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 = {
    "n_initial_points": 2 * nb_dim + 1, # Number of initial random points
    "surrogate_model": "ET", # Use Extra Trees as surrogate model
    "surrogate_model_kwargs": {
        "n_estimators": 25, # Relatively small number of trees in the surrogate to make it "fast"
        "min_samples_split": 8, # Larger number to avoid small leaf nodes (smoothing the response)
    },
    "multi_point_strategy": "qUCBd", # Multi-point strategy for asynchronous batch generations (explained later)
    "acq_optimizer": "ga", # Use continuous Genetic Algorithm for the acquisition function optimizer
    "acq_optimizer_freq": 1, # Frequency of the acquisition function optimizer (1 = each new batch generation) increasing this value can help amortize the computational cost of acquisition function optimization
    "filter_duplicated": False, # Deactivate filtration of duplicated new points
    "kappa": 10.0, # Initial value of exploration-exploitation parameter for the acquisition function
    "scheduler": { # Scheduler for the exploration-exploitation parameter "kappa"
        "type": "periodic-exp-decay", # Periodic exponential decay
        "period": 50, # Period over which the decay is applied. It is useful to escape local solutions.
        "kappa_final": 0.001 # Value of kappa at the end of each "period"
    },
    "random_state": 42, # Random seed
}

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, run_ackley, **search_kwargs)

The previously simplified definition of the search is equivalent to the following:

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, sequential_evaluator, **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(timeout=timeout))
results["sequential"]

0it [00:00, ?it/s]
Sequential BO:: : 0it [00:00, ?it/s]
Sequential BO:: : 1it [00:00, 3865.72it/s, failures=0, objective=-21.1]
Sequential BO:: : 2it [00:01,  1.68it/s, failures=0, objective=-21.1]
Sequential BO:: : 2it [00:01,  1.68it/s, failures=0, objective=-21.1]
Sequential BO:: : 3it [00:03,  1.43s/it, failures=0, objective=-21.1]
Sequential BO:: : 3it [00:03,  1.43s/it, failures=0, objective=-20.6]
Sequential BO:: : 4it [00:06,  2.02s/it, failures=0, objective=-20.6]
Sequential BO:: : 4it [00:06,  2.02s/it, failures=0, objective=-20.6]
Sequential BO:: : 5it [00:09,  2.16s/it, failures=0, objective=-20.6]
Sequential BO:: : 5it [00:09,  2.16s/it, failures=0, objective=-20.1]
Sequential BO:: : 6it [00:11,  2.06s/it, failures=0, objective=-20.1]
Sequential BO:: : 6it [00:11,  2.06s/it, failures=0, objective=-20.1]
Sequential BO:: : 7it [00:12,  1.95s/it, failures=0, objective=-20.1]
Sequential BO:: : 7it [00:12,  1.95s/it, failures=0, objective=-20.1]
Sequential BO:: : 8it [00:15,  2.13s/it, failures=0, objective=-20.1]
Sequential BO:: : 8it [00:15,  2.13s/it, failures=0, objective=-20.1]
Sequential BO:: : 9it [00:16,  1.95s/it, failures=0, objective=-20.1]
Sequential BO:: : 9it [00:16,  1.95s/it, failures=0, objective=-20.1]
Sequential BO:: : 10it [00:18,  1.81s/it, failures=0, objective=-20.1]
Sequential BO:: : 10it [00:18,  1.81s/it, failures=0, objective=-20.1]
Sequential BO:: : 11it [00:21,  2.23s/it, failures=0, objective=-20.1]
Sequential BO:: : 11it [00:21,  2.23s/it, failures=0, objective=-20.1]
Sequential BO:: : 12it [00:23,  2.12s/it, failures=0, objective=-20.1]
Sequential BO:: : 12it [00:23,  2.12s/it, failures=0, objective=-20.1]
Sequential BO:: : 13it [00:25,  2.09s/it, failures=0, objective=-20.1]
Sequential BO:: : 13it [00:25,  2.09s/it, failures=0, objective=-20.1]
Sequential BO:: : 14it [00:27,  2.03s/it, failures=0, objective=-20.1]
Sequential BO:: : 14it [00:27,  2.03s/it, failures=0, objective=-20.1]
Sequential BO:: : 15it [00:29,  2.06s/it, failures=0, objective=-20.1]
Sequential BO:: : 15it [00:29,  2.06s/it, failures=0, objective=-20.1]
Sequential BO:: : 16it [00:31,  2.01s/it, failures=0, objective=-20.1]
Sequential BO:: : 16it [00:31,  2.01s/it, failures=0, objective=-20.1]
Sequential BO:: : 17it [00:34,  2.33s/it, failures=0, objective=-20.1]
Sequential BO:: : 17it [00:34,  2.33s/it, failures=0, objective=-20.1]
Sequential BO:: : 18it [00:36,  2.23s/it, failures=0, objective=-20.1]
Sequential BO:: : 18it [00:36,  2.23s/it, failures=0, objective=-20.1]
Sequential BO:: : 19it [00:38,  2.29s/it, failures=0, objective=-20.1]
Sequential BO:: : 19it [00:38,  2.29s/it, failures=0, objective=-20.1]
Sequential BO:: : 20it [00:40,  2.11s/it, failures=0, objective=-20.1]
Sequential BO:: : 20it [00:40,  2.11s/it, failures=0, objective=-20.1]
Sequential BO:: : 21it [00:42,  2.06s/it, failures=0, objective=-20.1]
Sequential BO:: : 21it [00:42,  2.06s/it, failures=0, objective=-20.1]
Sequential BO:: : 22it [00:44,  1.93s/it, failures=0, objective=-20.1]
Sequential BO:: : 22it [00:44,  1.93s/it, failures=0, objective=-20.1]
Sequential BO:: : 23it [00:47,  2.24s/it, failures=0, objective=-20.1]
Sequential BO:: : 23it [00:47,  2.24s/it, failures=0, objective=-19.8]
Sequential BO:: : 24it [00:49,  2.26s/it, failures=0, objective=-19.8]
Sequential BO:: : 24it [00:49,  2.26s/it, failures=0, objective=-19.8]
Sequential BO:: : 25it [00:52,  2.42s/it, failures=0, objective=-19.8]
Sequential BO:: : 25it [00:52,  2.42s/it, failures=0, objective=-19.8]
Sequential BO:: : 26it [00:53,  2.21s/it, failures=0, objective=-19.8]
Sequential BO:: : 26it [00:53,  2.21s/it, failures=0, objective=-19.3]
Sequential BO:: : 27it [00:55,  2.10s/it, failures=0, objective=-19.3]
Sequential BO:: : 27it [00:55,  2.10s/it, failures=0, objective=-19.3]
Sequential BO:: : 28it [00:57,  2.08s/it, failures=0, objective=-19.3]
Sequential BO:: : 28it [00:57,  2.08s/it, failures=0, objective=-19.3]
Sequential BO:: : 29it [01:00,  2.29s/it, failures=0, objective=-19.3]
Sequential BO:: : 29it [01:00,  2.29s/it, failures=0, objective=-19.3]
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 0.007932 0.000000 1.649276 1.658893
1 15.337260 7.672913 2.844463 29.850205 -32.530084 -21.582693 1 DONE 1.688659 1.680842 2.863647 2.873554
2 24.847050 25.000570 1.776668 8.980662 5.463690 -20.554624 2 DONE 2.885132 2.877263 5.465937 5.475179
3 1.037573 12.590151 -13.884561 -6.698705 -26.356281 -20.689044 3 DONE 5.487670 5.479809 8.469722 8.478934
4 -3.304075 -11.100677 18.960371 28.021409 -11.112912 -20.122708 4 DONE 8.491221 8.483336 10.882570 10.891833
5 21.648668 10.601999 -9.548986 9.916927 -4.905540 -20.233767 5 DONE 10.904539 10.896668 12.744705 12.753932
6 2.526133 -24.164591 2.392106 -11.383156 2.395819 -20.365415 6 DONE 12.764249 12.756378 14.464809 14.473965
7 -4.384478 23.065310 13.709541 28.746732 -18.560081 -21.503655 7 DONE 14.486419 14.478545 16.991339 17.002173
8 -1.432745 3.038741 30.335393 7.451875 -12.479899 -21.126941 8 DONE 17.011245 17.003353 18.525003 18.534214
9 -13.268807 -32.495169 29.653471 31.969325 -20.726331 -21.779287 9 DONE 18.546214 18.538342 20.029884 20.038579
10 -13.923731 -18.276881 16.579693 11.701505 10.036555 -20.492612 10 DONE 20.044636 20.036664 23.213045 23.222348
11 10.508840 -21.540738 1.933552 -19.000146 8.307276 -20.627368 11 DONE 23.449777 23.441815 25.091384 25.100609
12 6.147881 -32.758454 22.416356 26.882479 12.135663 -21.219134 12 DONE 25.249794 25.241821 27.110589 27.119825
13 31.185000 -28.517525 -10.096085 32.033578 -11.788640 -21.240460 13 DONE 27.281968 27.273995 28.994023 29.003257
14 -25.882980 -25.280065 -13.774976 28.410009 -3.969353 -21.264850 14 DONE 29.160699 29.152728 31.142358 31.151538
15 -12.999643 -8.769813 10.630403 31.431992 6.434041 -21.246063 15 DONE 31.297581 31.289603 33.023009 33.032118
16 28.999073 -24.416255 -26.019423 -10.376768 -32.394824 -21.670787 16 DONE 33.157107 33.149134 36.102239 36.111450
17 -7.634175 -21.779227 21.271275 7.341754 -15.605772 -21.228295 17 DONE 36.295723 36.287748 38.103236 38.112440
18 -32.063037 -32.004363 -4.578256 -13.184189 10.804445 -21.032773 18 DONE 38.242691 38.234718 40.526418 40.535656
19 27.979506 -32.292160 -26.227920 11.357196 -6.199290 -21.405414 19 DONE 40.708015 40.700045 42.226602 42.235812
20 23.571123 -13.574972 -29.040340 -18.108576 2.936668 -21.130219 20 DONE 42.385557 42.377580 44.154551 44.163790
21 29.001372 26.280425 4.121871 4.105384 -5.715494 -20.635096 21 DONE 44.317955 44.309982 45.784807 45.794036
22 19.120318 -9.633327 -9.281533 -4.814391 11.281581 -19.814299 22 DONE 45.930946 45.922970 48.747054 48.756384
23 21.232828 -2.914087 -13.468949 10.483111 23.540150 -21.254536 23 DONE 48.914385 48.906410 51.041895 51.051102
24 8.862730 -32.636493 -8.367884 -4.132426 7.919823 -20.726448 24 DONE 51.215192 51.207214 53.840595 53.849511
25 16.014622 -11.713432 -11.165030 -0.504570 2.461675 -19.269794 25 DONE 54.066758 54.058795 55.576904 55.585439
26 32.729637 -4.144004 -10.921429 7.517109 2.179148 -20.716449 26 DONE 55.753756 55.745780 57.414955 57.423503
27 19.437206 -3.435413 -10.994342 -0.264606 3.514178 -19.451697 27 DONE 57.580293 57.572314 59.457380 59.465970
28 17.711428 -12.146922 -8.342483 -0.113660 3.607597 -19.275481 28 CANCELLED 59.626921 59.618944 62.245077 62.254129


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, parallel_evaluator, **search_kwargs)

WARNING:root:Results file already exists, it will be renamed to /Users/romainegele/Documents/DeepHyper/deephyper/examples/examples_parallelism/results_20250312-102104.csv

The parallel search is executed for 1 minute.

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

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

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

Parallel BO:: : 1it [00:00, 1968.23it/s, failures=0, objective=-21.2]

Parallel BO:: : 2it [00:00, 10.84it/s, failures=0, objective=-21.2]

Parallel BO:: : 2it [00:00, 10.84it/s, failures=0, objective=-21.2]

Parallel BO:: : 3it [00:00, 10.84it/s, failures=0, objective=-17.7]

Parallel BO:: : 4it [00:00, 10.84it/s, failures=0, objective=-17.7]

Parallel BO:: : 5it [00:00, 14.73it/s, failures=0, objective=-17.7]

Parallel BO:: : 5it [00:00, 14.73it/s, failures=0, objective=-17.7]

Parallel BO:: : 6it [00:00, 14.73it/s, failures=0, objective=-17.7]

Parallel BO:: : 7it [00:00, 14.73it/s, failures=0, objective=-17.7]

Parallel BO:: : 8it [00:00, 14.73it/s, failures=0, objective=-17.7]

Parallel BO:: : 9it [00:00, 14.73it/s, failures=0, objective=-17.7]

Parallel BO:: : 10it [00:00, 24.01it/s, failures=0, objective=-17.7]

Parallel BO:: : 10it [00:00, 24.01it/s, failures=0, objective=-17.7]

Parallel BO:: : 11it [00:00, 24.01it/s, failures=0, objective=-17.7]

Parallel BO:: : 12it [00:00, 24.01it/s, failures=0, objective=-17.7]

Parallel BO:: : 13it [00:00, 23.56it/s, failures=0, objective=-17.7]

Parallel BO:: : 13it [00:00, 23.56it/s, failures=0, objective=-17.7]

Parallel BO:: : 14it [00:00, 23.56it/s, failures=0, objective=-17.7]

Parallel BO:: : 15it [00:00, 23.56it/s, failures=0, objective=-17.7]

Parallel BO:: : 16it [00:00, 23.79it/s, failures=0, objective=-17.7]

Parallel BO:: : 16it [00:00, 23.79it/s, failures=0, objective=-17.7]

Parallel BO:: : 17it [00:00, 23.79it/s, failures=0, objective=-16.8]

Parallel BO:: : 18it [00:00, 23.79it/s, failures=0, objective=-16.8]

Parallel BO:: : 19it [00:00, 22.96it/s, failures=0, objective=-16.8]

Parallel BO:: : 19it [00:00, 22.96it/s, failures=0, objective=-16.8]

Parallel BO:: : 20it [00:00, 22.96it/s, failures=0, objective=-16.8]

Parallel BO:: : 21it [00:00, 22.96it/s, failures=0, objective=-16.8]

Parallel BO:: : 22it [00:00, 22.96it/s, failures=0, objective=-16.8]

Parallel BO:: : 23it [00:01, 24.04it/s, failures=0, objective=-16.8]

Parallel BO:: : 23it [00:01, 24.04it/s, failures=0, objective=-16.8]

Parallel BO:: : 24it [00:01, 24.04it/s, failures=0, objective=-16.8]

Parallel BO:: : 25it [00:01, 24.04it/s, failures=0, objective=-16.8]

Parallel BO:: : 26it [00:01, 24.04it/s, failures=0, objective=-16.8]

Parallel BO:: : 27it [00:01, 24.04it/s, failures=0, objective=-16.8]

Parallel BO:: : 28it [00:01, 24.04it/s, failures=0, objective=-16.8]

Parallel BO:: : 29it [00:01, 24.04it/s, failures=0, objective=-16.8]

Parallel BO:: : 30it [00:01, 24.04it/s, failures=0, objective=-16.8]

Parallel BO:: : 31it [00:01, 24.04it/s, failures=0, objective=-16.8]

Parallel BO:: : 32it [00:01, 24.04it/s, failures=0, objective=-16.8]

Parallel BO:: : 33it [00:01, 24.04it/s, failures=0, objective=-16.8]

Parallel BO:: : 34it [00:01, 24.04it/s, failures=0, objective=-16.8]

Parallel BO:: : 35it [00:01, 24.04it/s, failures=0, objective=-16.8]

Parallel BO:: : 36it [00:01, 24.04it/s, failures=0, objective=-16.8]

Parallel BO:: : 37it [00:01, 42.14it/s, failures=0, objective=-16.8]

Parallel BO:: : 37it [00:01, 42.14it/s, failures=0, objective=-16.8]

Parallel BO:: : 38it [00:01, 42.14it/s, failures=0, objective=-16.8]

Parallel BO:: : 39it [00:01, 42.14it/s, failures=0, objective=-16.8]

Parallel BO:: : 40it [00:01, 42.14it/s, failures=0, objective=-16.8]

Parallel BO:: : 41it [00:01, 42.14it/s, failures=0, objective=-16.8]

Parallel BO:: : 42it [00:01, 42.14it/s, failures=0, objective=-16.8]

Parallel BO:: : 43it [00:01, 42.14it/s, failures=0, objective=-16.8]

Parallel BO:: : 44it [00:01, 42.14it/s, failures=0, objective=-16.8]

Parallel BO:: : 45it [00:01, 42.14it/s, failures=0, objective=-16.8]

Parallel BO:: : 46it [00:01, 42.14it/s, failures=0, objective=-16.8]

Parallel BO:: : 47it [00:01, 42.14it/s, failures=0, objective=-16.8]

Parallel BO:: : 48it [00:01, 43.75it/s, failures=0, objective=-16.8]

Parallel BO:: : 48it [00:01, 43.75it/s, failures=0, objective=-16.8]

Parallel BO:: : 49it [00:01, 43.75it/s, failures=0, objective=-16.8]

Parallel BO:: : 50it [00:01, 43.75it/s, failures=0, objective=-16.8]

Parallel BO:: : 51it [00:01, 43.75it/s, failures=0, objective=-16.8]

Parallel BO:: : 52it [00:01, 43.75it/s, failures=0, objective=-16.8]

Parallel BO:: : 53it [00:01, 43.75it/s, failures=0, objective=-16.8]

Parallel BO:: : 54it [00:01, 43.75it/s, failures=0, objective=-16.8]

Parallel BO:: : 55it [00:01, 43.75it/s, failures=0, objective=-16.8]

Parallel BO:: : 56it [00:01, 43.75it/s, failures=0, objective=-16.8]

Parallel BO:: : 57it [00:01, 43.75it/s, failures=0, objective=-16.8]

Parallel BO:: : 58it [00:01, 43.75it/s, failures=0, objective=-16.8]

Parallel BO:: : 59it [00:01, 43.75it/s, failures=0, objective=-16.8]

Parallel BO:: : 60it [00:01, 43.75it/s, failures=0, objective=-16.8]

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Parallel BO:: : 62it [00:01, 43.75it/s, failures=0, objective=-16.8]

Parallel BO:: : 63it [00:01, 43.75it/s, failures=0, objective=-16.8]

Parallel BO:: : 64it [00:01, 43.75it/s, failures=0, objective=-16.8]

Parallel BO:: : 65it [00:01, 43.75it/s, failures=0, objective=-16.8]

Parallel BO:: : 66it [00:01, 43.75it/s, failures=0, objective=-16.8]

Parallel BO:: : 67it [00:01, 43.75it/s, failures=0, objective=-16.8]

Parallel BO:: : 68it [00:01, 43.75it/s, failures=0, objective=-16.8]

Parallel BO:: : 69it [00:01, 67.55it/s, failures=0, objective=-16.8]

Parallel BO:: : 69it [00:01, 67.55it/s, failures=0, objective=-16.8]

Parallel BO:: : 70it [00:01, 67.55it/s, failures=0, objective=-16.8]

Parallel BO:: : 71it [00:01, 67.55it/s, failures=0, objective=-16.8]

Parallel BO:: : 72it [00:01, 67.55it/s, failures=0, objective=-16.8]

Parallel BO:: : 73it [00:01, 67.55it/s, failures=0, objective=-16.8]

Parallel BO:: : 74it [00:01, 67.55it/s, failures=0, objective=-16.8]

Parallel BO:: : 75it [00:01, 67.55it/s, failures=0, objective=-16.8]

Parallel BO:: : 76it [00:01, 67.55it/s, failures=0, objective=-16.8]

Parallel BO:: : 77it [00:01, 67.55it/s, failures=0, objective=-16.8]

Parallel BO:: : 78it [00:01, 67.55it/s, failures=0, objective=-16.8]

Parallel BO:: : 79it [00:01, 67.55it/s, failures=0, objective=-16.8]

Parallel BO:: : 80it [00:01, 63.80it/s, failures=0, objective=-16.8]

Parallel BO:: : 80it [00:01, 63.80it/s, failures=0, objective=-16.8]

Parallel BO:: : 81it [00:01, 63.80it/s, failures=0, objective=-16.8]

Parallel BO:: : 82it [00:01, 63.80it/s, failures=0, objective=-16.8]

Parallel BO:: : 83it [00:01, 63.80it/s, failures=0, objective=-16.8]

Parallel BO:: : 84it [00:01, 63.80it/s, failures=0, objective=-16.8]

Parallel BO:: : 85it [00:01, 63.80it/s, failures=0, objective=-16.8]

Parallel BO:: : 86it [00:01, 63.80it/s, failures=0, objective=-16.8]

Parallel BO:: : 87it [00:01, 63.80it/s, failures=0, objective=-16.8]

Parallel BO:: : 88it [00:01, 63.80it/s, failures=0, objective=-16.8]

Parallel BO:: : 89it [00:01, 63.80it/s, failures=0, objective=-16.8]

Parallel BO:: : 90it [00:01, 63.80it/s, failures=0, objective=-16.8]

Parallel BO:: : 91it [00:02, 62.51it/s, failures=0, objective=-16.8]

Parallel BO:: : 91it [00:02, 62.51it/s, failures=0, objective=-16.8]

Parallel BO:: : 92it [00:02, 62.51it/s, failures=0, objective=-16.8]

Parallel BO:: : 93it [00:02, 62.51it/s, failures=0, objective=-16.8]

Parallel BO:: : 94it [00:02, 62.51it/s, failures=0, objective=-16.8]

Parallel BO:: : 95it [00:02, 62.51it/s, failures=0, objective=-16.8]

Parallel BO:: : 96it [00:02, 62.51it/s, failures=0, objective=-16.8]

Parallel BO:: : 97it [00:02, 62.51it/s, failures=0, objective=-16.8]

Parallel BO:: : 98it [00:02, 56.24it/s, failures=0, objective=-16.8]

Parallel BO:: : 98it [00:02, 56.24it/s, failures=0, objective=-16.8]

Parallel BO:: : 99it [00:02, 56.24it/s, failures=0, objective=-16.8]

Parallel BO:: : 100it [00:02, 56.24it/s, failures=0, objective=-16.8]

Parallel BO:: : 101it [00:02, 56.24it/s, failures=0, objective=-16.8]

Parallel BO:: : 102it [00:02, 56.24it/s, failures=0, objective=-16.8]

Parallel BO:: : 103it [00:02, 56.24it/s, failures=0, objective=-16.8]

Parallel BO:: : 104it [00:02, 48.32it/s, failures=0, objective=-16.8]

Parallel BO:: : 104it [00:02, 48.32it/s, failures=0, objective=-16.8]

Parallel BO:: : 105it [00:02, 48.32it/s, failures=0, objective=-16.8]

Parallel BO:: : 106it [00:02, 48.32it/s, failures=0, objective=-16.8]

Parallel BO:: : 107it [00:02, 48.32it/s, failures=0, objective=-16.8]

Parallel BO:: : 108it [00:02, 48.32it/s, failures=0, objective=-16.2]

Parallel BO:: : 109it [00:02, 30.94it/s, failures=0, objective=-16.2]

Parallel BO:: : 109it [00:02, 30.94it/s, failures=0, objective=-16.2]

Parallel BO:: : 110it [00:02, 30.94it/s, failures=0, objective=-16.2]

Parallel BO:: : 111it [00:02, 30.94it/s, failures=0, objective=-16.2]

Parallel BO:: : 112it [00:02, 30.94it/s, failures=0, objective=-16.2]

Parallel BO:: : 113it [00:02, 30.94it/s, failures=0, objective=-16.2]

Parallel BO:: : 114it [00:02, 30.94it/s, failures=0, objective=-16.2]

Parallel BO:: : 115it [00:02, 31.65it/s, failures=0, objective=-16.2]

Parallel BO:: : 115it [00:02, 31.65it/s, failures=0, objective=-16.2]

Parallel BO:: : 116it [00:02, 31.65it/s, failures=0, objective=-12.2]

Parallel BO:: : 117it [00:02, 31.65it/s, failures=0, objective=-12.2]

Parallel BO:: : 118it [00:02, 31.65it/s, failures=0, objective=-12.2]

Parallel BO:: : 119it [00:02, 31.65it/s, failures=0, objective=-12.2]

Parallel BO:: : 120it [00:02, 31.65it/s, failures=0, objective=-12.2]

Parallel BO:: : 121it [00:02, 31.65it/s, failures=0, objective=-12.2]

Parallel BO:: : 122it [00:02, 31.65it/s, failures=0, objective=-12.2]

Parallel BO:: : 123it [00:03, 31.95it/s, failures=0, objective=-12.2]

Parallel BO:: : 123it [00:03, 31.95it/s, failures=0, objective=-12.2]

Parallel BO:: : 124it [00:03, 31.95it/s, failures=0, objective=-12.2]

Parallel BO:: : 125it [00:03, 31.95it/s, failures=0, objective=-12.2]

Parallel BO:: : 126it [00:03, 31.95it/s, failures=0, objective=-12.2]

Parallel BO:: : 127it [00:03, 31.95it/s, failures=0, objective=-12.2]

Parallel BO:: : 128it [00:03, 31.95it/s, failures=0, objective=-12.2]

Parallel BO:: : 129it [00:03, 31.95it/s, failures=0, objective=-12.2]

Parallel BO:: : 130it [00:03, 31.95it/s, failures=0, objective=-12.2]

Parallel BO:: : 131it [00:03, 33.02it/s, failures=0, objective=-12.2]

Parallel BO:: : 131it [00:03, 33.02it/s, failures=0, objective=-12.2]

Parallel BO:: : 132it [00:03, 33.02it/s, failures=0, objective=-12.2]

Parallel BO:: : 133it [00:03, 33.02it/s, failures=0, objective=-12.2]

Parallel BO:: : 134it [00:03, 33.02it/s, failures=0, objective=-12.2]

Parallel BO:: : 135it [00:03, 33.02it/s, failures=0, objective=-12.2]

Parallel BO:: : 136it [00:03, 33.02it/s, failures=0, objective=-12.2]

Parallel BO:: : 137it [00:03, 33.02it/s, failures=0, objective=-12.2]

Parallel BO:: : 138it [00:03, 33.02it/s, failures=0, objective=-12.2]

Parallel BO:: : 139it [00:03, 33.02it/s, failures=0, objective=-12.2]

Parallel BO:: : 140it [00:03, 33.02it/s, failures=0, objective=-12.2]

Parallel BO:: : 141it [00:03, 33.02it/s, failures=0, objective=-12.2]

Parallel BO:: : 142it [00:03, 33.02it/s, failures=0, objective=-12.2]

Parallel BO:: : 143it [00:03, 33.02it/s, failures=0, objective=-12.2]

Parallel BO:: : 144it [00:03, 33.02it/s, failures=0, objective=-12.2]

Parallel BO:: : 145it [00:03, 33.02it/s, failures=0, objective=-12.2]

Parallel BO:: : 146it [00:03, 40.96it/s, failures=0, objective=-12.2]

Parallel BO:: : 146it [00:03, 40.96it/s, failures=0, objective=-12.2]

Parallel BO:: : 147it [00:03, 40.96it/s, failures=0, objective=-12.2]

Parallel BO:: : 148it [00:03, 40.96it/s, failures=0, objective=-12.2]

Parallel BO:: : 149it [00:03, 40.96it/s, failures=0, objective=-12.2]

Parallel BO:: : 150it [00:03, 40.96it/s, failures=0, objective=-12.1]

Parallel BO:: : 151it [00:03, 40.96it/s, failures=0, objective=-12.1]

Parallel BO:: : 152it [00:03, 40.96it/s, failures=0, objective=-12.1]

Parallel BO:: : 153it [00:03, 40.96it/s, failures=0, objective=-12.1]

Parallel BO:: : 154it [00:03, 40.96it/s, failures=0, objective=-12.1]

Parallel BO:: : 155it [00:03, 40.96it/s, failures=0, objective=-12.1]

Parallel BO:: : 156it [00:03, 40.96it/s, failures=0, objective=-12.1]

Parallel BO:: : 157it [00:03, 40.96it/s, failures=0, objective=-12.1]

Parallel BO:: : 158it [00:03, 40.96it/s, failures=0, objective=-12.1]

Parallel BO:: : 159it [00:03, 46.04it/s, failures=0, objective=-12.1]

Parallel BO:: : 159it [00:03, 46.04it/s, failures=0, objective=-12.1]

Parallel BO:: : 160it [00:03, 46.04it/s, failures=0, objective=-12.1]

Parallel BO:: : 161it [00:03, 46.04it/s, failures=0, objective=-12.1]

Parallel BO:: : 162it [00:03, 46.04it/s, failures=0, objective=-12.1]

Parallel BO:: : 163it [00:03, 46.04it/s, failures=0, objective=-12.1]

Parallel BO:: : 164it [00:03, 46.04it/s, failures=0, objective=-12.1]

Parallel BO:: : 165it [00:03, 46.04it/s, failures=0, objective=-12.1]

Parallel BO:: : 166it [00:03, 46.04it/s, failures=0, objective=-12.1]

Parallel BO:: : 167it [00:03, 46.04it/s, failures=0, objective=-12.1]

Parallel BO:: : 168it [00:03, 46.04it/s, failures=0, objective=-12.1]

Parallel BO:: : 169it [00:03, 46.04it/s, failures=0, objective=-12.1]

Parallel BO:: : 170it [00:03, 46.04it/s, failures=0, objective=-12.1]

Parallel BO:: : 171it [00:04, 47.30it/s, failures=0, objective=-12.1]

Parallel BO:: : 171it [00:04, 47.30it/s, failures=0, objective=-12.1]

Parallel BO:: : 172it [00:04, 47.30it/s, failures=0, objective=-12.1]

Parallel BO:: : 173it [00:04, 47.30it/s, failures=0, objective=-12.1]

Parallel BO:: : 174it [00:04, 47.30it/s, failures=0, objective=-12.1]

Parallel BO:: : 175it [00:04, 47.30it/s, failures=0, objective=-12.1]

Parallel BO:: : 176it [00:04, 47.30it/s, failures=0, objective=-12.1]

Parallel BO:: : 177it [00:04, 47.30it/s, failures=0, objective=-12.1]

Parallel BO:: : 178it [00:04, 47.30it/s, failures=0, objective=-12.1]

Parallel BO:: : 179it [00:04, 47.30it/s, failures=0, objective=-12.1]

Parallel BO:: : 180it [00:04, 47.30it/s, failures=0, objective=-12.1]

Parallel BO:: : 181it [00:04, 47.30it/s, failures=0, objective=-12.1]

Parallel BO:: : 182it [00:04, 47.30it/s, failures=0, objective=-12.1]

Parallel BO:: : 183it [00:04, 47.30it/s, failures=0, objective=-12.1]

Parallel BO:: : 184it [00:04, 47.30it/s, failures=0, objective=-12.1]

Parallel BO:: : 185it [00:04, 47.30it/s, failures=0, objective=-12.1]

Parallel BO:: : 186it [00:04, 47.30it/s, failures=0, objective=-12.1]

Parallel BO:: : 187it [00:04, 56.76it/s, failures=0, objective=-12.1]

Parallel BO:: : 187it [00:04, 56.76it/s, failures=0, objective=-12.1]

Parallel BO:: : 188it [00:04, 56.76it/s, failures=0, objective=-12.1]

Parallel BO:: : 189it [00:04, 56.76it/s, failures=0, objective=-12.1]

Parallel BO:: : 190it [00:04, 56.76it/s, failures=0, objective=-12.1]

