Tutorial 5: Custom Augmentations

In this tutorial, we will train a model on chest X-ray images in a self-supervised manner. In self-supervised learning, X-ray images can pose some problems. They are often more than eight bits deep which makes them incompatible with certain standard torchvision transforms such as, for example, random-resized cropping. Additionally, some augmentations which are often used in self-supervised learning are useless on X-ray images. For example, applying color jitter to an X-ray image with a single color channel does not make sense.

We will show how to address these problems and how to train a ResNet-18 with MoCo on a set of 16-bit X-ray images in TIFF format.

The original dataset this tutorial is based on can be found on Kaggle. However, these images are in DICOM format. For simplicity and efficiency reasons, we randomly selected ~4000 images from the above dataset, resized them such that the maximum of the width and height of each image is no larger than 512, and converted them to the 16-bit TIFF format. To do so, we used ImageMagick:

mogrify -path path/to/new/dataset -resize 512x512 -format tiff "*.dicom"

Imports

Import the Python frameworks we need for this tutorial.

import os
import torch
import torch.nn as nn
import torchvision
import pytorch_lightning as pl
import lightly
import matplotlib.pyplot as plt
from sklearn.neighbors import NearestNeighbors
from sklearn.preprocessing import normalize
from PIL import Image
import numpy as np
import pandas

Configuration

Let’s set the configuration parameters for our experiments.

We will use eight workers to fetch the data from disc and a batch size of 128. The input size of the images is set to 128. With these settings, the training requires 16GB of GPU memory.

num_workers = 8
batch_size = 128
input_size = 128
seed = 1
max_epochs = 100

Let’s set the seed for our experiments

pl.seed_everything(seed)

Out:

1

Set the path to our dataset

path_to_data = '/datasets/vinbigdata/train_small'

Setup custom data augmentations

The key to working with 16-bit X-ray images is to convert them to 8-bit images which are compatible with the torchvision augmentations without creating harmful artifacts. A good way to do so, is to use histogram normalization as described in this paper about Covid-19 prognosis.

Let’s write an augmentation, which takes as input a numpy array with 16-bit input depth and returns a histogram normalized 8-bit PIL image.

class HistogramNormalize:
    """Performs histogram normalization on numpy array and returns 8-bit image.

    Code was taken and adapted from Facebook:
    https://github.com/facebookresearch/CovidPrognosis

    """

    def __init__(self, number_bins: int = 256):
        self.number_bins = number_bins

    def __call__(self, image: np.array) -> Image:

        # get image histogram
        image_histogram, bins = np.histogram(
            image.flatten(), self.number_bins, density=True
        )
        cdf = image_histogram.cumsum()  # cumulative distribution function
        cdf = 255 * cdf / cdf[-1]  # normalize

        # use linear interpolation of cdf to find new pixel values
        image_equalized = np.interp(image.flatten(), bins[:-1], cdf)
        return Image.fromarray(image_equalized.reshape(image.shape))

Since we can’t use color jitter on X-ray images, let’s replace it and add some Gaussian noise instead. It’s easiest to apply this after the image has been converted to a PyTorch tensor.

class GaussianNoise:
    """Applies random Gaussian noise to a tensor.

    The intensity of the noise is dependent on the mean of the pixel values.
    See https://arxiv.org/pdf/2101.04909.pdf for more information.

    """

    def __call__(self, sample: torch.Tensor) -> torch.Tensor:
        mu = sample.mean()
        snr = np.random.randint(low=4, high=8)
        sigma = mu / snr
        noise = torch.normal(torch.zeros(sample.shape), sigma)
        return sample + noise

Now that we have implemented our custom augmentations, we can combine them with available augmentations from the torchvision library. Make sure, that the first augmentation is the histogram normalization, and that the Gaussian noise is applied after converting the image to a tensor.

Note that we also transform the image from grayscale to RGB by simply repeating the single color channel three times.

# compose the custom augmentations with available augmentations
transform = torchvision.transforms.Compose([
    HistogramNormalize(),
    torchvision.transforms.Grayscale(num_output_channels=3),
    torchvision.transforms.RandomResizedCrop(size=input_size, scale=(0.2, 1.0)),
    torchvision.transforms.RandomHorizontalFlip(p=0.5),
    torchvision.transforms.RandomVerticalFlip(p=0.5),
    torchvision.transforms.GaussianBlur(21),
    torchvision.transforms.ToTensor(),
    GaussianNoise(),
])

Let’s take a look at what our augmentation pipeline does to an image! We plot the original image on the left and two random augmentations on the right.

example_image_name = '55e8e3db7309febee415515d06418171.tiff'
example_image_path = os.path.join(path_to_data, example_image_name)
example_image = np.array(Image.open(example_image_path))

# torch transform returns a 3 x W x H image, we only show one color channel
augmented_image_1 = transform(example_image).numpy()[0]
augmented_image_2 = transform(example_image).numpy()[0]

fig, axs = plt.subplots(1, 3)

axs[0].imshow(example_image)
axs[0].set_axis_off()
axs[0].set_title('Original Image')

axs[1].imshow(augmented_image_1)
axs[1].set_axis_off()

axs[2].imshow(augmented_image_2)
axs[2].set_axis_off()
Original Image

Finally, in order to use the augmentation pipeline we defined for self-supervised learning, we need to create a Lightly collate function like so:

# create a collate function which performs the random augmentations
collate_fn = lightly.data.BaseCollateFunction(transform)

Setup dataset and dataloader

We create a dataset which points to the images in the input directory. Since the input images are 16 bits deep, we need to overwrite the image loader such that it doesn’t convert the images to RGB (and hence to 8-bit) automatically.

def tiff_loader(f):
    """Loads a 16-bit tiff image and returns it as a numpy array.

    """
    with open(f, 'rb') as f:
        image = Image.open(f)
        return np.array(image)

# create the dataset and overwrite the image loader
dataset_train = lightly.data.LightlyDataset(input_dir=path_to_data)
dataset_train.dataset.loader = tiff_loader

# setup the dataloader for training, make sure to pass the collate function
# from above as an argument
dataloader_train = torch.utils.data.DataLoader(
    dataset_train,
    batch_size=batch_size,
    shuffle=True,
    collate_fn=collate_fn,
    drop_last=True,
    num_workers=num_workers
)

Create the MoCo model

We can chop off the linear classification head of a ResNet to get a backbone neural network.

# remove the classification head and get the ResNet backbone
resnet = lightly.models.ResNetGenerator('resnet-18')
backbone = nn.Sequential(
    *list(resnet.children())[:-1],
    nn.AdaptiveAvgPool2d(1)
)

Now, we can use the backbone to create the MoCo model. It’s important, that the number of features matches the output dimension of the backbone.

model = lightly.models.MoCo(backbone, num_ftrs=512, m=0.99)

Setup criterion and optimizer

For the criterion, we use the NTXentLoss which should always be used with MoCo. MoCo also requires a memory bank - we set its size to 4096.

The choice of the optimizer is left to the user. Here, we go with simple stochastic gradient descent with momentum.

criterion = lightly.loss.NTXentLoss(
    temperature=0.1,
    memory_bank_size=4096,
)

optimizer = torch.optim.SGD(model.parameters(), lr=0.1, momentum=0.9, weight_decay=1e-4)

Train MoCo with custom augmentations

Let’s put all the puzzle pieces together and combine them in an encoder object. Training the self-supervised model is now very easy. Simply call the function train_embedding with the desired arguments.

encoder = lightly.embedding.SelfSupervisedEmbedding(
    model,
    criterion,
    optimizer,
    dataloader_train,
)

gpus = 1 if torch.cuda.is_available() else 0
encoder.train_embedding(gpus=gpus,
                        progress_bar_refresh_rate=100,
                        max_epochs=max_epochs,
                        precision=16)

Out:

GPU available: True, used: True
TPU available: None, using: 0 TPU cores
LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]
Using native 16bit precision.

  | Name      | Type       | Params
-----------------------------------------
0 | model     | MoCo       | 23.0 M
1 | criterion | NTXentLoss | 0
-----------------------------------------
11.5 M    Trainable params
11.5 M    Non-trainable params
23.0 M    Total params

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Epoch 34:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.65, v_num=96]
Epoch 34: 100%|##########| 32/32 [00:59<00:00,  1.86s/it, loss=4.65, v_num=96]
Epoch 34: 100%|##########| 32/32 [00:59<00:00,  1.86s/it, loss=4.59, v_num=96]
Epoch 34:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.59, v_num=96]
Epoch 35:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.59, v_num=96]
Epoch 35: 100%|##########| 32/32 [00:59<00:00,  1.85s/it, loss=4.59, v_num=96]
Epoch 35: 100%|##########| 32/32 [00:59<00:00,  1.85s/it, loss=4.62, v_num=96]
Epoch 35:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.62, v_num=96]
Epoch 36:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.62, v_num=96]
Epoch 36: 100%|##########| 32/32 [01:00<00:00,  1.88s/it, loss=4.62, v_num=96]
Epoch 36: 100%|##########| 32/32 [01:00<00:00,  1.88s/it, loss=4.57, v_num=96]
Epoch 36:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.57, v_num=96]
Epoch 37:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.57, v_num=96]
Epoch 37: 100%|##########| 32/32 [01:00<00:00,  1.88s/it, loss=4.57, v_num=96]
Epoch 37: 100%|##########| 32/32 [01:00<00:00,  1.88s/it, loss=4.49, v_num=96]
Epoch 37:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.49, v_num=96]
Epoch 38:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.49, v_num=96]
Epoch 38: 100%|##########| 32/32 [00:59<00:00,  1.87s/it, loss=4.49, v_num=96]
Epoch 38: 100%|##########| 32/32 [00:59<00:00,  1.87s/it, loss=4.49, v_num=96]
Epoch 38:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.49, v_num=96]
Epoch 39:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.49, v_num=96]
Epoch 39: 100%|##########| 32/32 [00:59<00:00,  1.87s/it, loss=4.49, v_num=96]
Epoch 39: 100%|##########| 32/32 [00:59<00:00,  1.87s/it, loss=4.46, v_num=96]
Epoch 39:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.46, v_num=96]
Epoch 40:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.46, v_num=96]
Epoch 40: 100%|##########| 32/32 [00:59<00:00,  1.85s/it, loss=4.46, v_num=96]
Epoch 40: 100%|##########| 32/32 [00:59<00:00,  1.85s/it, loss=4.38, v_num=96]
Epoch 40:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.38, v_num=96]
Epoch 41:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.38, v_num=96]
Epoch 41: 100%|##########| 32/32 [01:00<00:00,  1.89s/it, loss=4.38, v_num=96]
Epoch 41: 100%|##########| 32/32 [01:00<00:00,  1.89s/it, loss=4.41, v_num=96]
Epoch 41:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.41, v_num=96]
Epoch 42:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.41, v_num=96]
Epoch 42: 100%|##########| 32/32 [01:00<00:00,  1.88s/it, loss=4.41, v_num=96]
Epoch 42: 100%|##########| 32/32 [01:00<00:00,  1.88s/it, loss=4.37, v_num=96]
Epoch 42:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.37, v_num=96]
Epoch 43:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.37, v_num=96]
Epoch 43: 100%|##########| 32/32 [00:59<00:00,  1.86s/it, loss=4.37, v_num=96]
Epoch 43: 100%|##########| 32/32 [00:59<00:00,  1.86s/it, loss=4.36, v_num=96]
Epoch 43:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.36, v_num=96]
Epoch 44:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.36, v_num=96]
Epoch 44: 100%|##########| 32/32 [00:59<00:00,  1.87s/it, loss=4.36, v_num=96]
Epoch 44: 100%|##########| 32/32 [00:59<00:00,  1.87s/it, loss=4.29, v_num=96]
Epoch 44:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.29, v_num=96]
Epoch 45:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.29, v_num=96]
Epoch 45: 100%|##########| 32/32 [01:00<00:00,  1.89s/it, loss=4.29, v_num=96]
Epoch 45: 100%|##########| 32/32 [01:00<00:00,  1.89s/it, loss=4.31, v_num=96]
Epoch 45:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.31, v_num=96]
Epoch 46:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.31, v_num=96]
Epoch 46: 100%|##########| 32/32 [00:59<00:00,  1.86s/it, loss=4.31, v_num=96]
Epoch 46: 100%|##########| 32/32 [00:59<00:00,  1.86s/it, loss=4.23, v_num=96]
Epoch 46:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.23, v_num=96]
Epoch 47:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.23, v_num=96]
Epoch 47: 100%|##########| 32/32 [01:00<00:00,  1.89s/it, loss=4.23, v_num=96]
Epoch 47: 100%|##########| 32/32 [01:00<00:00,  1.89s/it, loss=4.3, v_num=96]
Epoch 47:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.3, v_num=96]
Epoch 48:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.3, v_num=96]
Epoch 48: 100%|##########| 32/32 [01:00<00:00,  1.88s/it, loss=4.3, v_num=96]
Epoch 48: 100%|##########| 32/32 [01:00<00:00,  1.88s/it, loss=4.25, v_num=96]
Epoch 48:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.25, v_num=96]
Epoch 49:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.25, v_num=96]
Epoch 49: 100%|##########| 32/32 [01:00<00:00,  1.89s/it, loss=4.25, v_num=96]
Epoch 49: 100%|##########| 32/32 [01:00<00:00,  1.89s/it, loss=4.15, v_num=96]
Epoch 49:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.15, v_num=96]
Epoch 50:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.15, v_num=96]
Epoch 50: 100%|##########| 32/32 [01:01<00:00,  1.91s/it, loss=4.15, v_num=96]
Epoch 50: 100%|##########| 32/32 [01:01<00:00,  1.91s/it, loss=4.17, v_num=96]
Epoch 50:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.17, v_num=96]
Epoch 51:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.17, v_num=96]
Epoch 51: 100%|##########| 32/32 [01:00<00:00,  1.90s/it, loss=4.17, v_num=96]
Epoch 51: 100%|##########| 32/32 [01:00<00:00,  1.90s/it, loss=4.13, v_num=96]
Epoch 51:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.13, v_num=96]
Epoch 52:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.13, v_num=96]
Epoch 52: 100%|##########| 32/32 [00:59<00:00,  1.87s/it, loss=4.13, v_num=96]
Epoch 52: 100%|##########| 32/32 [00:59<00:00,  1.87s/it, loss=4.13, v_num=96]
Epoch 52:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.13, v_num=96]
Epoch 53:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.13, v_num=96]
Epoch 53: 100%|##########| 32/32 [01:00<00:00,  1.88s/it, loss=4.13, v_num=96]
Epoch 53: 100%|##########| 32/32 [01:00<00:00,  1.88s/it, loss=4.05, v_num=96]
Epoch 53:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.05, v_num=96]
Epoch 54:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.05, v_num=96]
Epoch 54: 100%|##########| 32/32 [01:00<00:00,  1.89s/it, loss=4.05, v_num=96]
Epoch 54: 100%|##########| 32/32 [01:00<00:00,  1.89s/it, loss=4.04, v_num=96]
Epoch 54:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.04, v_num=96]
Epoch 55:   0%|          | 0/32 [00:00<?, ?it/s, loss=4.04, v_num=96]
Epoch 55: 100%|##########| 32/32 [00:59<00:00,  1.86s/it, loss=4.04, v_num=96]
Epoch 55: 100%|##########| 32/32 [00:59<00:00,  1.86s/it, loss=3.99, v_num=96]
Epoch 55:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.99, v_num=96]
Epoch 56:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.99, v_num=96]
Epoch 56: 100%|##########| 32/32 [00:59<00:00,  1.86s/it, loss=3.99, v_num=96]
Epoch 56: 100%|##########| 32/32 [00:59<00:00,  1.86s/it, loss=3.94, v_num=96]
Epoch 56:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.94, v_num=96]
Epoch 57:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.94, v_num=96]
Epoch 57: 100%|##########| 32/32 [00:58<00:00,  1.83s/it, loss=3.94, v_num=96]
Epoch 57: 100%|##########| 32/32 [00:58<00:00,  1.83s/it, loss=3.93, v_num=96]
Epoch 57:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.93, v_num=96]
Epoch 58:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.93, v_num=96]
Epoch 58: 100%|##########| 32/32 [00:58<00:00,  1.83s/it, loss=3.93, v_num=96]
Epoch 58: 100%|##########| 32/32 [00:58<00:00,  1.83s/it, loss=3.91, v_num=96]
Epoch 58:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.91, v_num=96]
Epoch 59:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.91, v_num=96]
Epoch 59: 100%|##########| 32/32 [01:00<00:00,  1.90s/it, loss=3.91, v_num=96]
Epoch 59: 100%|##########| 32/32 [01:00<00:00,  1.90s/it, loss=3.99, v_num=96]
Epoch 59:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.99, v_num=96]
Epoch 60:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.99, v_num=96]
Epoch 60: 100%|##########| 32/32 [01:00<00:00,  1.90s/it, loss=3.99, v_num=96]
Epoch 60: 100%|##########| 32/32 [01:00<00:00,  1.90s/it, loss=4, v_num=96]
Epoch 60:   0%|          | 0/32 [00:00<?, ?it/s, loss=4, v_num=96]
Epoch 61:   0%|          | 0/32 [00:00<?, ?it/s, loss=4, v_num=96]
Epoch 61: 100%|##########| 32/32 [01:00<00:00,  1.88s/it, loss=4, v_num=96]
Epoch 61: 100%|##########| 32/32 [01:00<00:00,  1.88s/it, loss=3.93, v_num=96]
Epoch 61:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.93, v_num=96]
Epoch 62:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.93, v_num=96]
Epoch 62: 100%|##########| 32/32 [01:01<00:00,  1.92s/it, loss=3.93, v_num=96]
Epoch 62: 100%|##########| 32/32 [01:01<00:00,  1.92s/it, loss=3.93, v_num=96]
Epoch 62:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.93, v_num=96]
Epoch 63:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.93, v_num=96]
Epoch 63: 100%|##########| 32/32 [01:02<00:00,  1.95s/it, loss=3.93, v_num=96]
Epoch 63: 100%|##########| 32/32 [01:02<00:00,  1.95s/it, loss=3.91, v_num=96]
Epoch 63:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.91, v_num=96]
Epoch 64:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.91, v_num=96]
Epoch 64: 100%|##########| 32/32 [01:01<00:00,  1.92s/it, loss=3.91, v_num=96]
Epoch 64: 100%|##########| 32/32 [01:01<00:00,  1.92s/it, loss=3.84, v_num=96]
Epoch 64:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.84, v_num=96]
Epoch 65:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.84, v_num=96]
Epoch 65: 100%|##########| 32/32 [01:00<00:00,  1.89s/it, loss=3.84, v_num=96]
Epoch 65: 100%|##########| 32/32 [01:00<00:00,  1.89s/it, loss=3.8, v_num=96]
Epoch 65:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.8, v_num=96]
Epoch 66:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.8, v_num=96]
Epoch 66: 100%|##########| 32/32 [00:59<00:00,  1.85s/it, loss=3.8, v_num=96]
Epoch 66: 100%|##########| 32/32 [00:59<00:00,  1.85s/it, loss=3.81, v_num=96]
Epoch 66:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.81, v_num=96]
Epoch 67:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.81, v_num=96]
Epoch 67: 100%|##########| 32/32 [01:01<00:00,  1.92s/it, loss=3.81, v_num=96]
Epoch 67: 100%|##########| 32/32 [01:01<00:00,  1.92s/it, loss=3.78, v_num=96]
Epoch 67:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.78, v_num=96]
Epoch 68:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.78, v_num=96]
Epoch 68: 100%|##########| 32/32 [01:00<00:00,  1.89s/it, loss=3.78, v_num=96]
Epoch 68: 100%|##########| 32/32 [01:00<00:00,  1.89s/it, loss=3.71, v_num=96]
Epoch 68:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.71, v_num=96]
Epoch 69:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.71, v_num=96]
Epoch 69: 100%|##########| 32/32 [00:59<00:00,  1.87s/it, loss=3.71, v_num=96]
Epoch 69: 100%|##########| 32/32 [00:59<00:00,  1.87s/it, loss=3.81, v_num=96]
Epoch 69:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.81, v_num=96]
Epoch 70:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.81, v_num=96]
Epoch 70: 100%|##########| 32/32 [00:59<00:00,  1.87s/it, loss=3.81, v_num=96]
Epoch 70: 100%|##########| 32/32 [00:59<00:00,  1.87s/it, loss=3.73, v_num=96]
Epoch 70:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.73, v_num=96]
Epoch 71:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.73, v_num=96]
Epoch 71: 100%|##########| 32/32 [01:01<00:00,  1.93s/it, loss=3.73, v_num=96]
Epoch 71: 100%|##########| 32/32 [01:01<00:00,  1.93s/it, loss=3.73, v_num=96]
Epoch 71:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.73, v_num=96]
Epoch 72:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.73, v_num=96]
Epoch 72: 100%|##########| 32/32 [01:00<00:00,  1.89s/it, loss=3.73, v_num=96]
Epoch 72: 100%|##########| 32/32 [01:00<00:00,  1.90s/it, loss=3.68, v_num=96]
Epoch 72:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.68, v_num=96]
Epoch 73:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.68, v_num=96]
Epoch 73: 100%|##########| 32/32 [00:59<00:00,  1.85s/it, loss=3.68, v_num=96]
Epoch 73: 100%|##########| 32/32 [00:59<00:00,  1.85s/it, loss=3.75, v_num=96]
Epoch 73:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.75, v_num=96]
Epoch 74:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.75, v_num=96]
Epoch 74: 100%|##########| 32/32 [00:58<00:00,  1.84s/it, loss=3.75, v_num=96]
Epoch 74: 100%|##########| 32/32 [00:58<00:00,  1.84s/it, loss=3.71, v_num=96]
Epoch 74:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.71, v_num=96]
Epoch 75:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.71, v_num=96]
Epoch 75: 100%|##########| 32/32 [00:59<00:00,  1.85s/it, loss=3.71, v_num=96]
Epoch 75: 100%|##########| 32/32 [00:59<00:00,  1.85s/it, loss=3.61, v_num=96]
Epoch 75:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.61, v_num=96]
Epoch 76:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.61, v_num=96]
Epoch 76: 100%|##########| 32/32 [00:59<00:00,  1.87s/it, loss=3.61, v_num=96]
Epoch 76: 100%|##########| 32/32 [00:59<00:00,  1.87s/it, loss=3.54, v_num=96]
Epoch 76:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.54, v_num=96]
Epoch 77:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.54, v_num=96]
Epoch 77: 100%|##########| 32/32 [00:58<00:00,  1.84s/it, loss=3.54, v_num=96]
Epoch 77: 100%|##########| 32/32 [00:58<00:00,  1.84s/it, loss=3.58, v_num=96]
Epoch 77:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.58, v_num=96]
Epoch 78:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.58, v_num=96]
Epoch 78: 100%|##########| 32/32 [00:59<00:00,  1.85s/it, loss=3.58, v_num=96]
Epoch 78: 100%|##########| 32/32 [00:59<00:00,  1.85s/it, loss=3.58, v_num=96]
Epoch 78:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.58, v_num=96]
Epoch 79:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.58, v_num=96]
Epoch 79: 100%|##########| 32/32 [00:59<00:00,  1.86s/it, loss=3.58, v_num=96]
Epoch 79: 100%|##########| 32/32 [00:59<00:00,  1.86s/it, loss=3.53, v_num=96]
Epoch 79:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.53, v_num=96]
Epoch 80:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.53, v_num=96]
Epoch 80: 100%|##########| 32/32 [00:58<00:00,  1.84s/it, loss=3.53, v_num=96]
Epoch 80: 100%|##########| 32/32 [00:58<00:00,  1.84s/it, loss=3.55, v_num=96]
Epoch 80:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.55, v_num=96]
Epoch 81:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.55, v_num=96]
Epoch 81: 100%|##########| 32/32 [00:58<00:00,  1.84s/it, loss=3.55, v_num=96]
Epoch 81: 100%|##########| 32/32 [00:58<00:00,  1.84s/it, loss=3.51, v_num=96]
Epoch 81:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.51, v_num=96]
Epoch 82:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.51, v_num=96]
Epoch 82: 100%|##########| 32/32 [00:59<00:00,  1.87s/it, loss=3.51, v_num=96]
Epoch 82: 100%|##########| 32/32 [00:59<00:00,  1.87s/it, loss=3.52, v_num=96]
Epoch 82:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.52, v_num=96]
Epoch 83:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.52, v_num=96]
Epoch 83: 100%|##########| 32/32 [00:59<00:00,  1.87s/it, loss=3.52, v_num=96]
Epoch 83: 100%|##########| 32/32 [00:59<00:00,  1.87s/it, loss=3.49, v_num=96]
Epoch 83:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.49, v_num=96]
Epoch 84:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.49, v_num=96]
Epoch 84: 100%|##########| 32/32 [00:59<00:00,  1.85s/it, loss=3.49, v_num=96]
Epoch 84: 100%|##########| 32/32 [00:59<00:00,  1.85s/it, loss=3.55, v_num=96]
Epoch 84:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.55, v_num=96]
Epoch 85:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.55, v_num=96]
Epoch 85: 100%|##########| 32/32 [00:58<00:00,  1.83s/it, loss=3.55, v_num=96]
Epoch 85: 100%|##########| 32/32 [00:58<00:00,  1.83s/it, loss=3.51, v_num=96]
Epoch 85:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.51, v_num=96]
Epoch 86:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.51, v_num=96]
Epoch 86: 100%|##########| 32/32 [00:58<00:00,  1.83s/it, loss=3.51, v_num=96]
Epoch 86: 100%|##########| 32/32 [00:58<00:00,  1.83s/it, loss=3.44, v_num=96]
Epoch 86:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.44, v_num=96]
Epoch 87:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.44, v_num=96]
Epoch 87: 100%|##########| 32/32 [00:59<00:00,  1.84s/it, loss=3.44, v_num=96]
Epoch 87: 100%|##########| 32/32 [00:59<00:00,  1.84s/it, loss=3.39, v_num=96]
Epoch 87:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.39, v_num=96]
Epoch 88:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.39, v_num=96]
Epoch 88: 100%|##########| 32/32 [00:58<00:00,  1.84s/it, loss=3.39, v_num=96]
Epoch 88: 100%|##########| 32/32 [00:58<00:00,  1.84s/it, loss=3.43, v_num=96]
Epoch 88:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.43, v_num=96]
Epoch 89:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.43, v_num=96]
Epoch 89: 100%|##########| 32/32 [00:59<00:00,  1.85s/it, loss=3.43, v_num=96]
Epoch 89: 100%|##########| 32/32 [00:59<00:00,  1.85s/it, loss=3.37, v_num=96]
Epoch 89:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.37, v_num=96]
Epoch 90:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.37, v_num=96]
Epoch 90: 100%|##########| 32/32 [00:58<00:00,  1.83s/it, loss=3.37, v_num=96]
Epoch 90: 100%|##########| 32/32 [00:58<00:00,  1.83s/it, loss=3.32, v_num=96]
Epoch 90:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.32, v_num=96]
Epoch 91:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.32, v_num=96]
Epoch 91: 100%|##########| 32/32 [00:58<00:00,  1.84s/it, loss=3.32, v_num=96]
Epoch 91: 100%|##########| 32/32 [00:58<00:00,  1.84s/it, loss=3.39, v_num=96]
Epoch 91:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.39, v_num=96]
Epoch 92:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.39, v_num=96]
Epoch 92: 100%|##########| 32/32 [00:58<00:00,  1.83s/it, loss=3.39, v_num=96]
Epoch 92: 100%|##########| 32/32 [00:58<00:00,  1.83s/it, loss=3.31, v_num=96]
Epoch 92:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.31, v_num=96]
Epoch 93:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.31, v_num=96]
Epoch 93: 100%|##########| 32/32 [00:58<00:00,  1.82s/it, loss=3.31, v_num=96]
Epoch 93: 100%|##########| 32/32 [00:58<00:00,  1.82s/it, loss=3.29, v_num=96]
Epoch 93:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.29, v_num=96]
Epoch 94:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.29, v_num=96]
Epoch 94: 100%|##########| 32/32 [00:58<00:00,  1.83s/it, loss=3.29, v_num=96]
Epoch 94: 100%|##########| 32/32 [00:58<00:00,  1.83s/it, loss=3.28, v_num=96]
Epoch 94:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.28, v_num=96]
Epoch 95:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.28, v_num=96]
Epoch 95: 100%|##########| 32/32 [00:58<00:00,  1.81s/it, loss=3.28, v_num=96]
Epoch 95: 100%|##########| 32/32 [00:58<00:00,  1.81s/it, loss=3.18, v_num=96]
Epoch 95:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.18, v_num=96]
Epoch 96:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.18, v_num=96]
Epoch 96: 100%|##########| 32/32 [00:57<00:00,  1.80s/it, loss=3.18, v_num=96]
Epoch 96: 100%|##########| 32/32 [00:57<00:00,  1.80s/it, loss=3.22, v_num=96]
Epoch 96:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.22, v_num=96]
Epoch 97:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.22, v_num=96]
Epoch 97: 100%|##########| 32/32 [00:58<00:00,  1.84s/it, loss=3.22, v_num=96]
Epoch 97: 100%|##########| 32/32 [00:58<00:00,  1.84s/it, loss=3.16, v_num=96]
Epoch 97:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.16, v_num=96]
Epoch 98:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.16, v_num=96]
Epoch 98: 100%|##########| 32/32 [00:58<00:00,  1.81s/it, loss=3.16, v_num=96]
Epoch 98: 100%|##########| 32/32 [00:58<00:00,  1.81s/it, loss=3.24, v_num=96]
Epoch 98:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.24, v_num=96]
Epoch 99:   0%|          | 0/32 [00:00<?, ?it/s, loss=3.24, v_num=96]
Epoch 99: 100%|##########| 32/32 [00:58<00:00,  1.82s/it, loss=3.24, v_num=96]
Epoch 99: 100%|##########| 32/32 [00:58<00:00,  1.82s/it, loss=3.12, v_num=96]
Epoch 99: 100%|##########| 32/32 [00:58<00:00,  1.82s/it, loss=3.12, v_num=96]

Evaluate the results

It’s always a good idea to evaluate how good the learned representations really are. How to do this depends on the available data and metdata. Luckily, in our case, we have annotations of critical findings on the X-ray images. We can use this information to compare the annotations of example images to the distribution of the annotations of its nearest neighbors.

We start by getting a vector representation of each image in the dataset. For this, we create a new dataloader. This time, we can pass the transform directly to the dataset.

