.801]

Parallel BO:: : 1995it [00:47, 40.04it/s, failures=0, objective=-0.801]

Parallel BO:: : 1996it [00:47, 40.04it/s, failures=0, objective=-0.801]

Parallel BO:: : 1997it [00:47, 40.04it/s, failures=0, objective=-0.801]

Parallel BO:: : 1998it [00:47, 40.04it/s, failures=0, objective=-0.801]

Parallel BO:: : 1999it [00:47, 40.04it/s, failures=0, objective=-0.801]

Parallel BO:: : 2000it [00:47, 40.04it/s, failures=0, objective=-0.801]

Parallel BO:: : 2001it [00:47, 40.04it/s, failures=0, objective=-0.801]

Parallel BO:: : 2002it [00:47, 40.04it/s, failures=0, objective=-0.801]

Parallel BO:: : 2003it [00:47, 40.04it/s, failures=0, objective=-0.801]

Parallel BO:: : 2004it [00:47, 40.04it/s, failures=0, objective=-0.801]

Parallel BO:: : 2005it [00:47, 40.04it/s, failures=0, objective=-0.801]

Parallel BO:: : 2006it [00:48, 40.79it/s, failures=0, objective=-0.801]

Parallel BO:: : 2006it [00:48, 40.79it/s, failures=0, objective=-0.801]

Parallel BO:: : 2007it [00:48, 40.79it/s, failures=0, objective=-0.801]

Parallel BO:: : 2008it [00:48, 40.79it/s, failures=0, objective=-0.801]

Parallel BO:: : 2009it [00:48, 40.79it/s, failures=0, objective=-0.801]

Parallel BO:: : 2010it [00:48, 40.79it/s, failures=0, objective=-0.801]

Parallel BO:: : 2011it [00:48, 40.79it/s, failures=0, objective=-0.801]

Parallel BO:: : 2012it [00:48, 40.79it/s, failures=0, objective=-0.801]

Parallel BO:: : 2013it [00:48, 40.79it/s, failures=0, objective=-0.801]

Parallel BO:: : 2014it [00:48, 40.79it/s, failures=0, objective=-0.801]

Parallel BO:: : 2015it [00:48, 40.79it/s, failures=0, objective=-0.801]

Parallel BO:: : 2016it [00:48, 40.79it/s, failures=0, objective=-0.801]

Parallel BO:: : 2017it [00:48, 44.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2017it [00:48, 44.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2018it [00:48, 44.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2019it [00:48, 44.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2020it [00:48, 44.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2021it [00:48, 44.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2022it [00:48, 44.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2023it [00:48, 44.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2024it [00:48, 44.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2025it [00:48, 44.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2026it [00:48, 43.38it/s, failures=0, objective=-0.801]

Parallel BO:: : 2026it [00:48, 43.38it/s, failures=0, objective=-0.801]

Parallel BO:: : 2027it [00:48, 43.38it/s, failures=0, objective=-0.801]

Parallel BO:: : 2028it [00:48, 43.38it/s, failures=0, objective=-0.801]

Parallel BO:: : 2029it [00:48, 43.38it/s, failures=0, objective=-0.801]

Parallel BO:: : 2030it [00:48, 43.38it/s, failures=0, objective=-0.801]

Parallel BO:: : 2031it [00:48, 43.38it/s, failures=0, objective=-0.801]

Parallel BO:: : 2032it [00:48, 43.38it/s, failures=0, objective=-0.801]

Parallel BO:: : 2033it [00:48, 43.38it/s, failures=0, objective=-0.801]

Parallel BO:: : 2034it [00:48, 40.54it/s, failures=0, objective=-0.801]

Parallel BO:: : 2034it [00:48, 40.54it/s, failures=0, objective=-0.801]

Parallel BO:: : 2035it [00:48, 40.54it/s, failures=0, objective=-0.801]

Parallel BO:: : 2036it [00:48, 40.54it/s, failures=0, objective=-0.801]

Parallel BO:: : 2037it [00:48, 40.54it/s, failures=0, objective=-0.801]

Parallel BO:: : 2038it [00:48, 40.54it/s, failures=0, objective=-0.801]

Parallel BO:: : 2039it [00:48, 40.54it/s, failures=0, objective=-0.801]

Parallel BO:: : 2040it [00:48, 40.54it/s, failures=0, objective=-0.801]

Parallel BO:: : 2041it [00:49, 38.50it/s, failures=0, objective=-0.801]

Parallel BO:: : 2041it [00:49, 38.50it/s, failures=0, objective=-0.801]

Parallel BO:: : 2042it [00:49, 38.50it/s, failures=0, objective=-0.801]

Parallel BO:: : 2043it [00:49, 38.50it/s, failures=0, objective=-0.801]

Parallel BO:: : 2044it [00:49, 38.50it/s, failures=0, objective=-0.801]

Parallel BO:: : 2045it [00:49, 38.50it/s, failures=0, objective=-0.801]

Parallel BO:: : 2046it [00:49, 38.50it/s, failures=0, objective=-0.801]

Parallel BO:: : 2047it [00:49, 38.50it/s, failures=0, objective=-0.801]

Parallel BO:: : 2048it [00:49, 38.50it/s, failures=0, objective=-0.801]

Parallel BO:: : 2049it [00:49, 35.14it/s, failures=0, objective=-0.801]

Parallel BO:: : 2049it [00:49, 35.14it/s, failures=0, objective=-0.801]

Parallel BO:: : 2050it [00:49, 35.14it/s, failures=0, objective=-0.801]

Parallel BO:: : 2051it [00:49, 35.14it/s, failures=0, objective=-0.801]

Parallel BO:: : 2052it [00:49, 35.14it/s, failures=0, objective=-0.801]

Parallel BO:: : 2053it [00:49, 35.14it/s, failures=0, objective=-0.801]

Parallel BO:: : 2054it [00:49, 35.14it/s, failures=0, objective=-0.801]

Parallel BO:: : 2055it [00:49, 35.14it/s, failures=0, objective=-0.801]

Parallel BO:: : 2056it [00:49, 35.14it/s, failures=0, objective=-0.801]

Parallel BO:: : 2057it [00:49, 35.14it/s, failures=0, objective=-0.801]

Parallel BO:: : 2058it [00:49, 35.14it/s, failures=0, objective=-0.801]

Parallel BO:: : 2059it [00:49, 35.14it/s, failures=0, objective=-0.801]

Parallel BO:: : 2060it [00:49, 38.51it/s, failures=0, objective=-0.801]

Parallel BO:: : 2060it [00:49, 38.51it/s, failures=0, objective=-0.801]

Parallel BO:: : 2061it [00:49, 38.51it/s, failures=0, objective=-0.801]

Parallel BO:: : 2062it [00:49, 38.51it/s, failures=0, objective=-0.801]

Parallel BO:: : 2063it [00:49, 38.51it/s, failures=0, objective=-0.801]

Parallel BO:: : 2064it [00:49, 38.51it/s, failures=0, objective=-0.801]

Parallel BO:: : 2065it [00:49, 38.51it/s, failures=0, objective=-0.801]

Parallel BO:: : 2066it [00:49, 38.51it/s, failures=0, objective=-0.801]

Parallel BO:: : 2067it [00:49, 35.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2067it [00:49, 35.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2068it [00:49, 35.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2069it [00:49, 35.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2070it [00:49, 35.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2071it [00:49, 35.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2072it [00:49, 35.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2073it [00:49, 35.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2074it [00:49, 35.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2075it [00:49, 35.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2076it [00:49, 35.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2077it [00:49, 35.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2078it [00:49, 35.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2079it [00:49, 35.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2080it [00:50, 37.80it/s, failures=0, objective=-0.801]

Parallel BO:: : 2080it [00:50, 37.80it/s, failures=0, objective=-0.801]

Parallel BO:: : 2081it [00:50, 37.80it/s, failures=0, objective=-0.801]

Parallel BO:: : 2082it [00:50, 37.80it/s, failures=0, objective=-0.801]

Parallel BO:: : 2083it [00:50, 37.80it/s, failures=0, objective=-0.801]

Parallel BO:: : 2084it [00:50, 37.80it/s, failures=0, objective=-0.801]

Parallel BO:: : 2085it [00:50, 37.80it/s, failures=0, objective=-0.801]

Parallel BO:: : 2086it [00:50, 37.80it/s, failures=0, objective=-0.801]

Parallel BO:: : 2087it [00:50, 37.80it/s, failures=0, objective=-0.801]

Parallel BO:: : 2088it [00:50, 37.80it/s, failures=0, objective=-0.801]

Parallel BO:: : 2089it [00:50, 37.80it/s, failures=0, objective=-0.801]

Parallel BO:: : 2090it [00:50, 37.80it/s, failures=0, objective=-0.801]

Parallel BO:: : 2091it [00:50, 37.80it/s, failures=0, objective=-0.801]

Parallel BO:: : 2092it [00:50, 37.80it/s, failures=0, objective=-0.801]

Parallel BO:: : 2093it [00:50, 37.80it/s, failures=0, objective=-0.801]

Parallel BO:: : 2094it [00:50, 37.80it/s, failures=0, objective=-0.801]