Parallel BO:: : 191it [00:04, 56.76it/s, failures=0, objective=-12.1]

Parallel BO:: : 192it [00:04, 56.76it/s, failures=0, objective=-12.1]

Parallel BO:: : 193it [00:04, 56.76it/s, failures=0, objective=-12.1]

Parallel BO:: : 194it [00:04, 56.76it/s, failures=0, objective=-12.1]

Parallel BO:: : 195it [00:04, 56.76it/s, failures=0, objective=-12.1]

Parallel BO:: : 196it [00:04, 53.75it/s, failures=0, objective=-12.1]

Parallel BO:: : 196it [00:04, 53.75it/s, failures=0, objective=-12.1]

Parallel BO:: : 197it [00:04, 53.75it/s, failures=0, objective=-12.1]

Parallel BO:: : 198it [00:04, 53.75it/s, failures=0, objective=-12.1]

Parallel BO:: : 199it [00:04, 53.75it/s, failures=0, objective=-12.1]

Parallel BO:: : 200it [00:04, 53.75it/s, failures=0, objective=-12.1]

Parallel BO:: : 201it [00:04, 53.75it/s, failures=0, objective=-12.1]

Parallel BO:: : 202it [00:04, 45.94it/s, failures=0, objective=-12.1]

Parallel BO:: : 202it [00:04, 45.94it/s, failures=0, objective=-12.1]

Parallel BO:: : 203it [00:04, 45.94it/s, failures=0, objective=-12.1]

Parallel BO:: : 204it [00:04, 45.94it/s, failures=0, objective=-12.1]

Parallel BO:: : 205it [00:04, 45.94it/s, failures=0, objective=-12.1]

Parallel BO:: : 206it [00:04, 45.94it/s, failures=0, objective=-12.1]

Parallel BO:: : 207it [00:04, 45.94it/s, failures=0, objective=-12.1]

Parallel BO:: : 208it [00:04, 45.94it/s, failures=0, objective=-12.1]

Parallel BO:: : 209it [00:05, 37.45it/s, failures=0, objective=-12.1]

Parallel BO:: : 209it [00:05, 37.45it/s, failures=0, objective=-12.1]

Parallel BO:: : 210it [00:05, 37.45it/s, failures=0, objective=-12.1]

Parallel BO:: : 211it [00:05, 37.45it/s, failures=0, objective=-12.1]

Parallel BO:: : 212it [00:05, 37.45it/s, failures=0, objective=-12.1]

Parallel BO:: : 213it [00:05, 37.45it/s, failures=0, objective=-12.1]

Parallel BO:: : 214it [00:05, 34.88it/s, failures=0, objective=-12.1]

Parallel BO:: : 214it [00:05, 34.88it/s, failures=0, objective=-12.1]

Parallel BO:: : 215it [00:05, 34.88it/s, failures=0, objective=-12.1]

Parallel BO:: : 216it [00:05, 34.88it/s, failures=0, objective=-12.1]

Parallel BO:: : 217it [00:05, 34.88it/s, failures=0, objective=-12.1]

Parallel BO:: : 218it [00:05, 34.88it/s, failures=0, objective=-12.1]

Parallel BO:: : 219it [00:05, 34.88it/s, failures=0, objective=-12.1]

Parallel BO:: : 220it [00:05, 34.88it/s, failures=0, objective=-12.1]

Parallel BO:: : 221it [00:05, 34.88it/s, failures=0, objective=-12.1]

Parallel BO:: : 222it [00:05, 34.88it/s, failures=0, objective=-11.9]

Parallel BO:: : 223it [00:05, 34.88it/s, failures=0, objective=-11.9]

Parallel BO:: : 224it [00:05, 33.59it/s, failures=0, objective=-11.9]

Parallel BO:: : 224it [00:05, 33.59it/s, failures=0, objective=-11.9]

Parallel BO:: : 225it [00:05, 33.59it/s, failures=0, objective=-11.9]

Parallel BO:: : 226it [00:05, 33.59it/s, failures=0, objective=-11.9]

Parallel BO:: : 227it [00:05, 33.59it/s, failures=0, objective=-11.9]

Parallel BO:: : 228it [00:05, 33.59it/s, failures=0, objective=-11.9]

Parallel BO:: : 229it [00:05, 33.59it/s, failures=0, objective=-11.9]

Parallel BO:: : 230it [00:05, 33.59it/s, failures=0, objective=-10.7]

Parallel BO:: : 231it [00:05, 33.59it/s, failures=0, objective=-10.7]

Parallel BO:: : 232it [00:05, 33.59it/s, failures=0, objective=-10.7]

Parallel BO:: : 233it [00:05, 33.59it/s, failures=0, objective=-10.7]

Parallel BO:: : 234it [00:05, 33.59it/s, failures=0, objective=-10.7]

Parallel BO:: : 235it [00:05, 33.59it/s, failures=0, objective=-10.7]

Parallel BO:: : 236it [00:05, 40.02it/s, failures=0, objective=-10.7]

Parallel BO:: : 236it [00:05, 40.02it/s, failures=0, objective=-10.7]

Parallel BO:: : 237it [00:05, 40.02it/s, failures=0, objective=-10.7]

Parallel BO:: : 238it [00:05, 40.02it/s, failures=0, objective=-10.7]

Parallel BO:: : 239it [00:05, 40.02it/s, failures=0, objective=-10.7]

Parallel BO:: : 240it [00:05, 40.02it/s, failures=0, objective=-10.7]

Parallel BO:: : 241it [00:05, 40.02it/s, failures=0, objective=-10.7]

Parallel BO:: : 242it [00:05, 40.02it/s, failures=0, objective=-10.7]

Parallel BO:: : 243it [00:05, 40.02it/s, failures=0, objective=-10.7]

Parallel BO:: : 244it [00:06, 35.20it/s, failures=0, objective=-10.7]

Parallel BO:: : 244it [00:06, 35.20it/s, failures=0, objective=-10.7]

Parallel BO:: : 245it [00:06, 35.20it/s, failures=0, objective=-10.7]

Parallel BO:: : 246it [00:06, 35.20it/s, failures=0, objective=-10.7]

Parallel BO:: : 247it [00:06, 35.20it/s, failures=0, objective=-10.7]

Parallel BO:: : 248it [00:06, 35.20it/s, failures=0, objective=-10.7]

Parallel BO:: : 249it [00:06, 35.20it/s, failures=0, objective=-10.7]

Parallel BO:: : 250it [00:06, 35.20it/s, failures=0, objective=-10.7]

Parallel BO:: : 251it [00:06, 35.20it/s, failures=0, objective=-10.7]

Parallel BO:: : 252it [00:06, 35.20it/s, failures=0, objective=-10.7]

Parallel BO:: : 253it [00:06, 35.20it/s, failures=0, objective=-10.7]

Parallel BO:: : 254it [00:06, 35.20it/s, failures=0, objective=-10.7]

Parallel BO:: : 255it [00:06, 35.20it/s, failures=0, objective=-10.7]

Parallel BO:: : 256it [00:06, 35.20it/s, failures=0, objective=-10.7]

Parallel BO:: : 257it [00:06, 35.20it/s, failures=0, objective=-10.7]

Parallel BO:: : 258it [00:06, 35.20it/s, failures=0, objective=-10.7]

Parallel BO:: : 259it [00:06, 35.20it/s, failures=0, objective=-10.7]

Parallel BO:: : 260it [00:06, 35.20it/s, failures=0, objective=-10.7]

Parallel BO:: : 261it [00:06, 35.20it/s, failures=0, objective=-10.7]

Parallel BO:: : 262it [00:06, 35.20it/s, failures=0, objective=-10.7]

Parallel BO:: : 263it [00:06, 46.94it/s, failures=0, objective=-10.7]

Parallel BO:: : 263it [00:06, 46.94it/s, failures=0, objective=-10.7]

Parallel BO:: : 264it [00:06, 46.94it/s, failures=0, objective=-10.7]

Parallel BO:: : 265it [00:06, 46.94it/s, failures=0, objective=-10.7]

Parallel BO:: : 266it [00:06, 46.94it/s, failures=0, objective=-10.7]

Parallel BO:: : 267it [00:06, 46.94it/s, failures=0, objective=-10.7]

Parallel BO:: : 268it [00:06, 46.94it/s, failures=0, objective=-10.7]

Parallel BO:: : 269it [00:06, 46.94it/s, failures=0, objective=-10.7]

Parallel BO:: : 270it [00:06, 46.94it/s, failures=0, objective=-10.7]

Parallel BO:: : 271it [00:06, 46.94it/s, failures=0, objective=-10.7]

Parallel BO:: : 272it [00:06, 46.94it/s, failures=0, objective=-10.7]

Parallel BO:: : 273it [00:06, 46.94it/s, failures=0, objective=-10.7]

Parallel BO:: : 274it [00:06, 47.74it/s, failures=0, objective=-10.7]

Parallel BO:: : 274it [00:06, 47.74it/s, failures=0, objective=-10.7]

Parallel BO:: : 275it [00:06, 47.74it/s, failures=0, objective=-10.7]

Parallel BO:: : 276it [00:06, 47.74it/s, failures=0, objective=-10.7]

Parallel BO:: : 277it [00:06, 47.74it/s, failures=0, objective=-10.7]

Parallel BO:: : 278it [00:06, 47.74it/s, failures=0, objective=-10.7]

Parallel BO:: : 279it [00:06, 47.74it/s, failures=0, objective=-10.7]

Parallel BO:: : 280it [00:06, 47.74it/s, failures=0, objective=-10.7]

Parallel BO:: : 281it [00:06, 47.74it/s, failures=0, objective=-10.7]

Parallel BO:: : 282it [00:06, 44.39it/s, failures=0, objective=-10.7]

Parallel BO:: : 282it [00:06, 44.39it/s, failures=0, objective=-10.7]

Parallel BO:: : 283it [00:06, 44.39it/s, failures=0, objective=-10.7]

Parallel BO:: : 284it [00:06, 44.39it/s, failures=0, objective=-10.7]

Parallel BO:: : 285it [00:06, 44.39it/s, failures=0, objective=-10.7]

Parallel BO:: : 286it [00:06, 44.39it/s, failures=0, objective=-10.7]

Parallel BO:: : 287it [00:06, 44.39it/s, failures=0, objective=-10.7]

Parallel BO:: : 288it [00:06, 44.39it/s, failures=0, objective=-10.7]

Parallel BO:: : 289it [00:06, 44.39it/s, failures=0, objective=-10.7]

Parallel BO:: : 290it [00:06, 44.39it/s, failures=0, objective=-10.7]

Parallel BO:: : 291it [00:06, 44.39it/s, failures=0, objective=-10.2]

Parallel BO:: : 292it [00:06, 44.39it/s, failures=0, objective=-10.2]

Parallel BO:: : 293it [00:06, 44.39it/s, failures=0, objective=-10.2]

Parallel BO:: : 294it [00:06, 44.39it/s, failures=0, objective=-10.2]

Parallel BO:: : 295it [00:06, 44.39it/s, failures=0, objective=-10.2]

Parallel BO:: : 296it [00:06, 44.39it/s, failures=0, objective=-10.2]

Parallel BO:: : 297it [00:06, 44.39it/s, failures=0, objective=-10.2]

Parallel BO:: : 298it [00:06, 44.39it/s, failures=0, objective=-10.2]

Parallel BO:: : 299it [00:07, 49.69it/s, failures=0, objective=-10.2]

Parallel BO:: : 299it [00:07, 49.69it/s, failures=0, objective=-10.2]

Parallel BO:: : 300it [00:07, 49.69it/s, failures=0, objective=-10.2]

Parallel BO:: : 301it [00:07, 49.69it/s, failures=0, objective=-10.2]

Parallel BO:: : 302it [00:07, 49.69it/s, failures=0, objective=-10.2]

Parallel BO:: : 303it [00:07, 49.69it/s, failures=0, objective=-10.2]

Parallel BO:: : 304it [00:07, 49.69it/s, failures=0, objective=-10.2]

Parallel BO:: : 305it [00:07, 49.69it/s, failures=0, objective=-10.2]

Parallel BO:: : 306it [00:07, 49.69it/s, failures=0, objective=-10.2]

Parallel BO:: : 307it [00:07, 49.69it/s, failures=0, objective=-10.2]

Parallel BO:: : 308it [00:07, 46.27it/s, failures=0, objective=-10.2]

Parallel BO:: : 308it [00:07, 46.27it/s, failures=0, objective=-10.2]

Parallel BO:: : 309it [00:07, 46.27it/s, failures=0, objective=-10.2]

Parallel BO:: : 310it [00:07, 46.27it/s, failures=0, objective=-10.2]

Parallel BO:: : 311it [00:07, 46.27it/s, failures=0, objective=-10.2]

Parallel BO:: : 312it [00:07, 46.27it/s, failures=0, objective=-10.2]

Parallel BO:: : 313it [00:07, 46.27it/s, failures=0, objective=-10.2]

Parallel BO:: : 314it [00:07, 46.27it/s, failures=0, objective=-10.2]

Parallel BO:: : 315it [00:07, 46.27it/s, failures=0, objective=-10.2]

Parallel BO:: : 316it [00:07, 46.27it/s, failures=0, objective=-10.2]

Parallel BO:: : 317it [00:07, 46.27it/s, failures=0, objective=-10.2]

Parallel BO:: : 318it [00:07, 44.50it/s, failures=0, objective=-10.2]

Parallel BO:: : 318it [00:07, 44.50it/s, failures=0, objective=-10.2]

Parallel BO:: : 319it [00:07, 44.50it/s, failures=0, objective=-10.2]

Parallel BO:: : 320it [00:07, 44.50it/s, failures=0, objective=-10.2]

Parallel BO:: : 321it [00:07, 44.50it/s, failures=0, objective=-10.2]

Parallel BO:: : 322it [00:07, 44.50it/s, failures=0, objective=-10.2]

Parallel BO:: : 323it [00:07, 35.76it/s, failures=0, objective=-10.2]

Parallel BO:: : 323it [00:07, 35.76it/s, failures=0, objective=-10.2]

Parallel BO:: : 324it [00:07, 35.76it/s, failures=0, objective=-10.2]

Parallel BO:: : 325it [00:07, 35.76it/s, failures=0, objective=-10.2]

Parallel BO:: : 326it [00:07, 35.76it/s, failures=0, objective=-10.2]

Parallel BO:: : 327it [00:07, 35.76it/s, failures=0, objective=-10.2]

Parallel BO:: : 328it [00:07, 35.76it/s, failures=0, objective=-10.2]

Parallel BO:: : 329it [00:07, 35.76it/s, failures=0, objective=-10.2]

Parallel BO:: : 330it [00:07, 35.76it/s, failures=0, objective=-10.2]

Parallel BO:: : 331it [00:07, 35.76it/s, failures=0, objective=-10.2]

Parallel BO:: : 332it [00:07, 35.76it/s, failures=0, objective=-10.2]

Parallel BO:: : 333it [00:07, 35.76it/s, failures=0, objective=-10.2]

Parallel BO:: : 334it [00:07, 35.76it/s, failures=0, objective=-10.2]

Parallel BO:: : 335it [00:08, 41.57it/s, failures=0, objective=-10.2]

Parallel BO:: : 335it [00:08, 41.57it/s, failures=0, objective=-10.2]

Parallel BO:: : 336it [00:08, 41.57it/s, failures=0, objective=-10.2]

Parallel BO:: : 337it [00:08, 41.57it/s, failures=0, objective=-10.2]

Parallel BO:: : 338it [00:08, 41.57it/s, failures=0, objective=-10.2]

Parallel BO:: : 339it [00:08, 41.57it/s, failures=0, objective=-10.2]

Parallel BO:: : 340it [00:08, 41.57it/s, failures=0, objective=-10.2]

Parallel BO:: : 341it [00:08, 41.57it/s, failures=0, objective=-7.94]

Parallel BO:: : 342it [00:08, 41.57it/s, failures=0, objective=-7.94]

Parallel BO:: : 343it [00:08, 41.57it/s, failures=0, objective=-7.94]

Parallel BO:: : 344it [00:08, 33.36it/s, failures=0, objective=-7.94]

Parallel BO:: : 344it [00:08, 33.36it/s, failures=0, objective=-7.94]

Parallel BO:: : 345it [00:08, 33.36it/s, failures=0, objective=-7.94]

Parallel BO:: : 346it [00:08, 33.36it/s, failures=0, objective=-7.94]

Parallel BO:: : 347it [00:08, 33.36it/s, failures=0, objective=-7.94]

Parallel BO:: : 348it [00:08, 33.36it/s, failures=0, objective=-7.94]

Parallel BO:: : 349it [00:08, 33.36it/s, failures=0, objective=-7.94]

Parallel BO:: : 350it [00:08, 33.36it/s, failures=0, objective=-7.94]

Parallel BO:: : 351it [00:08, 33.36it/s, failures=0, objective=-7.94]

Parallel BO:: : 352it [00:08, 33.36it/s, failures=0, objective=-7.94]

Parallel BO:: : 353it [00:08, 33.36it/s, failures=0, objective=-7.94]

Parallel BO:: : 354it [00:08, 33.36it/s, failures=0, objective=-7.94]

Parallel BO:: : 355it [00:08, 33.36it/s, failures=0, objective=-7.94]

Parallel BO:: : 356it [00:08, 33.36it/s, failures=0, objective=-7.94]

Parallel BO:: : 357it [00:08, 33.36it/s, failures=0, objective=-7.94]

Parallel BO:: : 358it [00:08, 33.36it/s, failures=0, objective=-7.94]

Parallel BO:: : 359it [00:08, 33.36it/s, failures=0, objective=-7.94]

Parallel BO:: : 360it [00:08, 33.36it/s, failures=0, objective=-7.94]

Parallel BO:: : 361it [00:08, 33.36it/s, failures=0, objective=-7.94]

Parallel BO:: : 362it [00:08, 33.36it/s, failures=0, objective=-7.94]

Parallel BO:: : 363it [00:08, 33.36it/s, failures=0, objective=-7.94]

Parallel BO:: : 364it [00:08, 44.38it/s, failures=0, objective=-7.94]

Parallel BO:: : 364it [00:08, 44.38it/s, failures=0, objective=-7.94]

Parallel BO:: : 365it [00:08, 44.38it/s, failures=0, objective=-7.94]

Parallel BO:: : 366it [00:08, 44.38it/s, failures=0, objective=-7.94]

Parallel BO:: : 367it [00:08, 44.38it/s, failures=0, objective=-7.94]

Parallel BO:: : 368it [00:08, 44.38it/s, failures=0, objective=-7.94]

Parallel BO:: : 369it [00:08, 44.38it/s, failures=0, objective=-7.94]

Parallel BO:: : 370it [00:08, 44.38it/s, failures=0, objective=-7.94]

Parallel BO:: : 371it [00:08, 44.38it/s, failures=0, objective=-7.94]

Parallel BO:: : 372it [00:09, 37.81it/s, failures=0, objective=-7.94]

Parallel BO:: : 372it [00:09, 37.81it/s, failures=0, objective=-7.94]

Parallel BO:: : 373it [00:09, 37.81it/s, failures=0, objective=-7.94]

Parallel BO:: : 374it [00:09, 37.81it/s, failures=0, objective=-7.94]

Parallel BO:: : 375it [00:09, 37.81it/s, failures=0, objective=-7.94]

Parallel BO:: : 376it [00:09, 37.81it/s, failures=0, objective=-7.94]

Parallel BO:: : 377it [00:09, 37.81it/s, failures=0, objective=-7.94]

Parallel BO:: : 378it [00:09, 37.81it/s, failures=0, objective=-7.94]

Parallel BO:: : 379it [00:09, 37.81it/s, failures=0, objective=-7.94]

Parallel BO:: : 380it [00:09, 37.81it/s, failures=0, objective=-7.94]

Parallel BO:: : 381it [00:09, 37.81it/s, failures=0, objective=-7.94]

Parallel BO:: : 382it [00:09, 37.81it/s, failures=0, objective=-7.94]

Parallel BO:: : 383it [00:09, 37.81it/s, failures=0, objective=-7.94]

Parallel BO:: : 384it [00:09, 37.81it/s, failures=0, objective=-7.94]

Parallel BO:: : 385it [00:09, 37.81it/s, failures=0, objective=-7.94]

Parallel BO:: : 386it [00:09, 37.81it/s, failures=0, objective=-7.94]

Parallel BO:: : 387it [00:09, 37.81it/s, failures=0, objective=-7.94]

Parallel BO:: : 388it [00:09, 37.81it/s, failures=0, objective=-7.94]

Parallel BO:: : 389it [00:09, 44.99it/s, failures=0, objective=-7.94]

Parallel BO:: : 389it [00:09, 44.99it/s, failures=0, objective=-7.94]

Parallel BO:: : 390it [00:09, 44.99it/s, failures=0, objective=-7.94]

Parallel BO:: : 391it [00:09, 44.99it/s, failures=0, objective=-7.94]

Parallel BO:: : 392it [00:09, 44.99it/s, failures=0, objective=-7.94]

Parallel BO:: : 393it [00:09, 44.99it/s, failures=0, objective=-7.94]

Parallel BO:: : 394it [00:09, 44.99it/s, failures=0, objective=-7.94]

Parallel BO:: : 395it [00:09, 44.99it/s, failures=0, objective=-7.94]

Parallel BO:: : 396it [00:09, 39.82it/s, failures=0, objective=-7.94]

Parallel BO:: : 396it [00:09, 39.82it/s, failures=0, objective=-7.94]

Parallel BO:: : 397it [00:09, 39.82it/s, failures=0, objective=-7.94]

Parallel BO:: : 398it [00:09, 39.82it/s, failures=0, objective=-7.94]

Parallel BO:: : 399it [00:09, 39.82it/s, failures=0, objective=-7.94]

Parallel BO:: : 400it [00:09, 39.82it/s, failures=0, objective=-7.94]

Parallel BO:: : 401it [00:09, 39.82it/s, failures=0, objective=-7.94]

Parallel BO:: : 402it [00:09, 39.82it/s, failures=0, objective=-7.94]

Parallel BO:: : 403it [00:09, 36.17it/s, failures=0, objective=-7.94]

Parallel BO:: : 403it [00:09, 36.17it/s, failures=0, objective=-7.94]

Parallel BO:: : 404it [00:09, 36.17it/s, failures=0, objective=-7.94]

Parallel BO:: : 405it [00:09, 36.17it/s, failures=0, objective=-7.94]

Parallel BO:: : 406it [00:09, 36.17it/s, failures=0, objective=-7.94]

Parallel BO:: : 407it [00:09, 36.17it/s, failures=0, objective=-7.94]

Parallel BO:: : 408it [00:09, 36.17it/s, failures=0, objective=-7.94]

Parallel BO:: : 409it [00:09, 36.17it/s, failures=0, objective=-7.94]

Parallel BO:: : 410it [00:09, 36.17it/s, failures=0, objective=-7.94]

Parallel BO:: : 411it [00:09, 36.17it/s, failures=0, objective=-7.94]

Parallel BO:: : 412it [00:09, 36.17it/s, failures=0, objective=-7.94]

Parallel BO:: : 413it [00:09, 36.17it/s, failures=0, objective=-7.94]

Parallel BO:: : 414it [00:09, 36.17it/s, failures=0, objective=-7.94]

Parallel BO:: : 415it [00:09, 36.17it/s, failures=0, objective=-7.94]

Parallel BO:: : 416it [00:09, 36.17it/s, failures=0, objective=-7.94]

Parallel BO:: : 417it [00:10, 40.66it/s, failures=0, objective=-7.94]

Parallel BO:: : 417it [00:10, 40.66it/s, failures=0, objective=-7.94]

Parallel BO:: : 418it [00:10, 40.66it/s, failures=0, objective=-7.94]

Parallel BO:: : 419it [00:10, 40.66it/s, failures=0, objective=-7.94]

Parallel BO:: : 420it [00:10, 40.66it/s, failures=0, objective=-7.94]

Parallel BO:: : 421it [00:10, 40.66it/s, failures=0, objective=-7.94]

Parallel BO:: : 422it [00:10, 40.66it/s, failures=0, objective=-7.94]

Parallel BO:: : 423it [00:10, 40.66it/s, failures=0, objective=-7.94]

Parallel BO:: : 424it [00:10, 40.66it/s, failures=0, objective=-7.94]

Parallel BO:: : 425it [00:10, 40.66it/s, failures=0, objective=-7.94]

Parallel BO:: : 426it [00:10, 40.66it/s, failures=0, objective=-7.94]

Parallel BO:: : 427it [00:10, 40.66it/s, failures=0, objective=-7.94]

Parallel BO:: : 428it [00:10, 40.63it/s, failures=0, objective=-7.94]

Parallel BO:: : 428it [00:10, 40.63it/s, failures=0, objective=-7.94]

Parallel BO:: : 429it [00:10, 40.63it/s, failures=0, objective=-7.94]

Parallel BO:: : 430it [00:10, 40.63it/s, failures=0, objective=-7.94]

Parallel BO:: : 431it [00:10, 40.63it/s, failures=0, objective=-7.94]

Parallel BO:: : 432it [00:10, 40.63it/s, failures=0, objective=-7.94]

Parallel BO:: : 433it [00:10, 40.63it/s, failures=0, objective=-7.94]

Parallel BO:: : 434it [00:10, 40.63it/s, failures=0, objective=-7.94]

Parallel BO:: : 435it [00:10, 40.63it/s, failures=0, objective=-7.94]

Parallel BO:: : 436it [00:10, 40.63it/s, failures=0, objective=-7.94]

Parallel BO:: : 437it [00:10, 40.63it/s, failures=0, objective=-7.94]

Parallel BO:: : 438it [00:10, 40.63it/s, failures=0, objective=-7.94]

Parallel BO:: : 439it [00:10, 40.63it/s, failures=0, objective=-7.94]

Parallel BO:: : 440it [00:10, 42.89it/s, failures=0, objective=-7.94]

Parallel BO:: : 440it [00:10, 42.89it/s, failures=0, objective=-7.94]

Parallel BO:: : 441it [00:10, 42.89it/s, failures=0, objective=-7.94]

Parallel BO:: : 442it [00:10, 42.89it/s, failures=0, objective=-7.94]

Parallel BO:: : 443it [00:10, 42.89it/s, failures=0, objective=-7.94]

Parallel BO:: : 444it [00:10, 42.89it/s, failures=0, objective=-7.94]

Parallel BO:: : 445it [00:10, 42.89it/s, failures=0, objective=-7.94]

Parallel BO:: : 446it [00:10, 42.89it/s, failures=0, objective=-7.94]

Parallel BO:: : 447it [00:10, 42.89it/s, failures=0, objective=-7.94]

Parallel BO:: : 448it [00:10, 42.89it/s, failures=0, objective=-7.94]

Parallel BO:: : 449it [00:10, 42.89it/s, failures=0, objective=-7.94]

Parallel BO:: : 450it [00:10, 41.93it/s, failures=0, objective=-7.94]

Parallel BO:: : 450it [00:10, 41.93it/s, failures=0, objective=-7.94]

Parallel BO:: : 451it [00:10, 41.93it/s, failures=0, objective=-7.94]

Parallel BO:: : 452it [00:10, 41.93it/s, failures=0, objective=-7.26]

Parallel BO:: : 453it [00:10, 41.93it/s, failures=0, objective=-7.26]

Parallel BO:: : 454it [00:10, 41.93it/s, failures=0, objective=-7.26]

Parallel BO:: : 455it [00:10, 41.93it/s, failures=0, objective=-7.26]

Parallel BO:: : 456it [00:10, 41.93it/s, failures=0, objective=-7.26]

Parallel BO:: : 457it [00:10, 41.93it/s, failures=0, objective=-7.26]

Parallel BO:: : 458it [00:10, 41.93it/s, failures=0, objective=-7.26]

Parallel BO:: : 459it [00:10, 41.93it/s, failures=0, objective=-7.26]

Parallel BO:: : 460it [00:10, 41.93it/s, failures=0, objective=-7.26]

Parallel BO:: : 461it [00:10, 41.93it/s, failures=0, objective=-7.26]

Parallel BO:: : 462it [00:10, 41.93it/s, failures=0, objective=-7.26]

Parallel BO:: : 463it [00:11, 42.01it/s, failures=0, objective=-7.26]

Parallel BO:: : 463it [00:11, 42.01it/s, failures=0, objective=-7.26]

Parallel BO:: : 464it [00:11, 42.01it/s, failures=0, objective=-7.26]

Parallel BO:: : 465it [00:11, 42.01it/s, failures=0, objective=-7.26]

Parallel BO:: : 466it [00:11, 42.01it/s, failures=0, objective=-7.26]

Parallel BO:: : 467it [00:11, 42.01it/s, failures=0, objective=-7.26]

Parallel BO:: : 468it [00:11, 42.01it/s, failures=0, objective=-7.26]

Parallel BO:: : 469it [00:11, 42.01it/s, failures=0, objective=-7.26]

Parallel BO:: : 470it [00:11, 42.01it/s, failures=0, objective=-7.26]

Parallel BO:: : 471it [00:11, 36.49it/s, failures=0, objective=-7.26]

Parallel BO:: : 471it [00:11, 36.49it/s, failures=0, objective=-7.26]

Parallel BO:: : 472it [00:11, 36.49it/s, failures=0, objective=-7.26]

Parallel BO:: : 473it [00:11, 36.49it/s, failures=0, objective=-7.26]

Parallel BO:: : 474it [00:11, 36.49it/s, failures=0, objective=-7.26]

Parallel BO:: : 475it [00:11, 36.49it/s, failures=0, objective=-7.26]

Parallel BO:: : 476it [00:11, 36.49it/s, failures=0, objective=-7.26]

Parallel BO:: : 477it [00:11, 36.49it/s, failures=0, objective=-7.26]

Parallel BO:: : 478it [00:11, 36.49it/s, failures=0, objective=-7.26]

Parallel BO:: : 479it [00:11, 36.49it/s, failures=0, objective=-7.26]

Parallel BO:: : 480it [00:11, 36.49it/s, failures=0, objective=-7.26]

Parallel BO:: : 481it [00:11, 35.73it/s, failures=0, objective=-7.26]

Parallel BO:: : 481it [00:11, 35.73it/s, failures=0, objective=-7.26]

Parallel BO:: : 482it [00:11, 35.73it/s, failures=0, objective=-7.26]

Parallel BO:: : 483it [00:11, 35.73it/s, failures=0, objective=-7.26]

Parallel BO:: : 484it [00:11, 35.73it/s, failures=0, objective=-7.26]

Parallel BO:: : 485it [00:11, 35.73it/s, failures=0, objective=-7.26]

Parallel BO:: : 486it [00:11, 35.73it/s, failures=0, objective=-7.26]

Parallel BO:: : 487it [00:11, 35.73it/s, failures=0, objective=-7.26]

Parallel BO:: : 488it [00:11, 35.73it/s, failures=0, objective=-7.26]

Parallel BO:: : 489it [00:11, 35.73it/s, failures=0, objective=-7.26]

Parallel BO:: : 490it [00:11, 35.73it/s, failures=0, objective=-7.26]

Parallel BO:: : 491it [00:11, 35.73it/s, failures=0, objective=-7.26]

Parallel BO:: : 492it [00:11, 35.73it/s, failures=0, objective=-7.26]

Parallel BO:: : 493it [00:11, 35.73it/s, failures=0, objective=-7.26]

Parallel BO:: : 494it [00:11, 35.73it/s, failures=0, objective=-7.26]