# test transforms differ from training transforms as they do not introduce
# additional noise
test_transforms = torchvision.transforms.Compose([
    HistogramNormalize(),
    torchvision.transforms.Grayscale(num_output_channels=3),
    torchvision.transforms.Resize(input_size),
    torchvision.transforms.ToTensor(),
])

# create the dataset and overwrite the image loader as before
dataset_test = lightly.data.LightlyDataset(
    input_dir=path_to_data,
    transform=test_transforms
)
dataset_test.dataset.loader = tiff_loader

# create the test dataloader
dataloader_test = torch.utils.data.DataLoader(
    dataset_test,
    batch_size=1,
    shuffle=False,
    drop_last=False,
    num_workers=num_workers
)

# get vector representations for all images in the dataset
encoder.to('cuda')
embeddings, _, fnames = encoder.embed(dataloader_test, device='cuda')
embeddings = normalize(embeddings)

Out:

  0%|          | 0/4169 [00:00<?, ?it/s]
Compute efficiency: 0.03:   0%|          | 0/4169 [00:00<?, ?it/s]
Compute efficiency: 0.03:   0%|          | 1/4169 [00:00<21:31,  3.23it/s]
Compute efficiency: 0.33:   0%|          | 1/4169 [00:00<21:31,  3.23it/s]
Compute efficiency: 0.49:   0%|          | 1/4169 [00:00<21:31,  3.23it/s]
Compute efficiency: 0.90:   0%|          | 1/4169 [00:00<21:31,  3.23it/s]
Compute efficiency: 0.90:   0%|          | 1/4169 [00:00<21:31,  3.23it/s]
Compute efficiency: 0.90:   0%|          | 1/4169 [00:00<21:31,  3.23it/s]
Compute efficiency: 0.88:   0%|          | 1/4169 [00:00<21:31,  3.23it/s]
Compute efficiency: 0.38:   0%|          | 1/4169 [00:00<21:31,  3.23it/s]
Compute efficiency: 0.55:   0%|          | 1/4169 [00:00<21:31,  3.23it/s]
Compute efficiency: 0.81:   0%|          | 1/4169 [00:00<21:31,  3.23it/s]
Compute efficiency: 0.88:   0%|          | 1/4169 [00:00<21:31,  3.23it/s]
Compute efficiency: 0.91:   0%|          | 1/4169 [00:00<21:31,  3.23it/s]
Compute efficiency: 0.91:   0%|          | 1/4169 [00:00<21:31,  3.23it/s]
Compute efficiency: 0.90:   0%|          | 1/4169 [00:00<21:31,  3.23it/s]
Compute efficiency: 0.85:   0%|          | 1/4169 [00:00<21:31,  3.23it/s]
Compute efficiency: 0.78:   0%|          | 1/4169 [00:00<21:31,  3.23it/s]
Compute efficiency: 0.52:   0%|          | 1/4169 [00:00<21:31,  3.23it/s]
Compute efficiency: 0.92:   0%|          | 1/4169 [00:00<21:31,  3.23it/s]
Compute efficiency: 0.92:   0%|          | 18/4169 [00:00<15:07,  4.57it/s]
Compute efficiency: 0.84:   0%|          | 18/4169 [00:00<15:07,  4.57it/s]
Compute efficiency: 0.67:   0%|          | 18/4169 [00:00<15:07,  4.57it/s]
Compute efficiency: 0.69:   0%|          | 18/4169 [00:00<15:07,  4.57it/s]
Compute efficiency: 0.68:   0%|          | 18/4169 [00:00<15:07,  4.57it/s]
Compute efficiency: 0.66:   0%|          | 18/4169 [00:00<15:07,  4.57it/s]
Compute efficiency: 0.67:   0%|          | 18/4169 [00:00<15:07,  4.57it/s]
Compute efficiency: 0.81:   0%|          | 18/4169 [00:00<15:07,  4.57it/s]
Compute efficiency: 0.67:   0%|          | 18/4169 [00:00<15:07,  4.57it/s]
Compute efficiency: 0.73:   0%|          | 18/4169 [00:00<15:07,  4.57it/s]
Compute efficiency: 0.65:   0%|          | 18/4169 [00:00<15:07,  4.57it/s]
Compute efficiency: 0.83:   0%|          | 18/4169 [00:00<15:07,  4.57it/s]
Compute efficiency: 0.60:   0%|          | 18/4169 [00:00<15:07,  4.57it/s]
Compute efficiency: 0.89:   0%|          | 18/4169 [00:00<15:07,  4.57it/s]
Compute efficiency: 0.67:   0%|          | 18/4169 [00:00<15:07,  4.57it/s]
Compute efficiency: 0.67:   0%|          | 18/4169 [00:00<15:07,  4.57it/s]
Compute efficiency: 0.80:   0%|          | 18/4169 [00:00<15:07,  4.57it/s]
Compute efficiency: 0.68:   0%|          | 18/4169 [00:00<15:07,  4.57it/s]
Compute efficiency: 0.59:   0%|          | 18/4169 [00:00<15:07,  4.57it/s]
Compute efficiency: 0.91:   0%|          | 18/4169 [00:00<15:07,  4.57it/s]
Compute efficiency: 0.68:   0%|          | 18/4169 [00:00<15:07,  4.57it/s]
Compute efficiency: 0.68:   1%|          | 38/4169 [00:00<10:38,  6.47it/s]
Compute efficiency: 0.65:   1%|          | 38/4169 [00:00<10:38,  6.47it/s]
Compute efficiency: 0.68:   1%|          | 38/4169 [00:00<10:38,  6.47it/s]
Compute efficiency: 0.67:   1%|          | 38/4169 [00:00<10:38,  6.47it/s]
Compute efficiency: 0.66:   1%|          | 38/4169 [00:00<10:38,  6.47it/s]
Compute efficiency: 0.69:   1%|          | 38/4169 [00:00<10:38,  6.47it/s]
Compute efficiency: 0.83:   1%|          | 38/4169 [00:00<10:38,  6.47it/s]
Compute efficiency: 0.64:   1%|          | 38/4169 [00:00<10:38,  6.47it/s]
Compute efficiency: 0.69:   1%|          | 38/4169 [00:00<10:38,  6.47it/s]
Compute efficiency: 0.67:   1%|          | 38/4169 [00:00<10:38,  6.47it/s]
Compute efficiency: 0.81:   1%|          | 38/4169 [00:00<10:38,  6.47it/s]
Compute efficiency: 0.69:   1%|          | 38/4169 [00:00<10:38,  6.47it/s]
Compute efficiency: 0.69:   1%|          | 38/4169 [00:00<10:38,  6.47it/s]
Compute efficiency: 0.75:   1%|          | 38/4169 [00:00<10:38,  6.47it/s]
Compute efficiency: 0.70:   1%|          | 38/4169 [00:00<10:38,  6.47it/s]
Compute efficiency: 0.64:   1%|          | 38/4169 [00:00<10:38,  6.47it/s]
Compute efficiency: 0.70:   1%|          | 38/4169 [00:00<10:38,  6.47it/s]
Compute efficiency: 0.64:   1%|          | 38/4169 [00:00<10:38,  6.47it/s]
Compute efficiency: 0.81:   1%|          | 38/4169 [00:00<10:38,  6.47it/s]
Compute efficiency: 0.67:   1%|          | 38/4169 [00:00<10:38,  6.47it/s]
Compute efficiency: 0.72:   1%|          | 38/4169 [00:00<10:38,  6.47it/s]
Compute efficiency: 0.72:   1%|1         | 58/4169 [00:00<07:31,  9.11it/s]
Compute efficiency: 0.64:   1%|1         | 58/4169 [00:00<07:31,  9.11it/s]
Compute efficiency: 0.66:   1%|1         | 58/4169 [00:00<07:31,  9.11it/s]
Compute efficiency: 0.82:   1%|1         | 58/4169 [00:00<07:31,  9.11it/s]
Compute efficiency: 0.68:   1%|1         | 58/4169 [00:00<07:31,  9.11it/s]
Compute efficiency: 0.72:   1%|1         | 58/4169 [00:00<07:31,  9.11it/s]
Compute efficiency: 0.77:   1%|1         | 58/4169 [00:00<07:31,  9.11it/s]
Compute efficiency: 0.63:   1%|1         | 58/4169 [00:00<07:31,  9.11it/s]
Compute efficiency: 0.65:   1%|1         | 58/4169 [00:00<07:31,  9.11it/s]
Compute efficiency: 0.65:   1%|1         | 58/4169 [00:00<07:31,  9.11it/s]
Compute efficiency: 0.66:   1%|1         | 58/4169 [00:00<07:31,  9.11it/s]
Compute efficiency: 0.80:   1%|1         | 58/4169 [00:00<07:31,  9.11it/s]
Compute efficiency: 0.69:   1%|1         | 58/4169 [00:00<07:31,  9.11it/s]
Compute efficiency: 0.72:   1%|1         | 58/4169 [00:00<07:31,  9.11it/s]
Compute efficiency: 0.65:   1%|1         | 58/4169 [00:00<07:31,  9.11it/s]
Compute efficiency: 0.65:   1%|1         | 58/4169 [00:00<07:31,  9.11it/s]
Compute efficiency: 0.66:   1%|1         | 58/4169 [00:00<07:31,  9.11it/s]
Compute efficiency: 0.67:   1%|1         | 58/4169 [00:00<07:31,  9.11it/s]
Compute efficiency: 0.65:   1%|1         | 58/4169 [00:00<07:31,  9.11it/s]
Compute efficiency: 0.71:   1%|1         | 58/4169 [00:00<07:31,  9.11it/s]
Compute efficiency: 0.90:   1%|1         | 58/4169 [00:00<07:31,  9.11it/s]
Compute efficiency: 0.90:   2%|1         | 78/4169 [00:00<05:20, 12.76it/s]
Compute efficiency: 0.68:   2%|1         | 78/4169 [00:00<05:20, 12.76it/s]
Compute efficiency: 0.70:   2%|1         | 78/4169 [00:00<05:20, 12.76it/s]
Compute efficiency: 0.70:   2%|1         | 78/4169 [00:00<05:20, 12.76it/s]
Compute efficiency: 0.70:   2%|1         | 78/4169 [00:00<05:20, 12.76it/s]
Compute efficiency: 0.71:   2%|1         | 78/4169 [00:00<05:20, 12.76it/s]
Compute efficiency: 0.65:   2%|1         | 78/4169 [00:00<05:20, 12.76it/s]
Compute efficiency: 0.80:   2%|1         | 78/4169 [00:00<05:20, 12.76it/s]
Compute efficiency: 0.71:   2%|1         | 78/4169 [00:00<05:20, 12.76it/s]
Compute efficiency: 0.74:   2%|1         | 78/4169 [00:00<05:20, 12.76it/s]
Compute efficiency: 0.71:   2%|1         | 78/4169 [00:00<05:20, 12.76it/s]
Compute efficiency: 0.66:   2%|1         | 78/4169 [00:00<05:20, 12.76it/s]
Compute efficiency: 0.66:   2%|1         | 78/4169 [00:00<05:20, 12.76it/s]
Compute efficiency: 0.68:   2%|1         | 78/4169 [00:00<05:20, 12.76it/s]
Compute efficiency: 0.66:   2%|1         | 78/4169 [00:00<05:20, 12.76it/s]
Compute efficiency: 0.80:   2%|1         | 78/4169 [00:00<05:20, 12.76it/s]
Compute efficiency: 0.70:   2%|1         | 78/4169 [00:00<05:20, 12.76it/s]
Compute efficiency: 0.56:   2%|1         | 78/4169 [00:00<05:20, 12.76it/s]
Compute efficiency: 0.89:   2%|1         | 78/4169 [00:00<05:20, 12.76it/s]
Compute efficiency: 0.67:   2%|1         | 78/4169 [00:00<05:20, 12.76it/s]
Compute efficiency: 0.66:   2%|1         | 78/4169 [00:00<05:20, 12.76it/s]
Compute efficiency: 0.66:   2%|2         | 98/4169 [00:00<03:49, 17.73it/s]
Compute efficiency: 0.64:   2%|2         | 98/4169 [00:00<03:49, 17.73it/s]
Compute efficiency: 0.68:   2%|2         | 98/4169 [00:00<03:49, 17.73it/s]
Compute efficiency: 0.69:   2%|2         | 98/4169 [00:00<03:49, 17.73it/s]
Compute efficiency: 0.71:   2%|2         | 98/4169 [00:00<03:49, 17.73it/s]
Compute efficiency: 0.79:   2%|2         | 98/4169 [00:00<03:49, 17.73it/s]
Compute efficiency: 0.68:   2%|2         | 98/4169 [00:00<03:49, 17.73it/s]
Compute efficiency: 0.72:   2%|2         | 98/4169 [00:00<03:49, 17.73it/s]
Compute efficiency: 0.76:   2%|2         | 98/4169 [00:00<03:49, 17.73it/s]
Compute efficiency: 0.58:   2%|2         | 98/4169 [00:00<03:49, 17.73it/s]
Compute efficiency: 0.80:   2%|2         | 98/4169 [00:00<03:49, 17.73it/s]
Compute efficiency: 0.71:   2%|2         | 98/4169 [00:00<03:49, 17.73it/s]
Compute efficiency: 0.65:   2%|2         | 98/4169 [00:00<03:49, 17.73it/s]
Compute efficiency: 0.79:   2%|2         | 98/4169 [00:00<03:49, 17.73it/s]
Compute efficiency: 0.69:   2%|2         | 98/4169 [00:00<03:49, 17.73it/s]
Compute efficiency: 0.69:   2%|2         | 98/4169 [00:00<03:49, 17.73it/s]
Compute efficiency: 0.69:   2%|2         | 98/4169 [00:00<03:49, 17.73it/s]
Compute efficiency: 0.55:   2%|2         | 98/4169 [00:00<03:49, 17.73it/s]
Compute efficiency: 0.80:   2%|2         | 98/4169 [00:00<03:49, 17.73it/s]
Compute efficiency: 0.68:   2%|2         | 98/4169 [00:00<03:49, 17.73it/s]
Compute efficiency: 0.66:   2%|2         | 98/4169 [00:00<03:49, 17.73it/s]
Compute efficiency: 0.80:   2%|2         | 98/4169 [00:00<03:49, 17.73it/s]
Compute efficiency: 0.80:   3%|2         | 119/4169 [00:00<02:45, 24.41it/s]
Compute efficiency: 0.65:   3%|2         | 119/4169 [00:00<02:45, 24.41it/s]
Compute efficiency: 0.55:   3%|2         | 119/4169 [00:00<02:45, 24.41it/s]
Compute efficiency: 0.91:   3%|2         | 119/4169 [00:00<02:45, 24.41it/s]
Compute efficiency: 0.69:   3%|2         | 119/4169 [00:00<02:45, 24.41it/s]
Compute efficiency: 0.51:   3%|2         | 119/4169 [00:00<02:45, 24.41it/s]
Compute efficiency: 0.92:   3%|2         | 119/4169 [00:00<02:45, 24.41it/s]
Compute efficiency: 0.70:   3%|2         | 119/4169 [00:00<02:45, 24.41it/s]
Compute efficiency: 0.73:   3%|2         | 119/4169 [00:00<02:45, 24.41it/s]
Compute efficiency: 0.62:   3%|2         | 119/4169 [00:00<02:45, 24.41it/s]
Compute efficiency: 0.77:   3%|2         | 119/4169 [00:00<02:45, 24.41it/s]
Compute efficiency: 0.71:   3%|2         | 119/4169 [00:00<02:45, 24.41it/s]
Compute efficiency: 0.70:   3%|2         | 119/4169 [00:00<02:45, 24.41it/s]
Compute efficiency: 0.57:   3%|2         | 119/4169 [00:00<02:45, 24.41it/s]
Compute efficiency: 0.90:   3%|2         | 119/4169 [00:01<02:45, 24.41it/s]
Compute efficiency: 0.67:   3%|2         | 119/4169 [00:01<02:45, 24.41it/s]
Compute efficiency: 0.81:   3%|2         | 119/4169 [00:01<02:45, 24.41it/s]
Compute efficiency: 0.58:   3%|2         | 119/4169 [00:01<02:45, 24.41it/s]
Compute efficiency: 0.91:   3%|2         | 119/4169 [00:01<02:45, 24.41it/s]
Compute efficiency: 0.72:   3%|2         | 119/4169 [00:01<02:45, 24.41it/s]
Compute efficiency: 0.72:   3%|3         | 138/4169 [00:01<02:02, 32.99it/s]
Compute efficiency: 0.65:   3%|3         | 138/4169 [00:01<02:02, 32.99it/s]
Compute efficiency: 0.72:   3%|3         | 138/4169 [00:01<02:02, 32.99it/s]
Compute efficiency: 0.69:   3%|3         | 138/4169 [00:01<02:02, 32.99it/s]
Compute efficiency: 0.68:   3%|3         | 138/4169 [00:01<02:02, 32.99it/s]
Compute efficiency: 0.83:   3%|3         | 138/4169 [00:01<02:02, 32.99it/s]
Compute efficiency: 0.71:   3%|3         | 138/4169 [00:01<02:02, 32.99it/s]
Compute efficiency: 0.72:   3%|3         | 138/4169 [00:01<02:02, 32.99it/s]
Compute efficiency: 0.64:   3%|3         | 138/4169 [00:01<02:02, 32.99it/s]
Compute efficiency: 0.74:   3%|3         | 138/4169 [00:01<02:02, 32.99it/s]
Compute efficiency: 0.65:   3%|3         | 138/4169 [00:01<02:02, 32.99it/s]
Compute efficiency: 0.64:   3%|3         | 138/4169 [00:01<02:02, 32.99it/s]
Compute efficiency: 0.63:   3%|3         | 138/4169 [00:01<02:02, 32.99it/s]
Compute efficiency: 0.78:   3%|3         | 138/4169 [00:01<02:02, 32.99it/s]
Compute efficiency: 0.63:   3%|3         | 138/4169 [00:01<02:02, 32.99it/s]
Compute efficiency: 0.68:   3%|3         | 138/4169 [00:01<02:02, 32.99it/s]
Compute efficiency: 0.80:   3%|3         | 138/4169 [00:01<02:02, 32.99it/s]
Compute efficiency: 0.70:   3%|3         | 138/4169 [00:01<02:02, 32.99it/s]
Compute efficiency: 0.74:   3%|3         | 138/4169 [00:01<02:02, 32.99it/s]
Compute efficiency: 0.63:   3%|3         | 138/4169 [00:01<02:02, 32.99it/s]
Compute efficiency: 0.77:   3%|3         | 138/4169 [00:01<02:02, 32.99it/s]
Compute efficiency: 0.77:   4%|3         | 158/4169 [00:01<01:31, 43.83it/s]
Compute efficiency: 0.77:   4%|3         | 158/4169 [00:01<01:31, 43.83it/s]
Compute efficiency: 0.67:   4%|3         | 158/4169 [00:01<01:31, 43.83it/s]
Compute efficiency: 0.72:   4%|3         | 158/4169 [00:01<01:31, 43.83it/s]
Compute efficiency: 0.76:   4%|3         | 158/4169 [00:01<01:31, 43.83it/s]
Compute efficiency: 0.66:   4%|3         | 158/4169 [00:01<01:31, 43.83it/s]
Compute efficiency: 0.68:   4%|3         | 158/4169 [00:01<01:31, 43.83it/s]
Compute efficiency: 0.66:   4%|3         | 158/4169 [00:01<01:31, 43.83it/s]
Compute efficiency: 0.65:   4%|3         | 158/4169 [00:01<01:31, 43.83it/s]
Compute efficiency: 0.71:   4%|3         | 158/4169 [00:01<01:31, 43.83it/s]
Compute efficiency: 0.82:   4%|3         | 158/4169 [00:01<01:31, 43.83it/s]
Compute efficiency: 0.69:   4%|3         | 158/4169 [00:01<01:31, 43.83it/s]
Compute efficiency: 0.70:   4%|3         | 158/4169 [00:01<01:31, 43.83it/s]
Compute efficiency: 0.68:   4%|3         | 158/4169 [00:01<01:31, 43.83it/s]
Compute efficiency: 0.69:   4%|3         | 158/4169 [00:01<01:31, 43.83it/s]
Compute efficiency: 0.80:   4%|3         | 158/4169 [00:01<01:31, 43.83it/s]
Compute efficiency: 0.70:   4%|3         | 158/4169 [00:01<01:31, 43.83it/s]
Compute efficiency: 0.69:   4%|3         | 158/4169 [00:01<01:31, 43.83it/s]
Compute efficiency: 0.74:   4%|3         | 158/4169 [00:01<01:31, 43.83it/s]
Compute efficiency: 0.71:   4%|3         | 158/4169 [00:01<01:31, 43.83it/s]
Compute efficiency: 0.70:   4%|3         | 158/4169 [00:01<01:31, 43.83it/s]
Compute efficiency: 0.70:   4%|4         | 178/4169 [00:01<01:09, 57.03it/s]
Compute efficiency: 0.67:   4%|4         | 178/4169 [00:01<01:09, 57.03it/s]
Compute efficiency: 0.70:   4%|4         | 178/4169 [00:01<01:09, 57.03it/s]
Compute efficiency: 0.81:   4%|4         | 178/4169 [00:01<01:09, 57.03it/s]
Compute efficiency: 0.66:   4%|4         | 178/4169 [00:01<01:09, 57.03it/s]
Compute efficiency: 0.67:   4%|4         | 178/4169 [00:01<01:09, 57.03it/s]
Compute efficiency: 0.80:   4%|4         | 178/4169 [00:01<01:09, 57.03it/s]
Compute efficiency: 0.71:   4%|4         | 178/4169 [00:01<01:09, 57.03it/s]
Compute efficiency: 0.74:   4%|4         | 178/4169 [00:01<01:09, 57.03it/s]
Compute efficiency: 0.69:   4%|4         | 178/4169 [00:01<01:09, 57.03it/s]
Compute efficiency: 0.69:   4%|4         | 178/4169 [00:01<01:09, 57.03it/s]
Compute efficiency: 0.68:   4%|4         | 178/4169 [00:01<01:09, 57.03it/s]
Compute efficiency: 0.66:   4%|4         | 178/4169 [00:01<01:09, 57.03it/s]
Compute efficiency: 0.75:   4%|4         | 178/4169 [00:01<01:09, 57.03it/s]
Compute efficiency: 0.66:   4%|4         | 178/4169 [00:01<01:09, 57.03it/s]
Compute efficiency: 0.72:   4%|4         | 178/4169 [00:01<01:09, 57.03it/s]
Compute efficiency: 0.66:   4%|4         | 178/4169 [00:01<01:09, 57.03it/s]
Compute efficiency: 0.80:   4%|4         | 178/4169 [00:01<01:09, 57.03it/s]
Compute efficiency: 0.68:   4%|4         | 178/4169 [00:01<01:09, 57.03it/s]
Compute efficiency: 0.73:   4%|4         | 178/4169 [00:01<01:09, 57.03it/s]
Compute efficiency: 0.73:   5%|4         | 197/4169 [00:01<00:55, 72.05it/s]
Compute efficiency: 0.66:   5%|4         | 197/4169 [00:01<00:55, 72.05it/s]
Compute efficiency: 0.73:   5%|4         | 197/4169 [00:01<00:55, 72.05it/s]
Compute efficiency: 0.71:   5%|4         | 197/4169 [00:01<00:55, 72.05it/s]
Compute efficiency: 0.71:   5%|4         | 197/4169 [00:01<00:55, 72.05it/s]
Compute efficiency: 0.69:   5%|4         | 197/4169 [00:01<00:55, 72.05it/s]
Compute efficiency: 0.70:   5%|4         | 197/4169 [00:01<00:55, 72.05it/s]
Compute efficiency: 0.65:   5%|4         | 197/4169 [00:01<00:55, 72.05it/s]
Compute efficiency: 0.53:   5%|4         | 197/4169 [00:01<00:55, 72.05it/s]
Compute efficiency: 0.87:   5%|4         | 197/4169 [00:01<00:55, 72.05it/s]
Compute efficiency: 0.68:   5%|4         | 197/4169 [00:01<00:55, 72.05it/s]
Compute efficiency: 0.64:   5%|4         | 197/4169 [00:01<00:55, 72.05it/s]
Compute efficiency: 0.67:   5%|4         | 197/4169 [00:01<00:55, 72.05it/s]
Compute efficiency: 0.65:   5%|4         | 197/4169 [00:01<00:55, 72.05it/s]
Compute efficiency: 0.67:   5%|4         | 197/4169 [00:01<00:55, 72.05it/s]
Compute efficiency: 0.82:   5%|4         | 197/4169 [00:01<00:55, 72.05it/s]
Compute efficiency: 0.71:   5%|4         | 197/4169 [00:01<00:55, 72.05it/s]
Compute efficiency: 0.72:   5%|4         | 197/4169 [00:01<00:55, 72.05it/s]
Compute efficiency: 0.67:   5%|4         | 197/4169 [00:01<00:55, 72.05it/s]
Compute efficiency: 0.65:   5%|4         | 197/4169 [00:01<00:55, 72.05it/s]
Compute efficiency: 0.65:   5%|4         | 197/4169 [00:01<00:55, 72.05it/s]
Compute efficiency: 0.67:   5%|4         | 197/4169 [00:01<00:55, 72.05it/s]
Compute efficiency: 0.67:   5%|5         | 218/4169 [00:01<00:44, 89.53it/s]
Compute efficiency: 0.63:   5%|5         | 218/4169 [00:01<00:44, 89.53it/s]
Compute efficiency: 0.67:   5%|5         | 218/4169 [00:01<00:44, 89.53it/s]
Compute efficiency: 0.68:   5%|5         | 218/4169 [00:01<00:44, 89.53it/s]
Compute efficiency: 0.71:   5%|5         | 218/4169 [00:01<00:44, 89.53it/s]
Compute efficiency: 0.70:   5%|5         | 218/4169 [00:01<00:44, 89.53it/s]
Compute efficiency: 0.63:   5%|5         | 218/4169 [00:01<00:44, 89.53it/s]
Compute efficiency: 0.80:   5%|5         | 218/4169 [00:01<00:44, 89.53it/s]
Compute efficiency: 0.71:   5%|5         | 218/4169 [00:01<00:44, 89.53it/s]
Compute efficiency: 0.75:   5%|5         | 218/4169 [00:01<00:44, 89.53it/s]
Compute efficiency: 0.65:   5%|5         | 218/4169 [00:01<00:44, 89.53it/s]
Compute efficiency: 0.66:   5%|5         | 218/4169 [00:01<00:44, 89.53it/s]
Compute efficiency: 0.68:   5%|5         | 218/4169 [00:01<00:44, 89.53it/s]
Compute efficiency: 0.70:   5%|5         | 218/4169 [00:01<00:44, 89.53it/s]
Compute efficiency: 0.67:   5%|5         | 218/4169 [00:01<00:44, 89.53it/s]
Compute efficiency: 0.74:   5%|5         | 218/4169 [00:01<00:44, 89.53it/s]
Compute efficiency: 0.65:   5%|5         | 218/4169 [00:01<00:44, 89.53it/s]
Compute efficiency: 0.94:   5%|5         | 218/4169 [00:01<00:44, 89.53it/s]
Compute efficiency: 0.67:   5%|5         | 218/4169 [00:01<00:44, 89.53it/s]
Compute efficiency: 0.67:   5%|5         | 218/4169 [00:01<00:44, 89.53it/s]
Compute efficiency: 0.80:   5%|5         | 218/4169 [00:01<00:44, 89.53it/s]
Compute efficiency: 0.80:   6%|5         | 238/4169 [00:01<00:36, 107.19it/s]
Compute efficiency: 0.67:   6%|5         | 238/4169 [00:01<00:36, 107.19it/s]
Compute efficiency: 0.72:   6%|5         | 238/4169 [00:01<00:36, 107.19it/s]
Compute efficiency: 0.71:   6%|5         | 238/4169 [00:01<00:36, 107.19it/s]
Compute efficiency: 0.68:   6%|5         | 238/4169 [00:01<00:36, 107.19it/s]
Compute efficiency: 0.80:   6%|5         | 238/4169 [00:01<00:36, 107.19it/s]
Compute efficiency: 0.67:   6%|5         | 238/4169 [00:01<00:36, 107.19it/s]
Compute efficiency: 0.73:   6%|5         | 238/4169 [00:01<00:36, 107.19it/s]
Compute efficiency: 0.56:   6%|5         | 238/4169 [00:01<00:36, 107.19it/s]
Compute efficiency: 0.87:   6%|5         | 238/4169 [00:01<00:36, 107.19it/s]
Compute efficiency: 0.60:   6%|5         | 238/4169 [00:01<00:36, 107.19it/s]
Compute efficiency: 0.88:   6%|5         | 238/4169 [00:01<00:36, 107.19it/s]
Compute efficiency: 0.67:   6%|5         | 238/4169 [00:01<00:36, 107.19it/s]
Compute efficiency: 0.63:   6%|5         | 238/4169 [00:01<00:36, 107.19it/s]
Compute efficiency: 0.66:   6%|5         | 238/4169 [00:01<00:36, 107.19it/s]
Compute efficiency: 0.67:   6%|5         | 238/4169 [00:01<00:36, 107.19it/s]
Compute efficiency: 0.61:   6%|5         | 238/4169 [00:01<00:36, 107.19it/s]
Compute efficiency: 0.66:   6%|5         | 238/4169 [00:01<00:36, 107.19it/s]
Compute efficiency: 0.65:   6%|5         | 238/4169 [00:01<00:36, 107.19it/s]
Compute efficiency: 0.83:   6%|5         | 238/4169 [00:01<00:36, 107.19it/s]
Compute efficiency: 0.70:   6%|5         | 238/4169 [00:01<00:36, 107.19it/s]
Compute efficiency: 0.70:   6%|6         | 258/4169 [00:01<00:31, 123.32it/s]
Compute efficiency: 0.67:   6%|6         | 258/4169 [00:01<00:31, 123.32it/s]
Compute efficiency: 0.55:   6%|6         | 258/4169 [00:01<00:31, 123.32it/s]
Compute efficiency: 0.89:   6%|6         | 258/4169 [00:01<00:31, 123.32it/s]
Compute efficiency: 0.65:   6%|6         | 258/4169 [00:01<00:31, 123.32it/s]
Compute efficiency: 0.71:   6%|6         | 258/4169 [00:01<00:31, 123.32it/s]
Compute efficiency: 0.65:   6%|6         | 258/4169 [00:01<00:31, 123.32it/s]
Compute efficiency: 0.82:   6%|6         | 258/4169 [00:01<00:31, 123.32it/s]
Compute efficiency: 0.70:   6%|6         | 258/4169 [00:01<00:31, 123.32it/s]
Compute efficiency: 0.71:   6%|6         | 258/4169 [00:01<00:31, 123.32it/s]
Compute efficiency: 0.77:   6%|6         | 258/4169 [00:01<00:31, 123.32it/s]
Compute efficiency: 0.68:   6%|6         | 258/4169 [00:01<00:31, 123.32it/s]
Compute efficiency: 0.72:   6%|6         | 258/4169 [00:01<00:31, 123.32it/s]
Compute efficiency: 0.58:   6%|6         | 258/4169 [00:01<00:31, 123.32it/s]
Compute efficiency: 0.79:   6%|6         | 258/4169 [00:01<00:31, 123.32it/s]
Compute efficiency: 0.80:   6%|6         | 258/4169 [00:01<00:31, 123.32it/s]
Compute efficiency: 0.71:   6%|6         | 258/4169 [00:01<00:31, 123.32it/s]
Compute efficiency: 0.71:   6%|6         | 258/4169 [00:01<00:31, 123.32it/s]
Compute efficiency: 0.64:   6%|6         | 258/4169 [00:01<00:31, 123.32it/s]
Compute efficiency: 0.61:   6%|6         | 258/4169 [00:01<00:31, 123.32it/s]
Compute efficiency: 0.83:   6%|6         | 258/4169 [00:01<00:31, 123.32it/s]
Compute efficiency: 0.83:   7%|6         | 278/4169 [00:01<00:28, 136.99it/s]
Compute efficiency: 0.78:   7%|6         | 278/4169 [00:01<00:28, 136.99it/s]
Compute efficiency: 0.70:   7%|6         | 278/4169 [00:01<00:28, 136.99it/s]
Compute efficiency: 0.72:   7%|6         | 278/4169 [00:01<00:28, 136.99it/s]
Compute efficiency: 0.71:   7%|6         | 278/4169 [00:01<00:28, 136.99it/s]
Compute efficiency: 0.69:   7%|6         | 278/4169 [00:01<00:28, 136.99it/s]
Compute efficiency: 0.68:   7%|6         | 278/4169 [00:01<00:28, 136.99it/s]
Compute efficiency: 0.69:   7%|6         | 278/4169 [00:01<00:28, 136.99it/s]
Compute efficiency: 0.69:   7%|6         | 278/4169 [00:01<00:28, 136.99it/s]