Parallel BO:: : 2095it [00:50, 37.80it/s, failures=0, objective=-0.801]

Parallel BO:: : 2096it [00:50, 43.56it/s, failures=0, objective=-0.801]

Parallel BO:: : 2096it [00:50, 43.56it/s, failures=0, objective=-0.801]

Parallel BO:: : 2097it [00:50, 43.56it/s, failures=0, objective=-0.801]

Parallel BO:: : 2098it [00:50, 43.56it/s, failures=0, objective=-0.801]

Parallel BO:: : 2099it [00:50, 43.56it/s, failures=0, objective=-0.801]

Parallel BO:: : 2100it [00:50, 43.56it/s, failures=0, objective=-0.801]

Parallel BO:: : 2101it [00:50, 43.56it/s, failures=0, objective=-0.801]

Parallel BO:: : 2102it [00:50, 43.56it/s, failures=0, objective=-0.801]

Parallel BO:: : 2103it [00:50, 43.56it/s, failures=0, objective=-0.801]

Parallel BO:: : 2104it [00:50, 43.56it/s, failures=0, objective=-0.801]

Parallel BO:: : 2105it [00:50, 43.56it/s, failures=0, objective=-0.801]

Parallel BO:: : 2106it [00:50, 43.56it/s, failures=0, objective=-0.801]

Parallel BO:: : 2107it [00:50, 43.56it/s, failures=0, objective=-0.801]

Parallel BO:: : 2108it [00:50, 43.56it/s, failures=0, objective=-0.801]

Parallel BO:: : 2109it [00:50, 43.56it/s, failures=0, objective=-0.801]

Parallel BO:: : 2110it [00:50, 43.56it/s, failures=0, objective=-0.801]

Parallel BO:: : 2111it [00:50, 48.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2111it [00:50, 48.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2112it [00:50, 48.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2113it [00:50, 48.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2114it [00:50, 48.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2115it [00:50, 48.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2116it [00:50, 48.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2117it [00:50, 48.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2118it [00:50, 48.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2119it [00:50, 48.16it/s, failures=0, objective=-0.801]

Parallel BO:: : 2120it [00:51, 37.78it/s, failures=0, objective=-0.801]

Parallel BO:: : 2120it [00:51, 37.78it/s, failures=0, objective=-0.801]

Parallel BO:: : 2121it [00:51, 37.78it/s, failures=0, objective=-0.801]

Parallel BO:: : 2122it [00:51, 37.78it/s, failures=0, objective=-0.801]

Parallel BO:: : 2123it [00:51, 37.78it/s, failures=0, objective=-0.801]

Parallel BO:: : 2124it [00:51, 37.78it/s, failures=0, objective=-0.801]

Parallel BO:: : 2125it [00:51, 37.78it/s, failures=0, objective=-0.801]

Parallel BO:: : 2126it [00:51, 37.78it/s, failures=0, objective=-0.801]

Parallel BO:: : 2127it [00:51, 37.78it/s, failures=0, objective=-0.801]

Parallel BO:: : 2128it [00:51, 37.78it/s, failures=0, objective=-0.801]

Parallel BO:: : 2129it [00:51, 37.78it/s, failures=0, objective=-0.754]

Parallel BO:: : 2130it [00:51, 37.78it/s, failures=0, objective=-0.754]

Parallel BO:: : 2131it [00:51, 37.78it/s, failures=0, objective=-0.754]

Parallel BO:: : 2132it [00:51, 37.78it/s, failures=0, objective=-0.754]

Parallel BO:: : 2133it [00:51, 37.78it/s, failures=0, objective=-0.754]

Parallel BO:: : 2134it [00:51, 37.78it/s, failures=0, objective=-0.754]

Parallel BO:: : 2135it [00:51, 37.78it/s, failures=0, objective=-0.754]

Parallel BO:: : 2136it [00:51, 42.00it/s, failures=0, objective=-0.754]

Parallel BO:: : 2136it [00:51, 42.00it/s, failures=0, objective=-0.754]

Parallel BO:: : 2137it [00:51, 42.00it/s, failures=0, objective=-0.754]

Parallel BO:: : 2138it [00:51, 42.00it/s, failures=0, objective=-0.754]

Parallel BO:: : 2139it [00:51, 42.00it/s, failures=0, objective=-0.754]

Parallel BO:: : 2140it [00:51, 42.00it/s, failures=0, objective=-0.754]

Parallel BO:: : 2141it [00:51, 42.00it/s, failures=0, objective=-0.754]

Parallel BO:: : 2142it [00:51, 42.00it/s, failures=0, objective=-0.754]

Parallel BO:: : 2143it [00:51, 42.00it/s, failures=0, objective=-0.754]

Parallel BO:: : 2144it [00:51, 42.00it/s, failures=0, objective=-0.754]

Parallel BO:: : 2145it [00:51, 42.00it/s, failures=0, objective=-0.754]

Parallel BO:: : 2146it [00:51, 42.00it/s, failures=0, objective=-0.754]

Parallel BO:: : 2147it [00:51, 42.00it/s, failures=0, objective=-0.754]

Parallel BO:: : 2148it [00:51, 40.64it/s, failures=0, objective=-0.754]

Parallel BO:: : 2148it [00:51, 40.64it/s, failures=0, objective=-0.754]

Parallel BO:: : 2149it [00:51, 40.64it/s, failures=0, objective=-0.754]

Parallel BO:: : 2150it [00:51, 40.64it/s, failures=0, objective=-0.754]

Parallel BO:: : 2151it [00:51, 40.64it/s, failures=0, objective=-0.754]

Parallel BO:: : 2152it [00:51, 40.64it/s, failures=0, objective=-0.754]

Parallel BO:: : 2153it [00:51, 40.64it/s, failures=0, objective=-0.754]

Parallel BO:: : 2154it [00:51, 40.64it/s, failures=0, objective=-0.754]

Parallel BO:: : 2155it [00:51, 40.64it/s, failures=0, objective=-0.754]

Parallel BO:: : 2156it [00:51, 40.64it/s, failures=0, objective=-0.754]

Parallel BO:: : 2157it [00:51, 40.64it/s, failures=0, objective=-0.754]

Parallel BO:: : 2158it [00:51, 40.64it/s, failures=0, objective=-0.754]

Parallel BO:: : 2159it [00:51, 40.64it/s, failures=0, objective=-0.754]

Parallel BO:: : 2160it [00:51, 40.64it/s, failures=0, objective=-0.754]

Parallel BO:: : 2161it [00:51, 40.64it/s, failures=0, objective=-0.754]

Parallel BO:: : 2162it [00:51, 40.64it/s, failures=0, objective=-0.754]

Parallel BO:: : 2163it [00:51, 40.64it/s, failures=0, objective=-0.754]

Parallel BO:: : 2164it [00:51, 40.64it/s, failures=0, objective=-0.754]

Parallel BO:: : 2165it [00:51, 47.76it/s, failures=0, objective=-0.754]

Parallel BO:: : 2165it [00:51, 47.76it/s, failures=0, objective=-0.754]

Parallel BO:: : 2166it [00:51, 47.76it/s, failures=0, objective=-0.754]

Parallel BO:: : 2167it [00:51, 47.76it/s, failures=0, objective=-0.754]

Parallel BO:: : 2168it [00:51, 47.76it/s, failures=0, objective=-0.754]

Parallel BO:: : 2169it [00:51, 47.76it/s, failures=0, objective=-0.754]

Parallel BO:: : 2170it [00:51, 47.76it/s, failures=0, objective=-0.754]

Parallel BO:: : 2171it [00:51, 47.76it/s, failures=0, objective=-0.754]

Parallel BO:: : 2172it [00:51, 47.76it/s, failures=0, objective=-0.754]

Parallel BO:: : 2173it [00:52, 40.06it/s, failures=0, objective=-0.754]

Parallel BO:: : 2173it [00:52, 40.06it/s, failures=0, objective=-0.754]

Parallel BO:: : 2174it [00:52, 40.06it/s, failures=0, objective=-0.754]

Parallel BO:: : 2175it [00:52, 40.06it/s, failures=0, objective=-0.742]

Parallel BO:: : 2176it [00:52, 40.06it/s, failures=0, objective=-0.742]

Parallel BO:: : 2177it [00:52, 40.06it/s, failures=0, objective=-0.742]

Parallel BO:: : 2178it [00:52, 40.06it/s, failures=0, objective=-0.742]

Parallel BO:: : 2179it [00:52, 40.06it/s, failures=0, objective=-0.742]

Parallel BO:: : 2180it [00:52, 40.06it/s, failures=0, objective=-0.742]

Parallel BO:: : 2181it [00:52, 40.06it/s, failures=0, objective=-0.742]

Parallel BO:: : 2182it [00:52, 40.06it/s, failures=0, objective=-0.742]

Parallel BO:: : 2183it [00:52, 40.06it/s, failures=0, objective=-0.742]

Parallel BO:: : 2184it [00:52, 40.06it/s, failures=0, objective=-0.742]

Parallel BO:: : 2185it [00:52, 40.06it/s, failures=0, objective=-0.742]

Parallel BO:: : 2186it [00:52, 40.06it/s, failures=0, objective=-0.742]