Parallel BO:: : 495it [00:11, 35.73it/s, failures=0, objective=-7.26]

Parallel BO:: : 496it [00:11, 35.73it/s, failures=0, objective=-7.26]

Parallel BO:: : 497it [00:11, 35.73it/s, failures=0, objective=-7.26]

Parallel BO:: : 498it [00:11, 35.73it/s, failures=0, objective=-7.26]

Parallel BO:: : 499it [00:12, 43.63it/s, failures=0, objective=-7.26]

Parallel BO:: : 499it [00:12, 43.63it/s, failures=0, objective=-7.26]

Parallel BO:: : 500it [00:12, 43.63it/s, failures=0, objective=-7.26]

Parallel BO:: : 501it [00:12, 43.63it/s, failures=0, objective=-7.26]

Parallel BO:: : 502it [00:12, 43.63it/s, failures=0, objective=-7.26]

Parallel BO:: : 503it [00:12, 43.63it/s, failures=0, objective=-7.26]

Parallel BO:: : 504it [00:12, 43.63it/s, failures=0, objective=-7.26]

Parallel BO:: : 505it [00:12, 43.63it/s, failures=0, objective=-7.26]

Parallel BO:: : 506it [00:12, 43.63it/s, failures=0, objective=-7.26]

Parallel BO:: : 507it [00:12, 37.91it/s, failures=0, objective=-7.26]

Parallel BO:: : 507it [00:12, 37.91it/s, failures=0, objective=-7.26]

Parallel BO:: : 508it [00:12, 37.91it/s, failures=0, objective=-7.26]

Parallel BO:: : 509it [00:12, 37.91it/s, failures=0, objective=-7.26]

Parallel BO:: : 510it [00:12, 37.91it/s, failures=0, objective=-7.26]

Parallel BO:: : 511it [00:12, 37.91it/s, failures=0, objective=-7.26]

Parallel BO:: : 512it [00:12, 37.91it/s, failures=0, objective=-7.26]

Parallel BO:: : 513it [00:12, 37.91it/s, failures=0, objective=-7.26]

Parallel BO:: : 514it [00:12, 37.91it/s, failures=0, objective=-7.26]

Parallel BO:: : 515it [00:12, 37.91it/s, failures=0, objective=-7.26]

Parallel BO:: : 516it [00:12, 37.91it/s, failures=0, objective=-7.26]

Parallel BO:: : 517it [00:12, 37.91it/s, failures=0, objective=-7.26]

Parallel BO:: : 518it [00:12, 37.91it/s, failures=0, objective=-7.26]

Parallel BO:: : 519it [00:12, 37.91it/s, failures=0, objective=-7.26]

Parallel BO:: : 520it [00:12, 37.91it/s, failures=0, objective=-7.26]

Parallel BO:: : 521it [00:12, 42.22it/s, failures=0, objective=-7.26]

Parallel BO:: : 521it [00:12, 42.22it/s, failures=0, objective=-7.26]

Parallel BO:: : 522it [00:12, 42.22it/s, failures=0, objective=-7.26]

Parallel BO:: : 523it [00:12, 42.22it/s, failures=0, objective=-7.26]

Parallel BO:: : 524it [00:12, 42.22it/s, failures=0, objective=-7.26]

Parallel BO:: : 525it [00:12, 42.22it/s, failures=0, objective=-7.26]

Parallel BO:: : 526it [00:12, 42.22it/s, failures=0, objective=-7.26]

Parallel BO:: : 527it [00:12, 42.22it/s, failures=0, objective=-7.26]

Parallel BO:: : 528it [00:12, 42.22it/s, failures=0, objective=-7.26]

Parallel BO:: : 529it [00:12, 42.22it/s, failures=0, objective=-7.26]

Parallel BO:: : 530it [00:12, 38.50it/s, failures=0, objective=-7.26]

Parallel BO:: : 530it [00:12, 38.50it/s, failures=0, objective=-7.26]

Parallel BO:: : 531it [00:12, 38.50it/s, failures=0, objective=-7.26]

Parallel BO:: : 532it [00:12, 38.50it/s, failures=0, objective=-7.26]

Parallel BO:: : 533it [00:12, 38.50it/s, failures=0, objective=-7.26]

Parallel BO:: : 534it [00:12, 38.50it/s, failures=0, objective=-7.26]

Parallel BO:: : 535it [00:12, 38.50it/s, failures=0, objective=-7.26]

Parallel BO:: : 536it [00:12, 38.50it/s, failures=0, objective=-7.26]

Parallel BO:: : 537it [00:12, 38.50it/s, failures=0, objective=-7.26]

Parallel BO:: : 538it [00:12, 38.50it/s, failures=0, objective=-7.26]

Parallel BO:: : 539it [00:12, 38.50it/s, failures=0, objective=-7.26]

Parallel BO:: : 540it [00:12, 38.50it/s, failures=0, objective=-7.26]

Parallel BO:: : 541it [00:12, 38.50it/s, failures=0, objective=-7.26]

Parallel BO:: : 542it [00:13, 40.15it/s, failures=0, objective=-7.26]

Parallel BO:: : 542it [00:13, 40.15it/s, failures=0, objective=-7.26]

Parallel BO:: : 543it [00:13, 40.15it/s, failures=0, objective=-7.26]

Parallel BO:: : 544it [00:13, 40.15it/s, failures=0, objective=-7.26]

Parallel BO:: : 545it [00:13, 40.15it/s, failures=0, objective=-7.26]

Parallel BO:: : 546it [00:13, 40.15it/s, failures=0, objective=-7.26]

Parallel BO:: : 547it [00:13, 40.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 548it [00:13, 40.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 549it [00:13, 40.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 550it [00:13, 40.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 551it [00:13, 40.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 552it [00:13, 40.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 553it [00:13, 40.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 554it [00:13, 40.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 555it [00:13, 40.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 556it [00:13, 40.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 557it [00:13, 47.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 557it [00:13, 47.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 558it [00:13, 47.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 559it [00:13, 47.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 560it [00:13, 47.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 561it [00:13, 47.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 562it [00:13, 47.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 563it [00:13, 47.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 564it [00:13, 47.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 565it [00:13, 47.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 566it [00:13, 47.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 567it [00:13, 47.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 568it [00:13, 47.15it/s, failures=0, objective=-6.16]

Parallel BO:: : 569it [00:13, 42.84it/s, failures=0, objective=-6.16]

Parallel BO:: : 569it [00:13, 42.84it/s, failures=0, objective=-6.16]

Parallel BO:: : 570it [00:13, 42.84it/s, failures=0, objective=-6.16]

Parallel BO:: : 571it [00:13, 42.84it/s, failures=0, objective=-6.16]

Parallel BO:: : 572it [00:13, 42.84it/s, failures=0, objective=-6.16]

Parallel BO:: : 573it [00:13, 42.84it/s, failures=0, objective=-6.16]

Parallel BO:: : 574it [00:13, 42.84it/s, failures=0, objective=-6.16]

Parallel BO:: : 575it [00:13, 42.84it/s, failures=0, objective=-6.16]

Parallel BO:: : 576it [00:13, 42.84it/s, failures=0, objective=-6.16]

Parallel BO:: : 577it [00:13, 42.84it/s, failures=0, objective=-6.16]

Parallel BO:: : 578it [00:13, 42.84it/s, failures=0, objective=-6.16]

Parallel BO:: : 579it [00:13, 42.84it/s, failures=0, objective=-6.16]

Parallel BO:: : 580it [00:13, 42.84it/s, failures=0, objective=-6.16]

Parallel BO:: : 581it [00:14, 40.89it/s, failures=0, objective=-6.16]

Parallel BO:: : 581it [00:14, 40.89it/s, failures=0, objective=-6.16]

Parallel BO:: : 582it [00:14, 40.89it/s, failures=0, objective=-6.16]

Parallel BO:: : 583it [00:14, 40.89it/s, failures=0, objective=-6.16]

Parallel BO:: : 584it [00:14, 40.89it/s, failures=0, objective=-6.16]

Parallel BO:: : 585it [00:14, 40.89it/s, failures=0, objective=-6.16]

Parallel BO:: : 586it [00:14, 40.89it/s, failures=0, objective=-6.16]

Parallel BO:: : 587it [00:14, 40.89it/s, failures=0, objective=-6.16]

Parallel BO:: : 588it [00:14, 40.89it/s, failures=0, objective=-6.16]

Parallel BO:: : 589it [00:14, 40.89it/s, failures=0, objective=-6.16]

Parallel BO:: : 590it [00:14, 40.89it/s, failures=0, objective=-6.16]

Parallel BO:: : 591it [00:14, 40.89it/s, failures=0, objective=-6.16]

Parallel BO:: : 592it [00:14, 40.89it/s, failures=0, objective=-6.16]

Parallel BO:: : 593it [00:14, 38.46it/s, failures=0, objective=-6.16]

Parallel BO:: : 593it [00:14, 38.46it/s, failures=0, objective=-6.16]

Parallel BO:: : 594it [00:14, 38.46it/s, failures=0, objective=-6.16]

Parallel BO:: : 595it [00:14, 38.46it/s, failures=0, objective=-6.16]

Parallel BO:: : 596it [00:14, 38.46it/s, failures=0, objective=-6.16]

Parallel BO:: : 597it [00:14, 38.46it/s, failures=0, objective=-6.16]

Parallel BO:: : 598it [00:14, 38.46it/s, failures=0, objective=-6.16]

Parallel BO:: : 599it [00:14, 38.46it/s, failures=0, objective=-6.16]

Parallel BO:: : 600it [00:14, 38.46it/s, failures=0, objective=-6.16]

Parallel BO:: : 601it [00:14, 38.46it/s, failures=0, objective=-6.16]

Parallel BO:: : 602it [00:14, 38.46it/s, failures=0, objective=-6.16]

Parallel BO:: : 603it [00:14, 38.46it/s, failures=0, objective=-6.16]

Parallel BO:: : 604it [00:14, 38.07it/s, failures=0, objective=-6.16]

Parallel BO:: : 604it [00:14, 38.07it/s, failures=0, objective=-6.16]

Parallel BO:: : 605it [00:14, 38.07it/s, failures=0, objective=-6.16]

Parallel BO:: : 606it [00:14, 38.07it/s, failures=0, objective=-6.16]

Parallel BO:: : 607it [00:14, 38.07it/s, failures=0, objective=-6.16]

Parallel BO:: : 608it [00:14, 38.07it/s, failures=0, objective=-6.16]

Parallel BO:: : 609it [00:14, 38.07it/s, failures=0, objective=-6.16]

Parallel BO:: : 610it [00:14, 38.07it/s, failures=0, objective=-6.16]

Parallel BO:: : 611it [00:14, 38.07it/s, failures=0, objective=-6.16]

Parallel BO:: : 612it [00:14, 38.07it/s, failures=0, objective=-6.16]

Parallel BO:: : 613it [00:14, 38.07it/s, failures=0, objective=-6.16]

Parallel BO:: : 614it [00:14, 38.07it/s, failures=0, objective=-6.16]

Parallel BO:: : 615it [00:15, 38.68it/s, failures=0, objective=-6.16]

Parallel BO:: : 615it [00:15, 38.68it/s, failures=0, objective=-6.16]

Parallel BO:: : 616it [00:15, 38.68it/s, failures=0, objective=-6.16]

Parallel BO:: : 617it [00:15, 38.68it/s, failures=0, objective=-6.16]

Parallel BO:: : 618it [00:15, 38.68it/s, failures=0, objective=-6.16]

Parallel BO:: : 619it [00:15, 38.68it/s, failures=0, objective=-6.16]

Parallel BO:: : 620it [00:15, 38.68it/s, failures=0, objective=-6.16]

Parallel BO:: : 621it [00:15, 38.68it/s, failures=0, objective=-6.16]

Parallel BO:: : 622it [00:15, 38.68it/s, failures=0, objective=-6.16]

Parallel BO:: : 623it [00:15, 38.68it/s, failures=0, objective=-6.16]

Parallel BO:: : 624it [00:15, 38.68it/s, failures=0, objective=-6.16]

Parallel BO:: : 625it [00:15, 38.23it/s, failures=0, objective=-6.16]

Parallel BO:: : 625it [00:15, 38.23it/s, failures=0, objective=-6.16]

Parallel BO:: : 626it [00:15, 38.23it/s, failures=0, objective=-6.16]

Parallel BO:: : 627it [00:15, 38.23it/s, failures=0, objective=-5.06]

Parallel BO:: : 628it [00:15, 38.23it/s, failures=0, objective=-5.06]

Parallel BO:: : 629it [00:15, 38.23it/s, failures=0, objective=-5.06]

Parallel BO:: : 630it [00:15, 38.23it/s, failures=0, objective=-5.06]

Parallel BO:: : 631it [00:15, 38.23it/s, failures=0, objective=-5.06]

Parallel BO:: : 632it [00:15, 38.23it/s, failures=0, objective=-5.06]

Parallel BO:: : 633it [00:15, 38.23it/s, failures=0, objective=-5.06]

Parallel BO:: : 634it [00:15, 38.23it/s, failures=0, objective=-5.06]

Parallel BO:: : 635it [00:15, 38.23it/s, failures=0, objective=-5.06]

Parallel BO:: : 636it [00:15, 38.23it/s, failures=0, objective=-5.06]

Parallel BO:: : 637it [00:15, 38.23it/s, failures=0, objective=-5.06]

Parallel BO:: : 638it [00:15, 38.23it/s, failures=0, objective=-5.06]

Parallel BO:: : 639it [00:15, 44.43it/s, failures=0, objective=-5.06]

Parallel BO:: : 639it [00:15, 44.43it/s, failures=0, objective=-5.06]

Parallel BO:: : 640it [00:15, 44.43it/s, failures=0, objective=-5.06]

Parallel BO:: : 641it [00:15, 44.43it/s, failures=0, objective=-5.06]

Parallel BO:: : 642it [00:15, 44.43it/s, failures=0, objective=-5.06]

Parallel BO:: : 643it [00:15, 44.43it/s, failures=0, objective=-5.06]

Parallel BO:: : 644it [00:15, 44.43it/s, failures=0, objective=-5.06]

Parallel BO:: : 645it [00:15, 44.43it/s, failures=0, objective=-5.06]

Parallel BO:: : 646it [00:15, 44.43it/s, failures=0, objective=-5.06]

Parallel BO:: : 647it [00:15, 44.43it/s, failures=0, objective=-5.06]

Parallel BO:: : 648it [00:15, 44.43it/s, failures=0, objective=-5.06]

Parallel BO:: : 649it [00:15, 44.43it/s, failures=0, objective=-5.06]

Parallel BO:: : 650it [00:15, 44.43it/s, failures=0, objective=-5.06]

Parallel BO:: : 651it [00:15, 46.09it/s, failures=0, objective=-5.06]

Parallel BO:: : 651it [00:15, 46.09it/s, failures=0, objective=-5.06]

Parallel BO:: : 652it [00:15, 46.09it/s, failures=0, objective=-5.06]

Parallel BO:: : 653it [00:15, 46.09it/s, failures=0, objective=-5.06]

Parallel BO:: : 654it [00:15, 46.09it/s, failures=0, objective=-5.06]

Parallel BO:: : 655it [00:15, 46.09it/s, failures=0, objective=-5.06]

Parallel BO:: : 656it [00:15, 46.09it/s, failures=0, objective=-5.06]

Parallel BO:: : 657it [00:15, 46.09it/s, failures=0, objective=-5.06]

Parallel BO:: : 658it [00:15, 46.09it/s, failures=0, objective=-5.06]

Parallel BO:: : 659it [00:15, 46.09it/s, failures=0, objective=-5.06]

Parallel BO:: : 660it [00:15, 46.09it/s, failures=0, objective=-5.06]

Parallel BO:: : 661it [00:15, 46.09it/s, failures=0, objective=-5.06]

Parallel BO:: : 662it [00:15, 46.09it/s, failures=0, objective=-5.06]

Parallel BO:: : 663it [00:15, 46.09it/s, failures=0, objective=-5.06]

Parallel BO:: : 664it [00:16, 46.43it/s, failures=0, objective=-5.06]

Parallel BO:: : 664it [00:16, 46.43it/s, failures=0, objective=-5.06]

Parallel BO:: : 665it [00:16, 46.43it/s, failures=0, objective=-5.06]

Parallel BO:: : 666it [00:16, 46.43it/s, failures=0, objective=-5.06]

Parallel BO:: : 667it [00:16, 46.43it/s, failures=0, objective=-5.06]

Parallel BO:: : 668it [00:16, 46.43it/s, failures=0, objective=-5.06]

Parallel BO:: : 669it [00:16, 46.43it/s, failures=0, objective=-5.06]

Parallel BO:: : 670it [00:16, 37.63it/s, failures=0, objective=-5.06]

Parallel BO:: : 670it [00:16, 37.63it/s, failures=0, objective=-5.06]

Parallel BO:: : 671it [00:16, 37.63it/s, failures=0, objective=-5.06]

Parallel BO:: : 672it [00:16, 37.63it/s, failures=0, objective=-5.06]

Parallel BO:: : 673it [00:16, 37.63it/s, failures=0, objective=-5.06]

Parallel BO:: : 674it [00:16, 37.63it/s, failures=0, objective=-5.06]

Parallel BO:: : 675it [00:16, 37.63it/s, failures=0, objective=-5.06]

Parallel BO:: : 676it [00:16, 37.63it/s, failures=0, objective=-5.06]

Parallel BO:: : 677it [00:16, 37.63it/s, failures=0, objective=-5.06]

Parallel BO:: : 678it [00:16, 37.63it/s, failures=0, objective=-5.06]

Parallel BO:: : 679it [00:16, 37.63it/s, failures=0, objective=-5.06]

Parallel BO:: : 680it [00:16, 37.75it/s, failures=0, objective=-5.06]

Parallel BO:: : 680it [00:16, 37.75it/s, failures=0, objective=-5.06]

Parallel BO:: : 681it [00:16, 37.75it/s, failures=0, objective=-5.06]

Parallel BO:: : 682it [00:16, 37.75it/s, failures=0, objective=-5.06]

Parallel BO:: : 683it [00:16, 37.75it/s, failures=0, objective=-5.06]

Parallel BO:: : 684it [00:16, 37.75it/s, failures=0, objective=-5.06]

Parallel BO:: : 685it [00:16, 37.75it/s, failures=0, objective=-5.06]

Parallel BO:: : 686it [00:16, 37.75it/s, failures=0, objective=-5.06]

Parallel BO:: : 687it [00:16, 37.75it/s, failures=0, objective=-5.06]

Parallel BO:: : 688it [00:16, 37.75it/s, failures=0, objective=-5.06]

Parallel BO:: : 689it [00:16, 37.75it/s, failures=0, objective=-5.06]

Parallel BO:: : 690it [00:16, 37.75it/s, failures=0, objective=-5.06]

Parallel BO:: : 691it [00:16, 37.75it/s, failures=0, objective=-5.06]

Parallel BO:: : 692it [00:16, 40.95it/s, failures=0, objective=-5.06]

Parallel BO:: : 692it [00:16, 40.95it/s, failures=0, objective=-5.06]

Parallel BO:: : 693it [00:16, 40.95it/s, failures=0, objective=-5.06]

Parallel BO:: : 694it [00:16, 40.95it/s, failures=0, objective=-5.06]

Parallel BO:: : 695it [00:16, 40.95it/s, failures=0, objective=-5.06]

Parallel BO:: : 696it [00:16, 40.95it/s, failures=0, objective=-5.06]

Parallel BO:: : 697it [00:16, 40.95it/s, failures=0, objective=-5.06]

Parallel BO:: : 698it [00:16, 40.95it/s, failures=0, objective=-5.06]

Parallel BO:: : 699it [00:16, 40.95it/s, failures=0, objective=-5.06]

Parallel BO:: : 700it [00:16, 40.95it/s, failures=0, objective=-5.06]

Parallel BO:: : 701it [00:16, 40.95it/s, failures=0, objective=-5.06]

Parallel BO:: : 702it [00:17, 35.90it/s, failures=0, objective=-5.06]

Parallel BO:: : 702it [00:17, 35.90it/s, failures=0, objective=-5.06]

Parallel BO:: : 703it [00:17, 35.90it/s, failures=0, objective=-5.06]

Parallel BO:: : 704it [00:17, 35.90it/s, failures=0, objective=-5.06]

Parallel BO:: : 705it [00:17, 35.90it/s, failures=0, objective=-5.06]

Parallel BO:: : 706it [00:17, 35.90it/s, failures=0, objective=-5.06]

Parallel BO:: : 707it [00:17, 35.90it/s, failures=0, objective=-5.06]

Parallel BO:: : 708it [00:17, 35.90it/s, failures=0, objective=-5.06]

Parallel BO:: : 709it [00:17, 35.90it/s, failures=0, objective=-5.06]

Parallel BO:: : 710it [00:17, 35.90it/s, failures=0, objective=-5.06]

Parallel BO:: : 711it [00:17, 35.90it/s, failures=0, objective=-5.06]

Parallel BO:: : 712it [00:17, 35.90it/s, failures=0, objective=-5.06]

Parallel BO:: : 713it [00:17, 35.90it/s, failures=0, objective=-5.06]

Parallel BO:: : 714it [00:17, 35.90it/s, failures=0, objective=-5.06]

Parallel BO:: : 715it [00:17, 35.90it/s, failures=0, objective=-5.06]

Parallel BO:: : 716it [00:17, 35.90it/s, failures=0, objective=-5.06]

Parallel BO:: : 717it [00:17, 35.90it/s, failures=0, objective=-5.06]

Parallel BO:: : 718it [00:17, 43.36it/s, failures=0, objective=-5.06]

Parallel BO:: : 718it [00:17, 43.36it/s, failures=0, objective=-5.06]

Parallel BO:: : 719it [00:17, 43.36it/s, failures=0, objective=-5.06]

Parallel BO:: : 720it [00:17, 43.36it/s, failures=0, objective=-5.06]

Parallel BO:: : 721it [00:17, 43.36it/s, failures=0, objective=-5.06]

Parallel BO:: : 722it [00:17, 43.36it/s, failures=0, objective=-5.06]

Parallel BO:: : 723it [00:17, 43.36it/s, failures=0, objective=-5.06]

Parallel BO:: : 724it [00:17, 43.36it/s, failures=0, objective=-5.06]

Parallel BO:: : 725it [00:17, 43.36it/s, failures=0, objective=-5.06]

Parallel BO:: : 726it [00:17, 43.36it/s, failures=0, objective=-5.06]

Parallel BO:: : 727it [00:17, 43.36it/s, failures=0, objective=-5.06]

Parallel BO:: : 728it [00:17, 43.36it/s, failures=0, objective=-5.06]

Parallel BO:: : 729it [00:17, 43.36it/s, failures=0, objective=-5.06]

Parallel BO:: : 730it [00:17, 38.89it/s, failures=0, objective=-5.06]

Parallel BO:: : 730it [00:17, 38.89it/s, failures=0, objective=-5.06]

Parallel BO:: : 731it [00:17, 38.89it/s, failures=0, objective=-5.06]

Parallel BO:: : 732it [00:17, 38.89it/s, failures=0, objective=-5.06]

Parallel BO:: : 733it [00:17, 38.89it/s, failures=0, objective=-5.06]

Parallel BO:: : 734it [00:17, 38.89it/s, failures=0, objective=-5.06]

Parallel BO:: : 735it [00:17, 38.89it/s, failures=0, objective=-4.96]

Parallel BO:: : 736it [00:17, 38.89it/s, failures=0, objective=-4.96]

Parallel BO:: : 737it [00:17, 38.89it/s, failures=0, objective=-4.96]

Parallel BO:: : 738it [00:17, 38.89it/s, failures=0, objective=-4.96]

Parallel BO:: : 739it [00:17, 38.89it/s, failures=0, objective=-4.96]

Parallel BO:: : 740it [00:17, 38.89it/s, failures=0, objective=-4.96]

Parallel BO:: : 741it [00:17, 38.89it/s, failures=0, objective=-4.96]

Parallel BO:: : 742it [00:17, 38.89it/s, failures=0, objective=-4.96]

Parallel BO:: : 743it [00:17, 38.89it/s, failures=0, objective=-4.96]

Parallel BO:: : 744it [00:17, 38.89it/s, failures=0, objective=-4.96]

Parallel BO:: : 745it [00:17, 38.89it/s, failures=0, objective=-4.96]

Parallel BO:: : 746it [00:17, 38.89it/s, failures=0, objective=-4.96]

Parallel BO:: : 747it [00:17, 38.89it/s, failures=0, objective=-4.96]

Parallel BO:: : 748it [00:18, 46.86it/s, failures=0, objective=-4.96]

Parallel BO:: : 748it [00:18, 46.86it/s, failures=0, objective=-4.96]

Parallel BO:: : 749it [00:18, 46.86it/s, failures=0, objective=-4.96]

Parallel BO:: : 750it [00:18, 46.86it/s, failures=0, objective=-4.96]

Parallel BO:: : 751it [00:18, 46.86it/s, failures=0, objective=-4.96]

Parallel BO:: : 752it [00:18, 46.86it/s, failures=0, objective=-4.96]

Parallel BO:: : 753it [00:18, 46.86it/s, failures=0, objective=-4.96]

Parallel BO:: : 754it [00:18, 46.86it/s, failures=0, objective=-4.96]

Parallel BO:: : 755it [00:18, 46.86it/s, failures=0, objective=-4.96]

Parallel BO:: : 756it [00:18, 46.86it/s, failures=0, objective=-4.96]

Parallel BO:: : 757it [00:18, 46.86it/s, failures=0, objective=-4.96]

Parallel BO:: : 758it [00:18, 46.86it/s, failures=0, objective=-4.96]

Parallel BO:: : 759it [00:18, 46.86it/s, failures=0, objective=-4.96]

Parallel BO:: : 760it [00:18, 43.85it/s, failures=0, objective=-4.96]

Parallel BO:: : 760it [00:18, 43.85it/s, failures=0, objective=-4.96]

Parallel BO:: : 761it [00:18, 43.85it/s, failures=0, objective=-4.96]

Parallel BO:: : 762it [00:18, 43.85it/s, failures=0, objective=-4.96]

Parallel BO:: : 763it [00:18, 43.85it/s, failures=0, objective=-4.96]

Parallel BO:: : 764it [00:18, 43.85it/s, failures=0, objective=-4.96]

Parallel BO:: : 765it [00:18, 43.85it/s, failures=0, objective=-4.96]

Parallel BO:: : 766it [00:18, 43.85it/s, failures=0, objective=-4.96]

Parallel BO:: : 767it [00:18, 43.85it/s, failures=0, objective=-4.96]

Parallel BO:: : 768it [00:18, 43.85it/s, failures=0, objective=-4.96]

Parallel BO:: : 769it [00:18, 43.85it/s, failures=0, objective=-4.96]

Parallel BO:: : 770it [00:18, 41.34it/s, failures=0, objective=-4.96]

Parallel BO:: : 770it [00:18, 41.34it/s, failures=0, objective=-4.96]

Parallel BO:: : 771it [00:18, 41.34it/s, failures=0, objective=-4.96]

Parallel BO:: : 772it [00:18, 41.34it/s, failures=0, objective=-4.96]

Parallel BO:: : 773it [00:18, 41.34it/s, failures=0, objective=-4.96]

Parallel BO:: : 774it [00:18, 41.34it/s, failures=0, objective=-4.96]

Parallel BO:: : 775it [00:18, 41.34it/s, failures=0, objective=-4.96]

Parallel BO:: : 776it [00:18, 41.34it/s, failures=0, objective=-4.96]

Parallel BO:: : 777it [00:18, 41.34it/s, failures=0, objective=-4.96]

Parallel BO:: : 778it [00:18, 41.34it/s, failures=0, objective=-4.96]

Parallel BO:: : 779it [00:18, 41.34it/s, failures=0, objective=-4.96]

Parallel BO:: : 780it [00:18, 41.34it/s, failures=0, objective=-4.96]

Parallel BO:: : 781it [00:18, 41.34it/s, failures=0, objective=-4.96]

Parallel BO:: : 782it [00:18, 41.34it/s, failures=0, objective=-4.96]

Parallel BO:: : 783it [00:19, 42.44it/s, failures=0, objective=-4.96]

Parallel BO:: : 783it [00:19, 42.44it/s, failures=0, objective=-4.96]

Parallel BO:: : 784it [00:19, 42.44it/s, failures=0, objective=-4.96]

Parallel BO:: : 785it [00:19, 42.44it/s, failures=0, objective=-4.96]

Parallel BO:: : 786it [00:19, 42.44it/s, failures=0, objective=-4.96]

Parallel BO:: : 787it [00:19, 42.44it/s, failures=0, objective=-4.96]

Parallel BO:: : 788it [00:19, 42.44it/s, failures=0, objective=-4.96]

Parallel BO:: : 789it [00:19, 42.44it/s, failures=0, objective=-4.96]

Parallel BO:: : 790it [00:19, 42.44it/s, failures=0, objective=-4.96]

Parallel BO:: : 791it [00:19, 42.44it/s, failures=0, objective=-4.96]

Parallel BO:: : 792it [00:19, 42.44it/s, failures=0, objective=-4.96]

Parallel BO:: : 793it [00:19, 42.44it/s, failures=0, objective=-4.96]

Parallel BO:: : 794it [00:19, 42.44it/s, failures=0, objective=-4.96]

Parallel BO:: : 795it [00:19, 43.26it/s, failures=0, objective=-4.96]

Parallel BO:: : 795it [00:19, 43.26it/s, failures=0, objective=-4.96]

Parallel BO:: : 796it [00:19, 43.26it/s, failures=0, objective=-4.96]

Parallel BO:: : 797it [00:19, 43.26it/s, failures=0, objective=-4.96]

Parallel BO:: : 798it [00:19, 43.26it/s, failures=0, objective=-4.96]

Parallel BO:: : 799it [00:19, 43.26it/s, failures=0, objective=-4.96]

Parallel BO:: : 800it [00:19, 43.26it/s, failures=0, objective=-4.96]

Parallel BO:: : 801it [00:19, 43.26it/s, failures=0, objective=-4.96]

Parallel BO:: : 802it [00:19, 43.26it/s, failures=0, objective=-4.96]

Parallel BO:: : 803it [00:19, 43.26it/s, failures=0, objective=-4.96]

Parallel BO:: : 804it [00:19, 43.26it/s, failures=0, objective=-4.96]

Parallel BO:: : 805it [00:19, 43.26it/s, failures=0, objective=-4.96]

Parallel BO:: : 806it [00:19, 43.26it/s, failures=0, objective=-4.96]

Parallel BO:: : 807it [00:19, 43.26it/s, failures=0, objective=-4.96]

Parallel BO:: : 808it [00:19, 46.06it/s, failures=0, objective=-4.96]

Parallel BO:: : 808it [00:19, 46.06it/s, failures=0, objective=-4.96]

Parallel BO:: : 809it [00:19, 46.06it/s, failures=0, objective=-4.96]

Parallel BO:: : 810it [00:19, 46.06it/s, failures=0, objective=-4.96]

Parallel BO:: : 811it [00:19, 46.06it/s, failures=0, objective=-4.96]

Parallel BO:: : 812it [00:19, 46.06it/s, failures=0, objective=-4.96]

Parallel BO:: : 813it [00:19, 46.06it/s, failures=0, objective=-4.58]

Parallel BO:: : 814it [00:19, 46.06it/s, failures=0, objective=-4.58]