Compute efficiency: 0.80:   7%|6         | 278/4169 [00:01<00:28, 136.99it/s]
Compute efficiency: 0.69:   7%|6         | 278/4169 [00:01<00:28, 136.99it/s]
Compute efficiency: 0.70:   7%|6         | 278/4169 [00:01<00:28, 136.99it/s]
Compute efficiency: 0.69:   7%|6         | 278/4169 [00:01<00:28, 136.99it/s]
Compute efficiency: 0.68:   7%|6         | 278/4169 [00:01<00:28, 136.99it/s]
Compute efficiency: 0.67:   7%|6         | 278/4169 [00:01<00:28, 136.99it/s]
Compute efficiency: 0.71:   7%|6         | 278/4169 [00:01<00:28, 136.99it/s]
Compute efficiency: 0.70:   7%|6         | 278/4169 [00:01<00:28, 136.99it/s]
Compute efficiency: 0.72:   7%|6         | 278/4169 [00:01<00:28, 136.99it/s]
Compute efficiency: 0.76:   7%|6         | 278/4169 [00:01<00:28, 136.99it/s]
Compute efficiency: 0.65:   7%|6         | 278/4169 [00:01<00:28, 136.99it/s]
Compute efficiency: 0.72:   7%|6         | 278/4169 [00:01<00:28, 136.99it/s]
Compute efficiency: 0.72:   7%|7         | 298/4169 [00:01<00:25, 151.11it/s]
Compute efficiency: 0.65:   7%|7         | 298/4169 [00:01<00:25, 151.11it/s]
Compute efficiency: 0.66:   7%|7         | 298/4169 [00:01<00:25, 151.11it/s]
Compute efficiency: 0.82:   7%|7         | 298/4169 [00:01<00:25, 151.11it/s]
Compute efficiency: 0.68:   7%|7         | 298/4169 [00:01<00:25, 151.11it/s]
Compute efficiency: 0.73:   7%|7         | 298/4169 [00:01<00:25, 151.11it/s]
Compute efficiency: 0.64:   7%|7         | 298/4169 [00:01<00:25, 151.11it/s]
Compute efficiency: 0.68:   7%|7         | 298/4169 [00:01<00:25, 151.11it/s]
Compute efficiency: 0.62:   7%|7         | 298/4169 [00:01<00:25, 151.11it/s]
Compute efficiency: 0.79:   7%|7         | 298/4169 [00:01<00:25, 151.11it/s]
Compute efficiency: 0.66:   7%|7         | 298/4169 [00:01<00:25, 151.11it/s]
Compute efficiency: 0.79:   7%|7         | 298/4169 [00:01<00:25, 151.11it/s]
Compute efficiency: 0.72:   7%|7         | 298/4169 [00:01<00:25, 151.11it/s]
Compute efficiency: 0.73:   7%|7         | 298/4169 [00:01<00:25, 151.11it/s]
Compute efficiency: 0.70:   7%|7         | 298/4169 [00:01<00:25, 151.11it/s]
Compute efficiency: 0.67:   7%|7         | 298/4169 [00:01<00:25, 151.11it/s]
Compute efficiency: 0.81:   7%|7         | 298/4169 [00:01<00:25, 151.11it/s]
Compute efficiency: 0.68:   7%|7         | 298/4169 [00:01<00:25, 151.11it/s]
Compute efficiency: 0.67:   7%|7         | 298/4169 [00:01<00:25, 151.11it/s]
Compute efficiency: 0.77:   7%|7         | 298/4169 [00:01<00:25, 151.11it/s]
Compute efficiency: 0.72:   7%|7         | 298/4169 [00:01<00:25, 151.11it/s]
Compute efficiency: 0.72:   8%|7         | 318/4169 [00:01<00:24, 159.95it/s]
Compute efficiency: 0.70:   8%|7         | 318/4169 [00:01<00:24, 159.95it/s]
Compute efficiency: 0.68:   8%|7         | 318/4169 [00:01<00:24, 159.95it/s]
Compute efficiency: 0.82:   8%|7         | 318/4169 [00:01<00:24, 159.95it/s]
Compute efficiency: 0.70:   8%|7         | 318/4169 [00:01<00:24, 159.95it/s]
Compute efficiency: 0.73:   8%|7         | 318/4169 [00:01<00:24, 159.95it/s]
Compute efficiency: 0.68:   8%|7         | 318/4169 [00:01<00:24, 159.95it/s]
Compute efficiency: 0.80:   8%|7         | 318/4169 [00:02<00:24, 159.95it/s]
Compute efficiency: 0.73:   8%|7         | 318/4169 [00:02<00:24, 159.95it/s]
Compute efficiency: 0.70:   8%|7         | 318/4169 [00:02<00:24, 159.95it/s]
Compute efficiency: 0.71:   8%|7         | 318/4169 [00:02<00:24, 159.95it/s]
Compute efficiency: 0.82:   8%|7         | 318/4169 [00:02<00:24, 159.95it/s]
Compute efficiency: 0.66:   8%|7         | 318/4169 [00:02<00:24, 159.95it/s]
Compute efficiency: 0.72:   8%|7         | 318/4169 [00:02<00:24, 159.95it/s]
Compute efficiency: 0.76:   8%|7         | 318/4169 [00:02<00:24, 159.95it/s]
Compute efficiency: 0.72:   8%|7         | 318/4169 [00:02<00:24, 159.95it/s]
Compute efficiency: 0.62:   8%|7         | 318/4169 [00:02<00:24, 159.95it/s]
Compute efficiency: 0.67:   8%|7         | 318/4169 [00:02<00:24, 159.95it/s]
Compute efficiency: 0.69:   8%|7         | 318/4169 [00:02<00:24, 159.95it/s]
Compute efficiency: 0.64:   8%|7         | 318/4169 [00:02<00:24, 159.95it/s]
Compute efficiency: 0.64:   8%|7         | 318/4169 [00:02<00:24, 159.95it/s]
Compute efficiency: 0.64:   8%|8         | 338/4169 [00:02<00:22, 168.12it/s]
Compute efficiency: 0.68:   8%|8         | 338/4169 [00:02<00:22, 168.12it/s]
Compute efficiency: 0.64:   8%|8         | 338/4169 [00:02<00:22, 168.12it/s]
Compute efficiency: 0.66:   8%|8         | 338/4169 [00:02<00:22, 168.12it/s]
Compute efficiency: 0.65:   8%|8         | 338/4169 [00:02<00:22, 168.12it/s]
Compute efficiency: 0.70:   8%|8         | 338/4169 [00:02<00:22, 168.12it/s]
Compute efficiency: 0.82:   8%|8         | 338/4169 [00:02<00:22, 168.12it/s]
Compute efficiency: 0.58:   8%|8         | 338/4169 [00:02<00:22, 168.12it/s]
Compute efficiency: 0.91:   8%|8         | 338/4169 [00:02<00:22, 168.12it/s]
Compute efficiency: 0.63:   8%|8         | 338/4169 [00:02<00:22, 168.12it/s]
Compute efficiency: 0.65:   8%|8         | 338/4169 [00:02<00:22, 168.12it/s]
Compute efficiency: 0.79:   8%|8         | 338/4169 [00:02<00:22, 168.12it/s]
Compute efficiency: 0.70:   8%|8         | 338/4169 [00:02<00:22, 168.12it/s]
Compute efficiency: 0.70:   8%|8         | 338/4169 [00:02<00:22, 168.12it/s]
Compute efficiency: 0.70:   8%|8         | 338/4169 [00:02<00:22, 168.12it/s]
Compute efficiency: 0.65:   8%|8         | 338/4169 [00:02<00:22, 168.12it/s]
Compute efficiency: 0.70:   8%|8         | 338/4169 [00:02<00:22, 168.12it/s]
Compute efficiency: 0.70:   8%|8         | 338/4169 [00:02<00:22, 168.12it/s]
Compute efficiency: 0.81:   8%|8         | 338/4169 [00:02<00:22, 168.12it/s]
Compute efficiency: 0.67:   8%|8         | 338/4169 [00:02<00:22, 168.12it/s]
Compute efficiency: 0.72:   8%|8         | 338/4169 [00:02<00:22, 168.12it/s]
Compute efficiency: 0.72:   9%|8         | 358/4169 [00:02<00:21, 176.28it/s]
Compute efficiency: 0.68:   9%|8         | 358/4169 [00:02<00:21, 176.28it/s]
Compute efficiency: 0.67:   9%|8         | 358/4169 [00:02<00:21, 176.28it/s]
Compute efficiency: 0.54:   9%|8         | 358/4169 [00:02<00:21, 176.28it/s]
Compute efficiency: 0.89:   9%|8         | 358/4169 [00:02<00:21, 176.28it/s]
Compute efficiency: 0.69:   9%|8         | 358/4169 [00:02<00:21, 176.28it/s]
Compute efficiency: 0.72:   9%|8         | 358/4169 [00:02<00:21, 176.28it/s]
Compute efficiency: 0.73:   9%|8         | 358/4169 [00:02<00:21, 176.28it/s]
Compute efficiency: 0.81:   9%|8         | 358/4169 [00:02<00:21, 176.28it/s]
Compute efficiency: 0.68:   9%|8         | 358/4169 [00:02<00:21, 176.28it/s]
Compute efficiency: 0.67:   9%|8         | 358/4169 [00:02<00:21, 176.28it/s]
Compute efficiency: 0.65:   9%|8         | 358/4169 [00:02<00:21, 176.28it/s]
Compute efficiency: 0.69:   9%|8         | 358/4169 [00:02<00:21, 176.28it/s]
Compute efficiency: 0.81:   9%|8         | 358/4169 [00:02<00:21, 176.28it/s]
Compute efficiency: 0.70:   9%|8         | 358/4169 [00:02<00:21, 176.28it/s]
Compute efficiency: 0.71:   9%|8         | 358/4169 [00:02<00:21, 176.28it/s]
Compute efficiency: 0.70:   9%|8         | 358/4169 [00:02<00:21, 176.28it/s]
Compute efficiency: 0.67:   9%|8         | 358/4169 [00:02<00:21, 176.28it/s]
Compute efficiency: 0.70:   9%|8         | 358/4169 [00:02<00:21, 176.28it/s]
Compute efficiency: 0.63:   9%|8         | 358/4169 [00:02<00:21, 176.28it/s]
Compute efficiency: 0.79:   9%|8         | 358/4169 [00:02<00:21, 176.28it/s]
Compute efficiency: 0.79:   9%|9         | 378/4169 [00:02<00:20, 181.01it/s]
Compute efficiency: 0.64:   9%|9         | 378/4169 [00:02<00:20, 181.01it/s]
Compute efficiency: 0.76:   9%|9         | 378/4169 [00:02<00:20, 181.01it/s]
Compute efficiency: 0.69:   9%|9         | 378/4169 [00:02<00:20, 181.01it/s]
Compute efficiency: 0.68:   9%|9         | 378/4169 [00:02<00:20, 181.01it/s]
Compute efficiency: 0.72:   9%|9         | 378/4169 [00:02<00:20, 181.01it/s]
Compute efficiency: 0.75:   9%|9         | 378/4169 [00:02<00:20, 181.01it/s]
Compute efficiency: 0.61:   9%|9         | 378/4169 [00:02<00:20, 181.01it/s]
Compute efficiency: 0.78:   9%|9         | 378/4169 [00:02<00:20, 181.01it/s]
Compute efficiency: 0.67:   9%|9         | 378/4169 [00:02<00:20, 181.01it/s]
Compute efficiency: 0.82:   9%|9         | 378/4169 [00:02<00:20, 181.01it/s]
Compute efficiency: 0.68:   9%|9         | 378/4169 [00:02<00:20, 181.01it/s]
Compute efficiency: 0.68:   9%|9         | 378/4169 [00:02<00:20, 181.01it/s]
Compute efficiency: 0.57:   9%|9         | 378/4169 [00:02<00:20, 181.01it/s]
Compute efficiency: 0.73:   9%|9         | 378/4169 [00:02<00:20, 181.01it/s]
Compute efficiency: 0.68:   9%|9         | 378/4169 [00:02<00:20, 181.01it/s]
Compute efficiency: 0.67:   9%|9         | 378/4169 [00:02<00:20, 181.01it/s]
Compute efficiency: 0.67:   9%|9         | 378/4169 [00:02<00:20, 181.01it/s]
Compute efficiency: 0.67:   9%|9         | 378/4169 [00:02<00:20, 181.01it/s]
Compute efficiency: 0.64:   9%|9         | 378/4169 [00:02<00:20, 181.01it/s]
Compute efficiency: 0.63:   9%|9         | 378/4169 [00:02<00:20, 181.01it/s]
Compute efficiency: 0.63:  10%|9         | 398/4169 [00:02<00:20, 186.09it/s]
Compute efficiency: 0.66:  10%|9         | 398/4169 [00:02<00:20, 186.09it/s]
Compute efficiency: 0.81:  10%|9         | 398/4169 [00:02<00:20, 186.09it/s]
Compute efficiency: 0.67:  10%|9         | 398/4169 [00:02<00:20, 186.09it/s]
Compute efficiency: 0.72:  10%|9         | 398/4169 [00:02<00:20, 186.09it/s]
Compute efficiency: 0.71:  10%|9         | 398/4169 [00:02<00:20, 186.09it/s]
Compute efficiency: 0.67:  10%|9         | 398/4169 [00:02<00:20, 186.09it/s]
Compute efficiency: 0.63:  10%|9         | 398/4169 [00:02<00:20, 186.09it/s]
Compute efficiency: 0.66:  10%|9         | 398/4169 [00:02<00:20, 186.09it/s]
Compute efficiency: 0.65:  10%|9         | 398/4169 [00:02<00:20, 186.09it/s]
Compute efficiency: 0.65:  10%|9         | 398/4169 [00:02<00:20, 186.09it/s]
Compute efficiency: 0.65:  10%|9         | 398/4169 [00:02<00:20, 186.09it/s]
Compute efficiency: 0.63:  10%|9         | 398/4169 [00:02<00:20, 186.09it/s]
Compute efficiency: 0.66:  10%|9         | 398/4169 [00:02<00:20, 186.09it/s]
Compute efficiency: 0.82:  10%|9         | 398/4169 [00:02<00:20, 186.09it/s]
Compute efficiency: 0.69:  10%|9         | 398/4169 [00:02<00:20, 186.09it/s]
Compute efficiency: 0.70:  10%|9         | 398/4169 [00:02<00:20, 186.09it/s]
Compute efficiency: 0.64:  10%|9         | 398/4169 [00:02<00:20, 186.09it/s]
Compute efficiency: 0.76:  10%|9         | 398/4169 [00:02<00:20, 186.09it/s]
Compute efficiency: 0.67:  10%|9         | 398/4169 [00:02<00:20, 186.09it/s]
Compute efficiency: 0.68:  10%|9         | 398/4169 [00:02<00:20, 186.09it/s]
Compute efficiency: 0.71:  10%|9         | 398/4169 [00:02<00:20, 186.09it/s]
Compute efficiency: 0.71:  10%|#         | 419/4169 [00:02<00:19, 191.19it/s]
Compute efficiency: 0.79:  10%|#         | 419/4169 [00:02<00:19, 191.19it/s]
Compute efficiency: 0.69:  10%|#         | 419/4169 [00:02<00:19, 191.19it/s]
Compute efficiency: 0.71:  10%|#         | 419/4169 [00:02<00:19, 191.19it/s]
Compute efficiency: 0.76:  10%|#         | 419/4169 [00:02<00:19, 191.19it/s]
Compute efficiency: 0.68:  10%|#         | 419/4169 [00:02<00:19, 191.19it/s]
Compute efficiency: 0.70:  10%|#         | 419/4169 [00:02<00:19, 191.19it/s]
Compute efficiency: 0.53:  10%|#         | 419/4169 [00:02<00:19, 191.19it/s]
Compute efficiency: 0.92:  10%|#         | 419/4169 [00:02<00:19, 191.19it/s]
Compute efficiency: 0.64:  10%|#         | 419/4169 [00:02<00:19, 191.19it/s]
Compute efficiency: 0.70:  10%|#         | 419/4169 [00:02<00:19, 191.19it/s]
Compute efficiency: 0.68:  10%|#         | 419/4169 [00:02<00:19, 191.19it/s]
Compute efficiency: 0.68:  10%|#         | 419/4169 [00:02<00:19, 191.19it/s]
Compute efficiency: 0.65:  10%|#         | 419/4169 [00:02<00:19, 191.19it/s]
Compute efficiency: 0.64:  10%|#         | 419/4169 [00:02<00:19, 191.19it/s]
Compute efficiency: 0.79:  10%|#         | 419/4169 [00:02<00:19, 191.19it/s]
Compute efficiency: 0.69:  10%|#         | 419/4169 [00:02<00:19, 191.19it/s]
Compute efficiency: 0.73:  10%|#         | 419/4169 [00:02<00:19, 191.19it/s]
Compute efficiency: 0.70:  10%|#         | 419/4169 [00:02<00:19, 191.19it/s]
Compute efficiency: 0.79:  10%|#         | 419/4169 [00:02<00:19, 191.19it/s]
Compute efficiency: 0.72:  10%|#         | 419/4169 [00:02<00:19, 191.19it/s]
Compute efficiency: 0.72:  11%|#         | 439/4169 [00:02<00:19, 189.40it/s]
Compute efficiency: 0.68:  11%|#         | 439/4169 [00:02<00:19, 189.40it/s]
Compute efficiency: 0.67:  11%|#         | 439/4169 [00:02<00:19, 189.40it/s]
Compute efficiency: 0.70:  11%|#         | 439/4169 [00:02<00:19, 189.40it/s]
Compute efficiency: 0.80:  11%|#         | 439/4169 [00:02<00:19, 189.40it/s]
Compute efficiency: 0.78:  11%|#         | 439/4169 [00:02<00:19, 189.40it/s]
Compute efficiency: 0.68:  11%|#         | 439/4169 [00:02<00:19, 189.40it/s]
Compute efficiency: 0.71:  11%|#         | 439/4169 [00:02<00:19, 189.40it/s]
Compute efficiency: 0.69:  11%|#         | 439/4169 [00:02<00:19, 189.40it/s]
Compute efficiency: 0.70:  11%|#         | 439/4169 [00:02<00:19, 189.40it/s]
Compute efficiency: 0.64:  11%|#         | 439/4169 [00:02<00:19, 189.40it/s]
Compute efficiency: 0.67:  11%|#         | 439/4169 [00:02<00:19, 189.40it/s]
Compute efficiency: 0.67:  11%|#         | 439/4169 [00:02<00:19, 189.40it/s]
Compute efficiency: 0.82:  11%|#         | 439/4169 [00:02<00:19, 189.40it/s]
Compute efficiency: 0.71:  11%|#         | 439/4169 [00:02<00:19, 189.40it/s]
Compute efficiency: 0.74:  11%|#         | 439/4169 [00:02<00:19, 189.40it/s]
Compute efficiency: 0.64:  11%|#         | 439/4169 [00:02<00:19, 189.40it/s]
Compute efficiency: 0.65:  11%|#         | 439/4169 [00:02<00:19, 189.40it/s]
Compute efficiency: 0.79:  11%|#         | 439/4169 [00:02<00:19, 189.40it/s]
Compute efficiency: 0.70:  11%|#         | 439/4169 [00:02<00:19, 189.40it/s]
Compute efficiency: 0.73:  11%|#         | 439/4169 [00:02<00:19, 189.40it/s]
Compute efficiency: 0.73:  11%|#1        | 459/4169 [00:02<00:19, 192.20it/s]
Compute efficiency: 0.65:  11%|#1        | 459/4169 [00:02<00:19, 192.20it/s]
Compute efficiency: 0.68:  11%|#1        | 459/4169 [00:02<00:19, 192.20it/s]
Compute efficiency: 0.69:  11%|#1        | 459/4169 [00:02<00:19, 192.20it/s]
Compute efficiency: 0.64:  11%|#1        | 459/4169 [00:02<00:19, 192.20it/s]
Compute efficiency: 0.67:  11%|#1        | 459/4169 [00:02<00:19, 192.20it/s]
Compute efficiency: 0.77:  11%|#1        | 459/4169 [00:02<00:19, 192.20it/s]
Compute efficiency: 0.68:  11%|#1        | 459/4169 [00:02<00:19, 192.20it/s]
Compute efficiency: 0.60:  11%|#1        | 459/4169 [00:02<00:19, 192.20it/s]
Compute efficiency: 0.89:  11%|#1        | 459/4169 [00:02<00:19, 192.20it/s]
Compute efficiency: 0.64:  11%|#1        | 459/4169 [00:02<00:19, 192.20it/s]
Compute efficiency: 0.67:  11%|#1        | 459/4169 [00:02<00:19, 192.20it/s]
Compute efficiency: 0.67:  11%|#1        | 459/4169 [00:02<00:19, 192.20it/s]
Compute efficiency: 0.67:  11%|#1        | 459/4169 [00:02<00:19, 192.20it/s]
Compute efficiency: 0.68:  11%|#1        | 459/4169 [00:02<00:19, 192.20it/s]
Compute efficiency: 0.68:  11%|#1        | 459/4169 [00:02<00:19, 192.20it/s]
Compute efficiency: 0.64:  11%|#1        | 459/4169 [00:02<00:19, 192.20it/s]
Compute efficiency: 0.79:  11%|#1        | 459/4169 [00:02<00:19, 192.20it/s]
Compute efficiency: 0.70:  11%|#1        | 459/4169 [00:02<00:19, 192.20it/s]
Compute efficiency: 0.70:  11%|#1        | 459/4169 [00:02<00:19, 192.20it/s]
Compute efficiency: 0.71:  11%|#1        | 459/4169 [00:02<00:19, 192.20it/s]
Compute efficiency: 0.70:  11%|#1        | 459/4169 [00:02<00:19, 192.20it/s]
Compute efficiency: 0.70:  12%|#1        | 480/4169 [00:02<00:18, 196.09it/s]
Compute efficiency: 0.79:  12%|#1        | 480/4169 [00:02<00:18, 196.09it/s]
Compute efficiency: 0.70:  12%|#1        | 480/4169 [00:02<00:18, 196.09it/s]
Compute efficiency: 0.74:  12%|#1        | 480/4169 [00:02<00:18, 196.09it/s]
Compute efficiency: 0.65:  12%|#1        | 480/4169 [00:02<00:18, 196.09it/s]
Compute efficiency: 0.66:  12%|#1        | 480/4169 [00:02<00:18, 196.09it/s]
Compute efficiency: 0.55:  12%|#1        | 480/4169 [00:02<00:18, 196.09it/s]
Compute efficiency: 0.83:  12%|#1        | 480/4169 [00:02<00:18, 196.09it/s]
Compute efficiency: 0.79:  12%|#1        | 480/4169 [00:02<00:18, 196.09it/s]
Compute efficiency: 0.69:  12%|#1        | 480/4169 [00:02<00:18, 196.09it/s]
Compute efficiency: 0.71:  12%|#1        | 480/4169 [00:02<00:18, 196.09it/s]
Compute efficiency: 0.69:  12%|#1        | 480/4169 [00:02<00:18, 196.09it/s]
Compute efficiency: 0.79:  12%|#1        | 480/4169 [00:02<00:18, 196.09it/s]
Compute efficiency: 0.64:  12%|#1        | 480/4169 [00:02<00:18, 196.09it/s]
Compute efficiency: 0.78:  12%|#1        | 480/4169 [00:02<00:18, 196.09it/s]
Compute efficiency: 0.70:  12%|#1        | 480/4169 [00:02<00:18, 196.09it/s]
Compute efficiency: 0.72:  12%|#1        | 480/4169 [00:02<00:18, 196.09it/s]
Compute efficiency: 0.70:  12%|#1        | 480/4169 [00:02<00:18, 196.09it/s]
Compute efficiency: 0.69:  12%|#1        | 480/4169 [00:02<00:18, 196.09it/s]
Compute efficiency: 0.68:  12%|#1        | 480/4169 [00:02<00:18, 196.09it/s]
Compute efficiency: 0.82:  12%|#1        | 480/4169 [00:02<00:18, 196.09it/s]
Compute efficiency: 0.82:  12%|#1        | 500/4169 [00:02<00:19, 190.19it/s]
Compute efficiency: 0.65:  12%|#1        | 500/4169 [00:02<00:19, 190.19it/s]
Compute efficiency: 0.72:  12%|#1        | 500/4169 [00:02<00:19, 190.19it/s]
Compute efficiency: 0.76:  12%|#1        | 500/4169 [00:02<00:19, 190.19it/s]
Compute efficiency: 0.80:  12%|#1        | 500/4169 [00:02<00:19, 190.19it/s]
Compute efficiency: 0.70:  12%|#1        | 500/4169 [00:02<00:19, 190.19it/s]
Compute efficiency: 0.65:  12%|#1        | 500/4169 [00:02<00:19, 190.19it/s]
Compute efficiency: 0.66:  12%|#1        | 500/4169 [00:02<00:19, 190.19it/s]
Compute efficiency: 0.77:  12%|#1        | 500/4169 [00:02<00:19, 190.19it/s]
Compute efficiency: 0.65:  12%|#1        | 500/4169 [00:02<00:19, 190.19it/s]
Compute efficiency: 0.65:  12%|#1        | 500/4169 [00:02<00:19, 190.19it/s]
Compute efficiency: 0.65:  12%|#1        | 500/4169 [00:02<00:19, 190.19it/s]
Compute efficiency: 0.67:  12%|#1        | 500/4169 [00:02<00:19, 190.19it/s]
Compute efficiency: 0.66:  12%|#1        | 500/4169 [00:02<00:19, 190.19it/s]
Compute efficiency: 0.68:  12%|#1        | 500/4169 [00:02<00:19, 190.19it/s]
Compute efficiency: 0.63:  12%|#1        | 500/4169 [00:02<00:19, 190.19it/s]
Compute efficiency: 0.82:  12%|#1        | 500/4169 [00:02<00:19, 190.19it/s]
Compute efficiency: 0.69:  12%|#1        | 500/4169 [00:02<00:19, 190.19it/s]
Compute efficiency: 0.73:  12%|#1        | 500/4169 [00:02<00:19, 190.19it/s]
Compute efficiency: 0.71:  12%|#1        | 500/4169 [00:02<00:19, 190.19it/s]
Compute efficiency: 0.66:  12%|#1        | 500/4169 [00:03<00:19, 190.19it/s]
Compute efficiency: 0.66:  12%|#2        | 520/4169 [00:03<00:18, 192.39it/s]
Compute efficiency: 0.64:  12%|#2        | 520/4169 [00:03<00:18, 192.39it/s]
Compute efficiency: 0.69:  12%|#2        | 520/4169 [00:03<00:18, 192.39it/s]
Compute efficiency: 0.68:  12%|#2        | 520/4169 [00:03<00:18, 192.39it/s]
Compute efficiency: 0.82:  12%|#2        | 520/4169 [00:03<00:18, 192.39it/s]
Compute efficiency: 0.70:  12%|#2        | 520/4169 [00:03<00:18, 192.39it/s]
Compute efficiency: 0.69:  12%|#2        | 520/4169 [00:03<00:18, 192.39it/s]
Compute efficiency: 0.71:  12%|#2        | 520/4169 [00:03<00:18, 192.39it/s]
Compute efficiency: 0.81:  12%|#2        | 520/4169 [00:03<00:18, 192.39it/s]
Compute efficiency: 0.66:  12%|#2        | 520/4169 [00:03<00:18, 192.39it/s]
Compute efficiency: 0.71:  12%|#2        | 520/4169 [00:03<00:18, 192.39it/s]
Compute efficiency: 0.73:  12%|#2        | 520/4169 [00:03<00:18, 192.39it/s]
Compute efficiency: 0.81:  12%|#2        | 520/4169 [00:03<00:18, 192.39it/s]
Compute efficiency: 0.68:  12%|#2        | 520/4169 [00:03<00:18, 192.39it/s]
Compute efficiency: 0.55:  12%|#2        | 520/4169 [00:03<00:18, 192.39it/s]
Compute efficiency: 0.92:  12%|#2        | 520/4169 [00:03<00:18, 192.39it/s]
Compute efficiency: 0.73:  12%|#2        | 520/4169 [00:03<00:18, 192.39it/s]
Compute efficiency: 0.68:  12%|#2        | 520/4169 [00:03<00:18, 192.39it/s]
Compute efficiency: 0.67:  12%|#2        | 520/4169 [00:03<00:18, 192.39it/s]
Compute efficiency: 0.67:  12%|#2        | 520/4169 [00:03<00:18, 192.39it/s]
Compute efficiency: 0.64:  12%|#2        | 520/4169 [00:03<00:18, 192.39it/s]
Compute efficiency: 0.64:  13%|#2        | 540/4169 [00:03<00:18, 192.24it/s]
Compute efficiency: 0.64:  13%|#2        | 540/4169 [00:03<00:18, 192.24it/s]
Compute efficiency: 0.66:  13%|#2        | 540/4169 [00:03<00:18, 192.24it/s]
Compute efficiency: 0.66:  13%|#2        | 540/4169 [00:03<00:18, 192.24it/s]
Compute efficiency: 0.67:  13%|#2        | 540/4169 [00:03<00:18, 192.24it/s]
Compute efficiency: 0.80:  13%|#2        | 540/4169 [00:03<00:18, 192.24it/s]
Compute efficiency: 0.65:  13%|#2        | 540/4169 [00:03<00:18, 192.24it/s]
Compute efficiency: 0.74:  13%|#2        | 540/4169 [00:03<00:18, 192.24it/s]
Compute efficiency: 0.65:  13%|#2        | 540/4169 [00:03<00:18, 192.24it/s]
Compute efficiency: 0.65:  13%|#2        | 540/4169 [00:03<00:18, 192.24it/s]
Compute efficiency: 0.73:  13%|#2        | 540/4169 [00:03<00:18, 192.24it/s]
Compute efficiency: 0.70:  13%|#2        | 540/4169 [00:03<00:18, 192.24it/s]
Compute efficiency: 0.71:  13%|#2        | 540/4169 [00:03<00:18, 192.24it/s]
Compute efficiency: 0.78:  13%|#2        | 540/4169 [00:03<00:18, 192.24it/s]
Compute efficiency: 0.69:  13%|#2        | 540/4169 [00:03<00:18, 192.24it/s]
Compute efficiency: 0.61:  13%|#2        | 540/4169 [00:03<00:18, 192.24it/s]
Compute efficiency: 0.87:  13%|#2        | 540/4169 [00:03<00:18, 192.24it/s]
Compute efficiency: 0.65:  13%|#2        | 540/4169 [00:03<00:18, 192.24it/s]
Compute efficiency: 0.93:  13%|#2        | 540/4169 [00:03<00:18, 192.24it/s]
Compute efficiency: 0.77:  13%|#2        | 540/4169 [00:03<00:18, 192.24it/s]
Compute efficiency: 0.70:  13%|#2        | 540/4169 [00:03<00:18, 192.24it/s]
Compute efficiency: 0.70:  13%|#3        | 560/4169 [00:03<00:19, 187.58it/s]
Compute efficiency: 0.62:  13%|#3        | 560/4169 [00:03<00:19, 187.58it/s]
Compute efficiency: 0.80:  13%|#3        | 560/4169 [00:03<00:19, 187.58it/s]
Compute efficiency: 0.69:  13%|#3        | 560/4169 [00:03<00:19, 187.58it/s]
Compute efficiency: 0.72:  13%|#3        | 560/4169 [00:03<00:19, 187.58it/s]
Compute efficiency: 0.70:  13%|#3        | 560/4169 [00:03<00:19, 187.58it/s]
Compute efficiency: 0.65:  13%|#3        | 560/4169 [00:03<00:19, 187.58it/s]
Compute efficiency: 0.68:  13%|#3        | 560/4169 [00:03<00:19, 187.58it/s]
Compute efficiency: 0.67:  13%|#3        | 560/4169 [00:03<00:19, 187.58it/s]
Compute efficiency: 0.60:  13%|#3        | 560/4169 [00:03<00:19, 187.58it/s]
Compute efficiency: 0.64:  13%|#3        | 560/4169 [00:03<00:19, 187.58it/s]
Compute efficiency: 0.71:  13%|#3        | 560/4169 [00:03<00:19, 187.58it/s]
Compute efficiency: 0.76:  13%|#3        | 560/4169 [00:03<00:19, 187.58it/s]
Compute efficiency: 0.65:  13%|#3        | 560/4169 [00:03<00:19, 187.58it/s]
Compute efficiency: 0.68:  13%|#3        | 560/4169 [00:03<00:19, 187.58it/s]
Compute efficiency: 0.83:  13%|#3        | 560/4169 [00:03<00:19, 187.58it/s]
Compute efficiency: 0.62:  13%|#3        | 560/4169 [00:03<00:19, 187.58it/s]
Compute efficiency: 0.70:  13%|#3        | 560/4169 [00:03<00:19, 187.58it/s]
Compute efficiency: 0.81:  13%|#3        | 560/4169 [00:03<00:19, 187.58it/s]
Compute efficiency: 0.69:  13%|#3        | 560/4169 [00:03<00:19, 187.58it/s]