Parallel BO:: : 2187it [00:52, 43.83it/s, failures=0, objective=-0.742]

Parallel BO:: : 2187it [00:52, 43.83it/s, failures=0, objective=-0.742]

Parallel BO:: : 2188it [00:52, 43.83it/s, failures=0, objective=-0.742]

Parallel BO:: : 2189it [00:52, 43.83it/s, failures=0, objective=-0.742]

Parallel BO:: : 2190it [00:52, 43.83it/s, failures=0, objective=-0.742]

Parallel BO:: : 2191it [00:52, 43.83it/s, failures=0, objective=-0.742]

Parallel BO:: : 2192it [00:52, 43.83it/s, failures=0, objective=-0.742]

Parallel BO:: : 2193it [00:52, 43.83it/s, failures=0, objective=-0.742]

Parallel BO:: : 2194it [00:52, 43.83it/s, failures=0, objective=-0.742]

Parallel BO:: : 2195it [00:52, 35.15it/s, failures=0, objective=-0.742]

Parallel BO:: : 2195it [00:52, 35.15it/s, failures=0, objective=-0.742]

Parallel BO:: : 2196it [00:52, 35.15it/s, failures=0, objective=-0.742]

Parallel BO:: : 2197it [00:52, 35.15it/s, failures=0, objective=-0.742]

Parallel BO:: : 2198it [00:52, 35.15it/s, failures=0, objective=-0.742]

Parallel BO:: : 2199it [00:52, 35.15it/s, failures=0, objective=-0.742]

Parallel BO:: : 2200it [00:52, 35.15it/s, failures=0, objective=-0.742]

Parallel BO:: : 2201it [00:52, 35.15it/s, failures=0, objective=-0.742]

Parallel BO:: : 2202it [00:52, 35.15it/s, failures=0, objective=-0.742]

Parallel BO:: : 2203it [00:52, 35.15it/s, failures=0, objective=-0.742]

Parallel BO:: : 2204it [00:52, 35.15it/s, failures=0, objective=-0.742]

Parallel BO:: : 2205it [00:52, 35.15it/s, failures=0, objective=-0.742]

Parallel BO:: : 2206it [00:52, 35.15it/s, failures=0, objective=-0.742]

Parallel BO:: : 2207it [00:52, 35.15it/s, failures=0, objective=-0.742]

Parallel BO:: : 2208it [00:53, 33.86it/s, failures=0, objective=-0.742]

Parallel BO:: : 2208it [00:53, 33.86it/s, failures=0, objective=-0.742]

Parallel BO:: : 2209it [00:53, 33.86it/s, failures=0, objective=-0.742]

Parallel BO:: : 2210it [00:53, 33.86it/s, failures=0, objective=-0.742]

Parallel BO:: : 2211it [00:53, 33.86it/s, failures=0, objective=-0.742]

Parallel BO:: : 2212it [00:53, 33.86it/s, failures=0, objective=-0.742]

Parallel BO:: : 2213it [00:53, 33.86it/s, failures=0, objective=-0.742]

Parallel BO:: : 2214it [00:53, 33.86it/s, failures=0, objective=-0.742]

Parallel BO:: : 2215it [00:53, 33.86it/s, failures=0, objective=-0.742]

Parallel BO:: : 2216it [00:53, 33.86it/s, failures=0, objective=-0.65]

Parallel BO:: : 2217it [00:53, 33.86it/s, failures=0, objective=-0.65]

Parallel BO:: : 2218it [00:53, 33.86it/s, failures=0, objective=-0.65]

Parallel BO:: : 2219it [00:53, 33.86it/s, failures=0, objective=-0.65]

Parallel BO:: : 2220it [00:53, 33.86it/s, failures=0, objective=-0.65]

Parallel BO:: : 2221it [00:53, 33.86it/s, failures=0, objective=-0.65]

Parallel BO:: : 2222it [00:53, 33.86it/s, failures=0, objective=-0.65]

Parallel BO:: : 2223it [00:53, 33.86it/s, failures=0, objective=-0.65]

Parallel BO:: : 2224it [00:53, 33.86it/s, failures=0, objective=-0.65]

Parallel BO:: : 2225it [00:53, 33.86it/s, failures=0, objective=-0.65]

Parallel BO:: : 2226it [00:53, 33.86it/s, failures=0, objective=-0.65]

Parallel BO:: : 2227it [00:53, 43.69it/s, failures=0, objective=-0.65]

Parallel BO:: : 2227it [00:53, 43.69it/s, failures=0, objective=-0.65]

Parallel BO:: : 2228it [00:53, 43.69it/s, failures=0, objective=-0.65]

Parallel BO:: : 2229it [00:53, 43.69it/s, failures=0, objective=-0.65]

Parallel BO:: : 2230it [00:53, 43.69it/s, failures=0, objective=-0.65]

Parallel BO:: : 2231it [00:53, 43.69it/s, failures=0, objective=-0.65]

Parallel BO:: : 2232it [00:53, 43.69it/s, failures=0, objective=-0.65]

Parallel BO:: : 2233it [00:53, 43.69it/s, failures=0, objective=-0.65]

Parallel BO:: : 2234it [00:53, 38.09it/s, failures=0, objective=-0.65]

Parallel BO:: : 2234it [00:53, 38.09it/s, failures=0, objective=-0.65]

Parallel BO:: : 2235it [00:53, 38.09it/s, failures=0, objective=-0.65]

Parallel BO:: : 2236it [00:53, 38.09it/s, failures=0, objective=-0.65]

Parallel BO:: : 2237it [00:53, 38.09it/s, failures=0, objective=-0.65]

Parallel BO:: : 2238it [00:53, 38.09it/s, failures=0, objective=-0.65]

Parallel BO:: : 2239it [00:53, 38.09it/s, failures=0, objective=-0.65]

Parallel BO:: : 2240it [00:53, 38.09it/s, failures=0, objective=-0.65]

Parallel BO:: : 2241it [00:53, 38.09it/s, failures=0, objective=-0.65]

Parallel BO:: : 2242it [00:53, 38.09it/s, failures=0, objective=-0.65]

Parallel BO:: : 2243it [00:53, 38.09it/s, failures=0, objective=-0.65]

Parallel BO:: : 2244it [00:53, 38.09it/s, failures=0, objective=-0.65]

Parallel BO:: : 2245it [00:53, 38.09it/s, failures=0, objective=-0.65]

Parallel BO:: : 2246it [00:53, 38.09it/s, failures=0, objective=-0.65]

Parallel BO:: : 2247it [00:53, 38.09it/s, failures=0, objective=-0.65]

Parallel BO:: : 2248it [00:54, 36.01it/s, failures=0, objective=-0.65]

Parallel BO:: : 2248it [00:54, 36.01it/s, failures=0, objective=-0.65]

Parallel BO:: : 2249it [00:54, 36.01it/s, failures=0, objective=-0.65]

Parallel BO:: : 2250it [00:54, 36.01it/s, failures=0, objective=-0.65]

Parallel BO:: : 2251it [00:54, 36.01it/s, failures=0, objective=-0.65]

Parallel BO:: : 2252it [00:54, 36.01it/s, failures=0, objective=-0.65]

Parallel BO:: : 2253it [00:54, 36.01it/s, failures=0, objective=-0.65]

Parallel BO:: : 2254it [00:54, 36.01it/s, failures=0, objective=-0.65]

Parallel BO:: : 2255it [00:54, 36.01it/s, failures=0, objective=-0.65]

Parallel BO:: : 2256it [00:54, 36.01it/s, failures=0, objective=-0.65]

Parallel BO:: : 2257it [00:54, 36.01it/s, failures=0, objective=-0.65]

Parallel BO:: : 2258it [00:54, 36.01it/s, failures=0, objective=-0.65]

Parallel BO:: : 2259it [00:54, 36.01it/s, failures=0, objective=-0.65]

Parallel BO:: : 2260it [00:54, 36.01it/s, failures=0, objective=-0.65]

Parallel BO:: : 2261it [00:54, 36.01it/s, failures=0, objective=-0.65]

Parallel BO:: : 2262it [00:54, 36.01it/s, failures=0, objective=-0.65]

Parallel BO:: : 2263it [00:54, 36.01it/s, failures=0, objective=-0.65]

Parallel BO:: : 2264it [00:54, 36.01it/s, failures=0, objective=-0.65]

Parallel BO:: : 2265it [00:54, 36.01it/s, failures=0, objective=-0.65]

Parallel BO:: : 2266it [00:54, 36.01it/s, failures=0, objective=-0.65]

Parallel BO:: : 2267it [00:54, 36.01it/s, failures=0, objective=-0.65]

Parallel BO:: : 2268it [00:54, 42.94it/s, failures=0, objective=-0.65]

Parallel BO:: : 2268it [00:54, 42.94it/s, failures=0, objective=-0.65]

Parallel BO:: : 2269it [00:54, 42.94it/s, failures=0, objective=-0.65]

Parallel BO:: : 2270it [00:54, 42.94it/s, failures=0, objective=-0.65]

Parallel BO:: : 2271it [00:54, 42.94it/s, failures=0, objective=-0.65]