Parallel BO:: : 815it [00:19, 46.06it/s, failures=0, objective=-4.58]

Parallel BO:: : 816it [00:19, 46.06it/s, failures=0, objective=-4.58]

Parallel BO:: : 817it [00:19, 46.06it/s, failures=0, objective=-4.58]

Parallel BO:: : 818it [00:19, 44.83it/s, failures=0, objective=-4.58]

Parallel BO:: : 818it [00:19, 44.83it/s, failures=0, objective=-4.58]

Parallel BO:: : 819it [00:19, 44.83it/s, failures=0, objective=-4.58]

Parallel BO:: : 820it [00:19, 44.83it/s, failures=0, objective=-4.58]

Parallel BO:: : 821it [00:19, 44.83it/s, failures=0, objective=-4.58]

Parallel BO:: : 822it [00:19, 44.83it/s, failures=0, objective=-4.58]

Parallel BO:: : 823it [00:19, 44.83it/s, failures=0, objective=-4.58]

Parallel BO:: : 824it [00:19, 44.83it/s, failures=0, objective=-4.58]

Parallel BO:: : 825it [00:20, 37.81it/s, failures=0, objective=-4.58]

Parallel BO:: : 825it [00:20, 37.81it/s, failures=0, objective=-4.58]

Parallel BO:: : 826it [00:20, 37.81it/s, failures=0, objective=-4.58]

Parallel BO:: : 827it [00:20, 37.81it/s, failures=0, objective=-4.58]

Parallel BO:: : 828it [00:20, 37.81it/s, failures=0, objective=-4.58]

Parallel BO:: : 829it [00:20, 37.81it/s, failures=0, objective=-4.58]

Parallel BO:: : 830it [00:20, 37.81it/s, failures=0, objective=-4.58]

Parallel BO:: : 831it [00:20, 37.81it/s, failures=0, objective=-4.58]

Parallel BO:: : 832it [00:20, 37.81it/s, failures=0, objective=-4.58]

Parallel BO:: : 833it [00:20, 37.81it/s, failures=0, objective=-4.58]

Parallel BO:: : 834it [00:20, 37.81it/s, failures=0, objective=-4.58]

Parallel BO:: : 835it [00:20, 34.85it/s, failures=0, objective=-4.58]

Parallel BO:: : 835it [00:20, 34.85it/s, failures=0, objective=-4.58]

Parallel BO:: : 836it [00:20, 34.85it/s, failures=0, objective=-4.58]

Parallel BO:: : 837it [00:20, 34.85it/s, failures=0, objective=-4.58]

Parallel BO:: : 838it [00:20, 34.85it/s, failures=0, objective=-4.58]

Parallel BO:: : 839it [00:20, 34.85it/s, failures=0, objective=-4.58]

Parallel BO:: : 840it [00:20, 34.85it/s, failures=0, objective=-4.58]

Parallel BO:: : 841it [00:20, 34.85it/s, failures=0, objective=-4.58]

Parallel BO:: : 842it [00:20, 34.85it/s, failures=0, objective=-4.58]

Parallel BO:: : 843it [00:20, 34.85it/s, failures=0, objective=-4.58]

Parallel BO:: : 844it [00:20, 34.85it/s, failures=0, objective=-4.58]

Parallel BO:: : 845it [00:20, 34.85it/s, failures=0, objective=-4.58]

Parallel BO:: : 846it [00:20, 34.85it/s, failures=0, objective=-4.58]

Parallel BO:: : 847it [00:20, 34.85it/s, failures=0, objective=-4.58]

Parallel BO:: : 848it [00:20, 34.85it/s, failures=0, objective=-4.58]

Parallel BO:: : 849it [00:20, 34.85it/s, failures=0, objective=-3.52]

Parallel BO:: : 850it [00:20, 34.85it/s, failures=0, objective=-3.52]

Parallel BO:: : 851it [00:20, 34.85it/s, failures=0, objective=-3.52]

Parallel BO:: : 852it [00:20, 43.75it/s, failures=0, objective=-3.52]

Parallel BO:: : 852it [00:20, 43.75it/s, failures=0, objective=-3.52]

Parallel BO:: : 853it [00:20, 43.75it/s, failures=0, objective=-3.52]

Parallel BO:: : 854it [00:20, 43.75it/s, failures=0, objective=-3.52]

Parallel BO:: : 855it [00:20, 43.75it/s, failures=0, objective=-3.52]

Parallel BO:: : 856it [00:20, 43.75it/s, failures=0, objective=-3.52]

Parallel BO:: : 857it [00:20, 43.75it/s, failures=0, objective=-3.52]

Parallel BO:: : 858it [00:20, 43.75it/s, failures=0, objective=-3.52]

Parallel BO:: : 859it [00:20, 43.75it/s, failures=0, objective=-3.52]

Parallel BO:: : 860it [00:20, 43.75it/s, failures=0, objective=-3.52]

Parallel BO:: : 861it [00:20, 43.75it/s, failures=0, objective=-3.52]

Parallel BO:: : 862it [00:20, 43.75it/s, failures=0, objective=-3.52]

Parallel BO:: : 863it [00:20, 43.75it/s, failures=0, objective=-3.52]

Parallel BO:: : 864it [00:20, 45.06it/s, failures=0, objective=-3.52]

Parallel BO:: : 864it [00:20, 45.06it/s, failures=0, objective=-3.52]

Parallel BO:: : 865it [00:20, 45.06it/s, failures=0, objective=-3.52]

Parallel BO:: : 866it [00:20, 45.06it/s, failures=0, objective=-3.52]

Parallel BO:: : 867it [00:20, 45.06it/s, failures=0, objective=-3.52]

Parallel BO:: : 868it [00:20, 45.06it/s, failures=0, objective=-3.52]

Parallel BO:: : 869it [00:20, 45.06it/s, failures=0, objective=-3.52]

Parallel BO:: : 870it [00:20, 45.06it/s, failures=0, objective=-3.52]

Parallel BO:: : 871it [00:20, 45.06it/s, failures=0, objective=-3.52]

Parallel BO:: : 872it [00:20, 45.06it/s, failures=0, objective=-3.52]

Parallel BO:: : 873it [00:20, 45.06it/s, failures=0, objective=-3.52]

Parallel BO:: : 874it [00:20, 45.06it/s, failures=0, objective=-3.52]

Parallel BO:: : 875it [00:20, 45.06it/s, failures=0, objective=-3.52]

Parallel BO:: : 876it [00:20, 45.06it/s, failures=0, objective=-3.52]

Parallel BO:: : 877it [00:20, 45.06it/s, failures=0, objective=-3.52]

Parallel BO:: : 878it [00:21, 45.00it/s, failures=0, objective=-3.52]

Parallel BO:: : 878it [00:21, 45.00it/s, failures=0, objective=-3.52]

Parallel BO:: : 879it [00:21, 45.00it/s, failures=0, objective=-3.52]

Parallel BO:: : 880it [00:21, 45.00it/s, failures=0, objective=-3.52]

Parallel BO:: : 881it [00:21, 45.00it/s, failures=0, objective=-3.52]

Parallel BO:: : 882it [00:21, 45.00it/s, failures=0, objective=-3.52]

Parallel BO:: : 883it [00:21, 45.00it/s, failures=0, objective=-3.52]

Parallel BO:: : 884it [00:21, 45.00it/s, failures=0, objective=-3.52]

Parallel BO:: : 885it [00:21, 45.00it/s, failures=0, objective=-3.52]

Parallel BO:: : 886it [00:21, 45.00it/s, failures=0, objective=-3.52]

Parallel BO:: : 887it [00:21, 41.23it/s, failures=0, objective=-3.52]

Parallel BO:: : 887it [00:21, 41.23it/s, failures=0, objective=-3.52]

Parallel BO:: : 888it [00:21, 41.23it/s, failures=0, objective=-3.52]

Parallel BO:: : 889it [00:21, 41.23it/s, failures=0, objective=-3.52]

Parallel BO:: : 890it [00:21, 41.23it/s, failures=0, objective=-3.52]

Parallel BO:: : 891it [00:21, 41.23it/s, failures=0, objective=-3.52]

Parallel BO:: : 892it [00:21, 41.23it/s, failures=0, objective=-3.52]

Parallel BO:: : 893it [00:21, 41.23it/s, failures=0, objective=-3.52]

Parallel BO:: : 894it [00:21, 41.23it/s, failures=0, objective=-3.52]

Parallel BO:: : 895it [00:21, 41.23it/s, failures=0, objective=-3.52]

Parallel BO:: : 896it [00:21, 41.23it/s, failures=0, objective=-3.52]

Parallel BO:: : 897it [00:21, 41.23it/s, failures=0, objective=-3.52]

Parallel BO:: : 898it [00:21, 39.94it/s, failures=0, objective=-3.52]

Parallel BO:: : 898it [00:21, 39.94it/s, failures=0, objective=-3.52]

Parallel BO:: : 899it [00:21, 39.94it/s, failures=0, objective=-3.52]

Parallel BO:: : 900it [00:21, 39.94it/s, failures=0, objective=-3.52]

Parallel BO:: : 901it [00:21, 39.94it/s, failures=0, objective=-3.52]

Parallel BO:: : 902it [00:21, 39.94it/s, failures=0, objective=-3.52]

Parallel BO:: : 903it [00:21, 39.94it/s, failures=0, objective=-3.52]

Parallel BO:: : 904it [00:21, 39.94it/s, failures=0, objective=-3.52]

Parallel BO:: : 905it [00:21, 39.94it/s, failures=0, objective=-3.52]

Parallel BO:: : 906it [00:21, 39.94it/s, failures=0, objective=-3.52]

Parallel BO:: : 907it [00:21, 39.94it/s, failures=0, objective=-3.52]

Parallel BO:: : 908it [00:21, 39.94it/s, failures=0, objective=-3.52]

Parallel BO:: : 909it [00:22, 39.25it/s, failures=0, objective=-3.52]

Parallel BO:: : 909it [00:22, 39.25it/s, failures=0, objective=-3.52]

Parallel BO:: : 910it [00:22, 39.25it/s, failures=0, objective=-3.52]

Parallel BO:: : 911it [00:22, 39.25it/s, failures=0, objective=-3.52]

Parallel BO:: : 912it [00:22, 39.25it/s, failures=0, objective=-3.52]

Parallel BO:: : 913it [00:22, 39.25it/s, failures=0, objective=-3.52]

Parallel BO:: : 914it [00:22, 39.25it/s, failures=0, objective=-3.52]

Parallel BO:: : 915it [00:22, 39.25it/s, failures=0, objective=-3.52]

Parallel BO:: : 916it [00:22, 39.25it/s, failures=0, objective=-3.52]

Parallel BO:: : 917it [00:22, 39.25it/s, failures=0, objective=-3.52]

Parallel BO:: : 918it [00:22, 39.25it/s, failures=0, objective=-3.52]

Parallel BO:: : 919it [00:22, 39.25it/s, failures=0, objective=-3.52]

Parallel BO:: : 920it [00:22, 39.25it/s, failures=0, objective=-3.52]

Parallel BO:: : 921it [00:22, 39.25it/s, failures=0, objective=-3.52]

Parallel BO:: : 922it [00:22, 40.44it/s, failures=0, objective=-3.52]

Parallel BO:: : 922it [00:22, 40.44it/s, failures=0, objective=-3.52]

Parallel BO:: : 923it [00:22, 40.44it/s, failures=0, objective=-3.52]

Parallel BO:: : 924it [00:22, 40.44it/s, failures=0, objective=-3.52]

Parallel BO:: : 925it [00:22, 40.44it/s, failures=0, objective=-3.52]

Parallel BO:: : 926it [00:22, 40.44it/s, failures=0, objective=-3.52]

Parallel BO:: : 927it [00:22, 40.44it/s, failures=0, objective=-3.52]

Parallel BO:: : 928it [00:22, 40.44it/s, failures=0, objective=-3.52]

Parallel BO:: : 929it [00:22, 40.44it/s, failures=0, objective=-3.52]

Parallel BO:: : 930it [00:22, 40.44it/s, failures=0, objective=-3.52]

Parallel BO:: : 931it [00:22, 38.47it/s, failures=0, objective=-3.52]

Parallel BO:: : 931it [00:22, 38.47it/s, failures=0, objective=-3.52]

Parallel BO:: : 932it [00:22, 38.47it/s, failures=0, objective=-3.52]

Parallel BO:: : 933it [00:22, 38.47it/s, failures=0, objective=-3.52]

Parallel BO:: : 934it [00:22, 38.47it/s, failures=0, objective=-3.52]

Parallel BO:: : 935it [00:22, 38.47it/s, failures=0, objective=-3.52]

Parallel BO:: : 936it [00:22, 38.47it/s, failures=0, objective=-3.52]

Parallel BO:: : 937it [00:22, 38.47it/s, failures=0, objective=-3.52]

Parallel BO:: : 938it [00:22, 38.47it/s, failures=0, objective=-3.52]

Parallel BO:: : 939it [00:22, 36.75it/s, failures=0, objective=-3.52]

Parallel BO:: : 939it [00:22, 36.75it/s, failures=0, objective=-3.52]

Parallel BO:: : 940it [00:22, 36.75it/s, failures=0, objective=-3.52]

Parallel BO:: : 941it [00:22, 36.75it/s, failures=0, objective=-3.52]

Parallel BO:: : 942it [00:22, 36.75it/s, failures=0, objective=-3.52]

Parallel BO:: : 943it [00:22, 36.75it/s, failures=0, objective=-3.52]

Parallel BO:: : 944it [00:23, 31.24it/s, failures=0, objective=-3.52]

Parallel BO:: : 944it [00:23, 31.24it/s, failures=0, objective=-3.52]

Parallel BO:: : 945it [00:23, 31.24it/s, failures=0, objective=-3.52]

Parallel BO:: : 946it [00:23, 31.24it/s, failures=0, objective=-3.52]

Parallel BO:: : 947it [00:23, 31.24it/s, failures=0, objective=-3.52]

Parallel BO:: : 948it [00:23, 31.24it/s, failures=0, objective=-3.52]

Parallel BO:: : 949it [00:23, 31.24it/s, failures=0, objective=-3.52]

Parallel BO:: : 950it [00:23, 31.24it/s, failures=0, objective=-3.52]

Parallel BO:: : 951it [00:23, 31.24it/s, failures=0, objective=-3.52]

Parallel BO:: : 952it [00:23, 31.24it/s, failures=0, objective=-3.52]

Parallel BO:: : 953it [00:23, 31.24it/s, failures=0, objective=-3.52]

Parallel BO:: : 954it [00:23, 31.24it/s, failures=0, objective=-3.52]

Parallel BO:: : 955it [00:23, 31.24it/s, failures=0, objective=-3.52]

Parallel BO:: : 956it [00:23, 31.24it/s, failures=0, objective=-3.52]

Parallel BO:: : 957it [00:23, 31.24it/s, failures=0, objective=-3.52]

Parallel BO:: : 958it [00:23, 31.24it/s, failures=0, objective=-3.52]

Parallel BO:: : 959it [00:23, 31.24it/s, failures=0, objective=-2.82]

Parallel BO:: : 960it [00:23, 31.24it/s, failures=0, objective=-2.82]

Parallel BO:: : 961it [00:23, 31.24it/s, failures=0, objective=-2.82]

Parallel BO:: : 962it [00:23, 31.24it/s, failures=0, objective=-2.82]

Parallel BO:: : 963it [00:23, 31.24it/s, failures=0, objective=-2.82]

Parallel BO:: : 964it [00:23, 31.24it/s, failures=0, objective=-2.82]

Parallel BO:: : 965it [00:23, 38.76it/s, failures=0, objective=-2.82]

Parallel BO:: : 965it [00:23, 38.76it/s, failures=0, objective=-2.82]

Parallel BO:: : 966it [00:23, 38.76it/s, failures=0, objective=-2.82]

Parallel BO:: : 967it [00:23, 38.76it/s, failures=0, objective=-2.82]

Parallel BO:: : 968it [00:23, 38.76it/s, failures=0, objective=-2.82]

Parallel BO:: : 969it [00:23, 38.76it/s, failures=0, objective=-2.82]

Parallel BO:: : 970it [00:23, 38.76it/s, failures=0, objective=-2.82]

Parallel BO:: : 971it [00:23, 38.76it/s, failures=0, objective=-2.82]

Parallel BO:: : 972it [00:23, 38.76it/s, failures=0, objective=-2.82]

Parallel BO:: : 973it [00:23, 38.76it/s, failures=0, objective=-2.82]

Parallel BO:: : 974it [00:23, 38.76it/s, failures=0, objective=-2.82]

Parallel BO:: : 975it [00:23, 38.76it/s, failures=0, objective=-2.82]

Parallel BO:: : 976it [00:23, 38.76it/s, failures=0, objective=-2.82]

Parallel BO:: : 977it [00:23, 38.76it/s, failures=0, objective=-2.82]

Parallel BO:: : 978it [00:23, 38.76it/s, failures=0, objective=-2.82]

Parallel BO:: : 979it [00:23, 38.76it/s, failures=0, objective=-2.82]

Parallel BO:: : 980it [00:23, 38.76it/s, failures=0, objective=-2.82]

Parallel BO:: : 981it [00:23, 38.76it/s, failures=0, objective=-2.82]

Parallel BO:: : 982it [00:23, 38.76it/s, failures=0, objective=-2.82]

Parallel BO:: : 983it [00:23, 47.68it/s, failures=0, objective=-2.82]

Parallel BO:: : 983it [00:23, 47.68it/s, failures=0, objective=-2.82]

Parallel BO:: : 984it [00:23, 47.68it/s, failures=0, objective=-2.82]

Parallel BO:: : 985it [00:23, 47.68it/s, failures=0, objective=-2.82]

Parallel BO:: : 986it [00:23, 47.68it/s, failures=0, objective=-2.82]

Parallel BO:: : 987it [00:23, 47.68it/s, failures=0, objective=-2.82]

Parallel BO:: : 988it [00:23, 47.68it/s, failures=0, objective=-2.82]

Parallel BO:: : 989it [00:23, 47.68it/s, failures=0, objective=-2.82]

Parallel BO:: : 990it [00:23, 47.68it/s, failures=0, objective=-2.82]

Parallel BO:: : 991it [00:23, 47.68it/s, failures=0, objective=-2.82]

Parallel BO:: : 992it [00:23, 47.68it/s, failures=0, objective=-2.82]

Parallel BO:: : 993it [00:23, 47.68it/s, failures=0, objective=-2.82]

Parallel BO:: : 994it [00:23, 47.68it/s, failures=0, objective=-2.82]

Parallel BO:: : 995it [00:23, 47.68it/s, failures=0, objective=-2.82]

Parallel BO:: : 996it [00:23, 47.68it/s, failures=0, objective=-2.82]

Parallel BO:: : 997it [00:23, 47.68it/s, failures=0, objective=-2.82]

Parallel BO:: : 998it [00:23, 47.68it/s, failures=0, objective=-2.82]

Parallel BO:: : 999it [00:23, 47.68it/s, failures=0, objective=-2.82]

Parallel BO:: : 1000it [00:24, 49.83it/s, failures=0, objective=-2.82]

Parallel BO:: : 1000it [00:24, 49.83it/s, failures=0, objective=-2.82]

Parallel BO:: : 1001it [00:24, 49.83it/s, failures=0, objective=-2.82]

Parallel BO:: : 1002it [00:24, 49.83it/s, failures=0, objective=-2.82]

Parallel BO:: : 1003it [00:24, 49.83it/s, failures=0, objective=-2.82]

Parallel BO:: : 1004it [00:24, 49.83it/s, failures=0, objective=-2.82]

Parallel BO:: : 1005it [00:24, 49.83it/s, failures=0, objective=-2.82]

Parallel BO:: : 1006it [00:24, 49.83it/s, failures=0, objective=-2.82]

Parallel BO:: : 1007it [00:24, 49.83it/s, failures=0, objective=-2.82]

Parallel BO:: : 1008it [00:24, 49.83it/s, failures=0, objective=-2.82]

Parallel BO:: : 1009it [00:24, 44.16it/s, failures=0, objective=-2.82]

Parallel BO:: : 1009it [00:24, 44.16it/s, failures=0, objective=-2.82]

Parallel BO:: : 1010it [00:24, 44.16it/s, failures=0, objective=-2.82]

Parallel BO:: : 1011it [00:24, 44.16it/s, failures=0, objective=-2.82]

Parallel BO:: : 1012it [00:24, 44.16it/s, failures=0, objective=-2.82]

Parallel BO:: : 1013it [00:24, 44.16it/s, failures=0, objective=-2.82]

Parallel BO:: : 1014it [00:24, 44.16it/s, failures=0, objective=-2.82]

Parallel BO:: : 1015it [00:24, 44.16it/s, failures=0, objective=-2.82]

Parallel BO:: : 1016it [00:24, 44.16it/s, failures=0, objective=-2.82]

Parallel BO:: : 1017it [00:24, 44.16it/s, failures=0, objective=-2.82]

Parallel BO:: : 1018it [00:24, 44.16it/s, failures=0, objective=-2.82]

Parallel BO:: : 1019it [00:24, 39.79it/s, failures=0, objective=-2.82]

Parallel BO:: : 1019it [00:24, 39.79it/s, failures=0, objective=-2.82]

Parallel BO:: : 1020it [00:24, 39.79it/s, failures=0, objective=-2.82]

Parallel BO:: : 1021it [00:24, 39.79it/s, failures=0, objective=-2.82]

Parallel BO:: : 1022it [00:24, 39.79it/s, failures=0, objective=-2.82]

Parallel BO:: : 1023it [00:24, 39.79it/s, failures=0, objective=-2.82]

Parallel BO:: : 1024it [00:24, 39.79it/s, failures=0, objective=-2.82]

Parallel BO:: : 1025it [00:24, 39.79it/s, failures=0, objective=-2.82]

Parallel BO:: : 1026it [00:24, 39.79it/s, failures=0, objective=-2.82]

Parallel BO:: : 1027it [00:24, 39.79it/s, failures=0, objective=-2.82]

Parallel BO:: : 1028it [00:24, 39.79it/s, failures=0, objective=-2.82]

Parallel BO:: : 1029it [00:24, 39.79it/s, failures=0, objective=-2.82]

Parallel BO:: : 1030it [00:24, 39.79it/s, failures=0, objective=-2.82]

Parallel BO:: : 1031it [00:24, 39.79it/s, failures=0, objective=-2.82]

Parallel BO:: : 1032it [00:24, 39.79it/s, failures=0, objective=-2.82]

Parallel BO:: : 1033it [00:24, 39.79it/s, failures=0, objective=-2.82]

Parallel BO:: : 1034it [00:25, 43.37it/s, failures=0, objective=-2.82]

Parallel BO:: : 1034it [00:25, 43.37it/s, failures=0, objective=-2.82]

Parallel BO:: : 1035it [00:25, 43.37it/s, failures=0, objective=-2.82]

Parallel BO:: : 1036it [00:25, 43.37it/s, failures=0, objective=-2.82]

Parallel BO:: : 1037it [00:25, 43.37it/s, failures=0, objective=-2.82]

Parallel BO:: : 1038it [00:25, 43.37it/s, failures=0, objective=-2.82]

Parallel BO:: : 1039it [00:25, 43.37it/s, failures=0, objective=-2.82]

Parallel BO:: : 1040it [00:25, 43.37it/s, failures=0, objective=-2.82]

Parallel BO:: : 1041it [00:25, 37.24it/s, failures=0, objective=-2.82]

Parallel BO:: : 1041it [00:25, 37.24it/s, failures=0, objective=-2.82]

Parallel BO:: : 1042it [00:25, 37.24it/s, failures=0, objective=-2.82]

Parallel BO:: : 1043it [00:25, 37.24it/s, failures=0, objective=-2.82]

Parallel BO:: : 1044it [00:25, 37.24it/s, failures=0, objective=-2.82]

Parallel BO:: : 1045it [00:25, 37.24it/s, failures=0, objective=-2.82]

Parallel BO:: : 1046it [00:25, 37.24it/s, failures=0, objective=-2.82]

Parallel BO:: : 1047it [00:25, 37.24it/s, failures=0, objective=-2.82]

Parallel BO:: : 1048it [00:25, 37.24it/s, failures=0, objective=-2.82]

Parallel BO:: : 1049it [00:25, 33.32it/s, failures=0, objective=-2.82]

Parallel BO:: : 1049it [00:25, 33.32it/s, failures=0, objective=-2.82]

Parallel BO:: : 1050it [00:25, 33.32it/s, failures=0, objective=-2.82]

Parallel BO:: : 1051it [00:25, 33.32it/s, failures=0, objective=-2.82]

Parallel BO:: : 1052it [00:25, 33.32it/s, failures=0, objective=-2.82]

Parallel BO:: : 1053it [00:25, 33.32it/s, failures=0, objective=-2.82]

Parallel BO:: : 1054it [00:25, 33.32it/s, failures=0, objective=-2.82]

Parallel BO:: : 1055it [00:25, 33.32it/s, failures=0, objective=-2.82]

Parallel BO:: : 1056it [00:25, 33.32it/s, failures=0, objective=-2.82]

Parallel BO:: : 1057it [00:25, 33.32it/s, failures=0, objective=-2.82]

Parallel BO:: : 1058it [00:25, 33.32it/s, failures=0, objective=-2.79]

Parallel BO:: : 1059it [00:25, 33.32it/s, failures=0, objective=-2.79]

Parallel BO:: : 1060it [00:25, 33.32it/s, failures=0, objective=-2.79]

Parallel BO:: : 1061it [00:25, 33.32it/s, failures=0, objective=-2.79]

Parallel BO:: : 1062it [00:25, 33.32it/s, failures=0, objective=-2.79]

Parallel BO:: : 1063it [00:25, 36.13it/s, failures=0, objective=-2.79]

Parallel BO:: : 1063it [00:25, 36.13it/s, failures=0, objective=-2.79]

Parallel BO:: : 1064it [00:25, 36.13it/s, failures=0, objective=-2.79]

Parallel BO:: : 1065it [00:25, 36.13it/s, failures=0, objective=-2.79]

Parallel BO:: : 1066it [00:25, 36.13it/s, failures=0, objective=-2.79]

Parallel BO:: : 1067it [00:25, 36.13it/s, failures=0, objective=-2.79]

Parallel BO:: : 1068it [00:25, 36.13it/s, failures=0, objective=-2.79]

Parallel BO:: : 1069it [00:25, 36.13it/s, failures=0, objective=-2.79]

Parallel BO:: : 1070it [00:25, 36.13it/s, failures=0, objective=-2.79]

Parallel BO:: : 1071it [00:25, 36.13it/s, failures=0, objective=-2.79]

Parallel BO:: : 1072it [00:25, 36.13it/s, failures=0, objective=-2.79]

Parallel BO:: : 1073it [00:25, 36.13it/s, failures=0, objective=-2.79]

Parallel BO:: : 1074it [00:25, 36.13it/s, failures=0, objective=-2.79]

Parallel BO:: : 1075it [00:25, 36.13it/s, failures=0, objective=-2.79]

Parallel BO:: : 1076it [00:25, 36.13it/s, failures=0, objective=-2.79]

Parallel BO:: : 1077it [00:25, 36.13it/s, failures=0, objective=-2.79]

Parallel BO:: : 1078it [00:25, 36.13it/s, failures=0, objective=-2.79]

Parallel BO:: : 1079it [00:25, 36.13it/s, failures=0, objective=-2.79]

Parallel BO:: : 1080it [00:25, 36.13it/s, failures=0, objective=-2.79]

Parallel BO:: : 1081it [00:25, 36.13it/s, failures=0, objective=-2.79]

Parallel BO:: : 1082it [00:26, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1082it [00:26, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1083it [00:26, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1084it [00:26, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1085it [00:26, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1086it [00:26, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1087it [00:26, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1088it [00:26, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1089it [00:26, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1090it [00:26, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1091it [00:26, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1092it [00:26, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1093it [00:26, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1094it [00:26, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1095it [00:26, 41.15it/s, failures=0, objective=-2.79]

Parallel BO:: : 1095it [00:26, 41.15it/s, failures=0, objective=-2.79]

Parallel BO:: : 1096it [00:26, 41.15it/s, failures=0, objective=-2.79]

Parallel BO:: : 1097it [00:26, 41.15it/s, failures=0, objective=-2.79]

Parallel BO:: : 1098it [00:26, 41.15it/s, failures=0, objective=-2.79]

Parallel BO:: : 1099it [00:26, 41.15it/s, failures=0, objective=-2.79]

Parallel BO:: : 1100it [00:26, 41.15it/s, failures=0, objective=-2.79]

Parallel BO:: : 1101it [00:26, 41.15it/s, failures=0, objective=-2.79]

Parallel BO:: : 1102it [00:26, 41.15it/s, failures=0, objective=-2.79]

Parallel BO:: : 1103it [00:26, 41.15it/s, failures=0, objective=-2.79]

Parallel BO:: : 1104it [00:26, 41.15it/s, failures=0, objective=-2.79]

Parallel BO:: : 1105it [00:26, 41.15it/s, failures=0, objective=-2.79]

Parallel BO:: : 1106it [00:26, 41.15it/s, failures=0, objective=-2.79]

Parallel BO:: : 1107it [00:26, 41.15it/s, failures=0, objective=-2.79]

Parallel BO:: : 1108it [00:26, 41.15it/s, failures=0, objective=-2.79]

Parallel BO:: : 1109it [00:26, 41.15it/s, failures=0, objective=-2.79]

Parallel BO:: : 1110it [00:26, 41.15it/s, failures=0, objective=-2.79]

Parallel BO:: : 1111it [00:26, 41.15it/s, failures=0, objective=-2.79]

Parallel BO:: : 1112it [00:26, 46.11it/s, failures=0, objective=-2.79]

Parallel BO:: : 1112it [00:26, 46.11it/s, failures=0, objective=-2.79]

Parallel BO:: : 1113it [00:26, 46.11it/s, failures=0, objective=-2.79]

Parallel BO:: : 1114it [00:26, 46.11it/s, failures=0, objective=-2.79]

Parallel BO:: : 1115it [00:26, 46.11it/s, failures=0, objective=-2.79]

Parallel BO:: : 1116it [00:26, 46.11it/s, failures=0, objective=-2.79]

Parallel BO:: : 1117it [00:26, 46.11it/s, failures=0, objective=-2.79]

Parallel BO:: : 1118it [00:26, 46.11it/s, failures=0, objective=-2.79]

Parallel BO:: : 1119it [00:26, 46.11it/s, failures=0, objective=-2.79]

Parallel BO:: : 1120it [00:26, 46.11it/s, failures=0, objective=-2.79]

Parallel BO:: : 1121it [00:26, 46.11it/s, failures=0, objective=-2.79]

Parallel BO:: : 1122it [00:26, 46.11it/s, failures=0, objective=-2.79]

Parallel BO:: : 1123it [00:26, 46.11it/s, failures=0, objective=-2.79]

Parallel BO:: : 1124it [00:27, 45.40it/s, failures=0, objective=-2.79]

Parallel BO:: : 1124it [00:27, 45.40it/s, failures=0, objective=-2.79]

Parallel BO:: : 1125it [00:27, 45.40it/s, failures=0, objective=-2.79]

Parallel BO:: : 1126it [00:27, 45.40it/s, failures=0, objective=-2.79]

Parallel BO:: : 1127it [00:27, 45.40it/s, failures=0, objective=-2.79]