Compute efficiency: 0.72:  13%|#3        | 560/4169 [00:03<00:19, 187.58it/s]
Compute efficiency: 0.72:  14%|#3        | 580/4169 [00:03<00:18, 189.84it/s]
Compute efficiency: 0.62:  14%|#3        | 580/4169 [00:03<00:18, 189.84it/s]
Compute efficiency: 0.67:  14%|#3        | 580/4169 [00:03<00:18, 189.84it/s]
Compute efficiency: 0.56:  14%|#3        | 580/4169 [00:03<00:18, 189.84it/s]
Compute efficiency: 0.77:  14%|#3        | 580/4169 [00:03<00:18, 189.84it/s]
Compute efficiency: 0.64:  14%|#3        | 580/4169 [00:03<00:18, 189.84it/s]
Compute efficiency: 0.80:  14%|#3        | 580/4169 [00:03<00:18, 189.84it/s]
Compute efficiency: 0.67:  14%|#3        | 580/4169 [00:03<00:18, 189.84it/s]
Compute efficiency: 0.73:  14%|#3        | 580/4169 [00:03<00:18, 189.84it/s]
Compute efficiency: 0.54:  14%|#3        | 580/4169 [00:03<00:18, 189.84it/s]
Compute efficiency: 0.89:  14%|#3        | 580/4169 [00:03<00:18, 189.84it/s]
Compute efficiency: 0.70:  14%|#3        | 580/4169 [00:03<00:18, 189.84it/s]
Compute efficiency: 0.74:  14%|#3        | 580/4169 [00:03<00:18, 189.84it/s]
Compute efficiency: 0.63:  14%|#3        | 580/4169 [00:03<00:18, 189.84it/s]
Compute efficiency: 0.79:  14%|#3        | 580/4169 [00:03<00:18, 189.84it/s]
Compute efficiency: 0.63:  14%|#3        | 580/4169 [00:03<00:18, 189.84it/s]
Compute efficiency: 0.82:  14%|#3        | 580/4169 [00:03<00:18, 189.84it/s]
Compute efficiency: 0.69:  14%|#3        | 580/4169 [00:03<00:18, 189.84it/s]
Compute efficiency: 0.70:  14%|#3        | 580/4169 [00:03<00:18, 189.84it/s]
Compute efficiency: 0.70:  14%|#3        | 580/4169 [00:03<00:18, 189.84it/s]
Compute efficiency: 0.65:  14%|#3        | 580/4169 [00:03<00:18, 189.84it/s]
Compute efficiency: 0.65:  14%|#4        | 600/4169 [00:03<00:18, 190.33it/s]
Compute efficiency: 0.79:  14%|#4        | 600/4169 [00:03<00:18, 190.33it/s]
Compute efficiency: 0.67:  14%|#4        | 600/4169 [00:03<00:18, 190.33it/s]
Compute efficiency: 0.69:  14%|#4        | 600/4169 [00:03<00:18, 190.33it/s]
Compute efficiency: 0.68:  14%|#4        | 600/4169 [00:03<00:18, 190.33it/s]
Compute efficiency: 0.70:  14%|#4        | 600/4169 [00:03<00:18, 190.33it/s]
Compute efficiency: 0.81:  14%|#4        | 600/4169 [00:03<00:18, 190.33it/s]
Compute efficiency: 0.69:  14%|#4        | 600/4169 [00:03<00:18, 190.33it/s]
Compute efficiency: 0.72:  14%|#4        | 600/4169 [00:03<00:18, 190.33it/s]
Compute efficiency: 0.67:  14%|#4        | 600/4169 [00:03<00:18, 190.33it/s]
Compute efficiency: 0.65:  14%|#4        | 600/4169 [00:03<00:18, 190.33it/s]
Compute efficiency: 0.66:  14%|#4        | 600/4169 [00:03<00:18, 190.33it/s]
Compute efficiency: 0.68:  14%|#4        | 600/4169 [00:03<00:18, 190.33it/s]
Compute efficiency: 0.64:  14%|#4        | 600/4169 [00:03<00:18, 190.33it/s]
Compute efficiency: 0.81:  14%|#4        | 600/4169 [00:03<00:18, 190.33it/s]
Compute efficiency: 0.75:  14%|#4        | 600/4169 [00:03<00:18, 190.33it/s]
Compute efficiency: 0.68:  14%|#4        | 600/4169 [00:03<00:18, 190.33it/s]
Compute efficiency: 0.73:  14%|#4        | 600/4169 [00:03<00:18, 190.33it/s]
Compute efficiency: 0.76:  14%|#4        | 600/4169 [00:03<00:18, 190.33it/s]
Compute efficiency: 0.66:  14%|#4        | 600/4169 [00:03<00:18, 190.33it/s]
Compute efficiency: 0.70:  14%|#4        | 600/4169 [00:03<00:18, 190.33it/s]
Compute efficiency: 0.69:  14%|#4        | 600/4169 [00:03<00:18, 190.33it/s]
Compute efficiency: 0.69:  15%|#4        | 621/4169 [00:03<00:18, 193.59it/s]
Compute efficiency: 0.63:  15%|#4        | 621/4169 [00:03<00:18, 193.59it/s]
Compute efficiency: 0.80:  15%|#4        | 621/4169 [00:03<00:18, 193.59it/s]
Compute efficiency: 0.77:  15%|#4        | 621/4169 [00:03<00:18, 193.59it/s]
Compute efficiency: 0.67:  15%|#4        | 621/4169 [00:03<00:18, 193.59it/s]
Compute efficiency: 0.80:  15%|#4        | 621/4169 [00:03<00:18, 193.59it/s]
Compute efficiency: 0.71:  15%|#4        | 621/4169 [00:03<00:18, 193.59it/s]
Compute efficiency: 0.71:  15%|#4        | 621/4169 [00:03<00:18, 193.59it/s]
Compute efficiency: 0.68:  15%|#4        | 621/4169 [00:03<00:18, 193.59it/s]
Compute efficiency: 0.65:  15%|#4        | 621/4169 [00:03<00:18, 193.59it/s]
Compute efficiency: 0.69:  15%|#4        | 621/4169 [00:03<00:18, 193.59it/s]
Compute efficiency: 0.62:  15%|#4        | 621/4169 [00:03<00:18, 193.59it/s]
Compute efficiency: 0.67:  15%|#4        | 621/4169 [00:03<00:18, 193.59it/s]
Compute efficiency: 0.78:  15%|#4        | 621/4169 [00:03<00:18, 193.59it/s]
Compute efficiency: 0.70:  15%|#4        | 621/4169 [00:03<00:18, 193.59it/s]
Compute efficiency: 0.70:  15%|#4        | 621/4169 [00:03<00:18, 193.59it/s]
Compute efficiency: 0.66:  15%|#4        | 621/4169 [00:03<00:18, 193.59it/s]
Compute efficiency: 0.65:  15%|#4        | 621/4169 [00:03<00:18, 193.59it/s]
Compute efficiency: 0.69:  15%|#4        | 621/4169 [00:03<00:18, 193.59it/s]
Compute efficiency: 0.80:  15%|#4        | 621/4169 [00:03<00:18, 193.59it/s]
Compute efficiency: 0.68:  15%|#4        | 621/4169 [00:03<00:18, 193.59it/s]
Compute efficiency: 0.68:  15%|#5        | 641/4169 [00:03<00:18, 192.81it/s]
Compute efficiency: 0.70:  15%|#5        | 641/4169 [00:03<00:18, 192.81it/s]
Compute efficiency: 0.74:  15%|#5        | 641/4169 [00:03<00:18, 192.81it/s]
Compute efficiency: 0.67:  15%|#5        | 641/4169 [00:03<00:18, 192.81it/s]
Compute efficiency: 0.70:  15%|#5        | 641/4169 [00:03<00:18, 192.81it/s]
Compute efficiency: 0.68:  15%|#5        | 641/4169 [00:03<00:18, 192.81it/s]
Compute efficiency: 0.69:  15%|#5        | 641/4169 [00:03<00:18, 192.81it/s]
Compute efficiency: 0.89:  15%|#5        | 641/4169 [00:03<00:18, 192.81it/s]
Compute efficiency: 0.71:  15%|#5        | 641/4169 [00:03<00:18, 192.81it/s]
Compute efficiency: 0.74:  15%|#5        | 641/4169 [00:03<00:18, 192.81it/s]
Compute efficiency: 0.66:  15%|#5        | 641/4169 [00:03<00:18, 192.81it/s]
Compute efficiency: 0.83:  15%|#5        | 641/4169 [00:03<00:18, 192.81it/s]
Compute efficiency: 0.79:  15%|#5        | 641/4169 [00:03<00:18, 192.81it/s]
Compute efficiency: 0.69:  15%|#5        | 641/4169 [00:03<00:18, 192.81it/s]
Compute efficiency: 0.73:  15%|#5        | 641/4169 [00:03<00:18, 192.81it/s]
Compute efficiency: 0.76:  15%|#5        | 641/4169 [00:03<00:18, 192.81it/s]
Compute efficiency: 0.63:  15%|#5        | 641/4169 [00:03<00:18, 192.81it/s]
Compute efficiency: 0.64:  15%|#5        | 641/4169 [00:03<00:18, 192.81it/s]
Compute efficiency: 0.64:  15%|#5        | 641/4169 [00:03<00:18, 192.81it/s]
Compute efficiency: 0.77:  15%|#5        | 641/4169 [00:03<00:18, 192.81it/s]
Compute efficiency: 0.71:  15%|#5        | 641/4169 [00:03<00:18, 192.81it/s]
Compute efficiency: 0.71:  16%|#5        | 661/4169 [00:03<00:18, 192.84it/s]
Compute efficiency: 0.68:  16%|#5        | 661/4169 [00:03<00:18, 192.84it/s]
Compute efficiency: 0.68:  16%|#5        | 661/4169 [00:03<00:18, 192.84it/s]
Compute efficiency: 0.70:  16%|#5        | 661/4169 [00:03<00:18, 192.84it/s]
Compute efficiency: 0.80:  16%|#5        | 661/4169 [00:03<00:18, 192.84it/s]
Compute efficiency: 0.68:  16%|#5        | 661/4169 [00:03<00:18, 192.84it/s]
Compute efficiency: 0.68:  16%|#5        | 661/4169 [00:03<00:18, 192.84it/s]
Compute efficiency: 0.68:  16%|#5        | 661/4169 [00:03<00:18, 192.84it/s]
Compute efficiency: 0.67:  16%|#5        | 661/4169 [00:03<00:18, 192.84it/s]
Compute efficiency: 0.71:  16%|#5        | 661/4169 [00:03<00:18, 192.84it/s]
Compute efficiency: 0.64:  16%|#5        | 661/4169 [00:03<00:18, 192.84it/s]
Compute efficiency: 0.68:  16%|#5        | 661/4169 [00:03<00:18, 192.84it/s]
Compute efficiency: 0.78:  16%|#5        | 661/4169 [00:03<00:18, 192.84it/s]
Compute efficiency: 0.64:  16%|#5        | 661/4169 [00:03<00:18, 192.84it/s]
Compute efficiency: 0.78:  16%|#5        | 661/4169 [00:03<00:18, 192.84it/s]
Compute efficiency: 0.70:  16%|#5        | 661/4169 [00:03<00:18, 192.84it/s]
Compute efficiency: 0.72:  16%|#5        | 661/4169 [00:03<00:18, 192.84it/s]
Compute efficiency: 0.74:  16%|#5        | 661/4169 [00:03<00:18, 192.84it/s]
Compute efficiency: 0.72:  16%|#5        | 661/4169 [00:03<00:18, 192.84it/s]
Compute efficiency: 0.69:  16%|#5        | 661/4169 [00:03<00:18, 192.84it/s]
Compute efficiency: 0.66:  16%|#5        | 661/4169 [00:03<00:18, 192.84it/s]
Compute efficiency: 0.65:  16%|#5        | 661/4169 [00:03<00:18, 192.84it/s]
Compute efficiency: 0.65:  16%|#6        | 682/4169 [00:03<00:17, 196.48it/s]
Compute efficiency: 0.78:  16%|#6        | 682/4169 [00:03<00:17, 196.48it/s]
Compute efficiency: 0.70:  16%|#6        | 682/4169 [00:03<00:17, 196.48it/s]
Compute efficiency: 0.67:  16%|#6        | 682/4169 [00:03<00:17, 196.48it/s]
Compute efficiency: 0.68:  16%|#6        | 682/4169 [00:03<00:17, 196.48it/s]
Compute efficiency: 0.70:  16%|#6        | 682/4169 [00:03<00:17, 196.48it/s]
Compute efficiency: 0.72:  16%|#6        | 682/4169 [00:03<00:17, 196.48it/s]
Compute efficiency: 0.66:  16%|#6        | 682/4169 [00:03<00:17, 196.48it/s]
Compute efficiency: 0.71:  16%|#6        | 682/4169 [00:03<00:17, 196.48it/s]
Compute efficiency: 0.68:  16%|#6        | 682/4169 [00:03<00:17, 196.48it/s]
Compute efficiency: 0.80:  16%|#6        | 682/4169 [00:03<00:17, 196.48it/s]
Compute efficiency: 0.60:  16%|#6        | 682/4169 [00:03<00:17, 196.48it/s]
Compute efficiency: 0.91:  16%|#6        | 682/4169 [00:03<00:17, 196.48it/s]
Compute efficiency: 0.63:  16%|#6        | 682/4169 [00:03<00:17, 196.48it/s]
Compute efficiency: 0.68:  16%|#6        | 682/4169 [00:03<00:17, 196.48it/s]
Compute efficiency: 0.71:  16%|#6        | 682/4169 [00:03<00:17, 196.48it/s]
Compute efficiency: 0.66:  16%|#6        | 682/4169 [00:03<00:17, 196.48it/s]
Compute efficiency: 0.69:  16%|#6        | 682/4169 [00:03<00:17, 196.48it/s]
Compute efficiency: 0.81:  16%|#6        | 682/4169 [00:03<00:17, 196.48it/s]
Compute efficiency: 0.71:  16%|#6        | 682/4169 [00:03<00:17, 196.48it/s]
Compute efficiency: 0.71:  16%|#6        | 682/4169 [00:03<00:17, 196.48it/s]
Compute efficiency: 0.65:  16%|#6        | 682/4169 [00:03<00:17, 196.48it/s]
Compute efficiency: 0.65:  17%|#6        | 703/4169 [00:03<00:17, 198.91it/s]
Compute efficiency: 0.61:  17%|#6        | 703/4169 [00:03<00:17, 198.91it/s]
Compute efficiency: 0.81:  17%|#6        | 703/4169 [00:03<00:17, 198.91it/s]
Compute efficiency: 0.69:  17%|#6        | 703/4169 [00:03<00:17, 198.91it/s]
Compute efficiency: 0.74:  17%|#6        | 703/4169 [00:03<00:17, 198.91it/s]
Compute efficiency: 0.66:  17%|#6        | 703/4169 [00:03<00:17, 198.91it/s]
Compute efficiency: 0.67:  17%|#6        | 703/4169 [00:03<00:17, 198.91it/s]
Compute efficiency: 0.65:  17%|#6        | 703/4169 [00:03<00:17, 198.91it/s]
Compute efficiency: 0.68:  17%|#6        | 703/4169 [00:03<00:17, 198.91it/s]
Compute efficiency: 0.65:  17%|#6        | 703/4169 [00:03<00:17, 198.91it/s]
Compute efficiency: 0.79:  17%|#6        | 703/4169 [00:03<00:17, 198.91it/s]
Compute efficiency: 0.71:  17%|#6        | 703/4169 [00:03<00:17, 198.91it/s]
Compute efficiency: 0.73:  17%|#6        | 703/4169 [00:04<00:17, 198.91it/s]
Compute efficiency: 0.66:  17%|#6        | 703/4169 [00:04<00:17, 198.91it/s]
Compute efficiency: 0.66:  17%|#6        | 703/4169 [00:04<00:17, 198.91it/s]
Compute efficiency: 0.65:  17%|#6        | 703/4169 [00:04<00:17, 198.91it/s]
Compute efficiency: 0.65:  17%|#6        | 703/4169 [00:04<00:17, 198.91it/s]
Compute efficiency: 0.66:  17%|#6        | 703/4169 [00:04<00:17, 198.91it/s]
Compute efficiency: 0.64:  17%|#6        | 703/4169 [00:04<00:17, 198.91it/s]
Compute efficiency: 0.80:  17%|#6        | 703/4169 [00:04<00:17, 198.91it/s]
Compute efficiency: 0.67:  17%|#6        | 703/4169 [00:04<00:17, 198.91it/s]
Compute efficiency: 0.73:  17%|#6        | 703/4169 [00:04<00:17, 198.91it/s]
Compute efficiency: 0.73:  17%|#7        | 724/4169 [00:04<00:17, 200.61it/s]
Compute efficiency: 0.61:  17%|#7        | 724/4169 [00:04<00:17, 200.61it/s]
Compute efficiency: 0.93:  17%|#7        | 724/4169 [00:04<00:17, 200.61it/s]
Compute efficiency: 0.69:  17%|#7        | 724/4169 [00:04<00:17, 200.61it/s]
Compute efficiency: 0.71:  17%|#7        | 724/4169 [00:04<00:17, 200.61it/s]
Compute efficiency: 0.70:  17%|#7        | 724/4169 [00:04<00:17, 200.61it/s]
Compute efficiency: 0.80:  17%|#7        | 724/4169 [00:04<00:17, 200.61it/s]
Compute efficiency: 0.68:  17%|#7        | 724/4169 [00:04<00:17, 200.61it/s]
Compute efficiency: 0.69:  17%|#7        | 724/4169 [00:04<00:17, 200.61it/s]
Compute efficiency: 0.68:  17%|#7        | 724/4169 [00:04<00:17, 200.61it/s]
Compute efficiency: 0.65:  17%|#7        | 724/4169 [00:04<00:17, 200.61it/s]
Compute efficiency: 0.62:  17%|#7        | 724/4169 [00:04<00:17, 200.61it/s]
Compute efficiency: 0.65:  17%|#7        | 724/4169 [00:04<00:17, 200.61it/s]
Compute efficiency: 0.71:  17%|#7        | 724/4169 [00:04<00:17, 200.61it/s]
Compute efficiency: 0.71:  17%|#7        | 724/4169 [00:04<00:17, 200.61it/s]
Compute efficiency: 0.78:  17%|#7        | 724/4169 [00:04<00:17, 200.61it/s]
Compute efficiency: 0.69:  17%|#7        | 724/4169 [00:04<00:17, 200.61it/s]
Compute efficiency: 0.68:  17%|#7        | 724/4169 [00:04<00:17, 200.61it/s]
Compute efficiency: 0.80:  17%|#7        | 724/4169 [00:04<00:17, 200.61it/s]
Compute efficiency: 0.68:  17%|#7        | 724/4169 [00:04<00:17, 200.61it/s]
Compute efficiency: 0.73:  17%|#7        | 724/4169 [00:04<00:17, 200.61it/s]
Compute efficiency: 0.65:  17%|#7        | 724/4169 [00:04<00:17, 200.61it/s]
Compute efficiency: 0.65:  18%|#7        | 745/4169 [00:04<00:17, 196.98it/s]
Compute efficiency: 0.66:  18%|#7        | 745/4169 [00:04<00:17, 196.98it/s]
Compute efficiency: 0.67:  18%|#7        | 745/4169 [00:04<00:17, 196.98it/s]
Compute efficiency: 0.68:  18%|#7        | 745/4169 [00:04<00:17, 196.98it/s]
Compute efficiency: 0.65:  18%|#7        | 745/4169 [00:04<00:17, 196.98it/s]
Compute efficiency: 0.81:  18%|#7        | 745/4169 [00:04<00:17, 196.98it/s]
Compute efficiency: 0.69:  18%|#7        | 745/4169 [00:04<00:17, 196.98it/s]
Compute efficiency: 0.61:  18%|#7        | 745/4169 [00:04<00:17, 196.98it/s]
Compute efficiency: 0.86:  18%|#7        | 745/4169 [00:04<00:17, 196.98it/s]
Compute efficiency: 0.70:  18%|#7        | 745/4169 [00:04<00:17, 196.98it/s]
Compute efficiency: 0.65:  18%|#7        | 745/4169 [00:04<00:17, 196.98it/s]
Compute efficiency: 0.68:  18%|#7        | 745/4169 [00:04<00:17, 196.98it/s]
Compute efficiency: 0.79:  18%|#7        | 745/4169 [00:04<00:17, 196.98it/s]
Compute efficiency: 0.64:  18%|#7        | 745/4169 [00:04<00:17, 196.98it/s]
Compute efficiency: 0.71:  18%|#7        | 745/4169 [00:04<00:17, 196.98it/s]
Compute efficiency: 0.69:  18%|#7        | 745/4169 [00:04<00:17, 196.98it/s]
Compute efficiency: 0.70:  18%|#7        | 745/4169 [00:04<00:17, 196.98it/s]
Compute efficiency: 0.70:  18%|#7        | 745/4169 [00:04<00:17, 196.98it/s]
Compute efficiency: 0.80:  18%|#7        | 745/4169 [00:04<00:17, 196.98it/s]
Compute efficiency: 0.68:  18%|#7        | 745/4169 [00:04<00:17, 196.98it/s]
Compute efficiency: 0.73:  18%|#7        | 745/4169 [00:04<00:17, 196.98it/s]
Compute efficiency: 0.73:  18%|#8        | 765/4169 [00:04<00:17, 196.75it/s]
Compute efficiency: 0.73:  18%|#8        | 765/4169 [00:04<00:17, 196.75it/s]
Compute efficiency: 0.67:  18%|#8        | 765/4169 [00:04<00:17, 196.75it/s]
Compute efficiency: 0.66:  18%|#8        | 765/4169 [00:04<00:17, 196.75it/s]
Compute efficiency: 0.69:  18%|#8        | 765/4169 [00:04<00:17, 196.75it/s]
Compute efficiency: 0.69:  18%|#8        | 765/4169 [00:04<00:17, 196.75it/s]
Compute efficiency: 0.79:  18%|#8        | 765/4169 [00:04<00:17, 196.75it/s]
Compute efficiency: 0.69:  18%|#8        | 765/4169 [00:04<00:17, 196.75it/s]
Compute efficiency: 0.72:  18%|#8        | 765/4169 [00:04<00:17, 196.75it/s]
Compute efficiency: 0.74:  18%|#8        | 765/4169 [00:04<00:17, 196.75it/s]
Compute efficiency: 0.75:  18%|#8        | 765/4169 [00:04<00:17, 196.75it/s]
Compute efficiency: 0.67:  18%|#8        | 765/4169 [00:04<00:17, 196.75it/s]
Compute efficiency: 0.71:  18%|#8        | 765/4169 [00:04<00:17, 196.75it/s]
Compute efficiency: 0.76:  18%|#8        | 765/4169 [00:04<00:17, 196.75it/s]
Compute efficiency: 0.81:  18%|#8        | 765/4169 [00:04<00:17, 196.75it/s]
Compute efficiency: 0.68:  18%|#8        | 765/4169 [00:04<00:17, 196.75it/s]
Compute efficiency: 0.63:  18%|#8        | 765/4169 [00:04<00:17, 196.75it/s]
Compute efficiency: 0.79:  18%|#8        | 765/4169 [00:04<00:17, 196.75it/s]
Compute efficiency: 0.70:  18%|#8        | 765/4169 [00:04<00:17, 196.75it/s]
Compute efficiency: 0.73:  18%|#8        | 765/4169 [00:04<00:17, 196.75it/s]
Compute efficiency: 0.68:  18%|#8        | 765/4169 [00:04<00:17, 196.75it/s]
Compute efficiency: 0.68:  19%|#8        | 785/4169 [00:04<00:17, 192.79it/s]
Compute efficiency: 0.65:  19%|#8        | 785/4169 [00:04<00:17, 192.79it/s]
Compute efficiency: 0.68:  19%|#8        | 785/4169 [00:04<00:17, 192.79it/s]
Compute efficiency: 0.66:  19%|#8        | 785/4169 [00:04<00:17, 192.79it/s]
Compute efficiency: 0.68:  19%|#8        | 785/4169 [00:04<00:17, 192.79it/s]
Compute efficiency: 0.73:  19%|#8        | 785/4169 [00:04<00:17, 192.79it/s]
Compute efficiency: 0.68:  19%|#8        | 785/4169 [00:04<00:17, 192.79it/s]
Compute efficiency: 0.79:  19%|#8        | 785/4169 [00:04<00:17, 192.79it/s]
Compute efficiency: 0.68:  19%|#8        | 785/4169 [00:04<00:17, 192.79it/s]
Compute efficiency: 0.72:  19%|#8        | 785/4169 [00:04<00:17, 192.79it/s]
Compute efficiency: 0.66:  19%|#8        | 785/4169 [00:04<00:17, 192.79it/s]
Compute efficiency: 0.65:  19%|#8        | 785/4169 [00:04<00:17, 192.79it/s]
Compute efficiency: 0.66:  19%|#8        | 785/4169 [00:04<00:17, 192.79it/s]
Compute efficiency: 0.79:  19%|#8        | 785/4169 [00:04<00:17, 192.79it/s]
Compute efficiency: 0.70:  19%|#8        | 785/4169 [00:04<00:17, 192.79it/s]
Compute efficiency: 0.72:  19%|#8        | 785/4169 [00:04<00:17, 192.79it/s]
Compute efficiency: 0.73:  19%|#8        | 785/4169 [00:04<00:17, 192.79it/s]
Compute efficiency: 0.82:  19%|#8        | 785/4169 [00:04<00:17, 192.79it/s]
Compute efficiency: 0.69:  19%|#8        | 785/4169 [00:04<00:17, 192.79it/s]
Compute efficiency: 0.70:  19%|#8        | 785/4169 [00:04<00:17, 192.79it/s]
Compute efficiency: 0.69:  19%|#8        | 785/4169 [00:04<00:17, 192.79it/s]
Compute efficiency: 0.69:  19%|#9        | 805/4169 [00:04<00:17, 194.82it/s]
Compute efficiency: 0.76:  19%|#9        | 805/4169 [00:04<00:17, 194.82it/s]
Compute efficiency: 0.68:  19%|#9        | 805/4169 [00:04<00:17, 194.82it/s]
Compute efficiency: 0.69:  19%|#9        | 805/4169 [00:04<00:17, 194.82it/s]
Compute efficiency: 0.56:  19%|#9        | 805/4169 [00:04<00:17, 194.82it/s]
Compute efficiency: 0.93:  19%|#9        | 805/4169 [00:04<00:17, 194.82it/s]
Compute efficiency: 0.65:  19%|#9        | 805/4169 [00:04<00:17, 194.82it/s]
Compute efficiency: 0.71:  19%|#9        | 805/4169 [00:04<00:17, 194.82it/s]
Compute efficiency: 0.68:  19%|#9        | 805/4169 [00:04<00:17, 194.82it/s]
Compute efficiency: 0.66:  19%|#9        | 805/4169 [00:04<00:17, 194.82it/s]
Compute efficiency: 0.68:  19%|#9        | 805/4169 [00:04<00:17, 194.82it/s]
Compute efficiency: 0.65:  19%|#9        | 805/4169 [00:04<00:17, 194.82it/s]
Compute efficiency: 0.68:  19%|#9        | 805/4169 [00:04<00:17, 194.82it/s]
Compute efficiency: 0.67:  19%|#9        | 805/4169 [00:04<00:17, 194.82it/s]
Compute efficiency: 0.69:  19%|#9        | 805/4169 [00:04<00:17, 194.82it/s]
Compute efficiency: 0.80:  19%|#9        | 805/4169 [00:04<00:17, 194.82it/s]
Compute efficiency: 0.66:  19%|#9        | 805/4169 [00:04<00:17, 194.82it/s]
Compute efficiency: 0.73:  19%|#9        | 805/4169 [00:04<00:17, 194.82it/s]
Compute efficiency: 0.76:  19%|#9        | 805/4169 [00:04<00:17, 194.82it/s]
Compute efficiency: 0.67:  19%|#9        | 805/4169 [00:04<00:17, 194.82it/s]
Compute efficiency: 0.67:  19%|#9        | 805/4169 [00:04<00:17, 194.82it/s]
Compute efficiency: 0.67:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.65:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.69:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.67:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.65:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.65:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.67:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.63:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.64:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.68:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.76:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.62:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.70:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.67:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.66:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.63:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.79:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.70:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.73:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.71:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.69:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.64:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.68:  20%|#9        | 825/4169 [00:04<00:17, 194.75it/s]
Compute efficiency: 0.68:  20%|##        | 847/4169 [00:04<00:16, 201.67it/s]
Compute efficiency: 0.79:  20%|##        | 847/4169 [00:04<00:16, 201.67it/s]
Compute efficiency: 0.69:  20%|##        | 847/4169 [00:04<00:16, 201.67it/s]
Compute efficiency: 0.72:  20%|##        | 847/4169 [00:04<00:16, 201.67it/s]
Compute efficiency: 0.71:  20%|##        | 847/4169 [00:04<00:16, 201.67it/s]
Compute efficiency: 0.68:  20%|##        | 847/4169 [00:04<00:16, 201.67it/s]
Compute efficiency: 0.69:  20%|##        | 847/4169 [00:04<00:16, 201.67it/s]
Compute efficiency: 0.66:  20%|##        | 847/4169 [00:04<00:16, 201.67it/s]
Compute efficiency: 0.74:  20%|##        | 847/4169 [00:04<00:16, 201.67it/s]
Compute efficiency: 0.80:  20%|##        | 847/4169 [00:04<00:16, 201.67it/s]
Compute efficiency: 0.69:  20%|##        | 847/4169 [00:04<00:16, 201.67it/s]
Compute efficiency: 0.66:  20%|##        | 847/4169 [00:04<00:16, 201.67it/s]
Compute efficiency: 0.68:  20%|##        | 847/4169 [00:04<00:16, 201.67it/s]
Compute efficiency: 0.54:  20%|##        | 847/4169 [00:04<00:16, 201.67it/s]
Compute efficiency: 0.87:  20%|##        | 847/4169 [00:04<00:16, 201.67it/s]
Compute efficiency: 0.72:  20%|##        | 847/4169 [00:04<00:16, 201.67it/s]
Compute efficiency: 0.74:  20%|##        | 847/4169 [00:04<00:16, 201.67it/s]
Compute efficiency: 0.67:  20%|##        | 847/4169 [00:04<00:16, 201.67it/s]
Compute efficiency: 0.68:  20%|##        | 847/4169 [00:04<00:16, 201.67it/s]
Compute efficiency: 0.65:  20%|##        | 847/4169 [00:04<00:16, 201.67it/s]
Compute efficiency: 0.68:  20%|##        | 847/4169 [00:04<00:16, 201.67it/s]
Compute efficiency: 0.80:  20%|##        | 847/4169 [00:04<00:16, 201.67it/s]
Compute efficiency: 0.80:  21%|##        | 868/4169 [00:04<00:16, 198.99it/s]
Compute efficiency: 0.56:  21%|##        | 868/4169 [00:04<00:16, 198.99it/s]
Compute efficiency: 0.90:  21%|##        | 868/4169 [00:04<00:16, 198.99it/s]
Compute efficiency: 0.65:  21%|##        | 868/4169 [00:04<00:16, 198.99it/s]
Compute efficiency: 0.69:  21%|##        | 868/4169 [00:04<00:16, 198.99it/s]
Compute efficiency: 0.64:  21%|##        | 868/4169 [00:04<00:16, 198.99it/s]
Compute efficiency: 0.72:  21%|##        | 868/4169 [00:04<00:16, 198.99it/s]
Compute efficiency: 0.68:  21%|##        | 868/4169 [00:04<00:16, 198.99it/s]
Compute efficiency: 0.73:  21%|##        | 868/4169 [00:04<00:16, 198.99it/s]
Compute efficiency: 0.76:  21%|##        | 868/4169 [00:04<00:16, 198.99it/s]
Compute efficiency: 0.80:  21%|##        | 868/4169 [00:04<00:16, 198.99it/s]