Parallel BO:: : 2272it [00:54, 42.94it/s, failures=0, objective=-0.65]

Parallel BO:: : 2273it [00:54, 42.94it/s, failures=0, objective=-0.65]

Parallel BO:: : 2274it [00:54, 42.94it/s, failures=0, objective=-0.65]

Parallel BO:: : 2275it [00:54, 42.94it/s, failures=0, objective=-0.65]

Parallel BO:: : 2276it [00:54, 42.94it/s, failures=0, objective=-0.65]

Parallel BO:: : 2277it [00:55, 36.64it/s, failures=0, objective=-0.65]

Parallel BO:: : 2277it [00:55, 36.64it/s, failures=0, objective=-0.65]

Parallel BO:: : 2278it [00:55, 36.64it/s, failures=0, objective=-0.65]

Parallel BO:: : 2279it [00:55, 36.64it/s, failures=0, objective=-0.65]

Parallel BO:: : 2280it [00:55, 36.64it/s, failures=0, objective=-0.65]

Parallel BO:: : 2281it [00:55, 36.64it/s, failures=0, objective=-0.65]

Parallel BO:: : 2282it [00:55, 36.64it/s, failures=0, objective=-0.65]

Parallel BO:: : 2283it [00:55, 36.64it/s, failures=0, objective=-0.65]

Parallel BO:: : 2284it [00:55, 36.64it/s, failures=0, objective=-0.65]

Parallel BO:: : 2285it [00:55, 36.64it/s, failures=0, objective=-0.65]

Parallel BO:: : 2286it [00:55, 36.64it/s, failures=0, objective=-0.65]

Parallel BO:: : 2287it [00:55, 36.64it/s, failures=0, objective=-0.65]

Parallel BO:: : 2288it [00:55, 36.64it/s, failures=0, objective=-0.65]

Parallel BO:: : 2289it [00:55, 36.64it/s, failures=0, objective=-0.65]

Parallel BO:: : 2290it [00:55, 36.64it/s, failures=0, objective=-0.65]

Parallel BO:: : 2291it [00:55, 36.64it/s, failures=0, objective=-0.65]

Parallel BO:: : 2292it [00:55, 36.64it/s, failures=0, objective=-0.65]

Parallel BO:: : 2293it [00:55, 36.64it/s, failures=0, objective=-0.65]

Parallel BO:: : 2294it [00:55, 36.64it/s, failures=0, objective=-0.65]

Parallel BO:: : 2295it [00:55, 42.72it/s, failures=0, objective=-0.65]

Parallel BO:: : 2295it [00:55, 42.72it/s, failures=0, objective=-0.65]

Parallel BO:: : 2296it [00:55, 42.72it/s, failures=0, objective=-0.65]

Parallel BO:: : 2297it [00:55, 42.72it/s, failures=0, objective=-0.65]

Parallel BO:: : 2298it [00:55, 42.72it/s, failures=0, objective=-0.65]

Parallel BO:: : 2299it [00:55, 42.72it/s, failures=0, objective=-0.65]

Parallel BO:: : 2300it [00:55, 42.72it/s, failures=0, objective=-0.65]

Parallel BO:: : 2301it [00:55, 42.72it/s, failures=0, objective=-0.65]

Parallel BO:: : 2302it [00:55, 42.72it/s, failures=0, objective=-0.65]

Parallel BO:: : 2303it [00:55, 42.72it/s, failures=0, objective=-0.65]

Parallel BO:: : 2304it [00:55, 42.72it/s, failures=0, objective=-0.65]

Parallel BO:: : 2305it [00:55, 42.72it/s, failures=0, objective=-0.65]

Parallel BO:: : 2306it [00:55, 38.14it/s, failures=0, objective=-0.65]

Parallel BO:: : 2306it [00:55, 38.14it/s, failures=0, objective=-0.65]

Parallel BO:: : 2307it [00:55, 38.14it/s, failures=0, objective=-0.65]

Parallel BO:: : 2308it [00:55, 38.14it/s, failures=0, objective=-0.65]

Parallel BO:: : 2309it [00:55, 38.14it/s, failures=0, objective=-0.65]

Parallel BO:: : 2310it [00:55, 38.14it/s, failures=0, objective=-0.65]

Parallel BO:: : 2311it [00:55, 38.14it/s, failures=0, objective=-0.65]

Parallel BO:: : 2312it [00:55, 38.14it/s, failures=0, objective=-0.65]

Parallel BO:: : 2313it [00:55, 38.14it/s, failures=0, objective=-0.65]

Parallel BO:: : 2314it [00:55, 38.14it/s, failures=0, objective=-0.65]

Parallel BO:: : 2315it [00:55, 38.14it/s, failures=0, objective=-0.65]

Parallel BO:: : 2316it [00:55, 38.14it/s, failures=0, objective=-0.65]

Parallel BO:: : 2317it [00:55, 38.14it/s, failures=0, objective=-0.65]

Parallel BO:: : 2318it [00:55, 38.14it/s, failures=0, objective=-0.65]

Parallel BO:: : 2319it [00:55, 38.14it/s, failures=0, objective=-0.65]

Parallel BO:: : 2320it [00:55, 38.14it/s, failures=0, objective=-0.65]

Parallel BO:: : 2321it [00:55, 38.14it/s, failures=0, objective=-0.65]

Parallel BO:: : 2322it [00:56, 40.32it/s, failures=0, objective=-0.65]

Parallel BO:: : 2322it [00:56, 40.32it/s, failures=0, objective=-0.65]

Parallel BO:: : 2323it [00:56, 40.32it/s, failures=0, objective=-0.65]

Parallel BO:: : 2324it [00:56, 40.32it/s, failures=0, objective=-0.65]

Parallel BO:: : 2325it [00:56, 40.32it/s, failures=0, objective=-0.65]

Parallel BO:: : 2326it [00:56, 40.32it/s, failures=0, objective=-0.65]

Parallel BO:: : 2327it [00:56, 40.32it/s, failures=0, objective=-0.65]

Parallel BO:: : 2328it [00:56, 40.32it/s, failures=0, objective=-0.65]

Parallel BO:: : 2329it [00:56, 40.32it/s, failures=0, objective=-0.467]

Parallel BO:: : 2330it [00:56, 40.32it/s, failures=0, objective=-0.467]

Parallel BO:: : 2331it [00:56, 37.84it/s, failures=0, objective=-0.467]

Parallel BO:: : 2331it [00:56, 37.84it/s, failures=0, objective=-0.467]

Parallel BO:: : 2332it [00:56, 37.84it/s, failures=0, objective=-0.467]

Parallel BO:: : 2333it [00:56, 37.84it/s, failures=0, objective=-0.467]

Parallel BO:: : 2334it [00:56, 37.84it/s, failures=0, objective=-0.467]

Parallel BO:: : 2335it [00:56, 37.84it/s, failures=0, objective=-0.467]

Parallel BO:: : 2336it [00:56, 37.84it/s, failures=0, objective=-0.467]

Parallel BO:: : 2337it [00:56, 37.84it/s, failures=0, objective=-0.467]

Parallel BO:: : 2338it [00:56, 37.84it/s, failures=0, objective=-0.467]

Parallel BO:: : 2339it [00:56, 37.84it/s, failures=0, objective=-0.467]

Parallel BO:: : 2340it [00:56, 37.84it/s, failures=0, objective=-0.467]

Parallel BO:: : 2341it [00:56, 37.84it/s, failures=0, objective=-0.467]

Parallel BO:: : 2342it [00:56, 37.84it/s, failures=0, objective=-0.467]

Parallel BO:: : 2343it [00:56, 39.15it/s, failures=0, objective=-0.467]

Parallel BO:: : 2343it [00:56, 39.15it/s, failures=0, objective=-0.467]

Parallel BO:: : 2344it [00:56, 39.15it/s, failures=0, objective=-0.467]

Parallel BO:: : 2345it [00:56, 39.15it/s, failures=0, objective=-0.467]

Parallel BO:: : 2346it [00:56, 39.15it/s, failures=0, objective=-0.467]

Parallel BO:: : 2347it [00:56, 39.15it/s, failures=0, objective=-0.467]

Parallel BO:: : 2348it [00:56, 39.15it/s, failures=0, objective=-0.467]

Parallel BO:: : 2349it [00:56, 39.15it/s, failures=0, objective=-0.467]

Parallel BO:: : 2350it [00:56, 39.15it/s, failures=0, objective=-0.467]

Parallel BO:: : 2351it [00:56, 37.77it/s, failures=0, objective=-0.467]

Parallel BO:: : 2351it [00:56, 37.77it/s, failures=0, objective=-0.467]

Parallel BO:: : 2352it [00:56, 37.77it/s, failures=0, objective=-0.467]

Parallel BO:: : 2353it [00:56, 37.77it/s, failures=0, objective=-0.467]

Parallel BO:: : 2354it [00:56, 37.77it/s, failures=0, objective=-0.467]

Parallel BO:: : 2355it [00:56, 37.77it/s, failures=0, objective=-0.467]

Parallel BO:: : 2356it [00:56, 37.77it/s, failures=0, objective=-0.467]

Parallel BO:: : 2357it [00:56, 37.77it/s, failures=0, objective=-0.467]