Parallel BO:: : 1128it [00:27, 45.40it/s, failures=0, objective=-2.79]

Parallel BO:: : 1129it [00:27, 45.40it/s, failures=0, objective=-2.79]

Parallel BO:: : 1130it [00:27, 45.40it/s, failures=0, objective=-2.79]

Parallel BO:: : 1131it [00:27, 40.81it/s, failures=0, objective=-2.79]

Parallel BO:: : 1131it [00:27, 40.81it/s, failures=0, objective=-2.79]

Parallel BO:: : 1132it [00:27, 40.81it/s, failures=0, objective=-2.79]

Parallel BO:: : 1133it [00:27, 40.81it/s, failures=0, objective=-2.79]

Parallel BO:: : 1134it [00:27, 40.81it/s, failures=0, objective=-2.79]

Parallel BO:: : 1135it [00:27, 40.81it/s, failures=0, objective=-2.79]

Parallel BO:: : 1136it [00:27, 40.81it/s, failures=0, objective=-2.79]

Parallel BO:: : 1137it [00:27, 34.29it/s, failures=0, objective=-2.79]

Parallel BO:: : 1137it [00:27, 34.29it/s, failures=0, objective=-2.79]

Parallel BO:: : 1138it [00:27, 34.29it/s, failures=0, objective=-2.79]

Parallel BO:: : 1139it [00:27, 34.29it/s, failures=0, objective=-2.79]

Parallel BO:: : 1140it [00:27, 34.29it/s, failures=0, objective=-2.79]

Parallel BO:: : 1141it [00:27, 34.29it/s, failures=0, objective=-2.79]

Parallel BO:: : 1142it [00:27, 34.29it/s, failures=0, objective=-2.79]

Parallel BO:: : 1143it [00:27, 34.29it/s, failures=0, objective=-2.79]

Parallel BO:: : 1144it [00:27, 34.29it/s, failures=0, objective=-2.79]

Parallel BO:: : 1145it [00:27, 34.29it/s, failures=0, objective=-2.79]

Parallel BO:: : 1146it [00:28, 30.87it/s, failures=0, objective=-2.79]

Parallel BO:: : 1146it [00:28, 30.87it/s, failures=0, objective=-2.79]

Parallel BO:: : 1147it [00:28, 30.87it/s, failures=0, objective=-2.79]

Parallel BO:: : 1148it [00:28, 30.87it/s, failures=0, objective=-2.79]

Parallel BO:: : 1149it [00:28, 30.87it/s, failures=0, objective=-2.79]

Parallel BO:: : 1150it [00:28, 30.87it/s, failures=0, objective=-2.79]

Parallel BO:: : 1151it [00:28, 30.87it/s, failures=0, objective=-2.79]

Parallel BO:: : 1152it [00:28, 30.87it/s, failures=0, objective=-2.79]

Parallel BO:: : 1153it [00:28, 30.87it/s, failures=0, objective=-2.79]

Parallel BO:: : 1154it [00:28, 30.87it/s, failures=0, objective=-2.79]

Parallel BO:: : 1155it [00:28, 30.87it/s, failures=0, objective=-2.79]

Parallel BO:: : 1156it [00:28, 30.87it/s, failures=0, objective=-2.79]

Parallel BO:: : 1157it [00:28, 30.87it/s, failures=0, objective=-2.79]

Parallel BO:: : 1158it [00:28, 33.57it/s, failures=0, objective=-2.79]

Parallel BO:: : 1158it [00:28, 33.57it/s, failures=0, objective=-2.79]

Parallel BO:: : 1159it [00:28, 33.57it/s, failures=0, objective=-2.79]

Parallel BO:: : 1160it [00:28, 33.57it/s, failures=0, objective=-2.79]

Parallel BO:: : 1161it [00:28, 33.57it/s, failures=0, objective=-2.79]

Parallel BO:: : 1162it [00:28, 33.57it/s, failures=0, objective=-2.79]

Parallel BO:: : 1163it [00:28, 33.57it/s, failures=0, objective=-2.79]

Parallel BO:: : 1164it [00:28, 33.57it/s, failures=0, objective=-2.79]

Parallel BO:: : 1165it [00:28, 33.57it/s, failures=0, objective=-2.79]

Parallel BO:: : 1166it [00:28, 33.57it/s, failures=0, objective=-2.79]

Parallel BO:: : 1167it [00:28, 33.57it/s, failures=0, objective=-2.79]

Parallel BO:: : 1168it [00:28, 33.57it/s, failures=0, objective=-2.79]

Parallel BO:: : 1169it [00:28, 33.57it/s, failures=0, objective=-2.79]

Parallel BO:: : 1170it [00:28, 33.57it/s, failures=0, objective=-2.79]

Parallel BO:: : 1171it [00:28, 33.57it/s, failures=0, objective=-2.79]

Parallel BO:: : 1172it [00:28, 33.57it/s, failures=0, objective=-2.79]

Parallel BO:: : 1173it [00:28, 33.57it/s, failures=0, objective=-2.79]

Parallel BO:: : 1174it [00:28, 33.57it/s, failures=0, objective=-2.79]

Parallel BO:: : 1175it [00:28, 33.57it/s, failures=0, objective=-2.79]

Parallel BO:: : 1176it [00:28, 41.12it/s, failures=0, objective=-2.79]

Parallel BO:: : 1176it [00:28, 41.12it/s, failures=0, objective=-2.79]

Parallel BO:: : 1177it [00:28, 41.12it/s, failures=0, objective=-2.79]

Parallel BO:: : 1178it [00:28, 41.12it/s, failures=0, objective=-2.79]

Parallel BO:: : 1179it [00:28, 41.12it/s, failures=0, objective=-2.79]

Parallel BO:: : 1180it [00:28, 41.12it/s, failures=0, objective=-2.79]

Parallel BO:: : 1181it [00:28, 41.12it/s, failures=0, objective=-2.79]

Parallel BO:: : 1182it [00:28, 41.12it/s, failures=0, objective=-2.79]

Parallel BO:: : 1183it [00:28, 41.12it/s, failures=0, objective=-2.79]

Parallel BO:: : 1184it [00:28, 41.12it/s, failures=0, objective=-2.79]

Parallel BO:: : 1185it [00:28, 41.12it/s, failures=0, objective=-2.79]

Parallel BO:: : 1186it [00:28, 41.12it/s, failures=0, objective=-2.79]

Parallel BO:: : 1187it [00:28, 41.12it/s, failures=0, objective=-2.79]

Parallel BO:: : 1188it [00:28, 41.12it/s, failures=0, objective=-2.79]

Parallel BO:: : 1189it [00:29, 41.22it/s, failures=0, objective=-2.79]

Parallel BO:: : 1189it [00:29, 41.22it/s, failures=0, objective=-2.79]

Parallel BO:: : 1190it [00:29, 41.22it/s, failures=0, objective=-2.79]

Parallel BO:: : 1191it [00:29, 41.22it/s, failures=0, objective=-2.79]

Parallel BO:: : 1192it [00:29, 41.22it/s, failures=0, objective=-2.79]

Parallel BO:: : 1193it [00:29, 41.22it/s, failures=0, objective=-2.79]

Parallel BO:: : 1194it [00:29, 41.22it/s, failures=0, objective=-2.79]

Parallel BO:: : 1195it [00:29, 41.22it/s, failures=0, objective=-2.79]

Parallel BO:: : 1196it [00:29, 41.22it/s, failures=0, objective=-2.79]

Parallel BO:: : 1197it [00:29, 41.22it/s, failures=0, objective=-2.79]

Parallel BO:: : 1198it [00:29, 41.22it/s, failures=0, objective=-2.79]

Parallel BO:: : 1199it [00:29, 41.22it/s, failures=0, objective=-2.79]

Parallel BO:: : 1200it [00:29, 41.22it/s, failures=0, objective=-2.79]

Parallel BO:: : 1201it [00:29, 41.22it/s, failures=0, objective=-2.79]

Parallel BO:: : 1202it [00:29, 41.22it/s, failures=0, objective=-2.79]

Parallel BO:: : 1203it [00:29, 41.22it/s, failures=0, objective=-2.79]

Parallel BO:: : 1204it [00:29, 41.22it/s, failures=0, objective=-2.79]

Parallel BO:: : 1205it [00:29, 41.22it/s, failures=0, objective=-2.79]

Parallel BO:: : 1206it [00:29, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1206it [00:29, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1207it [00:29, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1208it [00:29, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1209it [00:29, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1210it [00:29, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1211it [00:29, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1212it [00:29, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1213it [00:29, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1214it [00:29, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1215it [00:29, 45.36it/s, failures=0, objective=-2.79]

Parallel BO:: : 1216it [00:29, 38.28it/s, failures=0, objective=-2.79]

Parallel BO:: : 1216it [00:29, 38.28it/s, failures=0, objective=-2.79]

Parallel BO:: : 1217it [00:29, 38.28it/s, failures=0, objective=-2.79]

Parallel BO:: : 1218it [00:29, 38.28it/s, failures=0, objective=-2.79]

Parallel BO:: : 1219it [00:29, 38.28it/s, failures=0, objective=-2.79]

Parallel BO:: : 1220it [00:29, 38.28it/s, failures=0, objective=-2.79]

Parallel BO:: : 1221it [00:29, 38.28it/s, failures=0, objective=-2.79]

Parallel BO:: : 1222it [00:29, 38.28it/s, failures=0, objective=-2.79]

Parallel BO:: : 1223it [00:29, 38.28it/s, failures=0, objective=-2.79]

Parallel BO:: : 1224it [00:29, 38.28it/s, failures=0, objective=-2.79]

Parallel BO:: : 1225it [00:29, 38.28it/s, failures=0, objective=-2.79]

Parallel BO:: : 1226it [00:29, 38.28it/s, failures=0, objective=-2.79]

Parallel BO:: : 1227it [00:29, 38.28it/s, failures=0, objective=-2.79]

Parallel BO:: : 1228it [00:29, 38.28it/s, failures=0, objective=-2.79]

Parallel BO:: : 1229it [00:29, 38.28it/s, failures=0, objective=-2.79]

Parallel BO:: : 1230it [00:30, 41.39it/s, failures=0, objective=-2.79]

Parallel BO:: : 1230it [00:30, 41.39it/s, failures=0, objective=-2.79]

Parallel BO:: : 1231it [00:30, 41.39it/s, failures=0, objective=-2.79]

Parallel BO:: : 1232it [00:30, 41.39it/s, failures=0, objective=-2.79]

Parallel BO:: : 1233it [00:30, 41.39it/s, failures=0, objective=-2.79]

Parallel BO:: : 1234it [00:30, 41.39it/s, failures=0, objective=-2.67]

Parallel BO:: : 1235it [00:30, 41.39it/s, failures=0, objective=-2.67]

Parallel BO:: : 1236it [00:30, 41.39it/s, failures=0, objective=-2.67]

Parallel BO:: : 1237it [00:30, 41.39it/s, failures=0, objective=-2.67]

Parallel BO:: : 1238it [00:30, 41.39it/s, failures=0, objective=-2.67]

Parallel BO:: : 1239it [00:30, 41.39it/s, failures=0, objective=-2.67]

Parallel BO:: : 1240it [00:30, 39.90it/s, failures=0, objective=-2.67]

Parallel BO:: : 1240it [00:30, 39.90it/s, failures=0, objective=-2.67]

Parallel BO:: : 1241it [00:30, 39.90it/s, failures=0, objective=-2.67]

Parallel BO:: : 1242it [00:30, 39.90it/s, failures=0, objective=-2.67]

Parallel BO:: : 1243it [00:30, 39.90it/s, failures=0, objective=-2.67]

Parallel BO:: : 1244it [00:30, 39.90it/s, failures=0, objective=-2.67]

Parallel BO:: : 1245it [00:30, 33.57it/s, failures=0, objective=-2.67]

Parallel BO:: : 1245it [00:30, 33.57it/s, failures=0, objective=-2.67]

Parallel BO:: : 1246it [00:30, 33.57it/s, failures=0, objective=-2.67]

Parallel BO:: : 1247it [00:30, 33.57it/s, failures=0, objective=-2.67]

Parallel BO:: : 1248it [00:30, 33.57it/s, failures=0, objective=-2.67]

Parallel BO:: : 1249it [00:30, 33.57it/s, failures=0, objective=-2.67]

Parallel BO:: : 1250it [00:30, 33.57it/s, failures=0, objective=-2.67]

Parallel BO:: : 1251it [00:30, 33.57it/s, failures=0, objective=-2.57]

Parallel BO:: : 1252it [00:30, 33.57it/s, failures=0, objective=-2.57]

Parallel BO:: : 1253it [00:30, 33.57it/s, failures=0, objective=-2.57]

Parallel BO:: : 1254it [00:30, 33.57it/s, failures=0, objective=-2.57]

Parallel BO:: : 1255it [00:30, 33.57it/s, failures=0, objective=-2.57]

Parallel BO:: : 1256it [00:30, 33.57it/s, failures=0, objective=-2.57]

Parallel BO:: : 1257it [00:30, 33.57it/s, failures=0, objective=-2.57]

Parallel BO:: : 1258it [00:31, 32.85it/s, failures=0, objective=-2.57]

Parallel BO:: : 1258it [00:31, 32.85it/s, failures=0, objective=-2.57]

Parallel BO:: : 1259it [00:31, 32.85it/s, failures=0, objective=-2.57]

Parallel BO:: : 1260it [00:31, 32.85it/s, failures=0, objective=-2.57]

Parallel BO:: : 1261it [00:31, 32.85it/s, failures=0, objective=-2.57]

Parallel BO:: : 1262it [00:31, 32.85it/s, failures=0, objective=-2.57]

Parallel BO:: : 1263it [00:31, 32.85it/s, failures=0, objective=-2.57]

Parallel BO:: : 1264it [00:31, 32.85it/s, failures=0, objective=-2.57]

Parallel BO:: : 1265it [00:31, 32.85it/s, failures=0, objective=-2.57]

Parallel BO:: : 1266it [00:31, 32.85it/s, failures=0, objective=-2.57]

Parallel BO:: : 1267it [00:31, 32.85it/s, failures=0, objective=-2.57]

Parallel BO:: : 1268it [00:31, 32.85it/s, failures=0, objective=-2.57]

Parallel BO:: : 1269it [00:31, 32.85it/s, failures=0, objective=-2.57]

Parallel BO:: : 1270it [00:31, 32.85it/s, failures=0, objective=-2.57]

Parallel BO:: : 1271it [00:31, 32.85it/s, failures=0, objective=-2.57]

Parallel BO:: : 1272it [00:31, 32.85it/s, failures=0, objective=-2.57]

Parallel BO:: : 1273it [00:31, 32.85it/s, failures=0, objective=-2.57]

Parallel BO:: : 1274it [00:31, 32.85it/s, failures=0, objective=-2.57]

Parallel BO:: : 1275it [00:31, 32.85it/s, failures=0, objective=-2.57]

Parallel BO:: : 1276it [00:31, 32.85it/s, failures=0, objective=-2.57]

Parallel BO:: : 1277it [00:31, 32.85it/s, failures=0, objective=-2.57]

Parallel BO:: : 1278it [00:31, 39.10it/s, failures=0, objective=-2.57]

Parallel BO:: : 1278it [00:31, 39.10it/s, failures=0, objective=-2.57]

Parallel BO:: : 1279it [00:31, 39.10it/s, failures=0, objective=-2.57]

Parallel BO:: : 1280it [00:31, 39.10it/s, failures=0, objective=-2.57]

Parallel BO:: : 1281it [00:31, 39.10it/s, failures=0, objective=-2.57]

Parallel BO:: : 1282it [00:31, 39.10it/s, failures=0, objective=-2.57]

Parallel BO:: : 1283it [00:31, 39.10it/s, failures=0, objective=-2.57]

Parallel BO:: : 1284it [00:31, 39.10it/s, failures=0, objective=-2.57]

Parallel BO:: : 1285it [00:31, 39.10it/s, failures=0, objective=-2.57]

Parallel BO:: : 1286it [00:31, 39.10it/s, failures=0, objective=-2.57]

Parallel BO:: : 1287it [00:31, 39.10it/s, failures=0, objective=-2.57]

Parallel BO:: : 1288it [00:31, 39.10it/s, failures=0, objective=-2.57]

Parallel BO:: : 1289it [00:31, 39.10it/s, failures=0, objective=-2.57]

Parallel BO:: : 1290it [00:31, 39.10it/s, failures=0, objective=-2.57]

Parallel BO:: : 1291it [00:31, 39.10it/s, failures=0, objective=-2.57]

Parallel BO:: : 1292it [00:31, 39.10it/s, failures=0, objective=-2.57]

Parallel BO:: : 1293it [00:31, 39.10it/s, failures=0, objective=-2.57]

Parallel BO:: : 1294it [00:31, 39.10it/s, failures=0, objective=-2.57]

Parallel BO:: : 1295it [00:31, 39.10it/s, failures=0, objective=-2.57]

Parallel BO:: : 1296it [00:31, 44.00it/s, failures=0, objective=-2.57]

Parallel BO:: : 1296it [00:31, 44.00it/s, failures=0, objective=-2.57]

Parallel BO:: : 1297it [00:31, 44.00it/s, failures=0, objective=-2.57]

Parallel BO:: : 1298it [00:31, 44.00it/s, failures=0, objective=-2.57]

Parallel BO:: : 1299it [00:31, 44.00it/s, failures=0, objective=-2.57]

Parallel BO:: : 1300it [00:31, 44.00it/s, failures=0, objective=-2.57]

Parallel BO:: : 1301it [00:31, 44.00it/s, failures=0, objective=-2.57]

Parallel BO:: : 1302it [00:31, 44.00it/s, failures=0, objective=-2.57]

Parallel BO:: : 1303it [00:31, 44.00it/s, failures=0, objective=-2.57]

Parallel BO:: : 1304it [00:31, 44.00it/s, failures=0, objective=-2.57]

Parallel BO:: : 1305it [00:31, 44.00it/s, failures=0, objective=-2.57]

Parallel BO:: : 1306it [00:32, 38.08it/s, failures=0, objective=-2.57]

Parallel BO:: : 1306it [00:32, 38.08it/s, failures=0, objective=-2.57]

Parallel BO:: : 1307it [00:32, 38.08it/s, failures=0, objective=-2.57]

Parallel BO:: : 1308it [00:32, 38.08it/s, failures=0, objective=-2.57]

Parallel BO:: : 1309it [00:32, 38.08it/s, failures=0, objective=-2.57]

Parallel BO:: : 1310it [00:32, 38.08it/s, failures=0, objective=-2.57]

Parallel BO:: : 1311it [00:32, 38.08it/s, failures=0, objective=-2.57]

Parallel BO:: : 1312it [00:32, 38.08it/s, failures=0, objective=-2.57]

Parallel BO:: : 1313it [00:32, 38.08it/s, failures=0, objective=-2.57]

Parallel BO:: : 1314it [00:32, 38.08it/s, failures=0, objective=-2.57]

Parallel BO:: : 1315it [00:32, 38.08it/s, failures=0, objective=-2.57]

Parallel BO:: : 1316it [00:32, 38.08it/s, failures=0, objective=-2.57]

Parallel BO:: : 1317it [00:32, 38.08it/s, failures=0, objective=-2.57]

Parallel BO:: : 1318it [00:32, 38.08it/s, failures=0, objective=-2.57]

Parallel BO:: : 1319it [00:32, 38.08it/s, failures=0, objective=-2.57]

Parallel BO:: : 1320it [00:32, 38.08it/s, failures=0, objective=-2.57]

Parallel BO:: : 1321it [00:32, 38.08it/s, failures=0, objective=-2.57]

Parallel BO:: : 1322it [00:32, 38.08it/s, failures=0, objective=-2.57]

Parallel BO:: : 1323it [00:32, 43.69it/s, failures=0, objective=-2.57]

Parallel BO:: : 1323it [00:32, 43.69it/s, failures=0, objective=-2.57]

Parallel BO:: : 1324it [00:32, 43.69it/s, failures=0, objective=-2.57]

Parallel BO:: : 1325it [00:32, 43.69it/s, failures=0, objective=-2.57]

Parallel BO:: : 1326it [00:32, 43.69it/s, failures=0, objective=-2.57]

Parallel BO:: : 1327it [00:32, 43.69it/s, failures=0, objective=-2.57]

Parallel BO:: : 1328it [00:32, 43.69it/s, failures=0, objective=-2.57]

Parallel BO:: : 1329it [00:32, 43.69it/s, failures=0, objective=-2.57]

Parallel BO:: : 1330it [00:32, 43.69it/s, failures=0, objective=-2.57]

Parallel BO:: : 1331it [00:32, 43.69it/s, failures=0, objective=-2.57]

Parallel BO:: : 1332it [00:32, 43.69it/s, failures=0, objective=-2.57]

Parallel BO:: : 1333it [00:32, 43.69it/s, failures=0, objective=-2.57]

Parallel BO:: : 1334it [00:32, 43.69it/s, failures=0, objective=-2.57]

Parallel BO:: : 1335it [00:32, 43.69it/s, failures=0, objective=-2.57]

Parallel BO:: : 1336it [00:32, 36.17it/s, failures=0, objective=-2.57]

Parallel BO:: : 1336it [00:32, 36.17it/s, failures=0, objective=-2.57]

Parallel BO:: : 1337it [00:32, 36.17it/s, failures=0, objective=-2.57]

Parallel BO:: : 1338it [00:32, 36.17it/s, failures=0, objective=-2.57]

Parallel BO:: : 1339it [00:32, 36.17it/s, failures=0, objective=-2.57]

Parallel BO:: : 1340it [00:32, 36.17it/s, failures=0, objective=-2.57]

Parallel BO:: : 1341it [00:32, 36.17it/s, failures=0, objective=-2.57]

Parallel BO:: : 1342it [00:32, 36.17it/s, failures=0, objective=-2.57]

Parallel BO:: : 1343it [00:32, 36.17it/s, failures=0, objective=-2.57]

Parallel BO:: : 1344it [00:32, 36.17it/s, failures=0, objective=-2.57]

Parallel BO:: : 1345it [00:32, 36.17it/s, failures=0, objective=-1.59]

Parallel BO:: : 1346it [00:32, 36.17it/s, failures=0, objective=-1.59]

Parallel BO:: : 1347it [00:32, 36.17it/s, failures=0, objective=-1.59]

Parallel BO:: : 1348it [00:32, 36.17it/s, failures=0, objective=-1.59]

Parallel BO:: : 1349it [00:33, 36.09it/s, failures=0, objective=-1.59]

Parallel BO:: : 1349it [00:33, 36.09it/s, failures=0, objective=-1.59]

Parallel BO:: : 1350it [00:33, 36.09it/s, failures=0, objective=-1.59]

Parallel BO:: : 1351it [00:33, 36.09it/s, failures=0, objective=-1.59]

Parallel BO:: : 1352it [00:33, 36.09it/s, failures=0, objective=-1.59]

Parallel BO:: : 1353it [00:33, 36.09it/s, failures=0, objective=-1.59]

Parallel BO:: : 1354it [00:33, 36.09it/s, failures=0, objective=-1.59]

Parallel BO:: : 1355it [00:33, 36.09it/s, failures=0, objective=-1.59]

Parallel BO:: : 1356it [00:33, 36.09it/s, failures=0, objective=-1.59]

Parallel BO:: : 1357it [00:33, 36.09it/s, failures=0, objective=-1.59]

Parallel BO:: : 1358it [00:33, 36.09it/s, failures=0, objective=-1.59]

Parallel BO:: : 1359it [00:33, 34.28it/s, failures=0, objective=-1.59]

Parallel BO:: : 1359it [00:33, 34.28it/s, failures=0, objective=-1.59]

Parallel BO:: : 1360it [00:33, 34.28it/s, failures=0, objective=-1.59]

Parallel BO:: : 1361it [00:33, 34.28it/s, failures=0, objective=-1.59]

Parallel BO:: : 1362it [00:33, 34.28it/s, failures=0, objective=-1.59]

Parallel BO:: : 1363it [00:33, 34.28it/s, failures=0, objective=-1.59]

Parallel BO:: : 1364it [00:33, 34.28it/s, failures=0, objective=-1.59]

Parallel BO:: : 1365it [00:33, 34.28it/s, failures=0, objective=-1.59]

Parallel BO:: : 1366it [00:33, 34.28it/s, failures=0, objective=-1.59]

Parallel BO:: : 1367it [00:33, 34.28it/s, failures=0, objective=-1.59]

Parallel BO:: : 1368it [00:33, 34.28it/s, failures=0, objective=-1.59]

Parallel BO:: : 1369it [00:33, 34.28it/s, failures=0, objective=-1.59]

Parallel BO:: : 1370it [00:33, 34.28it/s, failures=0, objective=-1.59]

Parallel BO:: : 1371it [00:33, 34.28it/s, failures=0, objective=-1.59]

Parallel BO:: : 1372it [00:33, 34.28it/s, failures=0, objective=-1.59]

Parallel BO:: : 1373it [00:33, 34.28it/s, failures=0, objective=-1.59]

Parallel BO:: : 1374it [00:33, 34.28it/s, failures=0, objective=-1.59]

Parallel BO:: : 1375it [00:33, 34.28it/s, failures=0, objective=-1.59]

Parallel BO:: : 1376it [00:33, 34.28it/s, failures=0, objective=-1.59]

Parallel BO:: : 1377it [00:33, 40.72it/s, failures=0, objective=-1.59]

Parallel BO:: : 1377it [00:33, 40.72it/s, failures=0, objective=-1.59]

Parallel BO:: : 1378it [00:33, 40.72it/s, failures=0, objective=-1.59]

Parallel BO:: : 1379it [00:33, 40.72it/s, failures=0, objective=-1.59]

Parallel BO:: : 1380it [00:33, 40.72it/s, failures=0, objective=-1.59]

Parallel BO:: : 1381it [00:33, 40.72it/s, failures=0, objective=-1.59]

Parallel BO:: : 1382it [00:33, 40.72it/s, failures=0, objective=-1.59]

Parallel BO:: : 1383it [00:33, 40.72it/s, failures=0, objective=-1.59]

Parallel BO:: : 1384it [00:33, 40.72it/s, failures=0, objective=-1.59]

Parallel BO:: : 1385it [00:33, 40.72it/s, failures=0, objective=-1.59]

Parallel BO:: : 1386it [00:33, 40.72it/s, failures=0, objective=-1.59]

Parallel BO:: : 1387it [00:33, 40.72it/s, failures=0, objective=-1.59]

Parallel BO:: : 1388it [00:33, 40.72it/s, failures=0, objective=-1.59]

Parallel BO:: : 1389it [00:33, 40.72it/s, failures=0, objective=-1.59]

Parallel BO:: : 1390it [00:33, 40.72it/s, failures=0, objective=-1.59]

Parallel BO:: : 1391it [00:34, 42.45it/s, failures=0, objective=-1.59]

Parallel BO:: : 1391it [00:34, 42.45it/s, failures=0, objective=-1.59]

Parallel BO:: : 1392it [00:34, 42.45it/s, failures=0, objective=-1.59]

Parallel BO:: : 1393it [00:34, 42.45it/s, failures=0, objective=-1.59]

Parallel BO:: : 1394it [00:34, 42.45it/s, failures=0, objective=-1.59]

Parallel BO:: : 1395it [00:34, 42.45it/s, failures=0, objective=-1.59]

Parallel BO:: : 1396it [00:34, 42.45it/s, failures=0, objective=-1.59]

Parallel BO:: : 1397it [00:34, 42.45it/s, failures=0, objective=-1.59]

Parallel BO:: : 1398it [00:34, 42.45it/s, failures=0, objective=-1.59]

Parallel BO:: : 1399it [00:34, 42.45it/s, failures=0, objective=-1.59]

Parallel BO:: : 1400it [00:34, 42.45it/s, failures=0, objective=-1.59]

Parallel BO:: : 1401it [00:34, 42.45it/s, failures=0, objective=-1.59]

Parallel BO:: : 1402it [00:34, 40.38it/s, failures=0, objective=-1.59]

Parallel BO:: : 1402it [00:34, 40.38it/s, failures=0, objective=-1.59]

Parallel BO:: : 1403it [00:34, 40.38it/s, failures=0, objective=-1.59]

Parallel BO:: : 1404it [00:34, 40.38it/s, failures=0, objective=-1.59]

Parallel BO:: : 1405it [00:34, 40.38it/s, failures=0, objective=-1.59]

Parallel BO:: : 1406it [00:34, 40.38it/s, failures=0, objective=-1.59]

Parallel BO:: : 1407it [00:34, 40.38it/s, failures=0, objective=-1.59]

Parallel BO:: : 1408it [00:34, 40.38it/s, failures=0, objective=-1.59]

Parallel BO:: : 1409it [00:34, 40.38it/s, failures=0, objective=-1.59]

Parallel BO:: : 1410it [00:34, 40.38it/s, failures=0, objective=-1.59]

Parallel BO:: : 1411it [00:34, 40.38it/s, failures=0, objective=-1.59]

Parallel BO:: : 1412it [00:34, 40.38it/s, failures=0, objective=-1.59]

Parallel BO:: : 1413it [00:34, 40.38it/s, failures=0, objective=-1.59]

Parallel BO:: : 1414it [00:34, 40.38it/s, failures=0, objective=-1.59]

Parallel BO:: : 1415it [00:34, 40.38it/s, failures=0, objective=-1.59]

Parallel BO:: : 1416it [00:34, 40.38it/s, failures=0, objective=-1.59]

Parallel BO:: : 1417it [00:34, 40.38it/s, failures=0, objective=-1.59]

Parallel BO:: : 1418it [00:34, 40.38it/s, failures=0, objective=-1.59]

Parallel BO:: : 1419it [00:34, 40.38it/s, failures=0, objective=-1.59]

Parallel BO:: : 1420it [00:34, 45.24it/s, failures=0, objective=-1.59]

Parallel BO:: : 1420it [00:34, 45.24it/s, failures=0, objective=-1.59]

Parallel BO:: : 1421it [00:34, 45.24it/s, failures=0, objective=-1.59]

Parallel BO:: : 1422it [00:34, 45.24it/s, failures=0, objective=-1.59]

Parallel BO:: : 1423it [00:34, 45.24it/s, failures=0, objective=-1.59]

Parallel BO:: : 1424it [00:34, 45.24it/s, failures=0, objective=-1.59]

Parallel BO:: : 1425it [00:34, 45.24it/s, failures=0, objective=-1.59]

Parallel BO:: : 1426it [00:34, 45.24it/s, failures=0, objective=-1.59]

Parallel BO:: : 1427it [00:34, 45.24it/s, failures=0, objective=-1.59]

Parallel BO:: : 1428it [00:34, 45.24it/s, failures=0, objective=-1.46]

Parallel BO:: : 1429it [00:34, 45.24it/s, failures=0, objective=-1.46]

Parallel BO:: : 1430it [00:35, 38.84it/s, failures=0, objective=-1.46]

Parallel BO:: : 1430it [00:35, 38.84it/s, failures=0, objective=-1.46]

Parallel BO:: : 1431it [00:35, 38.84it/s, failures=0, objective=-1.46]

Parallel BO:: : 1432it [00:35, 38.84it/s, failures=0, objective=-1.46]

Parallel BO:: : 1433it [00:35, 38.84it/s, failures=0, objective=-1.46]

Parallel BO:: : 1434it [00:35, 38.84it/s, failures=0, objective=-1.46]