Compute efficiency: 0.75:  21%|##        | 868/4169 [00:04<00:16, 198.99it/s]
Compute efficiency: 0.70:  21%|##        | 868/4169 [00:04<00:16, 198.99it/s]
Compute efficiency: 0.69:  21%|##        | 868/4169 [00:04<00:16, 198.99it/s]
Compute efficiency: 0.65:  21%|##        | 868/4169 [00:04<00:16, 198.99it/s]
Compute efficiency: 0.64:  21%|##        | 868/4169 [00:04<00:16, 198.99it/s]
Compute efficiency: 0.63:  21%|##        | 868/4169 [00:04<00:16, 198.99it/s]
Compute efficiency: 0.67:  21%|##        | 868/4169 [00:04<00:16, 198.99it/s]
Compute efficiency: 0.80:  21%|##        | 868/4169 [00:04<00:16, 198.99it/s]
Compute efficiency: 0.70:  21%|##        | 868/4169 [00:04<00:16, 198.99it/s]
Compute efficiency: 0.67:  21%|##        | 868/4169 [00:04<00:16, 198.99it/s]
Compute efficiency: 0.67:  21%|##1       | 888/4169 [00:04<00:16, 194.55it/s]
Compute efficiency: 0.64:  21%|##1       | 888/4169 [00:04<00:16, 194.55it/s]
Compute efficiency: 0.69:  21%|##1       | 888/4169 [00:04<00:16, 194.55it/s]
Compute efficiency: 0.82:  21%|##1       | 888/4169 [00:04<00:16, 194.55it/s]
Compute efficiency: 0.71:  21%|##1       | 888/4169 [00:04<00:16, 194.55it/s]
Compute efficiency: 0.67:  21%|##1       | 888/4169 [00:04<00:16, 194.55it/s]
Compute efficiency: 0.79:  21%|##1       | 888/4169 [00:04<00:16, 194.55it/s]
Compute efficiency: 0.68:  21%|##1       | 888/4169 [00:04<00:16, 194.55it/s]
Compute efficiency: 0.72:  21%|##1       | 888/4169 [00:04<00:16, 194.55it/s]
Compute efficiency: 0.73:  21%|##1       | 888/4169 [00:04<00:16, 194.55it/s]
Compute efficiency: 0.68:  21%|##1       | 888/4169 [00:04<00:16, 194.55it/s]
Compute efficiency: 0.80:  21%|##1       | 888/4169 [00:04<00:16, 194.55it/s]
Compute efficiency: 0.59:  21%|##1       | 888/4169 [00:04<00:16, 194.55it/s]
Compute efficiency: 0.91:  21%|##1       | 888/4169 [00:04<00:16, 194.55it/s]
Compute efficiency: 0.70:  21%|##1       | 888/4169 [00:04<00:16, 194.55it/s]
Compute efficiency: 0.68:  21%|##1       | 888/4169 [00:04<00:16, 194.55it/s]
Compute efficiency: 0.67:  21%|##1       | 888/4169 [00:04<00:16, 194.55it/s]
Compute efficiency: 0.79:  21%|##1       | 888/4169 [00:04<00:16, 194.55it/s]
Compute efficiency: 0.66:  21%|##1       | 888/4169 [00:04<00:16, 194.55it/s]
Compute efficiency: 0.81:  21%|##1       | 888/4169 [00:04<00:16, 194.55it/s]
Compute efficiency: 0.69:  21%|##1       | 888/4169 [00:04<00:16, 194.55it/s]
Compute efficiency: 0.69:  22%|##1       | 908/4169 [00:04<00:17, 190.71it/s]
Compute efficiency: 0.69:  22%|##1       | 908/4169 [00:05<00:17, 190.71it/s]
Compute efficiency: 0.70:  22%|##1       | 908/4169 [00:05<00:17, 190.71it/s]
Compute efficiency: 0.54:  22%|##1       | 908/4169 [00:05<00:17, 190.71it/s]
Compute efficiency: 0.82:  22%|##1       | 908/4169 [00:05<00:17, 190.71it/s]
Compute efficiency: 0.67:  22%|##1       | 908/4169 [00:05<00:17, 190.71it/s]
Compute efficiency: 0.66:  22%|##1       | 908/4169 [00:05<00:17, 190.71it/s]
Compute efficiency: 0.65:  22%|##1       | 908/4169 [00:05<00:17, 190.71it/s]
Compute efficiency: 0.70:  22%|##1       | 908/4169 [00:05<00:17, 190.71it/s]
Compute efficiency: 0.64:  22%|##1       | 908/4169 [00:05<00:17, 190.71it/s]
Compute efficiency: 0.79:  22%|##1       | 908/4169 [00:05<00:17, 190.71it/s]
Compute efficiency: 0.66:  22%|##1       | 908/4169 [00:05<00:17, 190.71it/s]
Compute efficiency: 0.72:  22%|##1       | 908/4169 [00:05<00:17, 190.71it/s]
Compute efficiency: 0.74:  22%|##1       | 908/4169 [00:05<00:17, 190.71it/s]
Compute efficiency: 0.67:  22%|##1       | 908/4169 [00:05<00:17, 190.71it/s]
Compute efficiency: 0.65:  22%|##1       | 908/4169 [00:05<00:17, 190.71it/s]
Compute efficiency: 0.80:  22%|##1       | 908/4169 [00:05<00:17, 190.71it/s]
Compute efficiency: 0.65:  22%|##1       | 908/4169 [00:05<00:17, 190.71it/s]
Compute efficiency: 0.71:  22%|##1       | 908/4169 [00:05<00:17, 190.71it/s]
Compute efficiency: 0.63:  22%|##1       | 908/4169 [00:05<00:17, 190.71it/s]
Compute efficiency: 0.65:  22%|##1       | 908/4169 [00:05<00:17, 190.71it/s]
Compute efficiency: 0.64:  22%|##1       | 908/4169 [00:05<00:17, 190.71it/s]
Compute efficiency: 0.64:  22%|##2       | 929/4169 [00:05<00:16, 195.30it/s]
Compute efficiency: 0.63:  22%|##2       | 929/4169 [00:05<00:16, 195.30it/s]
Compute efficiency: 0.65:  22%|##2       | 929/4169 [00:05<00:16, 195.30it/s]
Compute efficiency: 0.64:  22%|##2       | 929/4169 [00:05<00:16, 195.30it/s]
Compute efficiency: 0.63:  22%|##2       | 929/4169 [00:05<00:16, 195.30it/s]
Compute efficiency: 0.82:  22%|##2       | 929/4169 [00:05<00:16, 195.30it/s]
Compute efficiency: 0.70:  22%|##2       | 929/4169 [00:05<00:16, 195.30it/s]
Compute efficiency: 0.69:  22%|##2       | 929/4169 [00:05<00:16, 195.30it/s]
Compute efficiency: 0.70:  22%|##2       | 929/4169 [00:05<00:16, 195.30it/s]
Compute efficiency: 0.70:  22%|##2       | 929/4169 [00:05<00:16, 195.30it/s]
Compute efficiency: 0.68:  22%|##2       | 929/4169 [00:05<00:16, 195.30it/s]
Compute efficiency: 0.65:  22%|##2       | 929/4169 [00:05<00:16, 195.30it/s]
Compute efficiency: 0.63:  22%|##2       | 929/4169 [00:05<00:16, 195.30it/s]
Compute efficiency: 0.67:  22%|##2       | 929/4169 [00:05<00:16, 195.30it/s]
Compute efficiency: 0.65:  22%|##2       | 929/4169 [00:05<00:16, 195.30it/s]
Compute efficiency: 0.78:  22%|##2       | 929/4169 [00:05<00:16, 195.30it/s]
Compute efficiency: 0.58:  22%|##2       | 929/4169 [00:05<00:16, 195.30it/s]
Compute efficiency: 0.91:  22%|##2       | 929/4169 [00:05<00:16, 195.30it/s]
Compute efficiency: 0.64:  22%|##2       | 929/4169 [00:05<00:16, 195.30it/s]
Compute efficiency: 0.62:  22%|##2       | 929/4169 [00:05<00:16, 195.30it/s]
Compute efficiency: 0.88:  22%|##2       | 929/4169 [00:05<00:16, 195.30it/s]
Compute efficiency: 0.64:  22%|##2       | 929/4169 [00:05<00:16, 195.30it/s]
Compute efficiency: 0.64:  23%|##2       | 950/4169 [00:05<00:16, 197.73it/s]
Compute efficiency: 0.64:  23%|##2       | 950/4169 [00:05<00:16, 197.73it/s]
Compute efficiency: 0.65:  23%|##2       | 950/4169 [00:05<00:16, 197.73it/s]
Compute efficiency: 0.80:  23%|##2       | 950/4169 [00:05<00:16, 197.73it/s]
Compute efficiency: 0.69:  23%|##2       | 950/4169 [00:05<00:16, 197.73it/s]
Compute efficiency: 0.74:  23%|##2       | 950/4169 [00:05<00:16, 197.73it/s]
Compute efficiency: 0.68:  23%|##2       | 950/4169 [00:05<00:16, 197.73it/s]
Compute efficiency: 0.72:  23%|##2       | 950/4169 [00:05<00:16, 197.73it/s]
Compute efficiency: 0.72:  23%|##2       | 950/4169 [00:05<00:16, 197.73it/s]
Compute efficiency: 0.68:  23%|##2       | 950/4169 [00:05<00:16, 197.73it/s]
Compute efficiency: 0.61:  23%|##2       | 950/4169 [00:05<00:16, 197.73it/s]
Compute efficiency: 0.67:  23%|##2       | 950/4169 [00:05<00:16, 197.73it/s]
Compute efficiency: 0.70:  23%|##2       | 950/4169 [00:05<00:16, 197.73it/s]
Compute efficiency: 0.69:  23%|##2       | 950/4169 [00:05<00:16, 197.73it/s]
Compute efficiency: 0.70:  23%|##2       | 950/4169 [00:05<00:16, 197.73it/s]
Compute efficiency: 0.70:  23%|##2       | 950/4169 [00:05<00:16, 197.73it/s]
Compute efficiency: 0.79:  23%|##2       | 950/4169 [00:05<00:16, 197.73it/s]
Compute efficiency: 0.69:  23%|##2       | 950/4169 [00:05<00:16, 197.73it/s]
Compute efficiency: 0.72:  23%|##2       | 950/4169 [00:05<00:16, 197.73it/s]
Compute efficiency: 0.70:  23%|##2       | 950/4169 [00:05<00:16, 197.73it/s]
Compute efficiency: 0.70:  23%|##2       | 950/4169 [00:05<00:16, 197.73it/s]
Compute efficiency: 0.70:  23%|##3       | 970/4169 [00:05<00:16, 193.58it/s]
Compute efficiency: 0.65:  23%|##3       | 970/4169 [00:05<00:16, 193.58it/s]
Compute efficiency: 0.67:  23%|##3       | 970/4169 [00:05<00:16, 193.58it/s]
Compute efficiency: 0.80:  23%|##3       | 970/4169 [00:05<00:16, 193.58it/s]
Compute efficiency: 0.68:  23%|##3       | 970/4169 [00:05<00:16, 193.58it/s]
Compute efficiency: 0.73:  23%|##3       | 970/4169 [00:05<00:16, 193.58it/s]
Compute efficiency: 0.68:  23%|##3       | 970/4169 [00:05<00:16, 193.58it/s]
Compute efficiency: 0.65:  23%|##3       | 970/4169 [00:05<00:16, 193.58it/s]
Compute efficiency: 0.69:  23%|##3       | 970/4169 [00:05<00:16, 193.58it/s]
Compute efficiency: 0.80:  23%|##3       | 970/4169 [00:05<00:16, 193.58it/s]
Compute efficiency: 0.66:  23%|##3       | 970/4169 [00:05<00:16, 193.58it/s]
Compute efficiency: 0.71:  23%|##3       | 970/4169 [00:05<00:16, 193.58it/s]
Compute efficiency: 0.71:  23%|##3       | 970/4169 [00:05<00:16, 193.58it/s]
Compute efficiency: 0.69:  23%|##3       | 970/4169 [00:05<00:16, 193.58it/s]
Compute efficiency: 0.68:  23%|##3       | 970/4169 [00:05<00:16, 193.58it/s]
Compute efficiency: 0.68:  23%|##3       | 970/4169 [00:05<00:16, 193.58it/s]
Compute efficiency: 0.68:  23%|##3       | 970/4169 [00:05<00:16, 193.58it/s]
Compute efficiency: 0.79:  23%|##3       | 970/4169 [00:05<00:16, 193.58it/s]
Compute efficiency: 0.70:  23%|##3       | 970/4169 [00:05<00:16, 193.58it/s]
Compute efficiency: 0.70:  23%|##3       | 970/4169 [00:05<00:16, 193.58it/s]
Compute efficiency: 0.69:  23%|##3       | 970/4169 [00:05<00:16, 193.58it/s]
Compute efficiency: 0.69:  24%|##3       | 990/4169 [00:05<00:16, 193.30it/s]
Compute efficiency: 0.64:  24%|##3       | 990/4169 [00:05<00:16, 193.30it/s]
Compute efficiency: 0.69:  24%|##3       | 990/4169 [00:05<00:16, 193.30it/s]
Compute efficiency: 0.56:  24%|##3       | 990/4169 [00:05<00:16, 193.30it/s]
Compute efficiency: 0.89:  24%|##3       | 990/4169 [00:05<00:16, 193.30it/s]
Compute efficiency: 0.70:  24%|##3       | 990/4169 [00:05<00:16, 193.30it/s]
Compute efficiency: 0.69:  24%|##3       | 990/4169 [00:05<00:16, 193.30it/s]
Compute efficiency: 0.69:  24%|##3       | 990/4169 [00:05<00:16, 193.30it/s]
Compute efficiency: 0.81:  24%|##3       | 990/4169 [00:05<00:16, 193.30it/s]
Compute efficiency: 0.71:  24%|##3       | 990/4169 [00:05<00:16, 193.30it/s]
Compute efficiency: 0.71:  24%|##3       | 990/4169 [00:05<00:16, 193.30it/s]
Compute efficiency: 0.68:  24%|##3       | 990/4169 [00:05<00:16, 193.30it/s]
Compute efficiency: 0.77:  24%|##3       | 990/4169 [00:05<00:16, 193.30it/s]
Compute efficiency: 0.75:  24%|##3       | 990/4169 [00:05<00:16, 193.30it/s]
Compute efficiency: 0.55:  24%|##3       | 990/4169 [00:05<00:16, 193.30it/s]
Compute efficiency: 0.89:  24%|##3       | 990/4169 [00:05<00:16, 193.30it/s]
Compute efficiency: 0.67:  24%|##3       | 990/4169 [00:05<00:16, 193.30it/s]
Compute efficiency: 0.69:  24%|##3       | 990/4169 [00:05<00:16, 193.30it/s]
Compute efficiency: 0.56:  24%|##3       | 990/4169 [00:05<00:16, 193.30it/s]
Compute efficiency: 0.80:  24%|##3       | 990/4169 [00:05<00:16, 193.30it/s]
Compute efficiency: 0.74:  24%|##3       | 990/4169 [00:05<00:16, 193.30it/s]
Compute efficiency: 0.74:  24%|##4       | 1010/4169 [00:05<00:16, 191.63it/s]
Compute efficiency: 0.64:  24%|##4       | 1010/4169 [00:05<00:16, 191.63it/s]
Compute efficiency: 0.74:  24%|##4       | 1010/4169 [00:05<00:16, 191.63it/s]
Compute efficiency: 0.73:  24%|##4       | 1010/4169 [00:05<00:16, 191.63it/s]
Compute efficiency: 0.71:  24%|##4       | 1010/4169 [00:05<00:16, 191.63it/s]
Compute efficiency: 0.73:  24%|##4       | 1010/4169 [00:05<00:16, 191.63it/s]
Compute efficiency: 0.70:  24%|##4       | 1010/4169 [00:05<00:16, 191.63it/s]
Compute efficiency: 0.73:  24%|##4       | 1010/4169 [00:05<00:16, 191.63it/s]
Compute efficiency: 0.69:  24%|##4       | 1010/4169 [00:05<00:16, 191.63it/s]
Compute efficiency: 0.71:  24%|##4       | 1010/4169 [00:05<00:16, 191.63it/s]
Compute efficiency: 0.71:  24%|##4       | 1010/4169 [00:05<00:16, 191.63it/s]
Compute efficiency: 0.57:  24%|##4       | 1010/4169 [00:05<00:16, 191.63it/s]
Compute efficiency: 0.91:  24%|##4       | 1010/4169 [00:05<00:16, 191.63it/s]
Compute efficiency: 0.74:  24%|##4       | 1010/4169 [00:05<00:16, 191.63it/s]
Compute efficiency: 0.77:  24%|##4       | 1010/4169 [00:05<00:16, 191.63it/s]
Compute efficiency: 0.77:  24%|##4       | 1010/4169 [00:05<00:16, 191.63it/s]
Compute efficiency: 0.77:  24%|##4       | 1010/4169 [00:05<00:16, 191.63it/s]
Compute efficiency: 0.85:  24%|##4       | 1010/4169 [00:05<00:16, 191.63it/s]
Compute efficiency: 0.79:  24%|##4       | 1010/4169 [00:05<00:16, 191.63it/s]
Compute efficiency: 0.79:  24%|##4       | 1010/4169 [00:05<00:16, 191.63it/s]
Compute efficiency: 0.75:  24%|##4       | 1010/4169 [00:05<00:16, 191.63it/s]
Compute efficiency: 0.75:  25%|##4       | 1030/4169 [00:05<00:17, 183.36it/s]
Compute efficiency: 0.73:  25%|##4       | 1030/4169 [00:05<00:17, 183.36it/s]
Compute efficiency: 0.77:  25%|##4       | 1030/4169 [00:05<00:17, 183.36it/s]
Compute efficiency: 0.86:  25%|##4       | 1030/4169 [00:05<00:17, 183.36it/s]
Compute efficiency: 0.80:  25%|##4       | 1030/4169 [00:05<00:17, 183.36it/s]
Compute efficiency: 0.80:  25%|##4       | 1030/4169 [00:05<00:17, 183.36it/s]
Compute efficiency: 0.76:  25%|##4       | 1030/4169 [00:05<00:17, 183.36it/s]
Compute efficiency: 0.76:  25%|##4       | 1030/4169 [00:05<00:17, 183.36it/s]
Compute efficiency: 0.78:  25%|##4       | 1030/4169 [00:05<00:17, 183.36it/s]
Compute efficiency: 0.77:  25%|##4       | 1030/4169 [00:05<00:17, 183.36it/s]
Compute efficiency: 0.78:  25%|##4       | 1030/4169 [00:05<00:17, 183.36it/s]
Compute efficiency: 0.84:  25%|##4       | 1030/4169 [00:05<00:17, 183.36it/s]
Compute efficiency: 0.70:  25%|##4       | 1030/4169 [00:05<00:17, 183.36it/s]
Compute efficiency: 0.64:  25%|##4       | 1030/4169 [00:05<00:17, 183.36it/s]
Compute efficiency: 0.69:  25%|##4       | 1030/4169 [00:05<00:17, 183.36it/s]
Compute efficiency: 0.67:  25%|##4       | 1030/4169 [00:05<00:17, 183.36it/s]
Compute efficiency: 0.68:  25%|##4       | 1030/4169 [00:05<00:17, 183.36it/s]
Compute efficiency: 0.69:  25%|##4       | 1030/4169 [00:05<00:17, 183.36it/s]
Compute efficiency: 0.81:  25%|##4       | 1030/4169 [00:05<00:17, 183.36it/s]
Compute efficiency: 0.68:  25%|##4       | 1030/4169 [00:05<00:17, 183.36it/s]
Compute efficiency: 0.68:  25%|##5       | 1049/4169 [00:05<00:17, 178.84it/s]
Compute efficiency: 0.70:  25%|##5       | 1049/4169 [00:05<00:17, 178.84it/s]
Compute efficiency: 0.60:  25%|##5       | 1049/4169 [00:05<00:17, 178.84it/s]
Compute efficiency: 0.65:  25%|##5       | 1049/4169 [00:05<00:17, 178.84it/s]
Compute efficiency: 0.68:  25%|##5       | 1049/4169 [00:05<00:17, 178.84it/s]
Compute efficiency: 0.71:  25%|##5       | 1049/4169 [00:05<00:17, 178.84it/s]
Compute efficiency: 0.68:  25%|##5       | 1049/4169 [00:05<00:17, 178.84it/s]
Compute efficiency: 0.67:  25%|##5       | 1049/4169 [00:05<00:17, 178.84it/s]
Compute efficiency: 0.68:  25%|##5       | 1049/4169 [00:05<00:17, 178.84it/s]
Compute efficiency: 0.79:  25%|##5       | 1049/4169 [00:05<00:17, 178.84it/s]
Compute efficiency: 0.69:  25%|##5       | 1049/4169 [00:05<00:17, 178.84it/s]
Compute efficiency: 0.70:  25%|##5       | 1049/4169 [00:05<00:17, 178.84it/s]
Compute efficiency: 0.76:  25%|##5       | 1049/4169 [00:05<00:17, 178.84it/s]
Compute efficiency: 0.54:  25%|##5       | 1049/4169 [00:05<00:17, 178.84it/s]
Compute efficiency: 0.79:  25%|##5       | 1049/4169 [00:05<00:17, 178.84it/s]
Compute efficiency: 0.67:  25%|##5       | 1049/4169 [00:05<00:17, 178.84it/s]
Compute efficiency: 0.62:  25%|##5       | 1049/4169 [00:05<00:17, 178.84it/s]
Compute efficiency: 0.78:  25%|##5       | 1049/4169 [00:05<00:17, 178.84it/s]
Compute efficiency: 0.67:  25%|##5       | 1049/4169 [00:05<00:17, 178.84it/s]
Compute efficiency: 0.69:  25%|##5       | 1049/4169 [00:05<00:17, 178.84it/s]
Compute efficiency: 0.71:  25%|##5       | 1049/4169 [00:05<00:17, 178.84it/s]
Compute efficiency: 0.76:  25%|##5       | 1049/4169 [00:05<00:17, 178.84it/s]
Compute efficiency: 0.76:  26%|##5       | 1070/4169 [00:05<00:16, 185.22it/s]
Compute efficiency: 0.62:  26%|##5       | 1070/4169 [00:05<00:16, 185.22it/s]
Compute efficiency: 0.77:  26%|##5       | 1070/4169 [00:05<00:16, 185.22it/s]
Compute efficiency: 0.62:  26%|##5       | 1070/4169 [00:05<00:16, 185.22it/s]
Compute efficiency: 0.71:  26%|##5       | 1070/4169 [00:05<00:16, 185.22it/s]
Compute efficiency: 0.74:  26%|##5       | 1070/4169 [00:05<00:16, 185.22it/s]
Compute efficiency: 0.82:  26%|##5       | 1070/4169 [00:05<00:16, 185.22it/s]
Compute efficiency: 0.71:  26%|##5       | 1070/4169 [00:05<00:16, 185.22it/s]
Compute efficiency: 0.73:  26%|##5       | 1070/4169 [00:05<00:16, 185.22it/s]
Compute efficiency: 0.50:  26%|##5       | 1070/4169 [00:05<00:16, 185.22it/s]
Compute efficiency: 0.75:  26%|##5       | 1070/4169 [00:05<00:16, 185.22it/s]
Compute efficiency: 0.64:  26%|##5       | 1070/4169 [00:05<00:16, 185.22it/s]
Compute efficiency: 0.62:  26%|##5       | 1070/4169 [00:05<00:16, 185.22it/s]
Compute efficiency: 0.87:  26%|##5       | 1070/4169 [00:05<00:16, 185.22it/s]
Compute efficiency: 0.81:  26%|##5       | 1070/4169 [00:05<00:16, 185.22it/s]
Compute efficiency: 0.66:  26%|##5       | 1070/4169 [00:05<00:16, 185.22it/s]
Compute efficiency: 0.74:  26%|##5       | 1070/4169 [00:05<00:16, 185.22it/s]
Compute efficiency: 0.74:  26%|##5       | 1070/4169 [00:05<00:16, 185.22it/s]
Compute efficiency: 0.65:  26%|##5       | 1070/4169 [00:05<00:16, 185.22it/s]
Compute efficiency: 0.64:  26%|##5       | 1070/4169 [00:05<00:16, 185.22it/s]
Compute efficiency: 0.69:  26%|##5       | 1070/4169 [00:05<00:16, 185.22it/s]
Compute efficiency: 0.69:  26%|##6       | 1090/4169 [00:05<00:16, 187.70it/s]
Compute efficiency: 0.70:  26%|##6       | 1090/4169 [00:05<00:16, 187.70it/s]
Compute efficiency: 0.65:  26%|##6       | 1090/4169 [00:05<00:16, 187.70it/s]
Compute efficiency: 0.69:  26%|##6       | 1090/4169 [00:05<00:16, 187.70it/s]
Compute efficiency: 0.78:  26%|##6       | 1090/4169 [00:05<00:16, 187.70it/s]
Compute efficiency: 0.68:  26%|##6       | 1090/4169 [00:05<00:16, 187.70it/s]
Compute efficiency: 0.71:  26%|##6       | 1090/4169 [00:05<00:16, 187.70it/s]
Compute efficiency: 0.70:  26%|##6       | 1090/4169 [00:05<00:16, 187.70it/s]
Compute efficiency: 0.68:  26%|##6       | 1090/4169 [00:05<00:16, 187.70it/s]
Compute efficiency: 0.80:  26%|##6       | 1090/4169 [00:06<00:16, 187.70it/s]
Compute efficiency: 0.68:  26%|##6       | 1090/4169 [00:06<00:16, 187.70it/s]
Compute efficiency: 0.61:  26%|##6       | 1090/4169 [00:06<00:16, 187.70it/s]
Compute efficiency: 0.91:  26%|##6       | 1090/4169 [00:06<00:16, 187.70it/s]
Compute efficiency: 0.69:  26%|##6       | 1090/4169 [00:06<00:16, 187.70it/s]
Compute efficiency: 0.67:  26%|##6       | 1090/4169 [00:06<00:16, 187.70it/s]
Compute efficiency: 0.70:  26%|##6       | 1090/4169 [00:06<00:16, 187.70it/s]
Compute efficiency: 0.68:  26%|##6       | 1090/4169 [00:06<00:16, 187.70it/s]
Compute efficiency: 0.65:  26%|##6       | 1090/4169 [00:06<00:16, 187.70it/s]
Compute efficiency: 0.65:  26%|##6       | 1090/4169 [00:06<00:16, 187.70it/s]
Compute efficiency: 0.69:  26%|##6       | 1090/4169 [00:06<00:16, 187.70it/s]
Compute efficiency: 0.66:  26%|##6       | 1090/4169 [00:06<00:16, 187.70it/s]
Compute efficiency: 0.80:  26%|##6       | 1090/4169 [00:06<00:16, 187.70it/s]
Compute efficiency: 0.80:  27%|##6       | 1111/4169 [00:06<00:16, 190.50it/s]
Compute efficiency: 0.65:  27%|##6       | 1111/4169 [00:06<00:16, 190.50it/s]
Compute efficiency: 0.69:  27%|##6       | 1111/4169 [00:06<00:16, 190.50it/s]
Compute efficiency: 0.71:  27%|##6       | 1111/4169 [00:06<00:16, 190.50it/s]
Compute efficiency: 0.70:  27%|##6       | 1111/4169 [00:06<00:16, 190.50it/s]
Compute efficiency: 0.82:  27%|##6       | 1111/4169 [00:06<00:16, 190.50it/s]
Compute efficiency: 0.68:  27%|##6       | 1111/4169 [00:06<00:16, 190.50it/s]
Compute efficiency: 0.73:  27%|##6       | 1111/4169 [00:06<00:16, 190.50it/s]
Compute efficiency: 0.73:  27%|##6       | 1111/4169 [00:06<00:16, 190.50it/s]
Compute efficiency: 0.66:  27%|##6       | 1111/4169 [00:06<00:16, 190.50it/s]
Compute efficiency: 0.64:  27%|##6       | 1111/4169 [00:06<00:16, 190.50it/s]
Compute efficiency: 0.80:  27%|##6       | 1111/4169 [00:06<00:16, 190.50it/s]
Compute efficiency: 0.66:  27%|##6       | 1111/4169 [00:06<00:16, 190.50it/s]
Compute efficiency: 0.83:  27%|##6       | 1111/4169 [00:06<00:16, 190.50it/s]
Compute efficiency: 0.69:  27%|##6       | 1111/4169 [00:06<00:16, 190.50it/s]
Compute efficiency: 0.72:  27%|##6       | 1111/4169 [00:06<00:16, 190.50it/s]
Compute efficiency: 0.70:  27%|##6       | 1111/4169 [00:06<00:16, 190.50it/s]
Compute efficiency: 0.72:  27%|##6       | 1111/4169 [00:06<00:16, 190.50it/s]
Compute efficiency: 0.75:  27%|##6       | 1111/4169 [00:06<00:16, 190.50it/s]
Compute efficiency: 0.79:  27%|##6       | 1111/4169 [00:06<00:16, 190.50it/s]
Compute efficiency: 0.68:  27%|##6       | 1111/4169 [00:06<00:16, 190.50it/s]
Compute efficiency: 0.68:  27%|##7       | 1131/4169 [00:06<00:16, 188.76it/s]
Compute efficiency: 0.70:  27%|##7       | 1131/4169 [00:06<00:16, 188.76it/s]
Compute efficiency: 0.68:  27%|##7       | 1131/4169 [00:06<00:16, 188.76it/s]
Compute efficiency: 0.79:  27%|##7       | 1131/4169 [00:06<00:16, 188.76it/s]
Compute efficiency: 0.68:  27%|##7       | 1131/4169 [00:06<00:16, 188.76it/s]
Compute efficiency: 0.69:  27%|##7       | 1131/4169 [00:06<00:16, 188.76it/s]
Compute efficiency: 0.77:  27%|##7       | 1131/4169 [00:06<00:16, 188.76it/s]
Compute efficiency: 0.78:  27%|##7       | 1131/4169 [00:06<00:16, 188.76it/s]
Compute efficiency: 0.69:  27%|##7       | 1131/4169 [00:06<00:16, 188.76it/s]
Compute efficiency: 0.73:  27%|##7       | 1131/4169 [00:06<00:16, 188.76it/s]
Compute efficiency: 0.75:  27%|##7       | 1131/4169 [00:06<00:16, 188.76it/s]
Compute efficiency: 0.75:  27%|##7       | 1131/4169 [00:06<00:16, 188.76it/s]
Compute efficiency: 0.68:  27%|##7       | 1131/4169 [00:06<00:16, 188.76it/s]
Compute efficiency: 0.53:  27%|##7       | 1131/4169 [00:06<00:16, 188.76it/s]
Compute efficiency: 0.77:  27%|##7       | 1131/4169 [00:06<00:16, 188.76it/s]
Compute efficiency: 0.65:  27%|##7       | 1131/4169 [00:06<00:16, 188.76it/s]
Compute efficiency: 0.71:  27%|##7       | 1131/4169 [00:06<00:16, 188.76it/s]
Compute efficiency: 0.80:  27%|##7       | 1131/4169 [00:06<00:16, 188.76it/s]
Compute efficiency: 0.71:  27%|##7       | 1131/4169 [00:06<00:16, 188.76it/s]
Compute efficiency: 0.73:  27%|##7       | 1131/4169 [00:06<00:16, 188.76it/s]
Compute efficiency: 0.73:  28%|##7       | 1150/4169 [00:06<00:16, 187.15it/s]
Compute efficiency: 0.61:  28%|##7       | 1150/4169 [00:06<00:16, 187.15it/s]
Compute efficiency: 0.56:  28%|##7       | 1150/4169 [00:06<00:16, 187.15it/s]
Compute efficiency: 0.74:  28%|##7       | 1150/4169 [00:06<00:16, 187.15it/s]
Compute efficiency: 0.69:  28%|##7       | 1150/4169 [00:06<00:16, 187.15it/s]
Compute efficiency: 0.88:  28%|##7       | 1150/4169 [00:06<00:16, 187.15it/s]
Compute efficiency: 0.70:  28%|##7       | 1150/4169 [00:06<00:16, 187.15it/s]
Compute efficiency: 0.75:  28%|##7       | 1150/4169 [00:06<00:16, 187.15it/s]
Compute efficiency: 0.65:  28%|##7       | 1150/4169 [00:06<00:16, 187.15it/s]
Compute efficiency: 0.68:  28%|##7       | 1150/4169 [00:06<00:16, 187.15it/s]
Compute efficiency: 0.67:  28%|##7       | 1150/4169 [00:06<00:16, 187.15it/s]
Compute efficiency: 0.78:  28%|##7       | 1150/4169 [00:06<00:16, 187.15it/s]
Compute efficiency: 0.64:  28%|##7       | 1150/4169 [00:06<00:16, 187.15it/s]
Compute efficiency: 0.64:  28%|##7       | 1150/4169 [00:06<00:16, 187.15it/s]
Compute efficiency: 0.71:  28%|##7       | 1150/4169 [00:06<00:16, 187.15it/s]
Compute efficiency: 0.65:  28%|##7       | 1150/4169 [00:06<00:16, 187.15it/s]
Compute efficiency: 0.68:  28%|##7       | 1150/4169 [00:06<00:16, 187.15it/s]
Compute efficiency: 0.79:  28%|##7       | 1150/4169 [00:06<00:16, 187.15it/s]
Compute efficiency: 0.67:  28%|##7       | 1150/4169 [00:06<00:16, 187.15it/s]
Compute efficiency: 0.72:  28%|##7       | 1150/4169 [00:06<00:16, 187.15it/s]