Parallel BO:: : 2358it [00:56, 37.77it/s, failures=0, objective=-0.467]

Parallel BO:: : 2359it [00:56, 37.77it/s, failures=0, objective=-0.467]

Parallel BO:: : 2360it [00:56, 37.77it/s, failures=0, objective=-0.467]

Parallel BO:: : 2361it [00:56, 37.77it/s, failures=0, objective=-0.467]

Parallel BO:: : 2362it [00:57, 38.58it/s, failures=0, objective=-0.467]

Parallel BO:: : 2362it [00:57, 38.58it/s, failures=0, objective=-0.467]

Parallel BO:: : 2363it [00:57, 38.58it/s, failures=0, objective=-0.467]

Parallel BO:: : 2364it [00:57, 38.58it/s, failures=0, objective=-0.467]

Parallel BO:: : 2365it [00:57, 38.58it/s, failures=0, objective=-0.467]

Parallel BO:: : 2366it [00:57, 38.58it/s, failures=0, objective=-0.467]

Parallel BO:: : 2367it [00:57, 38.58it/s, failures=0, objective=-0.467]

Parallel BO:: : 2368it [00:57, 38.58it/s, failures=0, objective=-0.467]

Parallel BO:: : 2369it [00:57, 38.58it/s, failures=0, objective=-0.467]

Parallel BO:: : 2370it [00:57, 38.58it/s, failures=0, objective=-0.467]

Parallel BO:: : 2371it [00:57, 38.58it/s, failures=0, objective=-0.467]

Parallel BO:: : 2372it [00:57, 38.58it/s, failures=0, objective=-0.467]

Parallel BO:: : 2373it [00:57, 38.58it/s, failures=0, objective=-0.467]

Parallel BO:: : 2374it [00:57, 38.58it/s, failures=0, objective=-0.467]

Parallel BO:: : 2375it [00:57, 38.58it/s, failures=0, objective=-0.467]

Parallel BO:: : 2376it [00:57, 38.58it/s, failures=0, objective=-0.467]

Parallel BO:: : 2377it [00:57, 38.58it/s, failures=0, objective=-0.467]

Parallel BO:: : 2378it [00:57, 38.58it/s, failures=0, objective=-0.467]

Parallel BO:: : 2379it [00:57, 38.58it/s, failures=0, objective=-0.467]

Parallel BO:: : 2380it [00:57, 42.00it/s, failures=0, objective=-0.467]

Parallel BO:: : 2380it [00:57, 42.00it/s, failures=0, objective=-0.467]

Parallel BO:: : 2381it [00:57, 42.00it/s, failures=0, objective=-0.467]

Parallel BO:: : 2382it [00:57, 42.00it/s, failures=0, objective=-0.467]

Parallel BO:: : 2383it [00:57, 42.00it/s, failures=0, objective=-0.467]

Parallel BO:: : 2384it [00:57, 42.00it/s, failures=0, objective=-0.467]

Parallel BO:: : 2385it [00:57, 42.00it/s, failures=0, objective=-0.467]

Parallel BO:: : 2386it [00:57, 42.00it/s, failures=0, objective=-0.467]

Parallel BO:: : 2387it [00:57, 42.00it/s, failures=0, objective=-0.467]

Parallel BO:: : 2388it [00:57, 42.00it/s, failures=0, objective=-0.467]

Parallel BO:: : 2389it [00:57, 42.00it/s, failures=0, objective=-0.467]

Parallel BO:: : 2390it [00:57, 42.00it/s, failures=0, objective=-0.467]

Parallel BO:: : 2391it [00:57, 42.00it/s, failures=0, objective=-0.467]

Parallel BO:: : 2392it [00:57, 42.00it/s, failures=0, objective=-0.467]

Parallel BO:: : 2393it [00:57, 42.00it/s, failures=0, objective=-0.467]

Parallel BO:: : 2394it [00:57, 42.65it/s, failures=0, objective=-0.467]

Parallel BO:: : 2394it [00:57, 42.65it/s, failures=0, objective=-0.467]

Parallel BO:: : 2395it [00:57, 42.65it/s, failures=0, objective=-0.467]

Parallel BO:: : 2396it [00:57, 42.65it/s, failures=0, objective=-0.467]

Parallel BO:: : 2397it [00:57, 42.65it/s, failures=0, objective=-0.467]

Parallel BO:: : 2398it [00:57, 42.65it/s, failures=0, objective=-0.467]

Parallel BO:: : 2399it [00:57, 42.65it/s, failures=0, objective=-0.467]

Parallel BO:: : 2400it [00:57, 42.65it/s, failures=0, objective=-0.467]

Parallel BO:: : 2401it [00:57, 42.65it/s, failures=0, objective=-0.467]

Parallel BO:: : 2402it [00:57, 42.65it/s, failures=0, objective=-0.467]

Parallel BO:: : 2403it [00:57, 42.65it/s, failures=0, objective=-0.467]

Parallel BO:: : 2404it [00:57, 42.65it/s, failures=0, objective=-0.467]

Parallel BO:: : 2405it [00:57, 42.65it/s, failures=0, objective=-0.467]

Parallel BO:: : 2406it [00:57, 42.65it/s, failures=0, objective=-0.467]

Parallel BO:: : 2407it [00:57, 42.65it/s, failures=0, objective=-0.467]

Parallel BO:: : 2408it [00:57, 42.65it/s, failures=0, objective=-0.467]

Parallel BO:: : 2409it [00:57, 42.65it/s, failures=0, objective=-0.467]

Parallel BO:: : 2410it [00:57, 42.65it/s, failures=0, objective=-0.467]

Parallel BO:: : 2411it [00:58, 46.07it/s, failures=0, objective=-0.467]

Parallel BO:: : 2411it [00:58, 46.07it/s, failures=0, objective=-0.467]

Parallel BO:: : 2412it [00:58, 46.07it/s, failures=0, objective=-0.467]

Parallel BO:: : 2413it [00:58, 46.07it/s, failures=0, objective=-0.467]

Parallel BO:: : 2414it [00:58, 46.07it/s, failures=0, objective=-0.467]

Parallel BO:: : 2415it [00:58, 46.07it/s, failures=0, objective=-0.467]

Parallel BO:: : 2416it [00:58, 46.07it/s, failures=0, objective=-0.467]

Parallel BO:: : 2417it [00:58, 46.07it/s, failures=0, objective=-0.388]

Parallel BO:: : 2418it [00:58, 46.07it/s, failures=0, objective=-0.388]

Parallel BO:: : 2419it [00:58, 46.07it/s, failures=0, objective=-0.388]

Parallel BO:: : 2420it [00:58, 41.40it/s, failures=0, objective=-0.388]

Parallel BO:: : 2420it [00:58, 41.40it/s, failures=0, objective=-0.388]

Parallel BO:: : 2421it [00:58, 41.40it/s, failures=0, objective=-0.388]

Parallel BO:: : 2422it [00:58, 41.40it/s, failures=0, objective=-0.388]

Parallel BO:: : 2423it [00:58, 41.40it/s, failures=0, objective=-0.388]

Parallel BO:: : 2424it [00:58, 41.40it/s, failures=0, objective=-0.388]

Parallel BO:: : 2425it [00:58, 41.40it/s, failures=0, objective=-0.388]

Parallel BO:: : 2426it [00:58, 41.40it/s, failures=0, objective=-0.388]

Parallel BO:: : 2427it [00:58, 41.40it/s, failures=0, objective=-0.388]

Parallel BO:: : 2428it [00:58, 41.40it/s, failures=0, objective=-0.388]

Parallel BO:: : 2429it [00:58, 41.40it/s, failures=0, objective=-0.388]

Parallel BO:: : 2430it [00:58, 41.40it/s, failures=0, objective=-0.388]

Parallel BO:: : 2431it [00:58, 41.40it/s, failures=0, objective=-0.388]

Parallel BO:: : 2432it [00:58, 41.40it/s, failures=0, objective=-0.388]

Parallel BO:: : 2433it [00:58, 43.76it/s, failures=0, objective=-0.388]

Parallel BO:: : 2433it [00:58, 43.76it/s, failures=0, objective=-0.388]

Parallel BO:: : 2434it [00:58, 43.76it/s, failures=0, objective=-0.388]

Parallel BO:: : 2435it [00:58, 43.76it/s, failures=0, objective=-0.388]

Parallel BO:: : 2436it [00:58, 43.76it/s, failures=0, objective=-0.388]

Parallel BO:: : 2437it [00:58, 43.76it/s, failures=0, objective=-0.388]

Parallel BO:: : 2438it [00:58, 43.76it/s, failures=0, objective=-0.388]

Parallel BO:: : 2439it [00:58, 43.76it/s, failures=0, objective=-0.388]

Parallel BO:: : 2440it [00:58, 43.76it/s, failures=0, objective=-0.388]

Parallel BO:: : 2441it [00:58, 39.92it/s, failures=0, objective=-0.388]

Parallel BO:: : 2441it [00:58, 39.92it/s, failures=0, objective=-0.388]

Parallel BO:: : 2442it [00:58, 39.92it/s, failures=0, objective=-0.388]