Parallel BO:: : 1435it [00:35, 38.84it/s, failures=0, objective=-1.46]

Parallel BO:: : 1436it [00:35, 31.97it/s, failures=0, objective=-1.46]

Parallel BO:: : 1436it [00:35, 31.97it/s, failures=0, objective=-1.46]

Parallel BO:: : 1437it [00:35, 31.97it/s, failures=0, objective=-1.46]

Parallel BO:: : 1438it [00:35, 31.97it/s, failures=0, objective=-1.46]

Parallel BO:: : 1439it [00:35, 31.97it/s, failures=0, objective=-1.46]

Parallel BO:: : 1440it [00:35, 31.97it/s, failures=0, objective=-1.46]

Parallel BO:: : 1441it [00:35, 31.97it/s, failures=0, objective=-1.46]

Parallel BO:: : 1442it [00:35, 31.97it/s, failures=0, objective=-1.46]

Parallel BO:: : 1443it [00:35, 31.97it/s, failures=0, objective=-1.46]

Parallel BO:: : 1444it [00:35, 31.97it/s, failures=0, objective=-1.46]

Parallel BO:: : 1445it [00:35, 31.97it/s, failures=0, objective=-1.46]

Parallel BO:: : 1446it [00:35, 31.97it/s, failures=0, objective=-1.46]

Parallel BO:: : 1447it [00:35, 31.97it/s, failures=0, objective=-1.46]

Parallel BO:: : 1448it [00:35, 31.97it/s, failures=0, objective=-1.46]

Parallel BO:: : 1449it [00:35, 31.97it/s, failures=0, objective=-1.46]

Parallel BO:: : 1450it [00:35, 31.97it/s, failures=0, objective=-1.46]

Parallel BO:: : 1451it [00:35, 31.97it/s, failures=0, objective=-1.46]

Parallel BO:: : 1452it [00:35, 31.97it/s, failures=0, objective=-1.46]

Parallel BO:: : 1453it [00:35, 31.97it/s, failures=0, objective=-1.46]

Parallel BO:: : 1454it [00:35, 40.78it/s, failures=0, objective=-1.46]

Parallel BO:: : 1454it [00:35, 40.78it/s, failures=0, objective=-1.46]

Parallel BO:: : 1455it [00:35, 40.78it/s, failures=0, objective=-1.46]

Parallel BO:: : 1456it [00:35, 40.78it/s, failures=0, objective=-1.46]

Parallel BO:: : 1457it [00:35, 40.78it/s, failures=0, objective=-1.46]

Parallel BO:: : 1458it [00:35, 40.78it/s, failures=0, objective=-1.46]

Parallel BO:: : 1459it [00:35, 40.78it/s, failures=0, objective=-1.46]

Parallel BO:: : 1460it [00:35, 40.78it/s, failures=0, objective=-1.46]

Parallel BO:: : 1461it [00:35, 40.78it/s, failures=0, objective=-1.46]

Parallel BO:: : 1462it [00:35, 40.78it/s, failures=0, objective=-1.46]

Parallel BO:: : 1463it [00:35, 40.78it/s, failures=0, objective=-1.46]

Parallel BO:: : 1464it [00:35, 40.78it/s, failures=0, objective=-1.46]

Parallel BO:: : 1465it [00:36, 38.64it/s, failures=0, objective=-1.46]

Parallel BO:: : 1465it [00:36, 38.64it/s, failures=0, objective=-1.46]

Parallel BO:: : 1466it [00:36, 38.64it/s, failures=0, objective=-1.46]

Parallel BO:: : 1467it [00:36, 38.64it/s, failures=0, objective=-1.46]

Parallel BO:: : 1468it [00:36, 38.64it/s, failures=0, objective=-1.46]

Parallel BO:: : 1469it [00:36, 38.64it/s, failures=0, objective=-1.46]

Parallel BO:: : 1470it [00:36, 38.64it/s, failures=0, objective=-1.46]

Parallel BO:: : 1471it [00:36, 38.64it/s, failures=0, objective=-1.46]

Parallel BO:: : 1472it [00:36, 38.64it/s, failures=0, objective=-1.46]

Parallel BO:: : 1473it [00:36, 38.64it/s, failures=0, objective=-1.46]

Parallel BO:: : 1474it [00:36, 38.64it/s, failures=0, objective=-1.46]

Parallel BO:: : 1475it [00:36, 38.64it/s, failures=0, objective=-1.46]

Parallel BO:: : 1476it [00:36, 38.64it/s, failures=0, objective=-1.46]

Parallel BO:: : 1477it [00:36, 38.64it/s, failures=0, objective=-1.46]

Parallel BO:: : 1478it [00:36, 37.88it/s, failures=0, objective=-1.46]

Parallel BO:: : 1478it [00:36, 37.88it/s, failures=0, objective=-1.46]

Parallel BO:: : 1479it [00:36, 37.88it/s, failures=0, objective=-1.46]

Parallel BO:: : 1480it [00:36, 37.88it/s, failures=0, objective=-1.46]

Parallel BO:: : 1481it [00:36, 37.88it/s, failures=0, objective=-1.46]

Parallel BO:: : 1482it [00:36, 37.88it/s, failures=0, objective=-1.46]

Parallel BO:: : 1483it [00:36, 37.88it/s, failures=0, objective=-1.46]

Parallel BO:: : 1484it [00:36, 37.88it/s, failures=0, objective=-1.46]

Parallel BO:: : 1485it [00:36, 37.88it/s, failures=0, objective=-1.46]

Parallel BO:: : 1486it [00:36, 37.88it/s, failures=0, objective=-1.46]

Parallel BO:: : 1487it [00:36, 37.88it/s, failures=0, objective=-1.46]

Parallel BO:: : 1488it [00:36, 37.88it/s, failures=0, objective=-1.46]

Parallel BO:: : 1489it [00:36, 37.88it/s, failures=0, objective=-1.46]

Parallel BO:: : 1490it [00:36, 37.88it/s, failures=0, objective=-1.46]

Parallel BO:: : 1491it [00:36, 37.88it/s, failures=0, objective=-1.46]

Parallel BO:: : 1492it [00:36, 37.88it/s, failures=0, objective=-1.46]

Parallel BO:: : 1493it [00:36, 37.88it/s, failures=0, objective=-1.46]

Parallel BO:: : 1494it [00:36, 37.88it/s, failures=0, objective=-1.46]

Parallel BO:: : 1495it [00:36, 37.88it/s, failures=0, objective=-1.46]

Parallel BO:: : 1496it [00:36, 44.20it/s, failures=0, objective=-1.46]

Parallel BO:: : 1496it [00:36, 44.20it/s, failures=0, objective=-1.46]

Parallel BO:: : 1497it [00:36, 44.20it/s, failures=0, objective=-1.46]

Parallel BO:: : 1498it [00:36, 44.20it/s, failures=0, objective=-1.46]

Parallel BO:: : 1499it [00:36, 44.20it/s, failures=0, objective=-1.46]

Parallel BO:: : 1500it [00:36, 44.20it/s, failures=0, objective=-1.46]

Parallel BO:: : 1501it [00:36, 44.20it/s, failures=0, objective=-1.46]

Parallel BO:: : 1502it [00:36, 44.20it/s, failures=0, objective=-1.46]

Parallel BO:: : 1503it [00:36, 44.20it/s, failures=0, objective=-1.46]

Parallel BO:: : 1504it [00:36, 44.20it/s, failures=0, objective=-1.46]

Parallel BO:: : 1505it [00:36, 44.20it/s, failures=0, objective=-1.46]

Parallel BO:: : 1506it [00:36, 44.20it/s, failures=0, objective=-1.46]

Parallel BO:: : 1507it [00:36, 44.20it/s, failures=0, objective=-1.46]

Parallel BO:: : 1508it [00:36, 44.20it/s, failures=0, objective=-1.46]

Parallel BO:: : 1509it [00:37, 43.71it/s, failures=0, objective=-1.46]

Parallel BO:: : 1509it [00:37, 43.71it/s, failures=0, objective=-1.46]

Parallel BO:: : 1510it [00:37, 43.71it/s, failures=0, objective=-1.46]

Parallel BO:: : 1511it [00:37, 43.71it/s, failures=0, objective=-1.46]

Parallel BO:: : 1512it [00:37, 43.71it/s, failures=0, objective=-1.46]

Parallel BO:: : 1513it [00:37, 43.71it/s, failures=0, objective=-1.46]

Parallel BO:: : 1514it [00:37, 43.71it/s, failures=0, objective=-1.46]

Parallel BO:: : 1515it [00:37, 43.71it/s, failures=0, objective=-1.46]

Parallel BO:: : 1516it [00:37, 43.71it/s, failures=0, objective=-1.46]

Parallel BO:: : 1517it [00:37, 43.71it/s, failures=0, objective=-1.46]

Parallel BO:: : 1518it [00:37, 43.71it/s, failures=0, objective=-1.46]

Parallel BO:: : 1519it [00:37, 43.71it/s, failures=0, objective=-1.46]

Parallel BO:: : 1520it [00:37, 43.71it/s, failures=0, objective=-1.46]

Parallel BO:: : 1521it [00:37, 43.71it/s, failures=0, objective=-1.46]

Parallel BO:: : 1522it [00:37, 43.71it/s, failures=0, objective=-1.46]

Parallel BO:: : 1523it [00:37, 44.73it/s, failures=0, objective=-1.46]

Parallel BO:: : 1523it [00:37, 44.73it/s, failures=0, objective=-1.46]

Parallel BO:: : 1524it [00:37, 44.73it/s, failures=0, objective=-1.46]

Parallel BO:: : 1525it [00:37, 44.73it/s, failures=0, objective=-1.46]

Parallel BO:: : 1526it [00:37, 44.73it/s, failures=0, objective=-1.46]

Parallel BO:: : 1527it [00:37, 44.73it/s, failures=0, objective=-1.46]

Parallel BO:: : 1528it [00:37, 44.73it/s, failures=0, objective=-1.46]

Parallel BO:: : 1529it [00:37, 36.46it/s, failures=0, objective=-1.46]

Parallel BO:: : 1529it [00:37, 36.46it/s, failures=0, objective=-1.46]

Parallel BO:: : 1530it [00:37, 36.46it/s, failures=0, objective=-1.46]

Parallel BO:: : 1531it [00:37, 36.46it/s, failures=0, objective=-1.46]

Parallel BO:: : 1532it [00:37, 36.46it/s, failures=0, objective=-1.46]

Parallel BO:: : 1533it [00:37, 36.46it/s, failures=0, objective=-1.46]

Parallel BO:: : 1534it [00:37, 36.46it/s, failures=0, objective=-1.46]

Parallel BO:: : 1535it [00:37, 36.46it/s, failures=0, objective=-1.46]

Parallel BO:: : 1536it [00:37, 36.46it/s, failures=0, objective=-1.46]

Parallel BO:: : 1537it [00:37, 36.46it/s, failures=0, objective=-1.46]

Parallel BO:: : 1538it [00:37, 36.46it/s, failures=0, objective=-1.46]

Parallel BO:: : 1539it [00:37, 36.46it/s, failures=0, objective=-1.46]

Parallel BO:: : 1540it [00:38, 35.01it/s, failures=0, objective=-1.46]

Parallel BO:: : 1540it [00:38, 35.01it/s, failures=0, objective=-1.46]

Parallel BO:: : 1541it [00:38, 35.01it/s, failures=0, objective=-1.46]

Parallel BO:: : 1542it [00:38, 35.01it/s, failures=0, objective=-1.46]

Parallel BO:: : 1543it [00:38, 35.01it/s, failures=0, objective=-1.46]

Parallel BO:: : 1544it [00:38, 35.01it/s, failures=0, objective=-1.46]

Parallel BO:: : 1545it [00:38, 35.01it/s, failures=0, objective=-1.46]

Parallel BO:: : 1546it [00:38, 35.01it/s, failures=0, objective=-1.46]

Parallel BO:: : 1547it [00:38, 35.01it/s, failures=0, objective=-1.46]

Parallel BO:: : 1548it [00:38, 35.01it/s, failures=0, objective=-1.46]

Parallel BO:: : 1549it [00:38, 35.01it/s, failures=0, objective=-1.46]

Parallel BO:: : 1550it [00:38, 35.01it/s, failures=0, objective=-1.46]

Parallel BO:: : 1551it [00:38, 35.01it/s, failures=0, objective=-1.46]

Parallel BO:: : 1552it [00:38, 35.01it/s, failures=0, objective=-1.46]

Parallel BO:: : 1553it [00:38, 35.01it/s, failures=0, objective=-1.46]

Parallel BO:: : 1554it [00:38, 35.01it/s, failures=0, objective=-1.46]

Parallel BO:: : 1555it [00:38, 35.01it/s, failures=0, objective=-1.46]

Parallel BO:: : 1556it [00:38, 35.01it/s, failures=0, objective=-1.46]

Parallel BO:: : 1557it [00:38, 35.01it/s, failures=0, objective=-1.46]

Parallel BO:: : 1558it [00:38, 42.91it/s, failures=0, objective=-1.46]

Parallel BO:: : 1558it [00:38, 42.91it/s, failures=0, objective=-1.46]

Parallel BO:: : 1559it [00:38, 42.91it/s, failures=0, objective=-1.46]

Parallel BO:: : 1560it [00:38, 42.91it/s, failures=0, objective=-1.46]

Parallel BO:: : 1561it [00:38, 42.91it/s, failures=0, objective=-1.46]

Parallel BO:: : 1562it [00:38, 42.91it/s, failures=0, objective=-1.46]

Parallel BO:: : 1563it [00:38, 42.91it/s, failures=0, objective=-1.46]

Parallel BO:: : 1564it [00:38, 42.91it/s, failures=0, objective=-1.46]

Parallel BO:: : 1565it [00:38, 42.91it/s, failures=0, objective=-1.46]

Parallel BO:: : 1566it [00:38, 42.91it/s, failures=0, objective=-1.46]

Parallel BO:: : 1567it [00:38, 42.91it/s, failures=0, objective=-1.46]

Parallel BO:: : 1568it [00:38, 42.91it/s, failures=0, objective=-1.46]

Parallel BO:: : 1569it [00:38, 42.91it/s, failures=0, objective=-1.46]

Parallel BO:: : 1570it [00:38, 42.91it/s, failures=0, objective=-1.46]

Parallel BO:: : 1571it [00:38, 42.91it/s, failures=0, objective=-1.46]

Parallel BO:: : 1572it [00:38, 42.11it/s, failures=0, objective=-1.46]

Parallel BO:: : 1572it [00:38, 42.11it/s, failures=0, objective=-1.46]

Parallel BO:: : 1573it [00:38, 42.11it/s, failures=0, objective=-1.46]

Parallel BO:: : 1574it [00:38, 42.11it/s, failures=0, objective=-1.46]

Parallel BO:: : 1575it [00:38, 42.11it/s, failures=0, objective=-1.46]

Parallel BO:: : 1576it [00:38, 42.11it/s, failures=0, objective=-1.46]

Parallel BO:: : 1577it [00:38, 42.11it/s, failures=0, objective=-1.46]

Parallel BO:: : 1578it [00:38, 42.11it/s, failures=0, objective=-1.46]

Parallel BO:: : 1579it [00:38, 42.11it/s, failures=0, objective=-1.46]

Parallel BO:: : 1580it [00:38, 42.11it/s, failures=0, objective=-1.46]

Parallel BO:: : 1581it [00:38, 42.11it/s, failures=0, objective=-1.46]

Parallel BO:: : 1582it [00:38, 42.11it/s, failures=0, objective=-1.46]

Parallel BO:: : 1583it [00:38, 42.11it/s, failures=0, objective=-1.46]

Parallel BO:: : 1584it [00:38, 42.11it/s, failures=0, objective=-1.46]

Parallel BO:: : 1585it [00:38, 42.11it/s, failures=0, objective=-1.46]

Parallel BO:: : 1586it [00:38, 44.46it/s, failures=0, objective=-1.46]

Parallel BO:: : 1586it [00:38, 44.46it/s, failures=0, objective=-1.46]

Parallel BO:: : 1587it [00:38, 44.46it/s, failures=0, objective=-1.46]

Parallel BO:: : 1588it [00:38, 44.46it/s, failures=0, objective=-1.46]

Parallel BO:: : 1589it [00:38, 44.46it/s, failures=0, objective=-1.46]

Parallel BO:: : 1590it [00:38, 44.46it/s, failures=0, objective=-1.46]

Parallel BO:: : 1591it [00:38, 44.46it/s, failures=0, objective=-1.46]

Parallel BO:: : 1592it [00:38, 44.46it/s, failures=0, objective=-1.46]

Parallel BO:: : 1593it [00:38, 44.46it/s, failures=0, objective=-1.46]

Parallel BO:: : 1594it [00:38, 44.46it/s, failures=0, objective=-1.06]

Parallel BO:: : 1595it [00:38, 44.46it/s, failures=0, objective=-1.06]

Parallel BO:: : 1596it [00:39, 37.53it/s, failures=0, objective=-1.06]

Parallel BO:: : 1596it [00:39, 37.53it/s, failures=0, objective=-1.06]

Parallel BO:: : 1597it [00:39, 37.53it/s, failures=0, objective=-1.06]

Parallel BO:: : 1598it [00:39, 37.53it/s, failures=0, objective=-1.06]

Parallel BO:: : 1599it [00:39, 37.53it/s, failures=0, objective=-1.06]

Parallel BO:: : 1600it [00:39, 37.53it/s, failures=0, objective=-1.06]

Parallel BO:: : 1601it [00:39, 37.53it/s, failures=0, objective=-1.06]

Parallel BO:: : 1602it [00:39, 37.53it/s, failures=0, objective=-1.06]

Parallel BO:: : 1603it [00:39, 37.53it/s, failures=0, objective=-1.06]

Parallel BO:: : 1604it [00:39, 37.53it/s, failures=0, objective=-1.06]

Parallel BO:: : 1605it [00:39, 37.53it/s, failures=0, objective=-1.06]

Parallel BO:: : 1606it [00:39, 37.53it/s, failures=0, objective=-1.06]

Parallel BO:: : 1607it [00:39, 37.53it/s, failures=0, objective=-1.06]

Parallel BO:: : 1608it [00:39, 37.53it/s, failures=0, objective=-1.06]

Parallel BO:: : 1609it [00:39, 37.53it/s, failures=0, objective=-1.06]

Parallel BO:: : 1610it [00:39, 37.53it/s, failures=0, objective=-1.06]

Parallel BO:: : 1611it [00:39, 37.53it/s, failures=0, objective=-1.06]

Parallel BO:: : 1612it [00:39, 40.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1612it [00:39, 40.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1613it [00:39, 40.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1614it [00:39, 40.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1615it [00:39, 40.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1616it [00:39, 40.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1617it [00:39, 40.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1618it [00:39, 40.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1619it [00:39, 40.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1620it [00:39, 40.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1621it [00:39, 40.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1622it [00:39, 40.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1623it [00:39, 40.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1624it [00:40, 40.57it/s, failures=0, objective=-1.06]

Parallel BO:: : 1624it [00:40, 40.57it/s, failures=0, objective=-1.06]

Parallel BO:: : 1625it [00:40, 40.57it/s, failures=0, objective=-1.06]

Parallel BO:: : 1626it [00:40, 40.57it/s, failures=0, objective=-1.06]

Parallel BO:: : 1627it [00:40, 40.57it/s, failures=0, objective=-1.06]

Parallel BO:: : 1628it [00:40, 40.57it/s, failures=0, objective=-1.06]

Parallel BO:: : 1629it [00:40, 40.57it/s, failures=0, objective=-1.06]

Parallel BO:: : 1630it [00:40, 40.57it/s, failures=0, objective=-1.06]

Parallel BO:: : 1631it [00:40, 40.57it/s, failures=0, objective=-1.06]

Parallel BO:: : 1632it [00:40, 40.57it/s, failures=0, objective=-1.06]

Parallel BO:: : 1633it [00:40, 40.57it/s, failures=0, objective=-1.06]

Parallel BO:: : 1634it [00:40, 40.57it/s, failures=0, objective=-1.06]

Parallel BO:: : 1635it [00:40, 40.57it/s, failures=0, objective=-1.06]

Parallel BO:: : 1636it [00:40, 40.57it/s, failures=0, objective=-1.06]

Parallel BO:: : 1637it [00:40, 40.57it/s, failures=0, objective=-1.06]

Parallel BO:: : 1638it [00:40, 41.00it/s, failures=0, objective=-1.06]

Parallel BO:: : 1638it [00:40, 41.00it/s, failures=0, objective=-1.06]

Parallel BO:: : 1639it [00:40, 41.00it/s, failures=0, objective=-1.06]

Parallel BO:: : 1640it [00:40, 41.00it/s, failures=0, objective=-1.06]

Parallel BO:: : 1641it [00:40, 41.00it/s, failures=0, objective=-1.06]

Parallel BO:: : 1642it [00:40, 41.00it/s, failures=0, objective=-1.06]

Parallel BO:: : 1643it [00:40, 41.00it/s, failures=0, objective=-1.06]

Parallel BO:: : 1644it [00:40, 41.00it/s, failures=0, objective=-1.06]

Parallel BO:: : 1645it [00:40, 41.00it/s, failures=0, objective=-1.06]

Parallel BO:: : 1646it [00:40, 41.00it/s, failures=0, objective=-1.06]

Parallel BO:: : 1647it [00:40, 41.00it/s, failures=0, objective=-1.06]

Parallel BO:: : 1648it [00:40, 41.00it/s, failures=0, objective=-1.06]

Parallel BO:: : 1649it [00:40, 41.00it/s, failures=0, objective=-1.06]

Parallel BO:: : 1650it [00:40, 39.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1650it [00:40, 39.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1651it [00:40, 39.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1652it [00:40, 39.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1653it [00:40, 39.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1654it [00:40, 39.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1655it [00:40, 39.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1656it [00:40, 39.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1657it [00:40, 39.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1658it [00:40, 39.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1659it [00:40, 39.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1660it [00:40, 39.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1661it [00:40, 39.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1662it [00:40, 39.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1663it [00:40, 39.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1664it [00:40, 39.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1665it [00:40, 39.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1666it [00:41, 42.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1666it [00:41, 42.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1667it [00:41, 42.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1668it [00:41, 42.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1669it [00:41, 42.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1670it [00:41, 42.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1671it [00:41, 42.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1672it [00:41, 42.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1673it [00:41, 42.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1674it [00:41, 42.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1675it [00:41, 42.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1676it [00:41, 42.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1677it [00:41, 42.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1678it [00:41, 42.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1679it [00:41, 42.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1680it [00:41, 44.95it/s, failures=0, objective=-1.06]

Parallel BO:: : 1680it [00:41, 44.95it/s, failures=0, objective=-1.06]

Parallel BO:: : 1681it [00:41, 44.95it/s, failures=0, objective=-1.06]

Parallel BO:: : 1682it [00:41, 44.95it/s, failures=0, objective=-1.06]

Parallel BO:: : 1683it [00:41, 44.95it/s, failures=0, objective=-1.06]

Parallel BO:: : 1684it [00:41, 44.95it/s, failures=0, objective=-1.06]

Parallel BO:: : 1685it [00:41, 34.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1685it [00:41, 34.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1686it [00:41, 34.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1687it [00:41, 34.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1688it [00:41, 34.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1689it [00:41, 34.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1690it [00:41, 34.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1691it [00:41, 34.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1692it [00:41, 34.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1693it [00:41, 34.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1694it [00:41, 34.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1695it [00:41, 34.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1696it [00:41, 34.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1697it [00:41, 34.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1698it [00:41, 34.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1699it [00:41, 34.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1700it [00:41, 34.33it/s, failures=0, objective=-1.06]

Parallel BO:: : 1701it [00:42, 37.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1701it [00:42, 37.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1702it [00:42, 37.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1703it [00:42, 37.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1704it [00:42, 37.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1705it [00:42, 37.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1706it [00:42, 37.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1707it [00:42, 37.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1708it [00:42, 37.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1709it [00:42, 37.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1710it [00:42, 37.45it/s, failures=0, objective=-1.06]

Parallel BO:: : 1711it [00:42, 37.45it/s, failures=0, objective=-1.03]

Parallel BO:: : 1712it [00:42, 37.45it/s, failures=0, objective=-1.03]

Parallel BO:: : 1713it [00:42, 37.45it/s, failures=0, objective=-1.03]

Parallel BO:: : 1714it [00:42, 35.30it/s, failures=0, objective=-1.03]

Parallel BO:: : 1714it [00:42, 35.30it/s, failures=0, objective=-1.03]

Parallel BO:: : 1715it [00:42, 35.30it/s, failures=0, objective=-1.03]

Parallel BO:: : 1716it [00:42, 35.30it/s, failures=0, objective=-1.03]

Parallel BO:: : 1717it [00:42, 35.30it/s, failures=0, objective=-1.03]

Parallel BO:: : 1718it [00:42, 35.30it/s, failures=0, objective=-1.03]

Parallel BO:: : 1719it [00:42, 35.30it/s, failures=0, objective=-1.03]

Parallel BO:: : 1720it [00:42, 35.30it/s, failures=0, objective=-1.03]

Parallel BO:: : 1721it [00:42, 35.30it/s, failures=0, objective=-0.899]

Parallel BO:: : 1722it [00:42, 35.30it/s, failures=0, objective=-0.899]

Parallel BO:: : 1723it [00:42, 35.30it/s, failures=0, objective=-0.899]

Parallel BO:: : 1724it [00:42, 35.30it/s, failures=0, objective=-0.899]

Parallel BO:: : 1725it [00:42, 35.30it/s, failures=0, objective=-0.899]

Parallel BO:: : 1726it [00:42, 35.30it/s, failures=0, objective=-0.899]

Parallel BO:: : 1727it [00:42, 35.30it/s, failures=0, objective=-0.899]

Parallel BO:: : 1728it [00:42, 35.30it/s, failures=0, objective=-0.899]

Parallel BO:: : 1729it [00:42, 35.30it/s, failures=0, objective=-0.899]

Parallel BO:: : 1730it [00:42, 35.30it/s, failures=0, objective=-0.899]

Parallel BO:: : 1731it [00:42, 35.30it/s, failures=0, objective=-0.899]

Parallel BO:: : 1732it [00:42, 35.30it/s, failures=0, objective=-0.899]

Parallel BO:: : 1733it [00:42, 35.30it/s, failures=0, objective=-0.899]

Parallel BO:: : 1734it [00:42, 42.04it/s, failures=0, objective=-0.899]

Parallel BO:: : 1734it [00:42, 42.04it/s, failures=0, objective=-0.899]

Parallel BO:: : 1735it [00:42, 42.04it/s, failures=0, objective=-0.899]

Parallel BO:: : 1736it [00:42, 42.04it/s, failures=0, objective=-0.899]

Parallel BO:: : 1737it [00:42, 42.04it/s, failures=0, objective=-0.899]

Parallel BO:: : 1738it [00:42, 42.04it/s, failures=0, objective=-0.899]

Parallel BO:: : 1739it [00:42, 42.04it/s, failures=0, objective=-0.899]

Parallel BO:: : 1740it [00:42, 42.04it/s, failures=0, objective=-0.899]

Parallel BO:: : 1741it [00:42, 42.04it/s, failures=0, objective=-0.899]

Parallel BO:: : 1742it [00:42, 42.04it/s, failures=0, objective=-0.899]

Parallel BO:: : 1743it [00:42, 42.04it/s, failures=0, objective=-0.899]

Parallel BO:: : 1744it [00:42, 42.04it/s, failures=0, objective=-0.899]

Parallel BO:: : 1745it [00:42, 42.04it/s, failures=0, objective=-0.899]

Parallel BO:: : 1746it [00:42, 42.04it/s, failures=0, objective=-0.899]

Parallel BO:: : 1747it [00:43, 41.98it/s, failures=0, objective=-0.899]

Parallel BO:: : 1747it [00:43, 41.98it/s, failures=0, objective=-0.899]

Parallel BO:: : 1748it [00:43, 41.98it/s, failures=0, objective=-0.899]

Parallel BO:: : 1749it [00:43, 41.98it/s, failures=0, objective=-0.899]

Parallel BO:: : 1750it [00:43, 41.98it/s, failures=0, objective=-0.899]

Parallel BO:: : 1751it [00:43, 41.98it/s, failures=0, objective=-0.899]

Parallel BO:: : 1752it [00:43, 41.98it/s, failures=0, objective=-0.899]

Parallel BO:: : 1753it [00:43, 41.98it/s, failures=0, objective=-0.899]

Parallel BO:: : 1754it [00:43, 41.98it/s, failures=0, objective=-0.899]

Parallel BO:: : 1755it [00:43, 41.98it/s, failures=0, objective=-0.899]

Parallel BO:: : 1756it [00:43, 41.98it/s, failures=0, objective=-0.899]

Parallel BO:: : 1757it [00:43, 41.98it/s, failures=0, objective=-0.899]

Parallel BO:: : 1758it [00:43, 41.98it/s, failures=0, objective=-0.899]

Parallel BO:: : 1759it [00:43, 41.98it/s, failures=0, objective=-0.899]

Parallel BO:: : 1760it [00:43, 41.98it/s, failures=0, objective=-0.899]

Parallel BO:: : 1761it [00:43, 41.98it/s, failures=0, objective=-0.899]

Parallel BO:: : 1762it [00:43, 41.98it/s, failures=0, objective=-0.899]

Parallel BO:: : 1763it [00:43, 41.98it/s, failures=0, objective=-0.899]

Parallel BO:: : 1764it [00:43, 41.98it/s, failures=0, objective=-0.899]

Parallel BO:: : 1765it [00:43, 45.64it/s, failures=0, objective=-0.899]

Parallel BO:: : 1765it [00:43, 45.64it/s, failures=0, objective=-0.899]

Parallel BO:: : 1766it [00:43, 45.64it/s, failures=0, objective=-0.899]

Parallel BO:: : 1767it [00:43, 45.64it/s, failures=0, objective=-0.899]

Parallel BO:: : 1768it [00:43, 45.64it/s, failures=0, objective=-0.899]

Parallel BO:: : 1769it [00:43, 45.64it/s, failures=0, objective=-0.899]

Parallel BO:: : 1770it [00:43, 45.64it/s, failures=0, objective=-0.899]

Parallel BO:: : 1771it [00:43, 45.64it/s, failures=0, objective=-0.899]

Parallel BO:: : 1772it [00:43, 45.64it/s, failures=0, objective=-0.899]

Parallel BO:: : 1773it [00:43, 45.64it/s, failures=0, objective=-0.899]

Parallel BO:: : 1774it [00:43, 45.64it/s, failures=0, objective=-0.899]

Parallel BO:: : 1775it [00:43, 42.24it/s, failures=0, objective=-0.899]

Parallel BO:: : 1775it [00:43, 42.24it/s, failures=0, objective=-0.899]

Parallel BO:: : 1776it [00:43, 42.24it/s, failures=0, objective=-0.899]

Parallel BO:: : 1777it [00:43, 42.24it/s, failures=0, objective=-0.899]

Parallel BO:: : 1778it [00:43, 42.24it/s, failures=0, objective=-0.899]

Parallel BO:: : 1779it [00:43, 42.24it/s, failures=0, objective=-0.899]

Parallel BO:: : 1780it [00:43, 42.24it/s, failures=0, objective=-0.899]

Parallel BO:: : 1781it [00:44, 34.44it/s, failures=0, objective=-0.899]