Compute efficiency: 0.68:  28%|##7       | 1150/4169 [00:06<00:16, 187.15it/s]
Compute efficiency: 0.68:  28%|##8       | 1170/4169 [00:06<00:15, 190.74it/s]
Compute efficiency: 0.64:  28%|##8       | 1170/4169 [00:06<00:15, 190.74it/s]
Compute efficiency: 0.69:  28%|##8       | 1170/4169 [00:06<00:15, 190.74it/s]
Compute efficiency: 0.56:  28%|##8       | 1170/4169 [00:06<00:15, 190.74it/s]
Compute efficiency: 0.73:  28%|##8       | 1170/4169 [00:06<00:15, 190.74it/s]
Compute efficiency: 0.88:  28%|##8       | 1170/4169 [00:06<00:15, 190.74it/s]
Compute efficiency: 0.79:  28%|##8       | 1170/4169 [00:06<00:15, 190.74it/s]
Compute efficiency: 0.69:  28%|##8       | 1170/4169 [00:06<00:15, 190.74it/s]
Compute efficiency: 0.72:  28%|##8       | 1170/4169 [00:06<00:15, 190.74it/s]
Compute efficiency: 0.68:  28%|##8       | 1170/4169 [00:06<00:15, 190.74it/s]
Compute efficiency: 0.71:  28%|##8       | 1170/4169 [00:06<00:15, 190.74it/s]
Compute efficiency: 0.66:  28%|##8       | 1170/4169 [00:06<00:15, 190.74it/s]
Compute efficiency: 0.82:  28%|##8       | 1170/4169 [00:06<00:15, 190.74it/s]
Compute efficiency: 0.71:  28%|##8       | 1170/4169 [00:06<00:15, 190.74it/s]
Compute efficiency: 0.69:  28%|##8       | 1170/4169 [00:06<00:15, 190.74it/s]
Compute efficiency: 0.70:  28%|##8       | 1170/4169 [00:06<00:15, 190.74it/s]
Compute efficiency: 0.66:  28%|##8       | 1170/4169 [00:06<00:15, 190.74it/s]
Compute efficiency: 0.69:  28%|##8       | 1170/4169 [00:06<00:15, 190.74it/s]
Compute efficiency: 0.72:  28%|##8       | 1170/4169 [00:06<00:15, 190.74it/s]
Compute efficiency: 0.83:  28%|##8       | 1170/4169 [00:06<00:15, 190.74it/s]
Compute efficiency: 0.68:  28%|##8       | 1170/4169 [00:06<00:15, 190.74it/s]
Compute efficiency: 0.68:  29%|##8       | 1190/4169 [00:06<00:15, 189.73it/s]
Compute efficiency: 0.63:  29%|##8       | 1190/4169 [00:06<00:15, 189.73it/s]
Compute efficiency: 0.67:  29%|##8       | 1190/4169 [00:06<00:15, 189.73it/s]
Compute efficiency: 0.68:  29%|##8       | 1190/4169 [00:06<00:15, 189.73it/s]
Compute efficiency: 0.66:  29%|##8       | 1190/4169 [00:06<00:15, 189.73it/s]
Compute efficiency: 0.78:  29%|##8       | 1190/4169 [00:06<00:15, 189.73it/s]
Compute efficiency: 0.69:  29%|##8       | 1190/4169 [00:06<00:15, 189.73it/s]
Compute efficiency: 0.72:  29%|##8       | 1190/4169 [00:06<00:15, 189.73it/s]
Compute efficiency: 0.74:  29%|##8       | 1190/4169 [00:06<00:15, 189.73it/s]
Compute efficiency: 0.62:  29%|##8       | 1190/4169 [00:06<00:15, 189.73it/s]
Compute efficiency: 0.67:  29%|##8       | 1190/4169 [00:06<00:15, 189.73it/s]
Compute efficiency: 0.68:  29%|##8       | 1190/4169 [00:06<00:15, 189.73it/s]
Compute efficiency: 0.83:  29%|##8       | 1190/4169 [00:06<00:15, 189.73it/s]
Compute efficiency: 0.67:  29%|##8       | 1190/4169 [00:06<00:15, 189.73it/s]
Compute efficiency: 0.65:  29%|##8       | 1190/4169 [00:06<00:15, 189.73it/s]
Compute efficiency: 0.66:  29%|##8       | 1190/4169 [00:06<00:15, 189.73it/s]
Compute efficiency: 0.67:  29%|##8       | 1190/4169 [00:06<00:15, 189.73it/s]
Compute efficiency: 0.66:  29%|##8       | 1190/4169 [00:06<00:15, 189.73it/s]
Compute efficiency: 0.72:  29%|##8       | 1190/4169 [00:06<00:15, 189.73it/s]
Compute efficiency: 0.71:  29%|##8       | 1190/4169 [00:06<00:15, 189.73it/s]
Compute efficiency: 0.67:  29%|##8       | 1190/4169 [00:06<00:15, 189.73it/s]
Compute efficiency: 0.68:  29%|##8       | 1190/4169 [00:06<00:15, 189.73it/s]
Compute efficiency: 0.68:  29%|##9       | 1211/4169 [00:06<00:15, 194.43it/s]
Compute efficiency: 0.62:  29%|##9       | 1211/4169 [00:06<00:15, 194.43it/s]
Compute efficiency: 0.52:  29%|##9       | 1211/4169 [00:06<00:15, 194.43it/s]
Compute efficiency: 0.84:  29%|##9       | 1211/4169 [00:06<00:15, 194.43it/s]
Compute efficiency: 0.66:  29%|##9       | 1211/4169 [00:06<00:15, 194.43it/s]
Compute efficiency: 0.82:  29%|##9       | 1211/4169 [00:06<00:15, 194.43it/s]
Compute efficiency: 0.68:  29%|##9       | 1211/4169 [00:06<00:15, 194.43it/s]
Compute efficiency: 0.72:  29%|##9       | 1211/4169 [00:06<00:15, 194.43it/s]
Compute efficiency: 0.72:  29%|##9       | 1211/4169 [00:06<00:15, 194.43it/s]
Compute efficiency: 0.67:  29%|##9       | 1211/4169 [00:06<00:15, 194.43it/s]
Compute efficiency: 0.72:  29%|##9       | 1211/4169 [00:06<00:15, 194.43it/s]
Compute efficiency: 0.72:  29%|##9       | 1211/4169 [00:06<00:15, 194.43it/s]
Compute efficiency: 0.73:  29%|##9       | 1211/4169 [00:06<00:15, 194.43it/s]
Compute efficiency: 0.67:  29%|##9       | 1211/4169 [00:06<00:15, 194.43it/s]
Compute efficiency: 0.68:  29%|##9       | 1211/4169 [00:06<00:15, 194.43it/s]
Compute efficiency: 0.65:  29%|##9       | 1211/4169 [00:06<00:15, 194.43it/s]
Compute efficiency: 0.79:  29%|##9       | 1211/4169 [00:06<00:15, 194.43it/s]
Compute efficiency: 0.70:  29%|##9       | 1211/4169 [00:06<00:15, 194.43it/s]
Compute efficiency: 0.70:  29%|##9       | 1211/4169 [00:06<00:15, 194.43it/s]
Compute efficiency: 0.66:  29%|##9       | 1211/4169 [00:06<00:15, 194.43it/s]
Compute efficiency: 0.65:  29%|##9       | 1211/4169 [00:06<00:15, 194.43it/s]
Compute efficiency: 0.65:  30%|##9       | 1231/4169 [00:06<00:15, 193.49it/s]
Compute efficiency: 0.67:  30%|##9       | 1231/4169 [00:06<00:15, 193.49it/s]
Compute efficiency: 0.68:  30%|##9       | 1231/4169 [00:06<00:15, 193.49it/s]
Compute efficiency: 0.69:  30%|##9       | 1231/4169 [00:06<00:15, 193.49it/s]
Compute efficiency: 0.65:  30%|##9       | 1231/4169 [00:06<00:15, 193.49it/s]
Compute efficiency: 0.67:  30%|##9       | 1231/4169 [00:06<00:15, 193.49it/s]
Compute efficiency: 0.69:  30%|##9       | 1231/4169 [00:06<00:15, 193.49it/s]
Compute efficiency: 0.71:  30%|##9       | 1231/4169 [00:06<00:15, 193.49it/s]
Compute efficiency: 0.79:  30%|##9       | 1231/4169 [00:06<00:15, 193.49it/s]
Compute efficiency: 0.58:  30%|##9       | 1231/4169 [00:06<00:15, 193.49it/s]
Compute efficiency: 0.90:  30%|##9       | 1231/4169 [00:06<00:15, 193.49it/s]
Compute efficiency: 0.68:  30%|##9       | 1231/4169 [00:06<00:15, 193.49it/s]
Compute efficiency: 0.71:  30%|##9       | 1231/4169 [00:06<00:15, 193.49it/s]
Compute efficiency: 0.78:  30%|##9       | 1231/4169 [00:06<00:15, 193.49it/s]
Compute efficiency: 0.72:  30%|##9       | 1231/4169 [00:06<00:15, 193.49it/s]
Compute efficiency: 0.74:  30%|##9       | 1231/4169 [00:06<00:15, 193.49it/s]
Compute efficiency: 0.50:  30%|##9       | 1231/4169 [00:06<00:15, 193.49it/s]
Compute efficiency: 0.78:  30%|##9       | 1231/4169 [00:06<00:15, 193.49it/s]
Compute efficiency: 0.52:  30%|##9       | 1231/4169 [00:06<00:15, 193.49it/s]
Compute efficiency: 0.78:  30%|##9       | 1231/4169 [00:06<00:15, 193.49it/s]
Compute efficiency: 0.66:  30%|##9       | 1231/4169 [00:06<00:15, 193.49it/s]
Compute efficiency: 0.66:  30%|###       | 1251/4169 [00:06<00:15, 194.12it/s]
Compute efficiency: 0.63:  30%|###       | 1251/4169 [00:06<00:15, 194.12it/s]
Compute efficiency: 0.55:  30%|###       | 1251/4169 [00:06<00:15, 194.12it/s]
Compute efficiency: 0.81:  30%|###       | 1251/4169 [00:06<00:15, 194.12it/s]
Compute efficiency: 0.65:  30%|###       | 1251/4169 [00:06<00:15, 194.12it/s]
Compute efficiency: 0.79:  30%|###       | 1251/4169 [00:06<00:15, 194.12it/s]
Compute efficiency: 0.71:  30%|###       | 1251/4169 [00:06<00:15, 194.12it/s]
Compute efficiency: 0.70:  30%|###       | 1251/4169 [00:06<00:15, 194.12it/s]
Compute efficiency: 0.69:  30%|###       | 1251/4169 [00:06<00:15, 194.12it/s]
Compute efficiency: 0.69:  30%|###       | 1251/4169 [00:06<00:15, 194.12it/s]
Compute efficiency: 0.82:  30%|###       | 1251/4169 [00:06<00:15, 194.12it/s]
Compute efficiency: 0.66:  30%|###       | 1251/4169 [00:06<00:15, 194.12it/s]
Compute efficiency: 0.67:  30%|###       | 1251/4169 [00:06<00:15, 194.12it/s]
Compute efficiency: 0.70:  30%|###       | 1251/4169 [00:06<00:15, 194.12it/s]
Compute efficiency: 0.70:  30%|###       | 1251/4169 [00:06<00:15, 194.12it/s]
Compute efficiency: 0.66:  30%|###       | 1251/4169 [00:06<00:15, 194.12it/s]
Compute efficiency: 0.70:  30%|###       | 1251/4169 [00:06<00:15, 194.12it/s]
Compute efficiency: 0.70:  30%|###       | 1251/4169 [00:06<00:15, 194.12it/s]
Compute efficiency: 0.70:  30%|###       | 1251/4169 [00:06<00:15, 194.12it/s]
Compute efficiency: 0.82:  30%|###       | 1251/4169 [00:06<00:15, 194.12it/s]
Compute efficiency: 0.67:  30%|###       | 1251/4169 [00:06<00:15, 194.12it/s]
Compute efficiency: 0.67:  30%|###       | 1271/4169 [00:06<00:14, 193.42it/s]
Compute efficiency: 0.69:  30%|###       | 1271/4169 [00:06<00:14, 193.42it/s]
Compute efficiency: 0.74:  30%|###       | 1271/4169 [00:06<00:14, 193.42it/s]
Compute efficiency: 0.69:  30%|###       | 1271/4169 [00:06<00:14, 193.42it/s]
Compute efficiency: 0.65:  30%|###       | 1271/4169 [00:06<00:14, 193.42it/s]
Compute efficiency: 0.68:  30%|###       | 1271/4169 [00:06<00:14, 193.42it/s]
Compute efficiency: 0.66:  30%|###       | 1271/4169 [00:06<00:14, 193.42it/s]
Compute efficiency: 0.76:  30%|###       | 1271/4169 [00:06<00:14, 193.42it/s]
Compute efficiency: 0.66:  30%|###       | 1271/4169 [00:06<00:14, 193.42it/s]
Compute efficiency: 0.68:  30%|###       | 1271/4169 [00:06<00:14, 193.42it/s]
Compute efficiency: 0.64:  30%|###       | 1271/4169 [00:06<00:14, 193.42it/s]
Compute efficiency: 0.66:  30%|###       | 1271/4169 [00:06<00:14, 193.42it/s]
Compute efficiency: 0.82:  30%|###       | 1271/4169 [00:06<00:14, 193.42it/s]
Compute efficiency: 0.65:  30%|###       | 1271/4169 [00:06<00:14, 193.42it/s]
Compute efficiency: 0.68:  30%|###       | 1271/4169 [00:06<00:14, 193.42it/s]
Compute efficiency: 0.80:  30%|###       | 1271/4169 [00:06<00:14, 193.42it/s]
Compute efficiency: 0.71:  30%|###       | 1271/4169 [00:06<00:14, 193.42it/s]
Compute efficiency: 0.73:  30%|###       | 1271/4169 [00:06<00:14, 193.42it/s]
Compute efficiency: 0.63:  30%|###       | 1271/4169 [00:06<00:14, 193.42it/s]
Compute efficiency: 0.65:  30%|###       | 1271/4169 [00:06<00:14, 193.42it/s]
Compute efficiency: 0.64:  30%|###       | 1271/4169 [00:06<00:14, 193.42it/s]
Compute efficiency: 0.68:  30%|###       | 1271/4169 [00:06<00:14, 193.42it/s]
Compute efficiency: 0.68:  31%|###       | 1292/4169 [00:06<00:14, 196.22it/s]
Compute efficiency: 0.78:  31%|###       | 1292/4169 [00:07<00:14, 196.22it/s]
Compute efficiency: 0.71:  31%|###       | 1292/4169 [00:07<00:14, 196.22it/s]
Compute efficiency: 0.71:  31%|###       | 1292/4169 [00:07<00:14, 196.22it/s]
Compute efficiency: 0.69:  31%|###       | 1292/4169 [00:07<00:14, 196.22it/s]
Compute efficiency: 0.82:  31%|###       | 1292/4169 [00:07<00:14, 196.22it/s]
Compute efficiency: 0.72:  31%|###       | 1292/4169 [00:07<00:14, 196.22it/s]
Compute efficiency: 0.69:  31%|###       | 1292/4169 [00:07<00:14, 196.22it/s]
Compute efficiency: 0.69:  31%|###       | 1292/4169 [00:07<00:14, 196.22it/s]
Compute efficiency: 0.69:  31%|###       | 1292/4169 [00:07<00:14, 196.22it/s]
Compute efficiency: 0.72:  31%|###       | 1292/4169 [00:07<00:14, 196.22it/s]
Compute efficiency: 0.73:  31%|###       | 1292/4169 [00:07<00:14, 196.22it/s]
Compute efficiency: 0.69:  31%|###       | 1292/4169 [00:07<00:14, 196.22it/s]
Compute efficiency: 0.73:  31%|###       | 1292/4169 [00:07<00:14, 196.22it/s]
Compute efficiency: 0.69:  31%|###       | 1292/4169 [00:07<00:14, 196.22it/s]
Compute efficiency: 0.80:  31%|###       | 1292/4169 [00:07<00:14, 196.22it/s]
Compute efficiency: 0.70:  31%|###       | 1292/4169 [00:07<00:14, 196.22it/s]
Compute efficiency: 0.80:  31%|###       | 1292/4169 [00:07<00:14, 196.22it/s]
Compute efficiency: 0.70:  31%|###       | 1292/4169 [00:07<00:14, 196.22it/s]
Compute efficiency: 0.74:  31%|###       | 1292/4169 [00:07<00:14, 196.22it/s]
Compute efficiency: 0.66:  31%|###       | 1292/4169 [00:07<00:14, 196.22it/s]
Compute efficiency: 0.66:  31%|###1      | 1312/4169 [00:07<00:15, 189.90it/s]
Compute efficiency: 0.63:  31%|###1      | 1312/4169 [00:07<00:15, 189.90it/s]
Compute efficiency: 0.49:  31%|###1      | 1312/4169 [00:07<00:15, 189.90it/s]
Compute efficiency: 0.64:  31%|###1      | 1312/4169 [00:07<00:15, 189.90it/s]
Compute efficiency: 0.57:  31%|###1      | 1312/4169 [00:07<00:15, 189.90it/s]
Compute efficiency: 0.86:  31%|###1      | 1312/4169 [00:07<00:15, 189.90it/s]
Compute efficiency: 0.70:  31%|###1      | 1312/4169 [00:07<00:15, 189.90it/s]
Compute efficiency: 0.73:  31%|###1      | 1312/4169 [00:07<00:15, 189.90it/s]
Compute efficiency: 0.63:  31%|###1      | 1312/4169 [00:07<00:15, 189.90it/s]
Compute efficiency: 0.67:  31%|###1      | 1312/4169 [00:07<00:15, 189.90it/s]
Compute efficiency: 0.65:  31%|###1      | 1312/4169 [00:07<00:15, 189.90it/s]
Compute efficiency: 0.68:  31%|###1      | 1312/4169 [00:07<00:15, 189.90it/s]
Compute efficiency: 0.64:  31%|###1      | 1312/4169 [00:07<00:15, 189.90it/s]
Compute efficiency: 0.77:  31%|###1      | 1312/4169 [00:07<00:15, 189.90it/s]
Compute efficiency: 0.69:  31%|###1      | 1312/4169 [00:07<00:15, 189.90it/s]
Compute efficiency: 0.71:  31%|###1      | 1312/4169 [00:07<00:15, 189.90it/s]
Compute efficiency: 0.70:  31%|###1      | 1312/4169 [00:07<00:15, 189.90it/s]
Compute efficiency: 0.77:  31%|###1      | 1312/4169 [00:07<00:15, 189.90it/s]
Compute efficiency: 0.71:  31%|###1      | 1312/4169 [00:07<00:15, 189.90it/s]
Compute efficiency: 0.67:  31%|###1      | 1312/4169 [00:07<00:15, 189.90it/s]
Compute efficiency: 0.53:  31%|###1      | 1312/4169 [00:07<00:15, 189.90it/s]
Compute efficiency: 0.53:  32%|###1      | 1332/4169 [00:07<00:14, 191.11it/s]
Compute efficiency: 0.81:  32%|###1      | 1332/4169 [00:07<00:14, 191.11it/s]
Compute efficiency: 0.82:  32%|###1      | 1332/4169 [00:07<00:14, 191.11it/s]
Compute efficiency: 0.68:  32%|###1      | 1332/4169 [00:07<00:14, 191.11it/s]
Compute efficiency: 0.61:  32%|###1      | 1332/4169 [00:07<00:14, 191.11it/s]
Compute efficiency: 0.92:  32%|###1      | 1332/4169 [00:07<00:14, 191.11it/s]
Compute efficiency: 0.65:  32%|###1      | 1332/4169 [00:07<00:14, 191.11it/s]
Compute efficiency: 0.68:  32%|###1      | 1332/4169 [00:07<00:14, 191.11it/s]
Compute efficiency: 0.67:  32%|###1      | 1332/4169 [00:07<00:14, 191.11it/s]
Compute efficiency: 0.65:  32%|###1      | 1332/4169 [00:07<00:14, 191.11it/s]
Compute efficiency: 0.81:  32%|###1      | 1332/4169 [00:07<00:14, 191.11it/s]
Compute efficiency: 0.67:  32%|###1      | 1332/4169 [00:07<00:14, 191.11it/s]
Compute efficiency: 0.68:  32%|###1      | 1332/4169 [00:07<00:14, 191.11it/s]
Compute efficiency: 0.67:  32%|###1      | 1332/4169 [00:07<00:14, 191.11it/s]
Compute efficiency: 0.66:  32%|###1      | 1332/4169 [00:07<00:14, 191.11it/s]
Compute efficiency: 0.80:  32%|###1      | 1332/4169 [00:07<00:14, 191.11it/s]
Compute efficiency: 0.60:  32%|###1      | 1332/4169 [00:07<00:14, 191.11it/s]
Compute efficiency: 0.90:  32%|###1      | 1332/4169 [00:07<00:14, 191.11it/s]
Compute efficiency: 0.73:  32%|###1      | 1332/4169 [00:07<00:14, 191.11it/s]
Compute efficiency: 0.64:  32%|###1      | 1332/4169 [00:07<00:14, 191.11it/s]
Compute efficiency: 0.69:  32%|###1      | 1332/4169 [00:07<00:14, 191.11it/s]
Compute efficiency: 0.69:  32%|###2      | 1352/4169 [00:07<00:14, 192.64it/s]
Compute efficiency: 0.66:  32%|###2      | 1352/4169 [00:07<00:14, 192.64it/s]
Compute efficiency: 0.71:  32%|###2      | 1352/4169 [00:07<00:14, 192.64it/s]
Compute efficiency: 0.81:  32%|###2      | 1352/4169 [00:07<00:14, 192.64it/s]
Compute efficiency: 0.69:  32%|###2      | 1352/4169 [00:07<00:14, 192.64it/s]
Compute efficiency: 0.72:  32%|###2      | 1352/4169 [00:07<00:14, 192.64it/s]
Compute efficiency: 0.71:  32%|###2      | 1352/4169 [00:07<00:14, 192.64it/s]
Compute efficiency: 0.66:  32%|###2      | 1352/4169 [00:07<00:14, 192.64it/s]
Compute efficiency: 0.81:  32%|###2      | 1352/4169 [00:07<00:14, 192.64it/s]
Compute efficiency: 0.70:  32%|###2      | 1352/4169 [00:07<00:14, 192.64it/s]
Compute efficiency: 0.71:  32%|###2      | 1352/4169 [00:07<00:14, 192.64it/s]
Compute efficiency: 0.71:  32%|###2      | 1352/4169 [00:07<00:14, 192.64it/s]
Compute efficiency: 0.73:  32%|###2      | 1352/4169 [00:07<00:14, 192.64it/s]
Compute efficiency: 0.59:  32%|###2      | 1352/4169 [00:07<00:14, 192.64it/s]
Compute efficiency: 0.90:  32%|###2      | 1352/4169 [00:07<00:14, 192.64it/s]
Compute efficiency: 0.79:  32%|###2      | 1352/4169 [00:07<00:14, 192.64it/s]
Compute efficiency: 0.69:  32%|###2      | 1352/4169 [00:07<00:14, 192.64it/s]
Compute efficiency: 0.69:  32%|###2      | 1352/4169 [00:07<00:14, 192.64it/s]
Compute efficiency: 0.66:  32%|###2      | 1352/4169 [00:07<00:14, 192.64it/s]
Compute efficiency: 0.65:  32%|###2      | 1352/4169 [00:07<00:14, 192.64it/s]
Compute efficiency: 0.81:  32%|###2      | 1352/4169 [00:07<00:14, 192.64it/s]
Compute efficiency: 0.81:  33%|###2      | 1372/4169 [00:07<00:14, 188.63it/s]
Compute efficiency: 0.67:  33%|###2      | 1372/4169 [00:07<00:14, 188.63it/s]
Compute efficiency: 0.74:  33%|###2      | 1372/4169 [00:07<00:14, 188.63it/s]
Compute efficiency: 0.61:  33%|###2      | 1372/4169 [00:07<00:14, 188.63it/s]
Compute efficiency: 0.71:  33%|###2      | 1372/4169 [00:07<00:14, 188.63it/s]
Compute efficiency: 0.64:  33%|###2      | 1372/4169 [00:07<00:14, 188.63it/s]
Compute efficiency: 0.77:  33%|###2      | 1372/4169 [00:07<00:14, 188.63it/s]
Compute efficiency: 0.81:  33%|###2      | 1372/4169 [00:07<00:14, 188.63it/s]
Compute efficiency: 0.65:  33%|###2      | 1372/4169 [00:07<00:14, 188.63it/s]
Compute efficiency: 0.66:  33%|###2      | 1372/4169 [00:07<00:14, 188.63it/s]
Compute efficiency: 0.66:  33%|###2      | 1372/4169 [00:07<00:14, 188.63it/s]
Compute efficiency: 0.82:  33%|###2      | 1372/4169 [00:07<00:14, 188.63it/s]
Compute efficiency: 0.70:  33%|###2      | 1372/4169 [00:07<00:14, 188.63it/s]
Compute efficiency: 0.74:  33%|###2      | 1372/4169 [00:07<00:14, 188.63it/s]
Compute efficiency: 0.64:  33%|###2      | 1372/4169 [00:07<00:14, 188.63it/s]
Compute efficiency: 0.52:  33%|###2      | 1372/4169 [00:07<00:14, 188.63it/s]
Compute efficiency: 0.82:  33%|###2      | 1372/4169 [00:07<00:14, 188.63it/s]
Compute efficiency: 0.73:  33%|###2      | 1372/4169 [00:07<00:14, 188.63it/s]
Compute efficiency: 0.79:  33%|###2      | 1372/4169 [00:07<00:14, 188.63it/s]
Compute efficiency: 0.81:  33%|###2      | 1372/4169 [00:07<00:14, 188.63it/s]
Compute efficiency: 0.81:  33%|###3      | 1391/4169 [00:07<00:14, 188.62it/s]
Compute efficiency: 0.64:  33%|###3      | 1391/4169 [00:07<00:14, 188.62it/s]
Compute efficiency: 0.72:  33%|###3      | 1391/4169 [00:07<00:14, 188.62it/s]
Compute efficiency: 0.65:  33%|###3      | 1391/4169 [00:07<00:14, 188.62it/s]
Compute efficiency: 0.71:  33%|###3      | 1391/4169 [00:07<00:14, 188.62it/s]
Compute efficiency: 0.69:  33%|###3      | 1391/4169 [00:07<00:14, 188.62it/s]
Compute efficiency: 0.79:  33%|###3      | 1391/4169 [00:07<00:14, 188.62it/s]
Compute efficiency: 0.66:  33%|###3      | 1391/4169 [00:07<00:14, 188.62it/s]
Compute efficiency: 0.75:  33%|###3      | 1391/4169 [00:07<00:14, 188.62it/s]
Compute efficiency: 0.70:  33%|###3      | 1391/4169 [00:07<00:14, 188.62it/s]
Compute efficiency: 0.64:  33%|###3      | 1391/4169 [00:07<00:14, 188.62it/s]
Compute efficiency: 0.68:  33%|###3      | 1391/4169 [00:07<00:14, 188.62it/s]
Compute efficiency: 0.78:  33%|###3      | 1391/4169 [00:07<00:14, 188.62it/s]
Compute efficiency: 0.72:  33%|###3      | 1391/4169 [00:07<00:14, 188.62it/s]
Compute efficiency: 0.75:  33%|###3      | 1391/4169 [00:07<00:14, 188.62it/s]
Compute efficiency: 0.72:  33%|###3      | 1391/4169 [00:07<00:14, 188.62it/s]
Compute efficiency: 0.71:  33%|###3      | 1391/4169 [00:07<00:14, 188.62it/s]
Compute efficiency: 0.76:  33%|###3      | 1391/4169 [00:07<00:14, 188.62it/s]
Compute efficiency: 0.63:  33%|###3      | 1391/4169 [00:07<00:14, 188.62it/s]
Compute efficiency: 0.56:  33%|###3      | 1391/4169 [00:07<00:14, 188.62it/s]
Compute efficiency: 0.77:  33%|###3      | 1391/4169 [00:07<00:14, 188.62it/s]
Compute efficiency: 0.77:  34%|###3      | 1411/4169 [00:07<00:14, 190.23it/s]
Compute efficiency: 0.77:  34%|###3      | 1411/4169 [00:07<00:14, 190.23it/s]
Compute efficiency: 0.67:  34%|###3      | 1411/4169 [00:07<00:14, 190.23it/s]
Compute efficiency: 0.70:  34%|###3      | 1411/4169 [00:07<00:14, 190.23it/s]
Compute efficiency: 0.71:  34%|###3      | 1411/4169 [00:07<00:14, 190.23it/s]
Compute efficiency: 0.66:  34%|###3      | 1411/4169 [00:07<00:14, 190.23it/s]
Compute efficiency: 0.68:  34%|###3      | 1411/4169 [00:07<00:14, 190.23it/s]
Compute efficiency: 0.80:  34%|###3      | 1411/4169 [00:07<00:14, 190.23it/s]
Compute efficiency: 0.64:  34%|###3      | 1411/4169 [00:07<00:14, 190.23it/s]
Compute efficiency: 0.62:  34%|###3      | 1411/4169 [00:07<00:14, 190.23it/s]
Compute efficiency: 0.69:  34%|###3      | 1411/4169 [00:07<00:14, 190.23it/s]
Compute efficiency: 0.87:  34%|###3      | 1411/4169 [00:07<00:14, 190.23it/s]
Compute efficiency: 0.70:  34%|###3      | 1411/4169 [00:07<00:14, 190.23it/s]
Compute efficiency: 0.72:  34%|###3      | 1411/4169 [00:07<00:14, 190.23it/s]
Compute efficiency: 0.67:  34%|###3      | 1411/4169 [00:07<00:14, 190.23it/s]
Compute efficiency: 0.52:  34%|###3      | 1411/4169 [00:07<00:14, 190.23it/s]
Compute efficiency: 0.80:  34%|###3      | 1411/4169 [00:07<00:14, 190.23it/s]
Compute efficiency: 0.63:  34%|###3      | 1411/4169 [00:07<00:14, 190.23it/s]
Compute efficiency: 0.78:  34%|###3      | 1411/4169 [00:07<00:14, 190.23it/s]
Compute efficiency: 0.71:  34%|###3      | 1411/4169 [00:07<00:14, 190.23it/s]
Compute efficiency: 0.71:  34%|###3      | 1411/4169 [00:07<00:14, 190.23it/s]
Compute efficiency: 0.71:  34%|###4      | 1431/4169 [00:07<00:14, 189.36it/s]
Compute efficiency: 0.67:  34%|###4      | 1431/4169 [00:07<00:14, 189.36it/s]
Compute efficiency: 0.66:  34%|###4      | 1431/4169 [00:07<00:14, 189.36it/s]
Compute efficiency: 0.65:  34%|###4      | 1431/4169 [00:07<00:14, 189.36it/s]
Compute efficiency: 0.65:  34%|###4      | 1431/4169 [00:07<00:14, 189.36it/s]
Compute efficiency: 0.63:  34%|###4      | 1431/4169 [00:07<00:14, 189.36it/s]
Compute efficiency: 0.62:  34%|###4      | 1431/4169 [00:07<00:14, 189.36it/s]
Compute efficiency: 0.82:  34%|###4      | 1431/4169 [00:07<00:14, 189.36it/s]
Compute efficiency: 0.68:  34%|###4      | 1431/4169 [00:07<00:14, 189.36it/s]
Compute efficiency: 0.71:  34%|###4      | 1431/4169 [00:07<00:14, 189.36it/s]
Compute efficiency: 0.69:  34%|###4      | 1431/4169 [00:07<00:14, 189.36it/s]
Compute efficiency: 0.64:  34%|###4      | 1431/4169 [00:07<00:14, 189.36it/s]
Compute efficiency: 0.68:  34%|###4      | 1431/4169 [00:07<00:14, 189.36it/s]
Compute efficiency: 0.67:  34%|###4      | 1431/4169 [00:07<00:14, 189.36it/s]
Compute efficiency: 0.62:  34%|###4      | 1431/4169 [00:07<00:14, 189.36it/s]
Compute efficiency: 0.80:  34%|###4      | 1431/4169 [00:07<00:14, 189.36it/s]
Compute efficiency: 0.53:  34%|###4      | 1431/4169 [00:07<00:14, 189.36it/s]
Compute efficiency: 0.82:  34%|###4      | 1431/4169 [00:07<00:14, 189.36it/s]
Compute efficiency: 0.65:  34%|###4      | 1431/4169 [00:07<00:14, 189.36it/s]
Compute efficiency: 0.53:  34%|###4      | 1431/4169 [00:07<00:14, 189.36it/s]
Compute efficiency: 0.79:  34%|###4      | 1431/4169 [00:07<00:14, 189.36it/s]
Compute efficiency: 0.80:  34%|###4      | 1431/4169 [00:07<00:14, 189.36it/s]
Compute efficiency: 0.80:  35%|###4      | 1452/4169 [00:07<00:13, 194.12it/s]
Compute efficiency: 0.65:  35%|###4      | 1452/4169 [00:07<00:13, 194.12it/s]
Compute efficiency: 0.66:  35%|###4      | 1452/4169 [00:07<00:13, 194.12it/s]
Compute efficiency: 0.68:  35%|###4      | 1452/4169 [00:07<00:13, 194.12it/s]
Compute efficiency: 0.82:  35%|###4      | 1452/4169 [00:07<00:13, 194.12it/s]
Compute efficiency: 0.69:  35%|###4      | 1452/4169 [00:07<00:13, 194.12it/s]
Compute efficiency: 0.72:  35%|###4      | 1452/4169 [00:07<00:13, 194.12it/s]