Parallel BO:: : 2443it [00:58, 39.92it/s, failures=0, objective=-0.388]

Parallel BO:: : 2444it [00:58, 39.92it/s, failures=0, objective=-0.388]

Parallel BO:: : 2445it [00:58, 39.92it/s, failures=0, objective=-0.388]

Parallel BO:: : 2446it [00:58, 39.92it/s, failures=0, objective=-0.388]

Parallel BO:: : 2447it [00:58, 39.92it/s, failures=0, objective=-0.388]

Parallel BO:: : 2448it [00:58, 39.92it/s, failures=0, objective=-0.388]

Parallel BO:: : 2449it [00:58, 39.92it/s, failures=0, objective=-0.388]

Parallel BO:: : 2450it [00:58, 39.92it/s, failures=0, objective=-0.388]

Parallel BO:: : 2451it [00:58, 39.92it/s, failures=0, objective=-0.388]

Parallel BO:: : 2452it [00:58, 39.92it/s, failures=0, objective=-0.388]

Parallel BO:: : 2453it [00:58, 39.92it/s, failures=0, objective=-0.388]

Parallel BO:: : 2454it [00:59, 40.54it/s, failures=0, objective=-0.388]

Parallel BO:: : 2454it [00:59, 40.54it/s, failures=0, objective=-0.388]

Parallel BO:: : 2455it [00:59, 40.54it/s, failures=0, objective=-0.388]

Parallel BO:: : 2456it [00:59, 40.54it/s, failures=0, objective=-0.388]

Parallel BO:: : 2457it [00:59, 40.54it/s, failures=0, objective=-0.388]

Parallel BO:: : 2458it [00:59, 40.54it/s, failures=0, objective=-0.388]

Parallel BO:: : 2459it [00:59, 40.54it/s, failures=0, objective=-0.388]

Parallel BO:: : 2460it [00:59, 40.54it/s, failures=0, objective=-0.388]

Parallel BO:: : 2461it [00:59, 40.54it/s, failures=0, objective=-0.388]

Parallel BO:: : 2462it [00:59, 40.54it/s, failures=0, objective=-0.388]

Parallel BO:: : 2463it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2463it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2464it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2465it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2466it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2467it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2468it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2469it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2470it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2471it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2472it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2473it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2474it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2475it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2476it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2477it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2478it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2479it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2480it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2481it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2482it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2483it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2484it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2485it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2486it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2487it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2488it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2489it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2490it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2491it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2492it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2493it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2494it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2495it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2496it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2497it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2498it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2499it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2500it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2501it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2502it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2503it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2504it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2505it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2506it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2507it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2508it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2509it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2510it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2511it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2512it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2513it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2514it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2515it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2516it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2517it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2518it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2519it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2520it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2521it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2522it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2523it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2524it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2525it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2526it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2527it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2528it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2529it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2530it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2531it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2532it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2533it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2534it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2535it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2536it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2537it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2538it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2539it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2540it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2541it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2542it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2543it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2544it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2545it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2546it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2547it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2548it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2549it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2550it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2551it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2552it [01:02, 10.55it/s, failures=0, objective=-0.388]

Parallel BO:: : 2553it [01:02, 10.55it/s, failures=0, objective=-0.388]
p:x0 p:x1 p:x2 p:x3 p:x4 objective job_id job_status m:timestamp_submit m:timestamp_start m:timestamp_end m:timestamp_gather
0 16.344096 20.457804 -27.913095 -27.692182 28.103730 -21.616393 78 DONE 0.006377 0.006767 0.601200 0.608737
1 -11.592801 28.200101 -16.494237 -12.729873 10.603544 -21.461807 79 DONE 0.006381 0.006839 0.648163 0.655427
2 2.099672 5.557481 5.335090 30.914251 -4.079160 -20.347804 29 DONE 0.006160 0.002525 0.883815 0.890977
3 -20.886258 -26.932896 -10.757414 18.019752 -15.501835 -20.881206 90 DONE 0.006435 0.007985 0.891972 0.904913
4 17.408161 8.180770 12.941298 29.073786 4.721364 -20.739146 49 DONE 0.006258 0.004018 0.890506 0.905376
... ... ... ... ... ... ... ... ... ... ... ... ...
2548 5.090940 0.163142 2.148031 -1.779100 1.507050 -9.767546 2470 CANCELLED 58.123143 58.116981 60.635695 62.713897
2549 11.335849 4.146546 1.615620 -1.087647 -2.380955 -15.256001 2499 CANCELLED 58.754948 58.748695 60.530548 62.714056
2550 5.565312 -5.888106 0.235503 -1.622769 -2.938645 -12.563306 2522 CANCELLED 59.313130 59.306760 60.822612 62.714216
2551 5.090940 0.163142 2.148031 -1.779100 1.507050 -9.767546 2464 CANCELLED 58.123121 58.116866 59.962315 62.714375
2552 -2.154933 2.447673 2.491713 -1.362422 0.407415 -8.593117 2535 CANCELLED 59.579840 59.573451 61.176946 62.714534

2553 rows × 12 columns



It can be surprising to see in the results that the last lines have "job_status" set to “CANCELLED” but still have an objective value. This is due to the fact that the cancellation of a job is asynchronous and already scheduled Asyncio tasks are therefore executed. When the timeout is reached the jobs created by the “thread” method jobs cannot be directly killed but rather their job.status is updated to "CANCELLING" and the user-code is responsible for checking the status of the job and interrupting the execution. This is why the objective value is still present in the results. This behavior is different from the “process” method where the jobs are killed directly.

We can now plot the results of the parallel search. The first plot shows the evolution of the objective. The second plot shows the utilization of the worker over time.

We can see that the parallel search is able to evaluate a lot more points in the same time budget. This also allows the algorithm to explore more of the search space and potentially find better solutions. The utilization plot shows that the workers are used efficiently in the parallel search (above 80%).

Code (Plot search trajectory and worker utilization)
fig, axes = plt.subplots(
        nrows=2,
        ncols=1,
        sharex=True,
        figsize=figure_size(width=600),
        tight_layout=True,
    )

_ = plot_search_trajectory_single_objective_hpo(
    results["parallel"], mode="min", x_units="seconds", ax=axes[0]
)

_ = plot_worker_utilization(
    results["parallel"], num_workers=1, profile_type="start/end", ax=axes[1]
)
plot from serial to parallel hpo

Finally, we compare both search with the execution time is used as the x-axis. The advantage of parallelism is clearly visible by the difference in the number of evaluations and in objective.

Code (Plot search trajectories)
fig, ax = plt.subplots(figsize=figure_size(width=600), tight_layout=True)

for i, (strategy, df) in enumerate(results.items()):
    plot_search_trajectory_single_objective_hpo(
        df,
        show_failures=False,
        mode="min",
        x_units="seconds",
        ax=ax,
        label=strategy,
        plot_kwargs={"color": f"C{i}"},
        scatter_success_kwargs={"color": f"C{i}"},
    )

_ = ax.set_xlabel("Time (sec.)")
_ = ax.set_ylabel("Objective")
_ = ax.set_yscale("log")
_ = ax.grid(visible=True, which="minor", linestyle=":")
_ = ax.grid(visible=True, which="major", linestyle="-")
_ = ax.legend()
plot from serial to parallel hpo

Finally, one could compare to a random search to see if the overheads of the parallel Bayesian optimization are worth it (i.e., the cost of fitting and optimizing the surrogate model). The evaluator is defined similarly to the one used for the parallel Bayesian optimization search:

parallel_evaluator = Evaluator.create(
    run_ackley,
    method="thread",
    method_kwargs={
        "num_workers": 100, # For the parallel evaluations
        "callbacks": [TqdmCallback("Random Search:")]
    },
)
random_search = RandomSearch(problem, random_state=search_kwargs["random_state"])
results["random"] = preprocess_results(random_search.search(parallel_evaluator, timeout=timeout))
results["random"]

Results file already exists, it will be renamed to /Users/rp5/Documents/DeepHyper/deephyper/examples/examples_parallelism/results_20250818-150201.csv



0it [00:00, ?it/s]


Random Search:: : 0it [00:00, ?it/s]


Random Search:: : 1it [00:00, 4809.98it/s, failures=0, objective=-21.3]


Random Search:: : 2it [00:00,  4.11it/s, failures=0, objective=-21.3]


Random Search:: : 2it [00:00,  4.11it/s, failures=0, objective=-20.5]


Random Search:: : 3it [00:00,  4.81it/s, failures=0, objective=-20.5]


Random Search:: : 3it [00:00,  4.81it/s, failures=0, objective=-20.5]


Random Search:: : 4it [00:00,  4.81it/s, failures=0, objective=-20.5]


Random Search:: : 5it [00:00,  4.81it/s, failures=0, objective=-20.5]


Random Search:: : 6it [00:00,  4.81it/s, failures=0, objective=-20.3]


Random Search:: : 7it [00:00,  4.81it/s, failures=0, objective=-20.3]


Random Search:: : 8it [00:00, 14.38it/s, failures=0, objective=-20.3]


Random Search:: : 8it [00:00, 14.38it/s, failures=0, objective=-20.3]