Parallel BO:: : 1781it [00:44, 34.44it/s, failures=0, objective=-0.899]

Parallel BO:: : 1782it [00:44, 34.44it/s, failures=0, objective=-0.899]

Parallel BO:: : 1783it [00:44, 34.44it/s, failures=0, objective=-0.899]

Parallel BO:: : 1784it [00:44, 34.44it/s, failures=0, objective=-0.899]

Parallel BO:: : 1785it [00:44, 34.44it/s, failures=0, objective=-0.899]

Parallel BO:: : 1786it [00:44, 34.44it/s, failures=0, objective=-0.899]

Parallel BO:: : 1787it [00:44, 34.44it/s, failures=0, objective=-0.899]

Parallel BO:: : 1788it [00:44, 34.44it/s, failures=0, objective=-0.899]

Parallel BO:: : 1789it [00:44, 34.44it/s, failures=0, objective=-0.899]

Parallel BO:: : 1790it [00:44, 34.44it/s, failures=0, objective=-0.899]

Parallel BO:: : 1791it [00:44, 34.44it/s, failures=0, objective=-0.899]

Parallel BO:: : 1792it [00:44, 34.44it/s, failures=0, objective=-0.899]

Parallel BO:: : 1793it [00:44, 34.44it/s, failures=0, objective=-0.899]

Parallel BO:: : 1794it [00:44, 34.44it/s, failures=0, objective=-0.899]

Parallel BO:: : 1795it [00:44, 34.44it/s, failures=0, objective=-0.899]

Parallel BO:: : 1796it [00:44, 34.44it/s, failures=0, objective=-0.899]

Parallel BO:: : 1797it [00:44, 34.44it/s, failures=0, objective=-0.899]

Parallel BO:: : 1798it [00:44, 34.44it/s, failures=0, objective=-0.899]

Parallel BO:: : 1799it [00:44, 40.91it/s, failures=0, objective=-0.899]

Parallel BO:: : 1799it [00:44, 40.91it/s, failures=0, objective=-0.899]

Parallel BO:: : 1800it [00:44, 40.91it/s, failures=0, objective=-0.899]

Parallel BO:: : 1801it [00:44, 40.91it/s, failures=0, objective=-0.899]

Parallel BO:: : 1802it [00:44, 40.91it/s, failures=0, objective=-0.899]

Parallel BO:: : 1803it [00:44, 40.91it/s, failures=0, objective=-0.899]

Parallel BO:: : 1804it [00:44, 40.91it/s, failures=0, objective=-0.899]

Parallel BO:: : 1805it [00:44, 40.91it/s, failures=0, objective=-0.899]

Parallel BO:: : 1806it [00:44, 40.91it/s, failures=0, objective=-0.899]

Parallel BO:: : 1807it [00:44, 40.91it/s, failures=0, objective=-0.899]

Parallel BO:: : 1808it [00:44, 33.30it/s, failures=0, objective=-0.899]

Parallel BO:: : 1808it [00:44, 33.30it/s, failures=0, objective=-0.899]

Parallel BO:: : 1809it [00:44, 33.30it/s, failures=0, objective=-0.899]

Parallel BO:: : 1810it [00:44, 33.30it/s, failures=0, objective=-0.899]

Parallel BO:: : 1811it [00:44, 33.30it/s, failures=0, objective=-0.899]

Parallel BO:: : 1812it [00:44, 33.30it/s, failures=0, objective=-0.899]

Parallel BO:: : 1813it [00:44, 33.30it/s, failures=0, objective=-0.899]

Parallel BO:: : 1814it [00:44, 33.30it/s, failures=0, objective=-0.899]

Parallel BO:: : 1815it [00:44, 33.30it/s, failures=0, objective=-0.899]

Parallel BO:: : 1816it [00:44, 33.30it/s, failures=0, objective=-0.755]

Parallel BO:: : 1817it [00:44, 33.30it/s, failures=0, objective=-0.755]

Parallel BO:: : 1818it [00:44, 33.30it/s, failures=0, objective=-0.755]

Parallel BO:: : 1819it [00:44, 33.30it/s, failures=0, objective=-0.755]

Parallel BO:: : 1820it [00:44, 33.30it/s, failures=0, objective=-0.755]

Parallel BO:: : 1821it [00:44, 33.30it/s, failures=0, objective=-0.755]

Parallel BO:: : 1822it [00:44, 33.30it/s, failures=0, objective=-0.755]

Parallel BO:: : 1823it [00:44, 33.30it/s, failures=0, objective=-0.755]

Parallel BO:: : 1824it [00:44, 33.30it/s, failures=0, objective=-0.755]

Parallel BO:: : 1825it [00:45, 36.45it/s, failures=0, objective=-0.755]

Parallel BO:: : 1825it [00:45, 36.45it/s, failures=0, objective=-0.755]

Parallel BO:: : 1826it [00:45, 36.45it/s, failures=0, objective=-0.755]

Parallel BO:: : 1827it [00:45, 36.45it/s, failures=0, objective=-0.755]

Parallel BO:: : 1828it [00:45, 36.45it/s, failures=0, objective=-0.755]

Parallel BO:: : 1829it [00:45, 36.45it/s, failures=0, objective=-0.755]

Parallel BO:: : 1830it [00:45, 36.45it/s, failures=0, objective=-0.755]

Parallel BO:: : 1831it [00:45, 36.45it/s, failures=0, objective=-0.755]

Parallel BO:: : 1832it [00:45, 36.45it/s, failures=0, objective=-0.718]

Parallel BO:: : 1833it [00:45, 36.45it/s, failures=0, objective=-0.718]

Parallel BO:: : 1834it [00:45, 36.45it/s, failures=0, objective=-0.718]

Parallel BO:: : 1835it [00:45, 36.45it/s, failures=0, objective=-0.718]

Parallel BO:: : 1836it [00:45, 36.45it/s, failures=0, objective=-0.718]

Parallel BO:: : 1837it [00:45, 36.45it/s, failures=0, objective=-0.718]

Parallel BO:: : 1838it [00:45, 36.45it/s, failures=0, objective=-0.718]

Parallel BO:: : 1839it [00:45, 36.45it/s, failures=0, objective=-0.718]

Parallel BO:: : 1840it [00:45, 36.45it/s, failures=0, objective=-0.718]

Parallel BO:: : 1841it [00:45, 36.45it/s, failures=0, objective=-0.718]

Parallel BO:: : 1842it [00:45, 36.45it/s, failures=0, objective=-0.718]

Parallel BO:: : 1843it [00:45, 36.45it/s, failures=0, objective=-0.718]

Parallel BO:: : 1844it [00:45, 38.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1844it [00:45, 38.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1845it [00:45, 38.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1846it [00:45, 38.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1847it [00:45, 38.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1848it [00:45, 38.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1849it [00:45, 38.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1850it [00:45, 38.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1851it [00:45, 38.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1852it [00:45, 38.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1853it [00:45, 38.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1854it [00:45, 38.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1855it [00:45, 38.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1856it [00:45, 38.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1857it [00:45, 38.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1858it [00:45, 38.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1859it [00:45, 38.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1860it [00:45, 38.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1861it [00:45, 38.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1862it [00:45, 38.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1863it [00:46, 42.63it/s, failures=0, objective=-0.718]

Parallel BO:: : 1863it [00:46, 42.63it/s, failures=0, objective=-0.718]

Parallel BO:: : 1864it [00:46, 42.63it/s, failures=0, objective=-0.718]

Parallel BO:: : 1865it [00:46, 42.63it/s, failures=0, objective=-0.718]

Parallel BO:: : 1866it [00:46, 42.63it/s, failures=0, objective=-0.718]

Parallel BO:: : 1867it [00:46, 42.63it/s, failures=0, objective=-0.718]

Parallel BO:: : 1868it [00:46, 42.63it/s, failures=0, objective=-0.718]

Parallel BO:: : 1869it [00:46, 42.63it/s, failures=0, objective=-0.718]

Parallel BO:: : 1870it [00:46, 42.63it/s, failures=0, objective=-0.718]

Parallel BO:: : 1871it [00:46, 42.63it/s, failures=0, objective=-0.718]

Parallel BO:: : 1872it [00:46, 42.63it/s, failures=0, objective=-0.718]

Parallel BO:: : 1873it [00:46, 42.63it/s, failures=0, objective=-0.718]

Parallel BO:: : 1874it [00:46, 42.63it/s, failures=0, objective=-0.718]

Parallel BO:: : 1875it [00:46, 42.63it/s, failures=0, objective=-0.718]

Parallel BO:: : 1876it [00:46, 42.63it/s, failures=0, objective=-0.718]

Parallel BO:: : 1877it [00:46, 42.63it/s, failures=0, objective=-0.718]

Parallel BO:: : 1878it [00:46, 44.16it/s, failures=0, objective=-0.718]

Parallel BO:: : 1878it [00:46, 44.16it/s, failures=0, objective=-0.718]

Parallel BO:: : 1879it [00:46, 44.16it/s, failures=0, objective=-0.718]

Parallel BO:: : 1880it [00:46, 44.16it/s, failures=0, objective=-0.718]

Parallel BO:: : 1881it [00:46, 44.16it/s, failures=0, objective=-0.718]

Parallel BO:: : 1882it [00:46, 44.16it/s, failures=0, objective=-0.718]

Parallel BO:: : 1883it [00:46, 44.16it/s, failures=0, objective=-0.718]

Parallel BO:: : 1884it [00:46, 44.16it/s, failures=0, objective=-0.718]

Parallel BO:: : 1885it [00:46, 44.16it/s, failures=0, objective=-0.718]

Parallel BO:: : 1886it [00:46, 44.16it/s, failures=0, objective=-0.718]

Parallel BO:: : 1887it [00:46, 44.16it/s, failures=0, objective=-0.718]

Parallel BO:: : 1888it [00:46, 44.16it/s, failures=0, objective=-0.718]

Parallel BO:: : 1889it [00:46, 44.16it/s, failures=0, objective=-0.718]

Parallel BO:: : 1890it [00:46, 44.16it/s, failures=0, objective=-0.718]

Parallel BO:: : 1891it [00:46, 44.16it/s, failures=0, objective=-0.718]

Parallel BO:: : 1892it [00:46, 44.16it/s, failures=0, objective=-0.718]

Parallel BO:: : 1893it [00:46, 44.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1893it [00:46, 44.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1894it [00:46, 44.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1895it [00:46, 44.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1896it [00:46, 44.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1897it [00:46, 44.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1898it [00:46, 44.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1899it [00:46, 44.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1900it [00:46, 44.39it/s, failures=0, objective=-0.718]

Parallel BO:: : 1901it [00:47, 37.95it/s, failures=0, objective=-0.718]

Parallel BO:: : 1901it [00:47, 37.95it/s, failures=0, objective=-0.718]

Parallel BO:: : 1902it [00:47, 37.95it/s, failures=0, objective=-0.718]

Parallel BO:: : 1903it [00:47, 37.95it/s, failures=0, objective=-0.718]

Parallel BO:: : 1904it [00:47, 37.95it/s, failures=0, objective=-0.718]

Parallel BO:: : 1905it [00:47, 37.95it/s, failures=0, objective=-0.718]

Parallel BO:: : 1906it [00:47, 37.95it/s, failures=0, objective=-0.718]

Parallel BO:: : 1907it [00:47, 37.95it/s, failures=0, objective=-0.718]

Parallel BO:: : 1908it [00:47, 37.95it/s, failures=0, objective=-0.718]

Parallel BO:: : 1909it [00:47, 37.95it/s, failures=0, objective=-0.718]

Parallel BO:: : 1910it [00:47, 37.95it/s, failures=0, objective=-0.718]

Parallel BO:: : 1911it [00:47, 33.94it/s, failures=0, objective=-0.718]

Parallel BO:: : 1911it [00:47, 33.94it/s, failures=0, objective=-0.718]

Parallel BO:: : 1912it [00:47, 33.94it/s, failures=0, objective=-0.718]

Parallel BO:: : 1913it [00:47, 33.94it/s, failures=0, objective=-0.718]

Parallel BO:: : 1914it [00:47, 33.94it/s, failures=0, objective=-0.718]

Parallel BO:: : 1915it [00:47, 33.94it/s, failures=0, objective=-0.718]

Parallel BO:: : 1916it [00:47, 33.94it/s, failures=0, objective=-0.718]

Parallel BO:: : 1917it [00:47, 33.94it/s, failures=0, objective=-0.718]

Parallel BO:: : 1918it [00:47, 33.94it/s, failures=0, objective=-0.718]

Parallel BO:: : 1919it [00:47, 33.94it/s, failures=0, objective=-0.718]

Parallel BO:: : 1920it [00:47, 33.94it/s, failures=0, objective=-0.718]

Parallel BO:: : 1921it [00:47, 33.94it/s, failures=0, objective=-0.718]

Parallel BO:: : 1922it [00:47, 33.94it/s, failures=0, objective=-0.718]

Parallel BO:: : 1923it [00:47, 33.94it/s, failures=0, objective=-0.718]

Parallel BO:: : 1924it [00:47, 33.94it/s, failures=0, objective=-0.718]

Parallel BO:: : 1925it [00:47, 35.71it/s, failures=0, objective=-0.718]

Parallel BO:: : 1925it [00:47, 35.71it/s, failures=0, objective=-0.718]

Parallel BO:: : 1926it [00:47, 35.71it/s, failures=0, objective=-0.718]

Parallel BO:: : 1927it [00:47, 35.71it/s, failures=0, objective=-0.718]

Parallel BO:: : 1928it [00:47, 35.71it/s, failures=0, objective=-0.718]

Parallel BO:: : 1929it [00:47, 35.71it/s, failures=0, objective=-0.718]

Parallel BO:: : 1930it [00:47, 35.71it/s, failures=0, objective=-0.718]

Parallel BO:: : 1931it [00:47, 35.71it/s, failures=0, objective=-0.718]

Parallel BO:: : 1932it [00:47, 35.71it/s, failures=0, objective=-0.718]

Parallel BO:: : 1933it [00:47, 35.71it/s, failures=0, objective=-0.718]

Parallel BO:: : 1934it [00:47, 35.71it/s, failures=0, objective=-0.718]

Parallel BO:: : 1935it [00:47, 35.71it/s, failures=0, objective=-0.718]

Parallel BO:: : 1936it [00:47, 35.71it/s, failures=0, objective=-0.718]

Parallel BO:: : 1937it [00:47, 35.71it/s, failures=0, objective=-0.718]

Parallel BO:: : 1938it [00:47, 35.71it/s, failures=0, objective=-0.718]

Parallel BO:: : 1939it [00:47, 35.71it/s, failures=0, objective=-0.718]

Parallel BO:: : 1940it [00:48, 38.29it/s, failures=0, objective=-0.718]

Parallel BO:: : 1940it [00:48, 38.29it/s, failures=0, objective=-0.718]

Parallel BO:: : 1941it [00:48, 38.29it/s, failures=0, objective=-0.718]

Parallel BO:: : 1942it [00:48, 38.29it/s, failures=0, objective=-0.718]

Parallel BO:: : 1943it [00:48, 38.29it/s, failures=0, objective=-0.718]

Parallel BO:: : 1944it [00:48, 38.29it/s, failures=0, objective=-0.718]

Parallel BO:: : 1945it [00:48, 38.29it/s, failures=0, objective=-0.718]

Parallel BO:: : 1946it [00:48, 38.29it/s, failures=0, objective=-0.718]

Parallel BO:: : 1947it [00:48, 38.29it/s, failures=0, objective=-0.718]

Parallel BO:: : 1948it [00:48, 38.29it/s, failures=0, objective=-0.718]

Parallel BO:: : 1949it [00:48, 38.29it/s, failures=0, objective=-0.718]

Parallel BO:: : 1950it [00:48, 35.06it/s, failures=0, objective=-0.718]

Parallel BO:: : 1950it [00:48, 35.06it/s, failures=0, objective=-0.718]

Parallel BO:: : 1951it [00:48, 35.06it/s, failures=0, objective=-0.718]

Parallel BO:: : 1952it [00:48, 35.06it/s, failures=0, objective=-0.718]

Parallel BO:: : 1953it [00:48, 35.06it/s, failures=0, objective=-0.718]

Parallel BO:: : 1954it [00:48, 35.06it/s, failures=0, objective=-0.718]

Parallel BO:: : 1955it [00:48, 35.06it/s, failures=0, objective=-0.718]

Parallel BO:: : 1956it [00:48, 35.06it/s, failures=0, objective=-0.718]

Parallel BO:: : 1957it [00:48, 35.06it/s, failures=0, objective=-0.718]

Parallel BO:: : 1958it [00:48, 35.06it/s, failures=0, objective=-0.718]

Parallel BO:: : 1959it [00:48, 35.06it/s, failures=0, objective=-0.718]

Parallel BO:: : 1960it [00:48, 35.06it/s, failures=0, objective=-0.718]

Parallel BO:: : 1961it [00:48, 35.06it/s, failures=0, objective=-0.718]

Parallel BO:: : 1962it [00:48, 35.06it/s, failures=0, objective=-0.718]

Parallel BO:: : 1963it [00:48, 35.06it/s, failures=0, objective=-0.718]

Parallel BO:: : 1964it [00:48, 35.06it/s, failures=0, objective=-0.718]

Parallel BO:: : 1965it [00:48, 35.06it/s, failures=0, objective=-0.718]

Parallel BO:: : 1966it [00:48, 35.06it/s, failures=0, objective=-0.718]

Parallel BO:: : 1967it [00:48, 35.35it/s, failures=0, objective=-0.718]

Parallel BO:: : 1967it [00:48, 35.35it/s, failures=0, objective=-0.718]

Parallel BO:: : 1968it [00:48, 35.35it/s, failures=0, objective=-0.718]

Parallel BO:: : 1969it [00:48, 35.35it/s, failures=0, objective=-0.718]

Parallel BO:: : 1970it [00:48, 35.35it/s, failures=0, objective=-0.718]

Parallel BO:: : 1971it [00:48, 35.35it/s, failures=0, objective=-0.718]

Parallel BO:: : 1972it [00:48, 35.35it/s, failures=0, objective=-0.718]

Parallel BO:: : 1973it [00:48, 35.35it/s, failures=0, objective=-0.718]

Parallel BO:: : 1974it [00:48, 35.35it/s, failures=0, objective=-0.718]

Parallel BO:: : 1975it [00:48, 35.35it/s, failures=0, objective=-0.718]

Parallel BO:: : 1976it [00:48, 35.35it/s, failures=0, objective=-0.718]

Parallel BO:: : 1977it [00:48, 35.35it/s, failures=0, objective=-0.606]

Parallel BO:: : 1978it [00:48, 35.35it/s, failures=0, objective=-0.606]

Parallel BO:: : 1979it [00:48, 35.35it/s, failures=0, objective=-0.606]

Parallel BO:: : 1980it [00:48, 35.35it/s, failures=0, objective=-0.606]

Parallel BO:: : 1981it [00:48, 35.35it/s, failures=0, objective=-0.606]

Parallel BO:: : 1982it [00:48, 35.35it/s, failures=0, objective=-0.606]

Parallel BO:: : 1983it [00:48, 35.35it/s, failures=0, objective=-0.606]

Parallel BO:: : 1984it [00:48, 35.35it/s, failures=0, objective=-0.606]

Parallel BO:: : 1985it [00:48, 35.35it/s, failures=0, objective=-0.606]

Parallel BO:: : 1986it [00:48, 35.35it/s, failures=0, objective=-0.606]

Parallel BO:: : 1987it [00:48, 35.35it/s, failures=0, objective=-0.606]

Parallel BO:: : 1988it [00:48, 35.35it/s, failures=0, objective=-0.606]

Parallel BO:: : 1989it [00:48, 35.35it/s, failures=0, objective=-0.606]

Parallel BO:: : 1990it [00:48, 35.35it/s, failures=0, objective=-0.606]

Parallel BO:: : 1991it [00:48, 35.35it/s, failures=0, objective=-0.606]

Parallel BO:: : 1992it [00:48, 35.35it/s, failures=0, objective=-0.606]

Parallel BO:: : 1993it [00:49, 48.87it/s, failures=0, objective=-0.606]

Parallel BO:: : 1993it [00:49, 48.87it/s, failures=0, objective=-0.606]

Parallel BO:: : 1994it [00:49, 48.87it/s, failures=0, objective=-0.606]

Parallel BO:: : 1995it [00:49, 48.87it/s, failures=0, objective=-0.606]

Parallel BO:: : 1996it [00:49, 48.87it/s, failures=0, objective=-0.606]

Parallel BO:: : 1997it [00:49, 48.87it/s, failures=0, objective=-0.606]

Parallel BO:: : 1998it [00:49, 48.87it/s, failures=0, objective=-0.606]

Parallel BO:: : 1999it [00:49, 48.87it/s, failures=0, objective=-0.606]

Parallel BO:: : 2000it [00:49, 48.87it/s, failures=0, objective=-0.606]

Parallel BO:: : 2001it [00:49, 48.87it/s, failures=0, objective=-0.606]

Parallel BO:: : 2002it [00:49, 48.87it/s, failures=0, objective=-0.606]

Parallel BO:: : 2003it [00:49, 43.74it/s, failures=0, objective=-0.606]

Parallel BO:: : 2003it [00:49, 43.74it/s, failures=0, objective=-0.606]

Parallel BO:: : 2004it [00:49, 43.74it/s, failures=0, objective=-0.606]

Parallel BO:: : 2005it [00:49, 43.74it/s, failures=0, objective=-0.606]

Parallel BO:: : 2006it [00:49, 43.74it/s, failures=0, objective=-0.606]

Parallel BO:: : 2007it [00:49, 43.74it/s, failures=0, objective=-0.606]

Parallel BO:: : 2008it [00:49, 43.74it/s, failures=0, objective=-0.606]

Parallel BO:: : 2009it [00:49, 43.74it/s, failures=0, objective=-0.606]

Parallel BO:: : 2010it [00:49, 43.74it/s, failures=0, objective=-0.606]

Parallel BO:: : 2011it [00:49, 43.74it/s, failures=0, objective=-0.606]

Parallel BO:: : 2012it [00:49, 43.74it/s, failures=0, objective=-0.606]

Parallel BO:: : 2013it [00:49, 43.74it/s, failures=0, objective=-0.606]

Parallel BO:: : 2014it [00:49, 43.74it/s, failures=0, objective=-0.606]

Parallel BO:: : 2015it [00:49, 41.04it/s, failures=0, objective=-0.606]

Parallel BO:: : 2015it [00:49, 41.04it/s, failures=0, objective=-0.606]

Parallel BO:: : 2016it [00:49, 41.04it/s, failures=0, objective=-0.606]

Parallel BO:: : 2017it [00:49, 41.04it/s, failures=0, objective=-0.606]

Parallel BO:: : 2018it [00:49, 41.04it/s, failures=0, objective=-0.606]

Parallel BO:: : 2019it [00:49, 41.04it/s, failures=0, objective=-0.606]

Parallel BO:: : 2020it [00:49, 41.04it/s, failures=0, objective=-0.606]

Parallel BO:: : 2021it [00:49, 41.04it/s, failures=0, objective=-0.606]

Parallel BO:: : 2022it [00:49, 41.04it/s, failures=0, objective=-0.606]

Parallel BO:: : 2023it [00:49, 41.04it/s, failures=0, objective=-0.606]

Parallel BO:: : 2024it [00:49, 41.04it/s, failures=0, objective=-0.606]

Parallel BO:: : 2025it [00:49, 41.04it/s, failures=0, objective=-0.606]

Parallel BO:: : 2026it [00:49, 41.04it/s, failures=0, objective=-0.606]

Parallel BO:: : 2027it [00:50, 38.93it/s, failures=0, objective=-0.606]

Parallel BO:: : 2027it [00:50, 38.93it/s, failures=0, objective=-0.606]

Parallel BO:: : 2028it [00:50, 38.93it/s, failures=0, objective=-0.606]

Parallel BO:: : 2029it [00:50, 38.93it/s, failures=0, objective=-0.606]

Parallel BO:: : 2030it [00:50, 38.93it/s, failures=0, objective=-0.606]

Parallel BO:: : 2031it [00:50, 38.93it/s, failures=0, objective=-0.606]

Parallel BO:: : 2032it [00:50, 38.93it/s, failures=0, objective=-0.606]

Parallel BO:: : 2033it [00:50, 38.93it/s, failures=0, objective=-0.606]

Parallel BO:: : 2034it [00:50, 38.93it/s, failures=0, objective=-0.606]

Parallel BO:: : 2035it [00:50, 38.93it/s, failures=0, objective=-0.606]

Parallel BO:: : 2036it [00:50, 36.71it/s, failures=0, objective=-0.606]

Parallel BO:: : 2036it [00:50, 36.71it/s, failures=0, objective=-0.606]

Parallel BO:: : 2037it [00:50, 36.71it/s, failures=0, objective=-0.606]

Parallel BO:: : 2038it [00:50, 36.71it/s, failures=0, objective=-0.606]

Parallel BO:: : 2039it [00:50, 36.71it/s, failures=0, objective=-0.606]

Parallel BO:: : 2040it [00:50, 36.71it/s, failures=0, objective=-0.606]

Parallel BO:: : 2041it [00:50, 36.71it/s, failures=0, objective=-0.606]

Parallel BO:: : 2042it [00:50, 36.71it/s, failures=0, objective=-0.606]

Parallel BO:: : 2043it [00:50, 36.71it/s, failures=0, objective=-0.606]

Parallel BO:: : 2044it [00:50, 36.71it/s, failures=0, objective=-0.606]

Parallel BO:: : 2045it [00:50, 36.71it/s, failures=0, objective=-0.606]

Parallel BO:: : 2046it [00:50, 33.57it/s, failures=0, objective=-0.606]

Parallel BO:: : 2046it [00:50, 33.57it/s, failures=0, objective=-0.606]

Parallel BO:: : 2047it [00:50, 33.57it/s, failures=0, objective=-0.606]

Parallel BO:: : 2048it [00:50, 33.57it/s, failures=0, objective=-0.606]

Parallel BO:: : 2049it [00:50, 33.57it/s, failures=0, objective=-0.606]

Parallel BO:: : 2050it [00:50, 33.57it/s, failures=0, objective=-0.606]

Parallel BO:: : 2051it [00:50, 33.57it/s, failures=0, objective=-0.606]

Parallel BO:: : 2052it [00:50, 33.57it/s, failures=0, objective=-0.606]

Parallel BO:: : 2053it [00:50, 33.57it/s, failures=0, objective=-0.606]

Parallel BO:: : 2054it [00:50, 33.57it/s, failures=0, objective=-0.606]

Parallel BO:: : 2055it [00:50, 33.57it/s, failures=0, objective=-0.606]

Parallel BO:: : 2056it [00:50, 33.57it/s, failures=0, objective=-0.606]

Parallel BO:: : 2057it [00:50, 33.57it/s, failures=0, objective=-0.606]

Parallel BO:: : 2058it [00:50, 33.57it/s, failures=0, objective=-0.606]

Parallel BO:: : 2059it [00:50, 33.57it/s, failures=0, objective=-0.606]

Parallel BO:: : 2060it [00:50, 33.57it/s, failures=0, objective=-0.606]

Parallel BO:: : 2061it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2061it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2062it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2063it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2064it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2065it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2066it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2067it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2068it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2069it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2070it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2071it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2072it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2073it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2074it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2075it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2076it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2077it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2078it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2079it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2080it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2081it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2082it [00:51, 33.60it/s, failures=0, objective=-0.606]

Parallel BO:: : 2083it [00:51, 41.58it/s, failures=0, objective=-0.606]

Parallel BO:: : 2083it [00:51, 41.58it/s, failures=0, objective=-0.606]

Parallel BO:: : 2084it [00:51, 41.58it/s, failures=0, objective=-0.606]

Parallel BO:: : 2085it [00:51, 41.58it/s, failures=0, objective=-0.606]

Parallel BO:: : 2086it [00:51, 41.58it/s, failures=0, objective=-0.606]

Parallel BO:: : 2087it [00:51, 41.58it/s, failures=0, objective=-0.606]

Parallel BO:: : 2088it [00:51, 41.58it/s, failures=0, objective=-0.606]

Parallel BO:: : 2089it [00:51, 41.58it/s, failures=0, objective=-0.606]

Parallel BO:: : 2090it [00:51, 41.58it/s, failures=0, objective=-0.606]

Parallel BO:: : 2091it [00:51, 41.58it/s, failures=0, objective=-0.606]

Parallel BO:: : 2092it [00:51, 41.58it/s, failures=0, objective=-0.606]

Parallel BO:: : 2093it [00:51, 41.58it/s, failures=0, objective=-0.606]

Parallel BO:: : 2094it [00:51, 41.58it/s, failures=0, objective=-0.606]

Parallel BO:: : 2095it [00:52, 39.95it/s, failures=0, objective=-0.606]

Parallel BO:: : 2095it [00:52, 39.95it/s, failures=0, objective=-0.606]

Parallel BO:: : 2096it [00:52, 39.95it/s, failures=0, objective=-0.606]

Parallel BO:: : 2097it [00:52, 39.95it/s, failures=0, objective=-0.606]

Parallel BO:: : 2098it [00:52, 39.95it/s, failures=0, objective=-0.606]

Parallel BO:: : 2099it [00:52, 39.95it/s, failures=0, objective=-0.606]

Parallel BO:: : 2100it [00:52, 39.95it/s, failures=0, objective=-0.456]

Parallel BO:: : 2101it [00:52, 39.95it/s, failures=0, objective=-0.456]

Parallel BO:: : 2102it [00:52, 39.95it/s, failures=0, objective=-0.456]

Parallel BO:: : 2103it [00:52, 39.95it/s, failures=0, objective=-0.456]

Parallel BO:: : 2104it [00:52, 39.95it/s, failures=0, objective=-0.456]

Parallel BO:: : 2105it [00:52, 39.95it/s, failures=0, objective=-0.456]

Parallel BO:: : 2106it [00:52, 39.95it/s, failures=0, objective=-0.456]

Parallel BO:: : 2107it [00:52, 34.51it/s, failures=0, objective=-0.456]

Parallel BO:: : 2107it [00:52, 34.51it/s, failures=0, objective=-0.456]

Parallel BO:: : 2108it [00:52, 34.51it/s, failures=0, objective=-0.456]

Parallel BO:: : 2109it [00:52, 34.51it/s, failures=0, objective=-0.456]

Parallel BO:: : 2110it [00:52, 34.51it/s, failures=0, objective=-0.456]

Parallel BO:: : 2111it [00:52, 34.51it/s, failures=0, objective=-0.456]

Parallel BO:: : 2112it [00:52, 34.51it/s, failures=0, objective=-0.456]

Parallel BO:: : 2113it [00:52, 34.51it/s, failures=0, objective=-0.456]

Parallel BO:: : 2114it [00:52, 34.51it/s, failures=0, objective=-0.456]

Parallel BO:: : 2115it [00:52, 34.51it/s, failures=0, objective=-0.456]

Parallel BO:: : 2116it [00:52, 34.51it/s, failures=0, objective=-0.456]

Parallel BO:: : 2117it [00:52, 34.51it/s, failures=0, objective=-0.456]

Parallel BO:: : 2118it [00:52, 34.51it/s, failures=0, objective=-0.456]

Parallel BO:: : 2119it [00:52, 34.51it/s, failures=0, objective=-0.456]

Parallel BO:: : 2120it [00:52, 34.51it/s, failures=0, objective=-0.456]