Compute efficiency: 0.74:  35%|###4      | 1452/4169 [00:07<00:13, 194.12it/s]
Compute efficiency: 0.68:  35%|###4      | 1452/4169 [00:07<00:13, 194.12it/s]
Compute efficiency: 0.71:  35%|###4      | 1452/4169 [00:07<00:13, 194.12it/s]
Compute efficiency: 0.82:  35%|###4      | 1452/4169 [00:07<00:13, 194.12it/s]
Compute efficiency: 0.68:  35%|###4      | 1452/4169 [00:07<00:13, 194.12it/s]
Compute efficiency: 0.74:  35%|###4      | 1452/4169 [00:07<00:13, 194.12it/s]
Compute efficiency: 0.70:  35%|###4      | 1452/4169 [00:07<00:13, 194.12it/s]
Compute efficiency: 0.67:  35%|###4      | 1452/4169 [00:07<00:13, 194.12it/s]
Compute efficiency: 0.67:  35%|###4      | 1452/4169 [00:07<00:13, 194.12it/s]
Compute efficiency: 0.65:  35%|###4      | 1452/4169 [00:07<00:13, 194.12it/s]
Compute efficiency: 0.68:  35%|###4      | 1452/4169 [00:07<00:13, 194.12it/s]
Compute efficiency: 0.65:  35%|###4      | 1452/4169 [00:07<00:13, 194.12it/s]
Compute efficiency: 0.68:  35%|###4      | 1452/4169 [00:07<00:13, 194.12it/s]
Compute efficiency: 0.64:  35%|###4      | 1452/4169 [00:07<00:13, 194.12it/s]
Compute efficiency: 0.64:  35%|###5      | 1472/4169 [00:07<00:13, 194.92it/s]
Compute efficiency: 0.65:  35%|###5      | 1472/4169 [00:07<00:13, 194.92it/s]
Compute efficiency: 0.66:  35%|###5      | 1472/4169 [00:07<00:13, 194.92it/s]
Compute efficiency: 0.66:  35%|###5      | 1472/4169 [00:07<00:13, 194.92it/s]
Compute efficiency: 0.64:  35%|###5      | 1472/4169 [00:07<00:13, 194.92it/s]
Compute efficiency: 0.80:  35%|###5      | 1472/4169 [00:07<00:13, 194.92it/s]
Compute efficiency: 0.69:  35%|###5      | 1472/4169 [00:07<00:13, 194.92it/s]
Compute efficiency: 0.66:  35%|###5      | 1472/4169 [00:07<00:13, 194.92it/s]
Compute efficiency: 0.67:  35%|###5      | 1472/4169 [00:07<00:13, 194.92it/s]
Compute efficiency: 0.63:  35%|###5      | 1472/4169 [00:07<00:13, 194.92it/s]
Compute efficiency: 0.67:  35%|###5      | 1472/4169 [00:07<00:13, 194.92it/s]
Compute efficiency: 0.67:  35%|###5      | 1472/4169 [00:07<00:13, 194.92it/s]
Compute efficiency: 0.73:  35%|###5      | 1472/4169 [00:07<00:13, 194.92it/s]
Compute efficiency: 0.77:  35%|###5      | 1472/4169 [00:08<00:13, 194.92it/s]
Compute efficiency: 0.54:  35%|###5      | 1472/4169 [00:08<00:13, 194.92it/s]
Compute efficiency: 0.67:  35%|###5      | 1472/4169 [00:08<00:13, 194.92it/s]
Compute efficiency: 0.63:  35%|###5      | 1472/4169 [00:08<00:13, 194.92it/s]
Compute efficiency: 0.65:  35%|###5      | 1472/4169 [00:08<00:13, 194.92it/s]
Compute efficiency: 0.68:  35%|###5      | 1472/4169 [00:08<00:13, 194.92it/s]
Compute efficiency: 0.51:  35%|###5      | 1472/4169 [00:08<00:13, 194.92it/s]
Compute efficiency: 0.70:  35%|###5      | 1472/4169 [00:08<00:13, 194.92it/s]
Compute efficiency: 0.78:  35%|###5      | 1472/4169 [00:08<00:13, 194.92it/s]
Compute efficiency: 0.68:  35%|###5      | 1472/4169 [00:08<00:13, 194.92it/s]
Compute efficiency: 0.68:  36%|###5      | 1494/4169 [00:08<00:13, 199.13it/s]
Compute efficiency: 0.68:  36%|###5      | 1494/4169 [00:08<00:13, 199.13it/s]
Compute efficiency: 0.65:  36%|###5      | 1494/4169 [00:08<00:13, 199.13it/s]
Compute efficiency: 0.72:  36%|###5      | 1494/4169 [00:08<00:13, 199.13it/s]
Compute efficiency: 0.72:  36%|###5      | 1494/4169 [00:08<00:13, 199.13it/s]
Compute efficiency: 0.64:  36%|###5      | 1494/4169 [00:08<00:13, 199.13it/s]
Compute efficiency: 0.80:  36%|###5      | 1494/4169 [00:08<00:13, 199.13it/s]
Compute efficiency: 0.65:  36%|###5      | 1494/4169 [00:08<00:13, 199.13it/s]
Compute efficiency: 0.73:  36%|###5      | 1494/4169 [00:08<00:13, 199.13it/s]
Compute efficiency: 0.63:  36%|###5      | 1494/4169 [00:08<00:13, 199.13it/s]
Compute efficiency: 0.66:  36%|###5      | 1494/4169 [00:08<00:13, 199.13it/s]
Compute efficiency: 0.64:  36%|###5      | 1494/4169 [00:08<00:13, 199.13it/s]
Compute efficiency: 0.66:  36%|###5      | 1494/4169 [00:08<00:13, 199.13it/s]
Compute efficiency: 0.80:  36%|###5      | 1494/4169 [00:08<00:13, 199.13it/s]
Compute efficiency: 0.64:  36%|###5      | 1494/4169 [00:08<00:13, 199.13it/s]
Compute efficiency: 0.72:  36%|###5      | 1494/4169 [00:08<00:13, 199.13it/s]
Compute efficiency: 0.69:  36%|###5      | 1494/4169 [00:08<00:13, 199.13it/s]
Compute efficiency: 0.67:  36%|###5      | 1494/4169 [00:08<00:13, 199.13it/s]
Compute efficiency: 0.68:  36%|###5      | 1494/4169 [00:08<00:13, 199.13it/s]
Compute efficiency: 0.78:  36%|###5      | 1494/4169 [00:08<00:13, 199.13it/s]
Compute efficiency: 0.67:  36%|###5      | 1494/4169 [00:08<00:13, 199.13it/s]
Compute efficiency: 0.67:  36%|###6      | 1514/4169 [00:08<00:13, 197.17it/s]
Compute efficiency: 0.70:  36%|###6      | 1514/4169 [00:08<00:13, 197.17it/s]
Compute efficiency: 0.75:  36%|###6      | 1514/4169 [00:08<00:13, 197.17it/s]
Compute efficiency: 0.66:  36%|###6      | 1514/4169 [00:08<00:13, 197.17it/s]
Compute efficiency: 0.69:  36%|###6      | 1514/4169 [00:08<00:13, 197.17it/s]
Compute efficiency: 0.52:  36%|###6      | 1514/4169 [00:08<00:13, 197.17it/s]
Compute efficiency: 0.85:  36%|###6      | 1514/4169 [00:08<00:13, 197.17it/s]
Compute efficiency: 0.62:  36%|###6      | 1514/4169 [00:08<00:13, 197.17it/s]
Compute efficiency: 0.64:  36%|###6      | 1514/4169 [00:08<00:13, 197.17it/s]
Compute efficiency: 0.79:  36%|###6      | 1514/4169 [00:08<00:13, 197.17it/s]
Compute efficiency: 0.72:  36%|###6      | 1514/4169 [00:08<00:13, 197.17it/s]
Compute efficiency: 0.71:  36%|###6      | 1514/4169 [00:08<00:13, 197.17it/s]
Compute efficiency: 0.71:  36%|###6      | 1514/4169 [00:08<00:13, 197.17it/s]
Compute efficiency: 0.68:  36%|###6      | 1514/4169 [00:08<00:13, 197.17it/s]
Compute efficiency: 0.79:  36%|###6      | 1514/4169 [00:08<00:13, 197.17it/s]
Compute efficiency: 0.59:  36%|###6      | 1514/4169 [00:08<00:13, 197.17it/s]
Compute efficiency: 0.91:  36%|###6      | 1514/4169 [00:08<00:13, 197.17it/s]
Compute efficiency: 0.69:  36%|###6      | 1514/4169 [00:08<00:13, 197.17it/s]
Compute efficiency: 0.68:  36%|###6      | 1514/4169 [00:08<00:13, 197.17it/s]
Compute efficiency: 0.54:  36%|###6      | 1514/4169 [00:08<00:13, 197.17it/s]
Compute efficiency: 0.87:  36%|###6      | 1514/4169 [00:08<00:13, 197.17it/s]
Compute efficiency: 0.87:  37%|###6      | 1534/4169 [00:08<00:13, 193.90it/s]
Compute efficiency: 0.68:  37%|###6      | 1534/4169 [00:08<00:13, 193.90it/s]
Compute efficiency: 0.69:  37%|###6      | 1534/4169 [00:08<00:13, 193.90it/s]
Compute efficiency: 0.68:  37%|###6      | 1534/4169 [00:08<00:13, 193.90it/s]
Compute efficiency: 0.69:  37%|###6      | 1534/4169 [00:08<00:13, 193.90it/s]
Compute efficiency: 0.67:  37%|###6      | 1534/4169 [00:08<00:13, 193.90it/s]
Compute efficiency: 0.68:  37%|###6      | 1534/4169 [00:08<00:13, 193.90it/s]
Compute efficiency: 0.65:  37%|###6      | 1534/4169 [00:08<00:13, 193.90it/s]
Compute efficiency: 0.82:  37%|###6      | 1534/4169 [00:08<00:13, 193.90it/s]
Compute efficiency: 0.69:  37%|###6      | 1534/4169 [00:08<00:13, 193.90it/s]
Compute efficiency: 0.65:  37%|###6      | 1534/4169 [00:08<00:13, 193.90it/s]
Compute efficiency: 0.81:  37%|###6      | 1534/4169 [00:08<00:13, 193.90it/s]
Compute efficiency: 0.70:  37%|###6      | 1534/4169 [00:08<00:13, 193.90it/s]
Compute efficiency: 0.73:  37%|###6      | 1534/4169 [00:08<00:13, 193.90it/s]
Compute efficiency: 0.62:  37%|###6      | 1534/4169 [00:08<00:13, 193.90it/s]
Compute efficiency: 0.79:  37%|###6      | 1534/4169 [00:08<00:13, 193.90it/s]
Compute efficiency: 0.70:  37%|###6      | 1534/4169 [00:08<00:13, 193.90it/s]
Compute efficiency: 0.71:  37%|###6      | 1534/4169 [00:08<00:13, 193.90it/s]
Compute efficiency: 0.55:  37%|###6      | 1534/4169 [00:08<00:13, 193.90it/s]
Compute efficiency: 0.90:  37%|###6      | 1534/4169 [00:08<00:13, 193.90it/s]
Compute efficiency: 0.71:  37%|###6      | 1534/4169 [00:08<00:13, 193.90it/s]
Compute efficiency: 0.71:  37%|###7      | 1554/4169 [00:08<00:13, 192.62it/s]
Compute efficiency: 0.68:  37%|###7      | 1554/4169 [00:08<00:13, 192.62it/s]
Compute efficiency: 0.61:  37%|###7      | 1554/4169 [00:08<00:13, 192.62it/s]
Compute efficiency: 0.69:  37%|###7      | 1554/4169 [00:08<00:13, 192.62it/s]
Compute efficiency: 0.64:  37%|###7      | 1554/4169 [00:08<00:13, 192.62it/s]
Compute efficiency: 0.82:  37%|###7      | 1554/4169 [00:08<00:13, 192.62it/s]
Compute efficiency: 0.71:  37%|###7      | 1554/4169 [00:08<00:13, 192.62it/s]
Compute efficiency: 0.70:  37%|###7      | 1554/4169 [00:08<00:13, 192.62it/s]
Compute efficiency: 0.68:  37%|###7      | 1554/4169 [00:08<00:13, 192.62it/s]
Compute efficiency: 0.65:  37%|###7      | 1554/4169 [00:08<00:13, 192.62it/s]
Compute efficiency: 0.66:  37%|###7      | 1554/4169 [00:08<00:13, 192.62it/s]
Compute efficiency: 0.65:  37%|###7      | 1554/4169 [00:08<00:13, 192.62it/s]
Compute efficiency: 0.64:  37%|###7      | 1554/4169 [00:08<00:13, 192.62it/s]
Compute efficiency: 0.79:  37%|###7      | 1554/4169 [00:08<00:13, 192.62it/s]
Compute efficiency: 0.72:  37%|###7      | 1554/4169 [00:08<00:13, 192.62it/s]
Compute efficiency: 0.79:  37%|###7      | 1554/4169 [00:08<00:13, 192.62it/s]
Compute efficiency: 0.70:  37%|###7      | 1554/4169 [00:08<00:13, 192.62it/s]
Compute efficiency: 0.73:  37%|###7      | 1554/4169 [00:08<00:13, 192.62it/s]
Compute efficiency: 0.70:  37%|###7      | 1554/4169 [00:08<00:13, 192.62it/s]
Compute efficiency: 0.81:  37%|###7      | 1554/4169 [00:08<00:13, 192.62it/s]
Compute efficiency: 0.69:  37%|###7      | 1554/4169 [00:08<00:13, 192.62it/s]
Compute efficiency: 0.69:  38%|###7      | 1574/4169 [00:08<00:13, 192.87it/s]
Compute efficiency: 0.71:  38%|###7      | 1574/4169 [00:08<00:13, 192.87it/s]
Compute efficiency: 0.59:  38%|###7      | 1574/4169 [00:08<00:13, 192.87it/s]
Compute efficiency: 0.76:  38%|###7      | 1574/4169 [00:08<00:13, 192.87it/s]
Compute efficiency: 0.66:  38%|###7      | 1574/4169 [00:08<00:13, 192.87it/s]
Compute efficiency: 0.80:  38%|###7      | 1574/4169 [00:08<00:13, 192.87it/s]
Compute efficiency: 0.68:  38%|###7      | 1574/4169 [00:08<00:13, 192.87it/s]
Compute efficiency: 0.70:  38%|###7      | 1574/4169 [00:08<00:13, 192.87it/s]
Compute efficiency: 0.81:  38%|###7      | 1574/4169 [00:08<00:13, 192.87it/s]
Compute efficiency: 0.70:  38%|###7      | 1574/4169 [00:08<00:13, 192.87it/s]
Compute efficiency: 0.72:  38%|###7      | 1574/4169 [00:08<00:13, 192.87it/s]
Compute efficiency: 0.67:  38%|###7      | 1574/4169 [00:08<00:13, 192.87it/s]
Compute efficiency: 0.65:  38%|###7      | 1574/4169 [00:08<00:13, 192.87it/s]
Compute efficiency: 0.66:  38%|###7      | 1574/4169 [00:08<00:13, 192.87it/s]
Compute efficiency: 0.79:  38%|###7      | 1574/4169 [00:08<00:13, 192.87it/s]
Compute efficiency: 0.67:  38%|###7      | 1574/4169 [00:08<00:13, 192.87it/s]
Compute efficiency: 0.73:  38%|###7      | 1574/4169 [00:08<00:13, 192.87it/s]
Compute efficiency: 0.67:  38%|###7      | 1574/4169 [00:08<00:13, 192.87it/s]
Compute efficiency: 0.69:  38%|###7      | 1574/4169 [00:08<00:13, 192.87it/s]
Compute efficiency: 0.68:  38%|###7      | 1574/4169 [00:08<00:13, 192.87it/s]
Compute efficiency: 0.65:  38%|###7      | 1574/4169 [00:08<00:13, 192.87it/s]
Compute efficiency: 0.65:  38%|###8      | 1594/4169 [00:08<00:13, 194.14it/s]
Compute efficiency: 0.62:  38%|###8      | 1594/4169 [00:08<00:13, 194.14it/s]
Compute efficiency: 0.69:  38%|###8      | 1594/4169 [00:08<00:13, 194.14it/s]
Compute efficiency: 0.66:  38%|###8      | 1594/4169 [00:08<00:13, 194.14it/s]
Compute efficiency: 0.82:  38%|###8      | 1594/4169 [00:08<00:13, 194.14it/s]
Compute efficiency: 0.67:  38%|###8      | 1594/4169 [00:08<00:13, 194.14it/s]
Compute efficiency: 0.74:  38%|###8      | 1594/4169 [00:08<00:13, 194.14it/s]
Compute efficiency: 0.75:  38%|###8      | 1594/4169 [00:08<00:13, 194.14it/s]
Compute efficiency: 0.64:  38%|###8      | 1594/4169 [00:08<00:13, 194.14it/s]
Compute efficiency: 0.71:  38%|###8      | 1594/4169 [00:08<00:13, 194.14it/s]
Compute efficiency: 0.63:  38%|###8      | 1594/4169 [00:08<00:13, 194.14it/s]
Compute efficiency: 0.68:  38%|###8      | 1594/4169 [00:08<00:13, 194.14it/s]
Compute efficiency: 0.82:  38%|###8      | 1594/4169 [00:08<00:13, 194.14it/s]
Compute efficiency: 0.68:  38%|###8      | 1594/4169 [00:08<00:13, 194.14it/s]
Compute efficiency: 0.72:  38%|###8      | 1594/4169 [00:08<00:13, 194.14it/s]
Compute efficiency: 0.75:  38%|###8      | 1594/4169 [00:08<00:13, 194.14it/s]
Compute efficiency: 0.64:  38%|###8      | 1594/4169 [00:08<00:13, 194.14it/s]
Compute efficiency: 0.66:  38%|###8      | 1594/4169 [00:08<00:13, 194.14it/s]
Compute efficiency: 0.68:  38%|###8      | 1594/4169 [00:08<00:13, 194.14it/s]
Compute efficiency: 0.64:  38%|###8      | 1594/4169 [00:08<00:13, 194.14it/s]
Compute efficiency: 0.70:  38%|###8      | 1594/4169 [00:08<00:13, 194.14it/s]
Compute efficiency: 0.70:  39%|###8      | 1614/4169 [00:08<00:13, 193.72it/s]
Compute efficiency: 0.82:  39%|###8      | 1614/4169 [00:08<00:13, 193.72it/s]
Compute efficiency: 0.71:  39%|###8      | 1614/4169 [00:08<00:13, 193.72it/s]
Compute efficiency: 0.71:  39%|###8      | 1614/4169 [00:08<00:13, 193.72it/s]
Compute efficiency: 0.70:  39%|###8      | 1614/4169 [00:08<00:13, 193.72it/s]
Compute efficiency: 0.73:  39%|###8      | 1614/4169 [00:08<00:13, 193.72it/s]
Compute efficiency: 0.71:  39%|###8      | 1614/4169 [00:08<00:13, 193.72it/s]
Compute efficiency: 0.70:  39%|###8      | 1614/4169 [00:08<00:13, 193.72it/s]
Compute efficiency: 0.65:  39%|###8      | 1614/4169 [00:08<00:13, 193.72it/s]
Compute efficiency: 0.68:  39%|###8      | 1614/4169 [00:08<00:13, 193.72it/s]
Compute efficiency: 0.68:  39%|###8      | 1614/4169 [00:08<00:13, 193.72it/s]
Compute efficiency: 0.80:  39%|###8      | 1614/4169 [00:08<00:13, 193.72it/s]
Compute efficiency: 0.69:  39%|###8      | 1614/4169 [00:08<00:13, 193.72it/s]
Compute efficiency: 0.71:  39%|###8      | 1614/4169 [00:08<00:13, 193.72it/s]
Compute efficiency: 0.69:  39%|###8      | 1614/4169 [00:08<00:13, 193.72it/s]
Compute efficiency: 0.65:  39%|###8      | 1614/4169 [00:08<00:13, 193.72it/s]
Compute efficiency: 0.69:  39%|###8      | 1614/4169 [00:08<00:13, 193.72it/s]
Compute efficiency: 0.66:  39%|###8      | 1614/4169 [00:08<00:13, 193.72it/s]
Compute efficiency: 0.65:  39%|###8      | 1614/4169 [00:08<00:13, 193.72it/s]
Compute efficiency: 0.80:  39%|###8      | 1614/4169 [00:08<00:13, 193.72it/s]
Compute efficiency: 0.67:  39%|###8      | 1614/4169 [00:08<00:13, 193.72it/s]
Compute efficiency: 0.79:  39%|###8      | 1614/4169 [00:08<00:13, 193.72it/s]
Compute efficiency: 0.79:  39%|###9      | 1635/4169 [00:08<00:12, 195.41it/s]
Compute efficiency: 0.67:  39%|###9      | 1635/4169 [00:08<00:12, 195.41it/s]
Compute efficiency: 0.72:  39%|###9      | 1635/4169 [00:08<00:12, 195.41it/s]
Compute efficiency: 0.63:  39%|###9      | 1635/4169 [00:08<00:12, 195.41it/s]
Compute efficiency: 0.79:  39%|###9      | 1635/4169 [00:08<00:12, 195.41it/s]
Compute efficiency: 0.71:  39%|###9      | 1635/4169 [00:08<00:12, 195.41it/s]
Compute efficiency: 0.71:  39%|###9      | 1635/4169 [00:08<00:12, 195.41it/s]
Compute efficiency: 0.67:  39%|###9      | 1635/4169 [00:08<00:12, 195.41it/s]
Compute efficiency: 0.68:  39%|###9      | 1635/4169 [00:08<00:12, 195.41it/s]
Compute efficiency: 0.68:  39%|###9      | 1635/4169 [00:08<00:12, 195.41it/s]
Compute efficiency: 0.68:  39%|###9      | 1635/4169 [00:08<00:12, 195.41it/s]
Compute efficiency: 0.68:  39%|###9      | 1635/4169 [00:08<00:12, 195.41it/s]
Compute efficiency: 0.80:  39%|###9      | 1635/4169 [00:08<00:12, 195.41it/s]
Compute efficiency: 0.70:  39%|###9      | 1635/4169 [00:08<00:12, 195.41it/s]
Compute efficiency: 0.72:  39%|###9      | 1635/4169 [00:08<00:12, 195.41it/s]
Compute efficiency: 0.71:  39%|###9      | 1635/4169 [00:08<00:12, 195.41it/s]
Compute efficiency: 0.68:  39%|###9      | 1635/4169 [00:08<00:12, 195.41it/s]
Compute efficiency: 0.68:  39%|###9      | 1635/4169 [00:08<00:12, 195.41it/s]
Compute efficiency: 0.80:  39%|###9      | 1635/4169 [00:08<00:12, 195.41it/s]
Compute efficiency: 0.66:  39%|###9      | 1635/4169 [00:08<00:12, 195.41it/s]
Compute efficiency: 0.72:  39%|###9      | 1635/4169 [00:08<00:12, 195.41it/s]
Compute efficiency: 0.72:  40%|###9      | 1655/4169 [00:08<00:12, 194.03it/s]
Compute efficiency: 0.66:  40%|###9      | 1655/4169 [00:08<00:12, 194.03it/s]
Compute efficiency: 0.66:  40%|###9      | 1655/4169 [00:08<00:12, 194.03it/s]
Compute efficiency: 0.69:  40%|###9      | 1655/4169 [00:08<00:12, 194.03it/s]
Compute efficiency: 0.66:  40%|###9      | 1655/4169 [00:08<00:12, 194.03it/s]
Compute efficiency: 0.80:  40%|###9      | 1655/4169 [00:08<00:12, 194.03it/s]
Compute efficiency: 0.69:  40%|###9      | 1655/4169 [00:08<00:12, 194.03it/s]
Compute efficiency: 0.71:  40%|###9      | 1655/4169 [00:08<00:12, 194.03it/s]
Compute efficiency: 0.61:  40%|###9      | 1655/4169 [00:08<00:12, 194.03it/s]
Compute efficiency: 0.65:  40%|###9      | 1655/4169 [00:08<00:12, 194.03it/s]
Compute efficiency: 0.69:  40%|###9      | 1655/4169 [00:08<00:12, 194.03it/s]
Compute efficiency: 0.65:  40%|###9      | 1655/4169 [00:08<00:12, 194.03it/s]
Compute efficiency: 0.80:  40%|###9      | 1655/4169 [00:08<00:12, 194.03it/s]
Compute efficiency: 0.67:  40%|###9      | 1655/4169 [00:08<00:12, 194.03it/s]
Compute efficiency: 0.69:  40%|###9      | 1655/4169 [00:08<00:12, 194.03it/s]
Compute efficiency: 0.78:  40%|###9      | 1655/4169 [00:08<00:12, 194.03it/s]
Compute efficiency: 0.66:  40%|###9      | 1655/4169 [00:08<00:12, 194.03it/s]
Compute efficiency: 0.73:  40%|###9      | 1655/4169 [00:08<00:12, 194.03it/s]
Compute efficiency: 0.76:  40%|###9      | 1655/4169 [00:08<00:12, 194.03it/s]
Compute efficiency: 0.65:  40%|###9      | 1655/4169 [00:08<00:12, 194.03it/s]
Compute efficiency: 0.81:  40%|###9      | 1655/4169 [00:08<00:12, 194.03it/s]
Compute efficiency: 0.81:  40%|####      | 1675/4169 [00:08<00:13, 191.31it/s]
Compute efficiency: 0.63:  40%|####      | 1675/4169 [00:08<00:13, 191.31it/s]
Compute efficiency: 0.68:  40%|####      | 1675/4169 [00:09<00:13, 191.31it/s]
Compute efficiency: 0.77:  40%|####      | 1675/4169 [00:09<00:13, 191.31it/s]
Compute efficiency: 0.69:  40%|####      | 1675/4169 [00:09<00:13, 191.31it/s]
Compute efficiency: 0.65:  40%|####      | 1675/4169 [00:09<00:13, 191.31it/s]
Compute efficiency: 0.65:  40%|####      | 1675/4169 [00:09<00:13, 191.31it/s]
Compute efficiency: 0.81:  40%|####      | 1675/4169 [00:09<00:13, 191.31it/s]
Compute efficiency: 0.71:  40%|####      | 1675/4169 [00:09<00:13, 191.31it/s]
Compute efficiency: 0.74:  40%|####      | 1675/4169 [00:09<00:13, 191.31it/s]
Compute efficiency: 0.64:  40%|####      | 1675/4169 [00:09<00:13, 191.31it/s]
Compute efficiency: 0.83:  40%|####      | 1675/4169 [00:09<00:13, 191.31it/s]
Compute efficiency: 0.64:  40%|####      | 1675/4169 [00:09<00:13, 191.31it/s]
Compute efficiency: 0.66:  40%|####      | 1675/4169 [00:09<00:13, 191.31it/s]
Compute efficiency: 0.65:  40%|####      | 1675/4169 [00:09<00:13, 191.31it/s]
Compute efficiency: 0.79:  40%|####      | 1675/4169 [00:09<00:13, 191.31it/s]
Compute efficiency: 0.69:  40%|####      | 1675/4169 [00:09<00:13, 191.31it/s]
Compute efficiency: 0.72:  40%|####      | 1675/4169 [00:09<00:13, 191.31it/s]
Compute efficiency: 0.67:  40%|####      | 1675/4169 [00:09<00:13, 191.31it/s]
Compute efficiency: 0.65:  40%|####      | 1675/4169 [00:09<00:13, 191.31it/s]
Compute efficiency: 0.66:  40%|####      | 1675/4169 [00:09<00:13, 191.31it/s]
Compute efficiency: 0.66:  41%|####      | 1695/4169 [00:09<00:12, 192.37it/s]
Compute efficiency: 0.61:  41%|####      | 1695/4169 [00:09<00:12, 192.37it/s]
Compute efficiency: 0.65:  41%|####      | 1695/4169 [00:09<00:12, 192.37it/s]
Compute efficiency: 0.78:  41%|####      | 1695/4169 [00:09<00:12, 192.37it/s]
Compute efficiency: 0.71:  41%|####      | 1695/4169 [00:09<00:12, 192.37it/s]
Compute efficiency: 0.73:  41%|####      | 1695/4169 [00:09<00:12, 192.37it/s]
Compute efficiency: 0.64:  41%|####      | 1695/4169 [00:09<00:12, 192.37it/s]
Compute efficiency: 0.77:  41%|####      | 1695/4169 [00:09<00:12, 192.37it/s]
Compute efficiency: 0.69:  41%|####      | 1695/4169 [00:09<00:12, 192.37it/s]
Compute efficiency: 0.70:  41%|####      | 1695/4169 [00:09<00:12, 192.37it/s]
Compute efficiency: 0.66:  41%|####      | 1695/4169 [00:09<00:12, 192.37it/s]
Compute efficiency: 0.81:  41%|####      | 1695/4169 [00:09<00:12, 192.37it/s]
Compute efficiency: 0.78:  41%|####      | 1695/4169 [00:09<00:12, 192.37it/s]
Compute efficiency: 0.69:  41%|####      | 1695/4169 [00:09<00:12, 192.37it/s]
Compute efficiency: 0.67:  41%|####      | 1695/4169 [00:09<00:12, 192.37it/s]
Compute efficiency: 0.68:  41%|####      | 1695/4169 [00:09<00:12, 192.37it/s]
Compute efficiency: 0.83:  41%|####      | 1695/4169 [00:09<00:12, 192.37it/s]
Compute efficiency: 0.70:  41%|####      | 1695/4169 [00:09<00:12, 192.37it/s]
Compute efficiency: 0.71:  41%|####      | 1695/4169 [00:09<00:12, 192.37it/s]
Compute efficiency: 0.69:  41%|####      | 1695/4169 [00:09<00:12, 192.37it/s]
Compute efficiency: 0.81:  41%|####      | 1695/4169 [00:09<00:12, 192.37it/s]
Compute efficiency: 0.81:  41%|####1     | 1715/4169 [00:09<00:12, 190.02it/s]
Compute efficiency: 0.65:  41%|####1     | 1715/4169 [00:09<00:12, 190.02it/s]
Compute efficiency: 0.68:  41%|####1     | 1715/4169 [00:09<00:12, 190.02it/s]
Compute efficiency: 0.80:  41%|####1     | 1715/4169 [00:09<00:12, 190.02it/s]
Compute efficiency: 0.80:  41%|####1     | 1715/4169 [00:09<00:12, 190.02it/s]
Compute efficiency: 0.69:  41%|####1     | 1715/4169 [00:09<00:12, 190.02it/s]
Compute efficiency: 0.70:  41%|####1     | 1715/4169 [00:09<00:12, 190.02it/s]
Compute efficiency: 0.68:  41%|####1     | 1715/4169 [00:09<00:12, 190.02it/s]
Compute efficiency: 0.64:  41%|####1     | 1715/4169 [00:09<00:12, 190.02it/s]
Compute efficiency: 0.69:  41%|####1     | 1715/4169 [00:09<00:12, 190.02it/s]
Compute efficiency: 0.68:  41%|####1     | 1715/4169 [00:09<00:12, 190.02it/s]
Compute efficiency: 0.64:  41%|####1     | 1715/4169 [00:09<00:12, 190.02it/s]
Compute efficiency: 0.81:  41%|####1     | 1715/4169 [00:09<00:12, 190.02it/s]
Compute efficiency: 0.62:  41%|####1     | 1715/4169 [00:09<00:12, 190.02it/s]
Compute efficiency: 0.68:  41%|####1     | 1715/4169 [00:09<00:12, 190.02it/s]
Compute efficiency: 0.67:  41%|####1     | 1715/4169 [00:09<00:12, 190.02it/s]
Compute efficiency: 0.66:  41%|####1     | 1715/4169 [00:09<00:12, 190.02it/s]
Compute efficiency: 0.79:  41%|####1     | 1715/4169 [00:09<00:12, 190.02it/s]
Compute efficiency: 0.70:  41%|####1     | 1715/4169 [00:09<00:12, 190.02it/s]
Compute efficiency: 0.71:  41%|####1     | 1715/4169 [00:09<00:12, 190.02it/s]
Compute efficiency: 0.70:  41%|####1     | 1715/4169 [00:09<00:12, 190.02it/s]
Compute efficiency: 0.70:  42%|####1     | 1735/4169 [00:09<00:12, 191.72it/s]
Compute efficiency: 0.79:  42%|####1     | 1735/4169 [00:09<00:12, 191.72it/s]
Compute efficiency: 0.68:  42%|####1     | 1735/4169 [00:09<00:12, 191.72it/s]
Compute efficiency: 0.73:  42%|####1     | 1735/4169 [00:09<00:12, 191.72it/s]
Compute efficiency: 0.72:  42%|####1     | 1735/4169 [00:09<00:12, 191.72it/s]
Compute efficiency: 0.71:  42%|####1     | 1735/4169 [00:09<00:12, 191.72it/s]
Compute efficiency: 0.89:  42%|####1     | 1735/4169 [00:09<00:12, 191.72it/s]
Compute efficiency: 0.79:  42%|####1     | 1735/4169 [00:09<00:12, 191.72it/s]
Compute efficiency: 0.68:  42%|####1     | 1735/4169 [00:09<00:12, 191.72it/s]
Compute efficiency: 0.73:  42%|####1     | 1735/4169 [00:09<00:12, 191.72it/s]
Compute efficiency: 0.71:  42%|####1     | 1735/4169 [00:09<00:12, 191.72it/s]
Compute efficiency: 0.64:  42%|####1     | 1735/4169 [00:09<00:12, 191.72it/s]
Compute efficiency: 0.72:  42%|####1     | 1735/4169 [00:09<00:12, 191.72it/s]