Random Search:: : 9it [00:00, 14.38it/s, failures=0, objective=-20.3]


Random Search:: : 10it [00:00, 14.38it/s, failures=0, objective=-20.3]


Random Search:: : 11it [00:00, 16.97it/s, failures=0, objective=-20.3]


Random Search:: : 11it [00:00, 16.97it/s, failures=0, objective=-20.3]


Random Search:: : 12it [00:00, 16.97it/s, failures=0, objective=-20.3]


Random Search:: : 13it [00:00, 16.97it/s, failures=0, objective=-20.3]


Random Search:: : 14it [00:00, 16.97it/s, failures=0, objective=-19]


Random Search:: : 15it [00:00, 16.97it/s, failures=0, objective=-19]


Random Search:: : 16it [00:00, 16.97it/s, failures=0, objective=-19]


Random Search:: : 17it [00:00, 16.97it/s, failures=0, objective=-19]


Random Search:: : 18it [00:00, 16.97it/s, failures=0, objective=-19]


Random Search:: : 19it [00:00, 16.97it/s, failures=0, objective=-19]


Random Search:: : 20it [00:00, 16.97it/s, failures=0, objective=-19]


Random Search:: : 21it [00:00, 36.50it/s, failures=0, objective=-19]


Random Search:: : 21it [00:00, 36.50it/s, failures=0, objective=-19]


Random Search:: : 22it [00:01, 36.50it/s, failures=0, objective=-19]


Random Search:: : 23it [00:01, 36.50it/s, failures=0, objective=-19]


Random Search:: : 24it [00:01, 36.50it/s, failures=0, objective=-19]


Random Search:: : 25it [00:01, 36.50it/s, failures=0, objective=-19]


Random Search:: : 26it [00:01, 35.72it/s, failures=0, objective=-19]


Random Search:: : 26it [00:01, 35.72it/s, failures=0, objective=-19]


Random Search:: : 27it [00:01, 35.72it/s, failures=0, objective=-19]


Random Search:: : 28it [00:01, 35.72it/s, failures=0, objective=-19]


Random Search:: : 29it [00:01, 35.72it/s, failures=0, objective=-19]


Random Search:: : 30it [00:01, 35.72it/s, failures=0, objective=-19]


Random Search:: : 31it [00:01, 38.98it/s, failures=0, objective=-19]


Random Search:: : 31it [00:01, 38.98it/s, failures=0, objective=-19]


Random Search:: : 32it [00:01, 38.98it/s, failures=0, objective=-19]


Random Search:: : 33it [00:01, 38.98it/s, failures=0, objective=-19]


Random Search:: : 34it [00:01, 38.98it/s, failures=0, objective=-19]


Random Search:: : 35it [00:01, 38.98it/s, failures=0, objective=-19]


Random Search:: : 36it [00:01, 38.98it/s, failures=0, objective=-19]


Random Search:: : 37it [00:01, 38.98it/s, failures=0, objective=-19]


Random Search:: : 38it [00:01, 44.12it/s, failures=0, objective=-19]


Random Search:: : 38it [00:01, 44.12it/s, failures=0, objective=-19]


Random Search:: : 39it [00:01, 44.12it/s, failures=0, objective=-19]


Random Search:: : 40it [00:01, 44.12it/s, failures=0, objective=-19]


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Random Search:: : 754it [00:15, 66.73it/s, failures=0, objective=-13.8]


Random Search:: : 754it [00:15, 66.73it/s, failures=0, objective=-13.8]


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Random Search:: : 762it [00:15, 61.26it/s, failures=0, objective=-13.8]


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Random Search:: : 779it [00:16, 52.09it/s, failures=0, objective=-13.8]


Random Search:: : 780it [00:16, 52.09it/s, failures=0, objective=-13.8]


Random Search:: : 781it [00:16, 47.18it/s, failures=0, objective=-13.8]


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Random Search:: : 786it [00:16, 34.02it/s, failures=0, objective=-13.8]


Random Search:: : 786it [00:16, 34.02it/s, failures=0, objective=-13.8]


Random Search:: : 787it [00:16, 34.02it/s, failures=0, objective=-13.8]


Random Search:: : 788it [00:16, 34.02it/s, failures=0, objective=-13.8]


Random Search:: : 789it [00:16, 34.02it/s, failures=0, objective=-13.8]


Random Search:: : 790it [00:16, 34.02it/s, failures=0, objective=-13.8]


Random Search:: : 791it [00:16, 34.02it/s, failures=0, objective=-13.8]


Random Search:: : 792it [00:16, 38.78it/s, failures=0, objective=-13.8]


Random Search:: : 792it [00:16, 38.78it/s, failures=0, objective=-13.8]


Random Search:: : 793it [00:16, 38.78it/s, failures=0, objective=-13.8]


Random Search:: : 794it [00:16, 38.78it/s, failures=0, objective=-13.8]


Random Search:: : 795it [00:16, 38.78it/s, failures=0, objective=-13.8]


Random Search:: : 796it [00:16, 38.78it/s, failures=0, objective=-13.8]


Random Search:: : 797it [00:16, 38.78it/s, failures=0, objective=-13.8]


Random Search:: : 798it [00:16, 38.78it/s, failures=0, objective=-13.8]


Random Search:: : 799it [00:16, 45.22it/s, failures=0, objective=-13.8]


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Random Search:: : 800it [00:16, 45.22it/s, failures=0, objective=-13.8]


Random Search:: : 801it [00:16, 45.22it/s, failures=0, objective=-13.8]

Parallel BO:: : 2553it [01:19, 10.55it/s, failures=0, objective=-0.388]


Random Search:: : 802it [00:16, 45.22it/s, failures=0, objective=-13.8]


Random Search:: : 803it [00:16, 45.22it/s, failures=0, objective=-13.8]


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Random Search:: : 809it [00:16, 45.86it/s, failures=0, objective=-13.8]


Random Search:: : 810it [00:16, 45.86it/s, failures=0, objective=-13.8]


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Random Search:: : 812it [00:16, 51.58it/s, failures=0, objective=-13.8]


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Random Search:: : 813it [00:16, 51.58it/s, failures=0, objective=-13.8]


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Random Search:: : 818it [00:17, 51.14it/s, failures=0, objective=-13.8]


Random Search:: : 818it [00:17, 51.14it/s, failures=0, objective=-13.8]


Random Search:: : 819it [00:17, 51.14it/s, failures=0, objective=-13.8]


Random Search:: : 820it [00:17, 51.14it/s, failures=0, objective=-13.8]


Random Search:: : 821it [00:17, 51.14it/s, failures=0, objective=-13.8]


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Random Search:: : 824it [00:17, 38.75it/s, failures=0, objective=-13.8]


Random Search:: : 824it [00:17, 38.75it/s, failures=0, objective=-13.8]


Random Search:: : 825it [00:17, 38.75it/s, failures=0, objective=-13.8]


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Random Search:: : 839it [00:17, 50.35it/s, failures=0, objective=-13.8]


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Random Search:: : 849it [00:17, 60.04it/s, failures=0, objective=-13.8]


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Random Search:: : 854it [00:17, 60.04it/s, failures=0, objective=-13.8]


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Random Search:: : 856it [00:17, 50.30it/s, failures=0, objective=-13.8]


Random Search:: : 856it [00:17, 50.30it/s, failures=0, objective=-13.8]


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Random Search:: : 860it [00:17, 50.30it/s, failures=0, objective=-13.8]


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Random Search:: : 862it [00:17, 52.43it/s, failures=0, objective=-13.8]


Random Search:: : 862it [00:17, 52.43it/s, failures=0, objective=-13.8]


Random Search:: : 863it [00:17, 52.43it/s, failures=0, objective=-13.8]


Random Search:: : 864it [00:17, 52.43it/s, failures=0, objective=-13.8]


Random Search:: : 865it [00:17, 52.43it/s, failures=0, objective=-13.8]


Random Search:: : 866it [00:17, 52.43it/s, failures=0, objective=-13.8]


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Random Search:: : 868it [00:18, 51.19it/s, failures=0, objective=-13.8]


Random Search:: : 868it [00:18, 51.19it/s, failures=0, objective=-13.8]


Random Search:: : 869it [00:18, 51.19it/s, failures=0, objective=-13.8]


Random Search:: : 870it [00:18, 51.19it/s, failures=0, objective=-13.8]


Random Search:: : 871it [00:18, 51.19it/s, failures=0, objective=-13.8]


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Random Search:: : 874it [00:18, 52.05it/s, failures=0, objective=-13.8]


Random Search:: : 874it [00:18, 52.05it/s, failures=0, objective=-13.8]


Random Search:: : 875it [00:18, 52.05it/s, failures=0, objective=-13.8]


Random Search:: : 876it [00:18, 52.05it/s, failures=0, objective=-13.8]


Random Search:: : 877it [00:18, 52.05it/s, failures=0, objective=-13.8]


Random Search:: : 878it [00:18, 52.05it/s, failures=0, objective=-13.8]


Random Search:: : 879it [00:18, 52.05it/s, failures=0, objective=-12.7]


Random Search:: : 880it [00:18, 52.05it/s, failures=0, objective=-12.7]


Random Search:: : 881it [00:18, 54.66it/s, failures=0, objective=-12.7]