Parallel BO:: : 2121it [00:52, 34.51it/s, failures=0, objective=-0.456]

Parallel BO:: : 2122it [00:52, 34.51it/s, failures=0, objective=-0.456]

Parallel BO:: : 2123it [00:52, 34.51it/s, failures=0, objective=-0.456]

Parallel BO:: : 2124it [00:52, 34.51it/s, failures=0, objective=-0.456]

Parallel BO:: : 2125it [00:52, 34.51it/s, failures=0, objective=-0.456]

Parallel BO:: : 2126it [00:52, 34.51it/s, failures=0, objective=-0.456]

Parallel BO:: : 2127it [00:52, 34.51it/s, failures=0, objective=-0.456]

Parallel BO:: : 2128it [00:52, 42.40it/s, failures=0, objective=-0.456]

Parallel BO:: : 2128it [00:52, 42.40it/s, failures=0, objective=-0.456]

Parallel BO:: : 2129it [00:52, 42.40it/s, failures=0, objective=-0.456]

Parallel BO:: : 2130it [00:52, 42.40it/s, failures=0, objective=-0.456]

Parallel BO:: : 2131it [00:52, 42.40it/s, failures=0, objective=-0.456]

Parallel BO:: : 2132it [00:52, 42.40it/s, failures=0, objective=-0.456]

Parallel BO:: : 2133it [00:52, 42.40it/s, failures=0, objective=-0.456]

Parallel BO:: : 2134it [00:52, 42.40it/s, failures=0, objective=-0.456]

Parallel BO:: : 2135it [00:52, 42.40it/s, failures=0, objective=-0.456]

Parallel BO:: : 2136it [00:53, 34.26it/s, failures=0, objective=-0.456]

Parallel BO:: : 2136it [00:53, 34.26it/s, failures=0, objective=-0.456]

Parallel BO:: : 2137it [00:53, 34.26it/s, failures=0, objective=-0.456]

Parallel BO:: : 2138it [00:53, 34.26it/s, failures=0, objective=-0.456]

Parallel BO:: : 2139it [00:53, 34.26it/s, failures=0, objective=-0.456]

Parallel BO:: : 2140it [00:53, 34.26it/s, failures=0, objective=-0.456]

Parallel BO:: : 2141it [00:53, 34.26it/s, failures=0, objective=-0.456]

Parallel BO:: : 2142it [00:53, 34.26it/s, failures=0, objective=-0.456]

Parallel BO:: : 2143it [00:53, 34.26it/s, failures=0, objective=-0.456]

Parallel BO:: : 2144it [00:53, 34.26it/s, failures=0, objective=-0.456]

Parallel BO:: : 2145it [00:53, 34.26it/s, failures=0, objective=-0.456]

Parallel BO:: : 2146it [00:53, 34.26it/s, failures=0, objective=-0.456]

Parallel BO:: : 2147it [00:53, 34.26it/s, failures=0, objective=-0.456]

Parallel BO:: : 2148it [00:53, 34.26it/s, failures=0, objective=-0.456]

Parallel BO:: : 2149it [00:53, 34.26it/s, failures=0, objective=-0.456]

Parallel BO:: : 2150it [00:53, 34.26it/s, failures=0, objective=-0.456]

Parallel BO:: : 2151it [00:53, 34.26it/s, failures=0, objective=-0.456]

Parallel BO:: : 2152it [00:53, 34.26it/s, failures=0, objective=-0.456]

Parallel BO:: : 2153it [00:53, 34.26it/s, failures=0, objective=-0.456]

Parallel BO:: : 2154it [00:53, 40.03it/s, failures=0, objective=-0.456]

Parallel BO:: : 2154it [00:53, 40.03it/s, failures=0, objective=-0.456]

Parallel BO:: : 2155it [00:53, 40.03it/s, failures=0, objective=-0.456]

Parallel BO:: : 2156it [00:53, 40.03it/s, failures=0, objective=-0.456]

Parallel BO:: : 2157it [00:53, 40.03it/s, failures=0, objective=-0.456]

Parallel BO:: : 2158it [00:53, 40.03it/s, failures=0, objective=-0.456]

Parallel BO:: : 2159it [00:53, 40.03it/s, failures=0, objective=-0.456]

Parallel BO:: : 2160it [00:53, 40.03it/s, failures=0, objective=-0.456]

Parallel BO:: : 2161it [00:53, 40.03it/s, failures=0, objective=-0.456]

Parallel BO:: : 2162it [00:53, 40.03it/s, failures=0, objective=-0.456]

Parallel BO:: : 2163it [00:53, 40.03it/s, failures=0, objective=-0.456]

Parallel BO:: : 2164it [00:53, 40.03it/s, failures=0, objective=-0.456]

Parallel BO:: : 2165it [00:53, 40.03it/s, failures=0, objective=-0.456]

Parallel BO:: : 2166it [00:54, 36.37it/s, failures=0, objective=-0.456]

Parallel BO:: : 2166it [00:54, 36.37it/s, failures=0, objective=-0.456]

Parallel BO:: : 2167it [00:54, 36.37it/s, failures=0, objective=-0.456]

Parallel BO:: : 2168it [00:54, 36.37it/s, failures=0, objective=-0.456]

Parallel BO:: : 2169it [00:54, 36.37it/s, failures=0, objective=-0.456]

Parallel BO:: : 2170it [00:54, 36.37it/s, failures=0, objective=-0.456]

Parallel BO:: : 2171it [00:54, 36.37it/s, failures=0, objective=-0.456]

Parallel BO:: : 2172it [00:54, 36.37it/s, failures=0, objective=-0.456]

Parallel BO:: : 2173it [00:54, 36.37it/s, failures=0, objective=-0.456]

Parallel BO:: : 2174it [00:54, 36.37it/s, failures=0, objective=-0.456]

Parallel BO:: : 2175it [00:54, 36.37it/s, failures=0, objective=-0.456]

Parallel BO:: : 2176it [00:54, 36.37it/s, failures=0, objective=-0.456]

Parallel BO:: : 2177it [00:54, 36.37it/s, failures=0, objective=-0.456]

Parallel BO:: : 2178it [00:54, 36.37it/s, failures=0, objective=-0.456]

Parallel BO:: : 2179it [00:54, 36.37it/s, failures=0, objective=-0.456]

Parallel BO:: : 2180it [00:54, 36.37it/s, failures=0, objective=-0.456]

Parallel BO:: : 2181it [00:54, 36.37it/s, failures=0, objective=-0.456]

Parallel BO:: : 2182it [00:54, 36.37it/s, failures=0, objective=-0.456]

Parallel BO:: : 2183it [00:54, 36.37it/s, failures=0, objective=-0.399]

Parallel BO:: : 2184it [00:54, 36.37it/s, failures=0, objective=-0.399]

Parallel BO:: : 2185it [00:54, 36.37it/s, failures=0, objective=-0.399]

Parallel BO:: : 2186it [00:54, 36.37it/s, failures=0, objective=-0.399]

Parallel BO:: : 2187it [00:54, 36.37it/s, failures=0, objective=-0.399]

Parallel BO:: : 2188it [00:54, 45.07it/s, failures=0, objective=-0.399]

Parallel BO:: : 2188it [00:54, 45.07it/s, failures=0, objective=-0.399]

Parallel BO:: : 2189it [00:54, 45.07it/s, failures=0, objective=-0.399]

Parallel BO:: : 2190it [00:54, 45.07it/s, failures=0, objective=-0.399]

Parallel BO:: : 2191it [00:54, 45.07it/s, failures=0, objective=-0.399]

Parallel BO:: : 2192it [00:54, 45.07it/s, failures=0, objective=-0.399]

Parallel BO:: : 2193it [00:54, 45.07it/s, failures=0, objective=-0.399]

Parallel BO:: : 2194it [00:54, 45.07it/s, failures=0, objective=-0.399]

Parallel BO:: : 2195it [00:54, 45.07it/s, failures=0, objective=-0.399]

Parallel BO:: : 2196it [00:54, 45.07it/s, failures=0, objective=-0.399]

Parallel BO:: : 2197it [00:54, 45.07it/s, failures=0, objective=-0.399]

Parallel BO:: : 2198it [00:54, 39.79it/s, failures=0, objective=-0.399]

Parallel BO:: : 2198it [00:54, 39.79it/s, failures=0, objective=-0.399]

Parallel BO:: : 2199it [00:54, 39.79it/s, failures=0, objective=-0.399]

Parallel BO:: : 2200it [00:54, 39.79it/s, failures=0, objective=-0.399]

Parallel BO:: : 2201it [00:54, 39.79it/s, failures=0, objective=-0.399]

Parallel BO:: : 2202it [00:54, 39.79it/s, failures=0, objective=-0.399]

Parallel BO:: : 2203it [00:54, 39.79it/s, failures=0, objective=-0.399]

Parallel BO:: : 2204it [00:54, 39.79it/s, failures=0, objective=-0.35]

Parallel BO:: : 2205it [00:54, 39.79it/s, failures=0, objective=-0.35]

Parallel BO:: : 2206it [00:54, 39.79it/s, failures=0, objective=-0.35]

Parallel BO:: : 2207it [00:54, 39.79it/s, failures=0, objective=-0.35]

Parallel BO:: : 2208it [00:54, 39.79it/s, failures=0, objective=-0.35]

Parallel BO:: : 2209it [00:55, 36.80it/s, failures=0, objective=-0.35]

Parallel BO:: : 2209it [00:55, 36.80it/s, failures=0, objective=-0.35]

Parallel BO:: : 2210it [00:55, 36.80it/s, failures=0, objective=-0.35]

Parallel BO:: : 2211it [00:55, 36.80it/s, failures=0, objective=-0.35]

Parallel BO:: : 2212it [00:55, 36.80it/s, failures=0, objective=-0.35]

Parallel BO:: : 2213it [00:55, 36.80it/s, failures=0, objective=-0.35]

Parallel BO:: : 2214it [00:55, 36.80it/s, failures=0, objective=-0.35]

Parallel BO:: : 2215it [00:55, 36.80it/s, failures=0, objective=-0.35]

Parallel BO:: : 2216it [00:55, 36.80it/s, failures=0, objective=-0.35]

Parallel BO:: : 2217it [00:55, 36.80it/s, failures=0, objective=-0.35]

Parallel BO:: : 2218it [00:55, 36.80it/s, failures=0, objective=-0.35]

Parallel BO:: : 2219it [00:55, 36.80it/s, failures=0, objective=-0.35]

Parallel BO:: : 2220it [00:55, 36.80it/s, failures=0, objective=-0.35]

Parallel BO:: : 2221it [00:55, 36.80it/s, failures=0, objective=-0.35]

Parallel BO:: : 2222it [00:55, 36.34it/s, failures=0, objective=-0.35]

Parallel BO:: : 2222it [00:55, 36.34it/s, failures=0, objective=-0.35]

Parallel BO:: : 2223it [00:55, 36.34it/s, failures=0, objective=-0.35]

Parallel BO:: : 2224it [00:55, 36.34it/s, failures=0, objective=-0.35]

Parallel BO:: : 2225it [00:55, 36.34it/s, failures=0, objective=-0.35]

Parallel BO:: : 2226it [00:55, 36.34it/s, failures=0, objective=-0.35]

Parallel BO:: : 2227it [00:55, 36.34it/s, failures=0, objective=-0.35]

Parallel BO:: : 2228it [00:55, 36.34it/s, failures=0, objective=-0.35]

Parallel BO:: : 2229it [00:55, 36.34it/s, failures=0, objective=-0.35]

Parallel BO:: : 2230it [00:55, 36.34it/s, failures=0, objective=-0.35]

Parallel BO:: : 2231it [00:55, 36.34it/s, failures=0, objective=-0.35]

Parallel BO:: : 2232it [00:55, 36.34it/s, failures=0, objective=-0.196]

Parallel BO:: : 2233it [00:55, 36.34it/s, failures=0, objective=-0.196]

Parallel BO:: : 2234it [00:55, 36.34it/s, failures=0, objective=-0.196]

Parallel BO:: : 2235it [00:55, 36.34it/s, failures=0, objective=-0.196]

Parallel BO:: : 2236it [00:55, 36.34it/s, failures=0, objective=-0.196]

Parallel BO:: : 2237it [00:55, 36.34it/s, failures=0, objective=-0.196]

Parallel BO:: : 2238it [00:55, 36.34it/s, failures=0, objective=-0.196]

Parallel BO:: : 2239it [00:55, 37.06it/s, failures=0, objective=-0.196]

Parallel BO:: : 2239it [00:55, 37.06it/s, failures=0, objective=-0.196]

Parallel BO:: : 2240it [00:55, 37.06it/s, failures=0, objective=-0.196]

Parallel BO:: : 2241it [00:55, 37.06it/s, failures=0, objective=-0.196]

Parallel BO:: : 2242it [00:55, 37.06it/s, failures=0, objective=-0.196]

Parallel BO:: : 2243it [00:55, 37.06it/s, failures=0, objective=-0.196]

Parallel BO:: : 2244it [00:55, 37.06it/s, failures=0, objective=-0.196]

Parallel BO:: : 2245it [00:55, 37.06it/s, failures=0, objective=-0.196]

Parallel BO:: : 2246it [00:55, 37.06it/s, failures=0, objective=-0.196]

Parallel BO:: : 2247it [00:55, 37.06it/s, failures=0, objective=-0.196]

Parallel BO:: : 2248it [00:55, 37.06it/s, failures=0, objective=-0.196]

Parallel BO:: : 2249it [00:55, 37.06it/s, failures=0, objective=-0.196]

Parallel BO:: : 2250it [00:55, 37.06it/s, failures=0, objective=-0.196]

Parallel BO:: : 2251it [00:55, 37.06it/s, failures=0, objective=-0.196]

Parallel BO:: : 2252it [00:55, 37.06it/s, failures=0, objective=-0.196]

Parallel BO:: : 2253it [00:56, 37.48it/s, failures=0, objective=-0.196]

Parallel BO:: : 2253it [00:56, 37.48it/s, failures=0, objective=-0.196]

Parallel BO:: : 2254it [00:56, 37.48it/s, failures=0, objective=-0.196]

Parallel BO:: : 2255it [00:56, 37.48it/s, failures=0, objective=-0.196]

Parallel BO:: : 2256it [00:56, 37.48it/s, failures=0, objective=-0.196]

Parallel BO:: : 2257it [00:56, 37.48it/s, failures=0, objective=-0.196]

Parallel BO:: : 2258it [00:56, 37.48it/s, failures=0, objective=-0.196]

Parallel BO:: : 2259it [00:56, 37.48it/s, failures=0, objective=-0.196]

Parallel BO:: : 2260it [00:56, 37.48it/s, failures=0, objective=-0.196]

Parallel BO:: : 2261it [00:56, 37.48it/s, failures=0, objective=-0.196]

Parallel BO:: : 2262it [00:56, 37.48it/s, failures=0, objective=-0.196]

Parallel BO:: : 2263it [00:56, 37.48it/s, failures=0, objective=-0.196]

Parallel BO:: : 2264it [00:56, 37.48it/s, failures=0, objective=-0.196]

Parallel BO:: : 2265it [00:56, 37.48it/s, failures=0, objective=-0.196]

Parallel BO:: : 2266it [00:56, 37.48it/s, failures=0, objective=-0.196]

Parallel BO:: : 2267it [00:56, 37.48it/s, failures=0, objective=-0.196]

Parallel BO:: : 2268it [00:56, 37.48it/s, failures=0, objective=-0.196]

Parallel BO:: : 2269it [00:56, 40.49it/s, failures=0, objective=-0.196]

Parallel BO:: : 2269it [00:56, 40.49it/s, failures=0, objective=-0.196]

Parallel BO:: : 2270it [00:56, 40.49it/s, failures=0, objective=-0.196]

Parallel BO:: : 2271it [00:56, 40.49it/s, failures=0, objective=-0.196]

Parallel BO:: : 2272it [00:56, 40.49it/s, failures=0, objective=-0.196]

Parallel BO:: : 2273it [00:56, 40.49it/s, failures=0, objective=-0.196]

Parallel BO:: : 2274it [00:56, 40.49it/s, failures=0, objective=-0.196]

Parallel BO:: : 2275it [00:56, 40.49it/s, failures=0, objective=-0.196]

Parallel BO:: : 2276it [00:56, 40.49it/s, failures=0, objective=-0.196]

Parallel BO:: : 2277it [00:56, 40.49it/s, failures=0, objective=-0.196]

Parallel BO:: : 2278it [00:56, 40.49it/s, failures=0, objective=-0.196]

Parallel BO:: : 2279it [00:56, 40.49it/s, failures=0, objective=-0.196]

Parallel BO:: : 2280it [00:56, 40.49it/s, failures=0, objective=-0.196]

Parallel BO:: : 2281it [00:56, 40.49it/s, failures=0, objective=-0.196]

Parallel BO:: : 2282it [00:56, 40.49it/s, failures=0, objective=-0.196]

Parallel BO:: : 2283it [00:56, 38.39it/s, failures=0, objective=-0.196]

Parallel BO:: : 2283it [00:56, 38.39it/s, failures=0, objective=-0.196]

Parallel BO:: : 2284it [00:56, 38.39it/s, failures=0, objective=-0.196]

Parallel BO:: : 2285it [00:56, 38.39it/s, failures=0, objective=-0.196]

Parallel BO:: : 2286it [00:56, 38.39it/s, failures=0, objective=-0.196]

Parallel BO:: : 2287it [00:56, 38.39it/s, failures=0, objective=-0.196]

Parallel BO:: : 2288it [00:56, 38.39it/s, failures=0, objective=-0.196]

Parallel BO:: : 2289it [00:56, 38.39it/s, failures=0, objective=-0.196]

Parallel BO:: : 2290it [00:56, 38.39it/s, failures=0, objective=-0.196]

Parallel BO:: : 2291it [00:56, 38.39it/s, failures=0, objective=-0.196]

Parallel BO:: : 2292it [00:56, 38.39it/s, failures=0, objective=-0.196]

Parallel BO:: : 2293it [00:56, 38.39it/s, failures=0, objective=-0.196]

Parallel BO:: : 2294it [00:56, 38.39it/s, failures=0, objective=-0.196]

Parallel BO:: : 2295it [00:56, 38.39it/s, failures=0, objective=-0.196]

Parallel BO:: : 2296it [00:56, 38.39it/s, failures=0, objective=-0.196]

Parallel BO:: : 2297it [00:56, 38.39it/s, failures=0, objective=-0.196]

Parallel BO:: : 2298it [00:56, 38.39it/s, failures=0, objective=-0.196]

Parallel BO:: : 2299it [00:56, 38.39it/s, failures=0, objective=-0.196]

Parallel BO:: : 2300it [00:57, 42.63it/s, failures=0, objective=-0.196]

Parallel BO:: : 2300it [00:57, 42.63it/s, failures=0, objective=-0.196]

Parallel BO:: : 2301it [00:57, 42.63it/s, failures=0, objective=-0.196]

Parallel BO:: : 2302it [00:57, 42.63it/s, failures=0, objective=-0.196]

Parallel BO:: : 2303it [00:57, 42.63it/s, failures=0, objective=-0.196]

Parallel BO:: : 2304it [00:57, 42.63it/s, failures=0, objective=-0.196]

Parallel BO:: : 2305it [00:57, 42.63it/s, failures=0, objective=-0.196]

Parallel BO:: : 2306it [00:57, 42.63it/s, failures=0, objective=-0.196]

Parallel BO:: : 2307it [00:57, 42.63it/s, failures=0, objective=-0.196]

Parallel BO:: : 2308it [00:57, 42.63it/s, failures=0, objective=-0.196]

Parallel BO:: : 2309it [00:57, 42.63it/s, failures=0, objective=-0.196]

Parallel BO:: : 2310it [00:57, 42.63it/s, failures=0, objective=-0.196]

Parallel BO:: : 2311it [00:57, 37.77it/s, failures=0, objective=-0.196]

Parallel BO:: : 2311it [00:57, 37.77it/s, failures=0, objective=-0.196]

Parallel BO:: : 2312it [00:57, 37.77it/s, failures=0, objective=-0.196]

Parallel BO:: : 2313it [00:57, 37.77it/s, failures=0, objective=-0.196]

Parallel BO:: : 2314it [00:57, 37.77it/s, failures=0, objective=-0.196]

Parallel BO:: : 2315it [00:57, 37.77it/s, failures=0, objective=-0.196]

Parallel BO:: : 2316it [00:57, 37.77it/s, failures=0, objective=-0.196]

Parallel BO:: : 2317it [00:57, 37.77it/s, failures=0, objective=-0.196]

Parallel BO:: : 2318it [00:57, 37.77it/s, failures=0, objective=-0.196]

Parallel BO:: : 2319it [00:57, 37.77it/s, failures=0, objective=-0.196]

Parallel BO:: : 2320it [00:57, 37.77it/s, failures=0, objective=-0.196]

Parallel BO:: : 2321it [00:57, 37.77it/s, failures=0, objective=-0.196]

Parallel BO:: : 2322it [00:57, 37.77it/s, failures=0, objective=-0.196]

Parallel BO:: : 2323it [00:58, 37.07it/s, failures=0, objective=-0.196]

Parallel BO:: : 2323it [00:58, 37.07it/s, failures=0, objective=-0.196]

Parallel BO:: : 2324it [00:58, 37.07it/s, failures=0, objective=-0.196]

Parallel BO:: : 2325it [00:58, 37.07it/s, failures=0, objective=-0.196]

Parallel BO:: : 2326it [00:58, 37.07it/s, failures=0, objective=-0.196]

Parallel BO:: : 2327it [00:58, 37.07it/s, failures=0, objective=-0.196]

Parallel BO:: : 2328it [00:58, 37.07it/s, failures=0, objective=-0.196]

Parallel BO:: : 2329it [00:58, 37.07it/s, failures=0, objective=-0.196]

Parallel BO:: : 2330it [00:58, 37.07it/s, failures=0, objective=-0.196]

Parallel BO:: : 2331it [00:58, 37.07it/s, failures=0, objective=-0.196]

Parallel BO:: : 2332it [00:58, 37.07it/s, failures=0, objective=-0.196]

Parallel BO:: : 2333it [00:58, 37.07it/s, failures=0, objective=-0.196]

Parallel BO:: : 2334it [00:58, 37.07it/s, failures=0, objective=-0.196]

Parallel BO:: : 2335it [00:58, 37.07it/s, failures=0, objective=-0.196]

Parallel BO:: : 2336it [00:58, 35.64it/s, failures=0, objective=-0.196]

Parallel BO:: : 2336it [00:58, 35.64it/s, failures=0, objective=-0.196]

Parallel BO:: : 2337it [00:58, 35.64it/s, failures=0, objective=-0.196]

Parallel BO:: : 2338it [00:58, 35.64it/s, failures=0, objective=-0.196]

Parallel BO:: : 2339it [00:58, 35.64it/s, failures=0, objective=-0.196]

Parallel BO:: : 2340it [00:58, 35.64it/s, failures=0, objective=-0.196]

Parallel BO:: : 2341it [00:58, 35.64it/s, failures=0, objective=-0.196]

Parallel BO:: : 2342it [00:58, 35.64it/s, failures=0, objective=-0.196]

Parallel BO:: : 2343it [00:58, 35.64it/s, failures=0, objective=-0.196]

Parallel BO:: : 2344it [00:58, 35.64it/s, failures=0, objective=-0.196]

Parallel BO:: : 2345it [00:58, 35.64it/s, failures=0, objective=-0.196]

Parallel BO:: : 2346it [00:58, 35.64it/s, failures=0, objective=-0.196]

Parallel BO:: : 2347it [00:58, 35.64it/s, failures=0, objective=-0.196]

Parallel BO:: : 2348it [00:58, 35.64it/s, failures=0, objective=-0.196]

Parallel BO:: : 2349it [00:58, 35.64it/s, failures=0, objective=-0.196]

Parallel BO:: : 2350it [00:58, 35.64it/s, failures=0, objective=-0.196]

Parallel BO:: : 2351it [00:58, 35.64it/s, failures=0, objective=-0.196]

Parallel BO:: : 2352it [00:58, 39.94it/s, failures=0, objective=-0.196]

Parallel BO:: : 2352it [00:58, 39.94it/s, failures=0, objective=-0.196]

Parallel BO:: : 2353it [00:58, 39.94it/s, failures=0, objective=-0.196]

Parallel BO:: : 2354it [00:58, 39.94it/s, failures=0, objective=-0.196]

Parallel BO:: : 2355it [00:58, 39.94it/s, failures=0, objective=-0.196]

Parallel BO:: : 2356it [00:58, 39.94it/s, failures=0, objective=-0.196]

Parallel BO:: : 2357it [00:58, 39.94it/s, failures=0, objective=-0.196]

Parallel BO:: : 2358it [00:58, 39.94it/s, failures=0, objective=-0.196]

Parallel BO:: : 2359it [00:58, 39.94it/s, failures=0, objective=-0.196]

Parallel BO:: : 2360it [00:58, 39.94it/s, failures=0, objective=-0.196]

Parallel BO:: : 2361it [00:58, 39.94it/s, failures=0, objective=-0.196]

Parallel BO:: : 2362it [00:58, 39.94it/s, failures=0, objective=-0.196]

Parallel BO:: : 2363it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2363it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2364it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2365it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2366it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2367it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2368it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2369it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2370it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2371it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2372it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2373it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2374it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2375it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2376it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2377it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2378it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2379it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2380it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2381it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2382it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2383it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2384it [00:59, 33.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2385it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2385it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2386it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2387it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2388it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2389it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2390it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2391it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2392it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2393it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2394it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2395it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2396it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2397it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2398it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2399it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2400it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2401it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2402it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2403it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2404it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2405it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2406it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2407it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2408it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2409it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2410it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2411it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2412it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2413it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2414it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2415it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2416it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2417it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2418it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2419it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2420it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2421it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2422it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2423it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2424it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2425it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2426it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2427it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2428it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2429it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2430it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2431it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2432it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2433it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2434it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2435it [01:01, 15.28it/s, failures=0, objective=-0.196]

Parallel BO:: : 2436it [01:01, 15.28it/s, failures=0, objective=-0.196]

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Parallel BO:: : 2446it [01:01, 15.28it/s, failures=0, objective=-0.167]

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Parallel BO:: : 2448it [01:01, 15.28it/s, failures=0, objective=-0.167]

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Parallel BO:: : 2461it [01:01, 15.28it/s, failures=0, objective=-0.167]

Parallel BO:: : 2462it [01:01, 15.28it/s, failures=0, objective=-0.167]
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 -28.838122 -1.426693 -12.980837 19.508836 -23.948862 -21.214059 96 DONE 0.010551 0.023971 0.769960 0.782112
1 -30.915875 17.858589 -21.953743 -18.461001 27.441317 -21.433475 71 DONE 0.010010 0.020515 0.955999 0.967863
2 16.313985 2.841125 0.526274 -0.300654 -3.579642 -17.661057 68 DONE 0.009953 0.020175 0.996244 1.007526
3 -31.171915 -26.849269 23.936859 -17.330322 15.878898 -20.986528 94 DONE 0.010515 0.023684 1.010577 1.021703
4 -9.803397 -26.910648 1.395541 11.134798 29.086157 -20.801696 60 DONE 0.009792 0.019055 1.125667 1.137470
... ... ... ... ... ... ... ... ... ... ... ... ...
2457 0.656742 2.065641 -0.404203 -2.123742 -1.701890 -7.106603 2411 CANCELLED 58.816676 58.806128 60.631736 62.558991
2458 0.656742 2.065641 -0.404203 -2.123742 -1.701890 -7.106603 2416 CANCELLED 58.816702 58.806262 61.306336 62.559069
2459 -0.182741 -0.123024 -2.724177 -1.757943 -0.293630 -6.620161 2436 CANCELLED 59.521998 59.511554 61.058415 62.559148
2460 -0.002521 0.040876 0.052959 0.020924 -0.038748 -0.210422 2451 CANCELLED 60.016845 60.006573 61.708732 62.559227
2461 -0.182741 -0.123024 -2.724177 -1.757943 -0.293630 -6.620161 2443 CANCELLED 59.522033 59.511695 62.137451 62.559308

2462 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, parallel_evaluator, random_state=search_kwargs["random_state"])
results["random"] = preprocess_results(random_search.search(timeout=timeout))
results["random"]

WARNING:root:Results file already exists, it will be renamed to /Users/romainegele/Documents/DeepHyper/deephyper/examples/examples_parallelism/results_20250312-102207.csv



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Random Search:: : 769it [00:15, 50.55it/s, failures=0, objective=-13.8]

Parallel BO:: : 2462it [01:18, 15.28it/s, failures=0, objective=-0.167]


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Random Search:: : 788it [00:15, 53.83it/s, failures=0, objective=-13.8]


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Random Search:: : 849it [00:17, 44.71it/s, failures=0, objective=-13.8]


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Random Search:: : 854it [00:17, 42.66it/s, failures=0, objective=-13.8]


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Random Search:: : 2928it [00:59, 46.15it/s, failures=0, objective=-12.7]


Random Search:: : 2928it [00:59, 46.15it/s, failures=0, objective=-12.7]


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Random Search:: : 2930it [01:02, 46.15it/s, failures=0, objective=-12.7]


Random Search:: : 2931it [01:02, 46.15it/s, failures=0, objective=-12.7]


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Random Search:: : 2933it [01:02,  6.01it/s, failures=0, objective=-12.7]


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Random Search:: : 2953it [01:02,  6.01it/s, failures=0, objective=-12.7]


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Random Search:: : 3027it [01:02,  6.01it/s, failures=0, objective=-12.7]


Random Search:: : 3028it [01:02,  6.01it/s, failures=0, objective=-12.7]
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 -20.766728 -13.687020 3.208579 14.656252 30.904723 -21.217225 44 DONE 0.007122 0.001706 0.826846 0.835800
1 -26.208702 -7.851241 -1.549278 26.743107 21.908592 -21.182546 8 DONE 0.006853 0.000423 0.974040 0.982752
2 -29.954127 -10.356646 9.260725 18.842669 30.665497 -21.400129 96 DONE 0.007674 0.004084 1.272472 1.281458
3 -4.036735 30.824390 22.189689 -5.897330 -11.241145 -20.473314 14 DONE 0.006884 0.000624 1.335467 1.344063
4 -11.668533 8.063203 -15.014366 -15.690757 -0.581364 -19.714716 97 DONE 0.007679 0.004123 1.335666 1.344899
... ... ... ... ... ... ... ... ... ... ... ... ...
3023 6.953382 25.776492 -12.543708 -6.871995 30.161890 -20.963278 2971 CANCELLED 58.939656 58.931999 61.742652 62.982683
3024 -13.422777 -12.042705 -31.131575 10.548806 -0.274992 -21.087157 3008 CANCELLED 59.606781 59.599442 61.326382 62.982860
3025 28.224476 1.288954 12.658352 24.866225 -24.413074 -21.559354 2958 CANCELLED 58.516554 58.509339 60.902880 62.983039
3026 -28.839591 3.956619 -4.825855 -19.522004 -20.712440 -21.049693 3001 CANCELLED 59.397269 59.389745 61.952089 62.983217
3027 3.659045 6.686664 14.981567 17.784019 17.717559 -20.362088 2931 CANCELLED 58.076722 58.069241 60.209469 62.983396

3028 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: 2462
Number of evaluations for the random search: 3028

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 9.692 seconds)

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