Random Search:: : 881it [00:18, 54.66it/s, failures=0, objective=-12.7]


Random Search:: : 882it [00:18, 54.66it/s, failures=0, objective=-11.4]


Random Search:: : 883it [00:18, 54.66it/s, failures=0, objective=-11.4]


Random Search:: : 884it [00:18, 54.66it/s, failures=0, objective=-11.4]


Random Search:: : 885it [00:18, 54.66it/s, failures=0, objective=-11.4]


Random Search:: : 886it [00:18, 54.66it/s, failures=0, objective=-11.4]


Random Search:: : 887it [00:18, 52.10it/s, failures=0, objective=-11.4]


Random Search:: : 887it [00:18, 52.10it/s, failures=0, objective=-11.4]


Random Search:: : 888it [00:18, 52.10it/s, failures=0, objective=-11.4]


Random Search:: : 889it [00:18, 52.10it/s, failures=0, objective=-11.4]


Random Search:: : 890it [00:18, 52.10it/s, failures=0, objective=-11.4]


Random Search:: : 891it [00:18, 52.10it/s, failures=0, objective=-11.4]


Random Search:: : 892it [00:18, 52.10it/s, failures=0, objective=-11.4]


Random Search:: : 893it [00:18, 52.10it/s, failures=0, objective=-11.4]


Random Search:: : 894it [00:18, 52.10it/s, failures=0, objective=-11.4]


Random Search:: : 895it [00:18, 52.10it/s, failures=0, objective=-11.4]


Random Search:: : 896it [00:18, 52.10it/s, failures=0, objective=-11.4]


Random Search:: : 897it [00:18, 60.91it/s, failures=0, objective=-11.4]


Random Search:: : 897it [00:18, 60.91it/s, failures=0, objective=-11.4]


Random Search:: : 898it [00:18, 60.91it/s, failures=0, objective=-11.4]


Random Search:: : 899it [00:18, 60.91it/s, failures=0, objective=-11.4]


Random Search:: : 900it [00:18, 60.91it/s, failures=0, objective=-11.4]


Random Search:: : 901it [00:18, 60.91it/s, failures=0, objective=-11.4]


Random Search:: : 902it [00:18, 60.91it/s, failures=0, objective=-11.4]


Random Search:: : 903it [00:18, 60.91it/s, failures=0, objective=-11.4]


Random Search:: : 904it [00:18, 47.72it/s, failures=0, objective=-11.4]


Random Search:: : 904it [00:18, 47.72it/s, failures=0, objective=-11.4]


Random Search:: : 905it [00:18, 47.72it/s, failures=0, objective=-11.4]


Random Search:: : 906it [00:18, 47.72it/s, failures=0, objective=-11.4]


Random Search:: : 907it [00:18, 47.72it/s, failures=0, objective=-11.4]


Random Search:: : 908it [00:18, 47.72it/s, failures=0, objective=-11.4]


Random Search:: : 909it [00:18, 47.72it/s, failures=0, objective=-11.4]


Random Search:: : 910it [00:18, 47.49it/s, failures=0, objective=-11.4]


Random Search:: : 910it [00:18, 47.49it/s, failures=0, objective=-11.4]


Random Search:: : 911it [00:18, 47.49it/s, failures=0, objective=-11.4]


Random Search:: : 912it [00:18, 47.49it/s, failures=0, objective=-11.4]


Random Search:: : 913it [00:18, 47.49it/s, failures=0, objective=-11.4]


Random Search:: : 914it [00:18, 47.49it/s, failures=0, objective=-11.4]


Random Search:: : 915it [00:18, 47.49it/s, failures=0, objective=-11.4]


Random Search:: : 916it [00:18, 49.49it/s, failures=0, objective=-11.4]


Random Search:: : 916it [00:18, 49.49it/s, failures=0, objective=-11.4]


Random Search:: : 917it [00:18, 49.49it/s, failures=0, objective=-11.4]


Random Search:: : 918it [00:19, 49.49it/s, failures=0, objective=-11.4]


Random Search:: : 919it [00:19, 49.49it/s, failures=0, objective=-11.4]


Random Search:: : 920it [00:19, 49.49it/s, failures=0, objective=-11.4]


Random Search:: : 921it [00:19, 49.49it/s, failures=0, objective=-11.4]


Random Search:: : 922it [00:19, 41.14it/s, failures=0, objective=-11.4]


Random Search:: : 922it [00:19, 41.14it/s, failures=0, objective=-11.4]


Random Search:: : 923it [00:19, 41.14it/s, failures=0, objective=-11.4]


Random Search:: : 924it [00:19, 41.14it/s, failures=0, objective=-11.4]


Random Search:: : 925it [00:19, 41.14it/s, failures=0, objective=-11.4]


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Random Search:: : 928it [00:19, 41.59it/s, failures=0, objective=-11.4]


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Random Search:: : 935it [00:19, 46.47it/s, failures=0, objective=-11.4]


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Random Search:: : 940it [00:19, 39.39it/s, failures=0, objective=-11.4]


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Random Search:: : 950it [00:19, 39.39it/s, failures=0, objective=-11.4]


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Random Search:: : 953it [00:19, 56.76it/s, failures=0, objective=-11.4]


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Random Search:: : 964it [00:19, 68.57it/s, failures=0, objective=-11.4]


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p:x0 p:x1 p:x2 p:x3 p:x4 objective job_id job_status m:timestamp_submit m:timestamp_start m:timestamp_end m:timestamp_gather
0 31.784062 28.359515 -26.866539 -28.771805 -28.958426 -21.348064 32 DONE 0.005286 0.001172 0.410441 0.416601
1 8.808336 10.217989 -17.901302 -7.635965 -27.056367 -20.524110 81 DONE 0.005488 0.002853 0.897173 0.903558
2 -22.866986 11.124310 30.803408 -32.757721 23.657637 -21.320258 31 DONE 0.005282 0.001140 1.055758 1.062240
3 2.439490 -31.249300 5.305296 -7.941358 -31.608949 -21.575994 73 DONE 0.005437 0.002590 1.064858 1.071374
4 13.030643 -20.868361 4.658817 19.252693 -19.010373 -20.457480 82 DONE 0.005492 0.002882 1.089453 1.095678
... ... ... ... ... ... ... ... ... ... ... ... ...
3025 -31.544371 -14.930667 -16.652493 -26.355147 0.104181 -21.500113 3010 CANCELLED 59.578369 59.572986 60.989585 62.777072
3026 -8.106489 -15.275801 -6.048699 28.810793 -1.665395 -20.443724 3014 CANCELLED 59.706098 59.700682 61.874662 62.777226
3027 7.770740 -4.307237 26.143262 -4.632427 -24.134341 -20.903898 3015 CANCELLED 59.726902 59.721567 61.485492 62.777382
3028 -13.041522 13.273030 9.096548 -11.755824 -1.201157 -18.861829 2997 CANCELLED 59.257354 59.252034 61.626801 62.777537
3029 -20.817748 -23.857191 0.925195 2.511989 10.014952 -20.232272 3007 CANCELLED 59.498163 59.492760 61.284143 62.777693

3030 rows × 12 columns



The number of evaluations of the random search is higher than the parallel Bayesian optimization search.

print(f"Number of evaluations for the parallel Bayesian optimization: {len(results['parallel'])}")
print(f"Number of evaluations for the random search: {len(results['random'])}")

Number of evaluations for the parallel Bayesian optimization: 2553
Number of evaluations for the random search: 3030

The utilization of the worker is confirmed to be near 100% for the random search.

Code (Plot search trajectory and worker utilization)
fig, axes = plt.subplots(
        nrows=2,
        ncols=1,
        sharex=True,
        figsize=figure_size(width=600),
        tight_layout=True
    )

_ = plot_search_trajectory_single_objective_hpo(
    results["random"], mode="min", x_units="seconds", ax=axes[0]
)

_ = plot_worker_utilization(
    results["random"], num_workers=1, profile_type="start/end", ax=axes[1]
)
plot from serial to parallel hpo

However, the objective value of the parallel Bayesian optimization search is significantly better than the random search.

Code (Plot search trajectories)
fig, ax = plt.subplots(figsize=figure_size(width=600), tight_layout=True)
labels = {
    "random": "Parallel Random Search",
    "sequential": "Sequential Bayesian Optimization",
    "parallel": "Parallel Bayesian Optimization",
    }
for i, (key, label) in enumerate(labels.items()):
    df = results[key]
    _ = plot_search_trajectory_single_objective_hpo(
        df,
        show_failures=False,
        mode="min",
        x_units="seconds",
        ax=ax,
        label=label,
        plot_kwargs={"color": f"C{i}"},
        scatter_success_kwargs={"color": f"C{i}", "alpha": 0.5},
    )

_ = ax.set_xlabel("Time (sec.)")
_ = ax.set_ylabel("Objective")
_ = ax.set_yscale("log")
_ = ax.grid(visible=True, which="minor", linestyle=":")
_ = ax.grid(visible=True, which="major", linestyle="-")
_ = ax.legend()
plot from serial to parallel hpo

Total running time of the script: (3 minutes 8.606 seconds)

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