Compute efficiency: 0.73:  42%|####1     | 1735/4169 [00:09<00:12, 191.72it/s]
Compute efficiency: 0.64:  42%|####1     | 1735/4169 [00:09<00:12, 191.72it/s]
Compute efficiency: 0.67:  42%|####1     | 1735/4169 [00:09<00:12, 191.72it/s]
Compute efficiency: 0.79:  42%|####1     | 1735/4169 [00:09<00:12, 191.72it/s]
Compute efficiency: 0.70:  42%|####1     | 1735/4169 [00:09<00:12, 191.72it/s]
Compute efficiency: 0.72:  42%|####1     | 1735/4169 [00:09<00:12, 191.72it/s]
Compute efficiency: 0.69:  42%|####1     | 1735/4169 [00:09<00:12, 191.72it/s]
Compute efficiency: 0.66:  42%|####1     | 1735/4169 [00:09<00:12, 191.72it/s]
Compute efficiency: 0.66:  42%|####2     | 1755/4169 [00:09<00:12, 189.59it/s]
Compute efficiency: 0.63:  42%|####2     | 1755/4169 [00:09<00:12, 189.59it/s]
Compute efficiency: 0.80:  42%|####2     | 1755/4169 [00:09<00:12, 189.59it/s]
Compute efficiency: 0.67:  42%|####2     | 1755/4169 [00:09<00:12, 189.59it/s]
Compute efficiency: 0.72:  42%|####2     | 1755/4169 [00:09<00:12, 189.59it/s]
Compute efficiency: 0.75:  42%|####2     | 1755/4169 [00:09<00:12, 189.59it/s]
Compute efficiency: 0.77:  42%|####2     | 1755/4169 [00:09<00:12, 189.59it/s]
Compute efficiency: 0.51:  42%|####2     | 1755/4169 [00:09<00:12, 189.59it/s]
Compute efficiency: 0.83:  42%|####2     | 1755/4169 [00:09<00:12, 189.59it/s]
Compute efficiency: 0.69:  42%|####2     | 1755/4169 [00:09<00:12, 189.59it/s]
Compute efficiency: 0.70:  42%|####2     | 1755/4169 [00:09<00:12, 189.59it/s]
Compute efficiency: 0.74:  42%|####2     | 1755/4169 [00:09<00:12, 189.59it/s]
Compute efficiency: 0.78:  42%|####2     | 1755/4169 [00:09<00:12, 189.59it/s]
Compute efficiency: 0.72:  42%|####2     | 1755/4169 [00:09<00:12, 189.59it/s]
Compute efficiency: 0.80:  42%|####2     | 1755/4169 [00:09<00:12, 189.59it/s]
Compute efficiency: 0.65:  42%|####2     | 1755/4169 [00:09<00:12, 189.59it/s]
Compute efficiency: 0.72:  42%|####2     | 1755/4169 [00:09<00:12, 189.59it/s]
Compute efficiency: 0.80:  42%|####2     | 1755/4169 [00:09<00:12, 189.59it/s]
Compute efficiency: 0.67:  42%|####2     | 1755/4169 [00:09<00:12, 189.59it/s]
Compute efficiency: 0.69:  42%|####2     | 1755/4169 [00:09<00:12, 189.59it/s]
Compute efficiency: 0.69:  43%|####2     | 1774/4169 [00:09<00:12, 186.93it/s]
Compute efficiency: 0.73:  43%|####2     | 1774/4169 [00:09<00:12, 186.93it/s]
Compute efficiency: 0.69:  43%|####2     | 1774/4169 [00:09<00:12, 186.93it/s]
Compute efficiency: 0.65:  43%|####2     | 1774/4169 [00:09<00:12, 186.93it/s]
Compute efficiency: 0.78:  43%|####2     | 1774/4169 [00:09<00:12, 186.93it/s]
Compute efficiency: 0.69:  43%|####2     | 1774/4169 [00:09<00:12, 186.93it/s]
Compute efficiency: 0.69:  43%|####2     | 1774/4169 [00:09<00:12, 186.93it/s]
Compute efficiency: 0.80:  43%|####2     | 1774/4169 [00:09<00:12, 186.93it/s]
Compute efficiency: 0.72:  43%|####2     | 1774/4169 [00:09<00:12, 186.93it/s]
Compute efficiency: 0.66:  43%|####2     | 1774/4169 [00:09<00:12, 186.93it/s]
Compute efficiency: 0.73:  43%|####2     | 1774/4169 [00:09<00:12, 186.93it/s]
Compute efficiency: 0.76:  43%|####2     | 1774/4169 [00:09<00:12, 186.93it/s]
Compute efficiency: 0.76:  43%|####2     | 1774/4169 [00:09<00:12, 186.93it/s]
Compute efficiency: 0.67:  43%|####2     | 1774/4169 [00:09<00:12, 186.93it/s]
Compute efficiency: 0.69:  43%|####2     | 1774/4169 [00:09<00:12, 186.93it/s]
Compute efficiency: 0.69:  43%|####2     | 1774/4169 [00:09<00:12, 186.93it/s]
Compute efficiency: 0.82:  43%|####2     | 1774/4169 [00:09<00:12, 186.93it/s]
Compute efficiency: 0.68:  43%|####2     | 1774/4169 [00:09<00:12, 186.93it/s]
Compute efficiency: 0.65:  43%|####2     | 1774/4169 [00:09<00:12, 186.93it/s]
Compute efficiency: 0.65:  43%|####2     | 1774/4169 [00:09<00:12, 186.93it/s]
Compute efficiency: 0.65:  43%|####3     | 1793/4169 [00:09<00:12, 185.73it/s]
Compute efficiency: 0.76:  43%|####3     | 1793/4169 [00:09<00:12, 185.73it/s]
Compute efficiency: 0.65:  43%|####3     | 1793/4169 [00:09<00:12, 185.73it/s]
Compute efficiency: 0.81:  43%|####3     | 1793/4169 [00:09<00:12, 185.73it/s]
Compute efficiency: 0.67:  43%|####3     | 1793/4169 [00:09<00:12, 185.73it/s]
Compute efficiency: 0.64:  43%|####3     | 1793/4169 [00:09<00:12, 185.73it/s]
Compute efficiency: 0.67:  43%|####3     | 1793/4169 [00:09<00:12, 185.73it/s]
Compute efficiency: 0.81:  43%|####3     | 1793/4169 [00:09<00:12, 185.73it/s]
Compute efficiency: 0.69:  43%|####3     | 1793/4169 [00:09<00:12, 185.73it/s]
Compute efficiency: 0.73:  43%|####3     | 1793/4169 [00:09<00:12, 185.73it/s]
Compute efficiency: 0.70:  43%|####3     | 1793/4169 [00:09<00:12, 185.73it/s]
Compute efficiency: 0.71:  43%|####3     | 1793/4169 [00:09<00:12, 185.73it/s]
Compute efficiency: 0.89:  43%|####3     | 1793/4169 [00:09<00:12, 185.73it/s]
Compute efficiency: 0.70:  43%|####3     | 1793/4169 [00:09<00:12, 185.73it/s]
Compute efficiency: 0.77:  43%|####3     | 1793/4169 [00:09<00:12, 185.73it/s]
Compute efficiency: 0.78:  43%|####3     | 1793/4169 [00:09<00:12, 185.73it/s]
Compute efficiency: 0.68:  43%|####3     | 1793/4169 [00:09<00:12, 185.73it/s]
Compute efficiency: 0.72:  43%|####3     | 1793/4169 [00:09<00:12, 185.73it/s]
Compute efficiency: 0.75:  43%|####3     | 1793/4169 [00:09<00:12, 185.73it/s]
Compute efficiency: 0.70:  43%|####3     | 1793/4169 [00:09<00:12, 185.73it/s]
Compute efficiency: 0.70:  43%|####3     | 1812/4169 [00:09<00:12, 184.14it/s]
Compute efficiency: 0.66:  43%|####3     | 1812/4169 [00:09<00:12, 184.14it/s]
Compute efficiency: 0.66:  43%|####3     | 1812/4169 [00:09<00:12, 184.14it/s]
Compute efficiency: 0.65:  43%|####3     | 1812/4169 [00:09<00:12, 184.14it/s]
Compute efficiency: 0.68:  43%|####3     | 1812/4169 [00:09<00:12, 184.14it/s]
Compute efficiency: 0.79:  43%|####3     | 1812/4169 [00:09<00:12, 184.14it/s]
Compute efficiency: 0.68:  43%|####3     | 1812/4169 [00:09<00:12, 184.14it/s]
Compute efficiency: 0.73:  43%|####3     | 1812/4169 [00:09<00:12, 184.14it/s]
Compute efficiency: 0.64:  43%|####3     | 1812/4169 [00:09<00:12, 184.14it/s]
Compute efficiency: 0.89:  43%|####3     | 1812/4169 [00:09<00:12, 184.14it/s]
Compute efficiency: 0.64:  43%|####3     | 1812/4169 [00:09<00:12, 184.14it/s]
Compute efficiency: 0.68:  43%|####3     | 1812/4169 [00:09<00:12, 184.14it/s]
Compute efficiency: 0.80:  43%|####3     | 1812/4169 [00:09<00:12, 184.14it/s]
Compute efficiency: 0.69:  43%|####3     | 1812/4169 [00:09<00:12, 184.14it/s]
Compute efficiency: 0.73:  43%|####3     | 1812/4169 [00:09<00:12, 184.14it/s]
Compute efficiency: 0.76:  43%|####3     | 1812/4169 [00:09<00:12, 184.14it/s]
Compute efficiency: 0.61:  43%|####3     | 1812/4169 [00:09<00:12, 184.14it/s]
Compute efficiency: 0.82:  43%|####3     | 1812/4169 [00:09<00:12, 184.14it/s]
Compute efficiency: 0.69:  43%|####3     | 1812/4169 [00:09<00:12, 184.14it/s]
Compute efficiency: 0.71:  43%|####3     | 1812/4169 [00:09<00:12, 184.14it/s]
Compute efficiency: 0.71:  44%|####3     | 1831/4169 [00:09<00:13, 179.73it/s]
Compute efficiency: 0.69:  44%|####3     | 1831/4169 [00:09<00:13, 179.73it/s]
Compute efficiency: 0.68:  44%|####3     | 1831/4169 [00:09<00:13, 179.73it/s]
Compute efficiency: 0.65:  44%|####3     | 1831/4169 [00:09<00:13, 179.73it/s]
Compute efficiency: 0.81:  44%|####3     | 1831/4169 [00:09<00:13, 179.73it/s]
Compute efficiency: 0.68:  44%|####3     | 1831/4169 [00:09<00:13, 179.73it/s]
Compute efficiency: 0.74:  44%|####3     | 1831/4169 [00:09<00:13, 179.73it/s]
Compute efficiency: 0.54:  44%|####3     | 1831/4169 [00:09<00:13, 179.73it/s]
Compute efficiency: 0.89:  44%|####3     | 1831/4169 [00:09<00:13, 179.73it/s]
Compute efficiency: 0.72:  44%|####3     | 1831/4169 [00:09<00:13, 179.73it/s]
Compute efficiency: 0.90:  44%|####3     | 1831/4169 [00:09<00:13, 179.73it/s]
Compute efficiency: 0.71:  44%|####3     | 1831/4169 [00:09<00:13, 179.73it/s]
Compute efficiency: 0.81:  44%|####3     | 1831/4169 [00:09<00:13, 179.73it/s]
Compute efficiency: 0.71:  44%|####3     | 1831/4169 [00:09<00:13, 179.73it/s]
Compute efficiency: 0.65:  44%|####3     | 1831/4169 [00:09<00:13, 179.73it/s]
Compute efficiency: 0.65:  44%|####3     | 1831/4169 [00:09<00:13, 179.73it/s]
Compute efficiency: 0.69:  44%|####3     | 1831/4169 [00:09<00:13, 179.73it/s]
Compute efficiency: 0.66:  44%|####3     | 1831/4169 [00:09<00:13, 179.73it/s]
Compute efficiency: 0.66:  44%|####3     | 1831/4169 [00:09<00:13, 179.73it/s]
Compute efficiency: 0.81:  44%|####3     | 1831/4169 [00:09<00:13, 179.73it/s]
Compute efficiency: 0.81:  44%|####4     | 1850/4169 [00:09<00:13, 177.48it/s]
Compute efficiency: 0.66:  44%|####4     | 1850/4169 [00:09<00:13, 177.48it/s]
Compute efficiency: 0.71:  44%|####4     | 1850/4169 [00:09<00:13, 177.48it/s]
Compute efficiency: 0.78:  44%|####4     | 1850/4169 [00:09<00:13, 177.48it/s]
Compute efficiency: 0.55:  44%|####4     | 1850/4169 [00:09<00:13, 177.48it/s]
Compute efficiency: 0.93:  44%|####4     | 1850/4169 [00:09<00:13, 177.48it/s]
Compute efficiency: 0.67:  44%|####4     | 1850/4169 [00:09<00:13, 177.48it/s]
Compute efficiency: 0.71:  44%|####4     | 1850/4169 [00:09<00:13, 177.48it/s]
Compute efficiency: 0.71:  44%|####4     | 1850/4169 [00:09<00:13, 177.48it/s]
Compute efficiency: 0.71:  44%|####4     | 1850/4169 [00:09<00:13, 177.48it/s]
Compute efficiency: 0.67:  44%|####4     | 1850/4169 [00:10<00:13, 177.48it/s]
Compute efficiency: 0.81:  44%|####4     | 1850/4169 [00:10<00:13, 177.48it/s]
Compute efficiency: 0.69:  44%|####4     | 1850/4169 [00:10<00:13, 177.48it/s]
Compute efficiency: 0.72:  44%|####4     | 1850/4169 [00:10<00:13, 177.48it/s]
Compute efficiency: 0.65:  44%|####4     | 1850/4169 [00:10<00:13, 177.48it/s]
Compute efficiency: 0.66:  44%|####4     | 1850/4169 [00:10<00:13, 177.48it/s]
Compute efficiency: 0.81:  44%|####4     | 1850/4169 [00:10<00:13, 177.48it/s]
Compute efficiency: 0.69:  44%|####4     | 1850/4169 [00:10<00:13, 177.48it/s]
Compute efficiency: 0.63:  44%|####4     | 1850/4169 [00:10<00:13, 177.48it/s]
Compute efficiency: 0.67:  44%|####4     | 1850/4169 [00:10<00:13, 177.48it/s]
Compute efficiency: 0.67:  45%|####4     | 1869/4169 [00:10<00:12, 180.14it/s]
Compute efficiency: 0.64:  45%|####4     | 1869/4169 [00:10<00:12, 180.14it/s]
Compute efficiency: 0.68:  45%|####4     | 1869/4169 [00:10<00:12, 180.14it/s]
Compute efficiency: 0.64:  45%|####4     | 1869/4169 [00:10<00:12, 180.14it/s]
Compute efficiency: 0.66:  45%|####4     | 1869/4169 [00:10<00:12, 180.14it/s]
Compute efficiency: 0.79:  45%|####4     | 1869/4169 [00:10<00:12, 180.14it/s]
Compute efficiency: 0.68:  45%|####4     | 1869/4169 [00:10<00:12, 180.14it/s]
Compute efficiency: 0.69:  45%|####4     | 1869/4169 [00:10<00:12, 180.14it/s]
Compute efficiency: 0.73:  45%|####4     | 1869/4169 [00:10<00:12, 180.14it/s]
Compute efficiency: 0.75:  45%|####4     | 1869/4169 [00:10<00:12, 180.14it/s]
Compute efficiency: 0.79:  45%|####4     | 1869/4169 [00:10<00:12, 180.14it/s]
Compute efficiency: 0.71:  45%|####4     | 1869/4169 [00:10<00:12, 180.14it/s]
Compute efficiency: 0.55:  45%|####4     | 1869/4169 [00:10<00:12, 180.14it/s]
Compute efficiency: 0.79:  45%|####4     | 1869/4169 [00:10<00:12, 180.14it/s]
Compute efficiency: 0.67:  45%|####4     | 1869/4169 [00:10<00:12, 180.14it/s]
Compute efficiency: 0.60:  45%|####4     | 1869/4169 [00:10<00:12, 180.14it/s]
Compute efficiency: 0.93:  45%|####4     | 1869/4169 [00:10<00:12, 180.14it/s]
Compute efficiency: 0.68:  45%|####4     | 1869/4169 [00:10<00:12, 180.14it/s]
Compute efficiency: 0.69:  45%|####4     | 1869/4169 [00:10<00:12, 180.14it/s]
Compute efficiency: 0.63:  45%|####4     | 1869/4169 [00:10<00:12, 180.14it/s]
Compute efficiency: 0.69:  45%|####4     | 1869/4169 [00:10<00:12, 180.14it/s]
Compute efficiency: 0.69:  45%|####5     | 1889/4169 [00:10<00:12, 183.74it/s]
Compute efficiency: 0.67:  45%|####5     | 1889/4169 [00:10<00:12, 183.74it/s]
Compute efficiency: 0.64:  45%|####5     | 1889/4169 [00:10<00:12, 183.74it/s]
Compute efficiency: 0.68:  45%|####5     | 1889/4169 [00:10<00:12, 183.74it/s]
Compute efficiency: 0.81:  45%|####5     | 1889/4169 [00:10<00:12, 183.74it/s]
Compute efficiency: 0.70:  45%|####5     | 1889/4169 [00:10<00:12, 183.74it/s]
Compute efficiency: 0.71:  45%|####5     | 1889/4169 [00:10<00:12, 183.74it/s]
Compute efficiency: 0.63:  45%|####5     | 1889/4169 [00:10<00:12, 183.74it/s]
Compute efficiency: 0.53:  45%|####5     | 1889/4169 [00:10<00:12, 183.74it/s]
Compute efficiency: 0.76:  45%|####5     | 1889/4169 [00:10<00:12, 183.74it/s]
Compute efficiency: 0.82:  45%|####5     | 1889/4169 [00:10<00:12, 183.74it/s]
Compute efficiency: 0.67:  45%|####5     | 1889/4169 [00:10<00:12, 183.74it/s]
Compute efficiency: 0.68:  45%|####5     | 1889/4169 [00:10<00:12, 183.74it/s]
Compute efficiency: 0.74:  45%|####5     | 1889/4169 [00:10<00:12, 183.74it/s]
Compute efficiency: 0.68:  45%|####5     | 1889/4169 [00:10<00:12, 183.74it/s]
Compute efficiency: 0.67:  45%|####5     | 1889/4169 [00:10<00:12, 183.74it/s]
Compute efficiency: 0.52:  45%|####5     | 1889/4169 [00:10<00:12, 183.74it/s]
Compute efficiency: 0.81:  45%|####5     | 1889/4169 [00:10<00:12, 183.74it/s]
Compute efficiency: 0.81:  45%|####5     | 1889/4169 [00:10<00:12, 183.74it/s]
Compute efficiency: 0.67:  45%|####5     | 1889/4169 [00:10<00:12, 183.74it/s]
Compute efficiency: 0.68:  45%|####5     | 1889/4169 [00:10<00:12, 183.74it/s]
Compute efficiency: 0.68:  46%|####5     | 1909/4169 [00:10<00:12, 185.24it/s]
Compute efficiency: 0.74:  46%|####5     | 1909/4169 [00:10<00:12, 185.24it/s]
Compute efficiency: 0.69:  46%|####5     | 1909/4169 [00:10<00:12, 185.24it/s]
Compute efficiency: 0.67:  46%|####5     | 1909/4169 [00:10<00:12, 185.24it/s]
Compute efficiency: 0.67:  46%|####5     | 1909/4169 [00:10<00:12, 185.24it/s]
Compute efficiency: 0.65:  46%|####5     | 1909/4169 [00:10<00:12, 185.24it/s]
Compute efficiency: 0.82:  46%|####5     | 1909/4169 [00:10<00:12, 185.24it/s]
Compute efficiency: 0.71:  46%|####5     | 1909/4169 [00:10<00:12, 185.24it/s]
Compute efficiency: 0.68:  46%|####5     | 1909/4169 [00:10<00:12, 185.24it/s]
Compute efficiency: 0.70:  46%|####5     | 1909/4169 [00:10<00:12, 185.24it/s]
Compute efficiency: 0.64:  46%|####5     | 1909/4169 [00:10<00:12, 185.24it/s]
Compute efficiency: 0.57:  46%|####5     | 1909/4169 [00:10<00:12, 185.24it/s]
Compute efficiency: 0.91:  46%|####5     | 1909/4169 [00:10<00:12, 185.24it/s]
Compute efficiency: 0.70:  46%|####5     | 1909/4169 [00:10<00:12, 185.24it/s]
Compute efficiency: 0.52:  46%|####5     | 1909/4169 [00:10<00:12, 185.24it/s]
Compute efficiency: 0.81:  46%|####5     | 1909/4169 [00:10<00:12, 185.24it/s]
Compute efficiency: 0.79:  46%|####5     | 1909/4169 [00:10<00:12, 185.24it/s]
Compute efficiency: 0.68:  46%|####5     | 1909/4169 [00:10<00:12, 185.24it/s]
Compute efficiency: 0.72:  46%|####5     | 1909/4169 [00:10<00:12, 185.24it/s]
Compute efficiency: 0.71:  46%|####5     | 1909/4169 [00:10<00:12, 185.24it/s]
Compute efficiency: 0.71:  46%|####6     | 1928/4169 [00:10<00:12, 184.24it/s]
Compute efficiency: 0.65:  46%|####6     | 1928/4169 [00:10<00:12, 184.24it/s]
Compute efficiency: 0.68:  46%|####6     | 1928/4169 [00:10<00:12, 184.24it/s]
Compute efficiency: 0.69:  46%|####6     | 1928/4169 [00:10<00:12, 184.24it/s]
Compute efficiency: 0.64:  46%|####6     | 1928/4169 [00:10<00:12, 184.24it/s]
Compute efficiency: 0.63:  46%|####6     | 1928/4169 [00:10<00:12, 184.24it/s]
Compute efficiency: 0.65:  46%|####6     | 1928/4169 [00:10<00:12, 184.24it/s]
Compute efficiency: 0.72:  46%|####6     | 1928/4169 [00:10<00:12, 184.24it/s]
Compute efficiency: 0.84:  46%|####6     | 1928/4169 [00:10<00:12, 184.24it/s]
Compute efficiency: 0.78:  46%|####6     | 1928/4169 [00:10<00:12, 184.24it/s]
Compute efficiency: 0.67:  46%|####6     | 1928/4169 [00:10<00:12, 184.24it/s]
Compute efficiency: 0.71:  46%|####6     | 1928/4169 [00:10<00:12, 184.24it/s]
Compute efficiency: 0.61:  46%|####6     | 1928/4169 [00:10<00:12, 184.24it/s]
Compute efficiency: 0.65:  46%|####6     | 1928/4169 [00:10<00:12, 184.24it/s]
Compute efficiency: 0.68:  46%|####6     | 1928/4169 [00:10<00:12, 184.24it/s]
Compute efficiency: 0.80:  46%|####6     | 1928/4169 [00:10<00:12, 184.24it/s]
Compute efficiency: 0.72:  46%|####6     | 1928/4169 [00:10<00:12, 184.24it/s]
Compute efficiency: 0.73:  46%|####6     | 1928/4169 [00:10<00:12, 184.24it/s]
Compute efficiency: 0.62:  46%|####6     | 1928/4169 [00:10<00:12, 184.24it/s]
Compute efficiency: 0.82:  46%|####6     | 1928/4169 [00:10<00:12, 184.24it/s]
Compute efficiency: 0.68:  46%|####6     | 1928/4169 [00:10<00:12, 184.24it/s]
Compute efficiency: 0.68:  47%|####6     | 1948/4169 [00:10<00:11, 186.52it/s]
Compute efficiency: 0.69:  47%|####6     | 1948/4169 [00:10<00:11, 186.52it/s]
Compute efficiency: 0.63:  47%|####6     | 1948/4169 [00:10<00:11, 186.52it/s]
Compute efficiency: 0.77:  47%|####6     | 1948/4169 [00:10<00:11, 186.52it/s]
Compute efficiency: 0.81:  47%|####6     | 1948/4169 [00:10<00:11, 186.52it/s]
Compute efficiency: 0.67:  47%|####6     | 1948/4169 [00:10<00:11, 186.52it/s]
Compute efficiency: 0.65:  47%|####6     | 1948/4169 [00:10<00:11, 186.52it/s]
Compute efficiency: 0.70:  47%|####6     | 1948/4169 [00:10<00:11, 186.52it/s]
Compute efficiency: 0.64:  47%|####6     | 1948/4169 [00:10<00:11, 186.52it/s]
Compute efficiency: 0.66:  47%|####6     | 1948/4169 [00:10<00:11, 186.52it/s]
Compute efficiency: 0.68:  47%|####6     | 1948/4169 [00:10<00:11, 186.52it/s]
Compute efficiency: 0.80:  47%|####6     | 1948/4169 [00:10<00:11, 186.52it/s]
Compute efficiency: 0.70:  47%|####6     | 1948/4169 [00:10<00:11, 186.52it/s]
Compute efficiency: 0.72:  47%|####6     | 1948/4169 [00:10<00:11, 186.52it/s]
Compute efficiency: 0.70:  47%|####6     | 1948/4169 [00:10<00:11, 186.52it/s]
Compute efficiency: 0.68:  47%|####6     | 1948/4169 [00:10<00:11, 186.52it/s]
Compute efficiency: 0.64:  47%|####6     | 1948/4169 [00:10<00:11, 186.52it/s]
Compute efficiency: 0.67:  47%|####6     | 1948/4169 [00:10<00:11, 186.52it/s]
Compute efficiency: 0.69:  47%|####6     | 1948/4169 [00:10<00:11, 186.52it/s]
Compute efficiency: 0.80:  47%|####6     | 1948/4169 [00:10<00:11, 186.52it/s]
Compute efficiency: 0.67:  47%|####6     | 1948/4169 [00:10<00:11, 186.52it/s]
Compute efficiency: 0.67:  47%|####7     | 1968/4169 [00:10<00:11, 188.85it/s]
Compute efficiency: 0.69:  47%|####7     | 1968/4169 [00:10<00:11, 188.85it/s]
Compute efficiency: 0.72:  47%|####7     | 1968/4169 [00:10<00:11, 188.85it/s]
Compute efficiency: 0.75:  47%|####7     | 1968/4169 [00:10<00:11, 188.85it/s]
Compute efficiency: 0.65:  47%|####7     | 1968/4169 [00:10<00:11, 188.85it/s]
Compute efficiency: 0.66:  47%|####7     | 1968/4169 [00:10<00:11, 188.85it/s]
Compute efficiency: 0.69:  47%|####7     | 1968/4169 [00:10<00:11, 188.85it/s]
Compute efficiency: 0.79:  47%|####7     | 1968/4169 [00:10<00:11, 188.85it/s]
Compute efficiency: 0.58:  47%|####7     | 1968/4169 [00:10<00:11, 188.85it/s]
Compute efficiency: 0.89:  47%|####7     | 1968/4169 [00:10<00:11, 188.85it/s]
Compute efficiency: 0.64:  47%|####7     | 1968/4169 [00:10<00:11, 188.85it/s]
Compute efficiency: 0.68:  47%|####7     | 1968/4169 [00:10<00:11, 188.85it/s]
Compute efficiency: 0.68:  47%|####7     | 1968/4169 [00:10<00:11, 188.85it/s]
Compute efficiency: 0.71:  47%|####7     | 1968/4169 [00:10<00:11, 188.85it/s]
Compute efficiency: 0.73:  47%|####7     | 1968/4169 [00:10<00:11, 188.85it/s]
Compute efficiency: 0.73:  47%|####7     | 1968/4169 [00:10<00:11, 188.85it/s]
Compute efficiency: 0.79:  47%|####7     | 1968/4169 [00:10<00:11, 188.85it/s]
Compute efficiency: 0.70:  47%|####7     | 1968/4169 [00:10<00:11, 188.85it/s]
Compute efficiency: 0.73:  47%|####7     | 1968/4169 [00:10<00:11, 188.85it/s]
Compute efficiency: 0.70:  47%|####7     | 1968/4169 [00:10<00:11, 188.85it/s]
Compute efficiency: 0.70:  48%|####7     | 1987/4169 [00:10<00:11, 189.12it/s]
Compute efficiency: 0.72:  48%|####7     | 1987/4169 [00:10<00:11, 189.12it/s]
Compute efficiency: 0.91:  48%|####7     | 1987/4169 [00:10<00:11, 189.12it/s]
Compute efficiency: 0.73:  48%|####7     | 1987/4169 [00:10<00:11, 189.12it/s]
Compute efficiency: 0.74:  48%|####7     | 1987/4169 [00:10<00:11, 189.12it/s]
Compute efficiency: 0.75:  48%|####7     | 1987/4169 [00:10<00:11, 189.12it/s]
Compute efficiency: 0.65:  48%|####7     | 1987/4169 [00:10<00:11, 189.12it/s]
Compute efficiency: 0.66:  48%|####7     | 1987/4169 [00:10<00:11, 189.12it/s]
Compute efficiency: 0.68:  48%|####7     | 1987/4169 [00:10<00:11, 189.12it/s]
Compute efficiency: 0.65:  48%|####7     | 1987/4169 [00:10<00:11, 189.12it/s]
Compute efficiency: 0.79:  48%|####7     | 1987/4169 [00:10<00:11, 189.12it/s]
Compute efficiency: 0.69:  48%|####7     | 1987/4169 [00:10<00:11, 189.12it/s]
Compute efficiency: 0.73:  48%|####7     | 1987/4169 [00:10<00:11, 189.12it/s]
Compute efficiency: 0.72:  48%|####7     | 1987/4169 [00:10<00:11, 189.12it/s]
Compute efficiency: 0.70:  48%|####7     | 1987/4169 [00:10<00:11, 189.12it/s]
Compute efficiency: 0.66:  48%|####7     | 1987/4169 [00:10<00:11, 189.12it/s]
Compute efficiency: 0.70:  48%|####7     | 1987/4169 [00:10<00:11, 189.12it/s]
Compute efficiency: 0.53:  48%|####7     | 1987/4169 [00:10<00:11, 189.12it/s]
Compute efficiency: 0.88:  48%|####7     | 1987/4169 [00:10<00:11, 189.12it/s]
Compute efficiency: 0.68:  48%|####7     | 1987/4169 [00:10<00:11, 189.12it/s]
Compute efficiency: 0.68:  48%|####8     | 2006/4169 [00:10<00:11, 186.83it/s]
Compute efficiency: 0.64:  48%|####8     | 2006/4169 [00:10<00:11, 186.83it/s]
Compute efficiency: 0.71:  48%|####8     | 2006/4169 [00:10<00:11, 186.83it/s]
Compute efficiency: 0.58:  48%|####8     | 2006/4169 [00:10<00:11, 186.83it/s]
Compute efficiency: 0.87:  48%|####8     | 2006/4169 [00:10<00:11, 186.83it/s]
Compute efficiency: 0.53:  48%|####8     | 2006/4169 [00:10<00:11, 186.83it/s]
Compute efficiency: 0.83:  48%|####8     | 2006/4169 [00:10<00:11, 186.83it/s]
Compute efficiency: 0.67:  48%|####8     | 2006/4169 [00:10<00:11, 186.83it/s]
Compute efficiency: 0.67:  48%|####8     | 2006/4169 [00:10<00:11, 186.83it/s]
Compute efficiency: 0.69:  48%|####8     | 2006/4169 [00:10<00:11, 186.83it/s]
Compute efficiency: 0.82:  48%|####8     | 2006/4169 [00:10<00:11, 186.83it/s]
Compute efficiency: 0.54:  48%|####8     | 2006/4169 [00:10<00:11, 186.83it/s]
Compute efficiency: 0.91:  48%|####8     | 2006/4169 [00:10<00:11, 186.83it/s]
Compute efficiency: 0.62:  48%|####8     | 2006/4169 [00:10<00:11, 186.83it/s]
Compute efficiency: 0.68:  48%|####8     | 2006/4169 [00:10<00:11, 186.83it/s]
Compute efficiency: 0.63:  48%|####8     | 2006/4169 [00:10<00:11, 186.83it/s]
Compute efficiency: 0.68:  48%|####8     | 2006/4169 [00:10<00:11, 186.83it/s]
Compute efficiency: 0.70:  48%|####8     | 2006/4169 [00:10<00:11, 186.83it/s]
Compute efficiency: 0.78:  48%|####8     | 2006/4169 [00:10<00:11, 186.83it/s]
Compute efficiency: 0.68:  48%|####8     | 2006/4169 [00:10<00:11, 186.83it/s]
Compute efficiency: 0.72:  48%|####8     | 2006/4169 [00:10<00:11, 186.83it/s]
Compute efficiency: 0.73:  48%|####8     | 2006/4169 [00:10<00:11, 186.83it/s]
Compute efficiency: 0.73:  49%|####8     | 2027/4169 [00:10<00:11, 190.98it/s]
Compute efficiency: 0.63:  49%|####8     | 2027/4169 [00:10<00:11, 190.98it/s]
Compute efficiency: 0.70:  49%|####8     | 2027/4169 [00:10<00:11, 190.98it/s]
Compute efficiency: 0.66:  49%|####8     | 2027/4169 [00:10<00:11, 190.98it/s]
Compute efficiency: 0.69:  49%|####8     | 2027/4169 [00:10<00:11, 190.98it/s]
Compute efficiency: 0.79:  49%|####8     | 2027/4169 [00:10<00:11, 190.98it/s]
Compute efficiency: 0.68:  49%|####8     | 2027/4169 [00:10<00:11, 190.98it/s]
Compute efficiency: 0.71:  49%|####8     | 2027/4169 [00:10<00:11, 190.98it/s]
Compute efficiency: 0.74:  49%|####8     | 2027/4169 [00:10<00:11, 190.98it/s]
Compute efficiency: 0.70:  49%|####8     | 2027/4169 [00:10<00:11, 190.98it/s]
Compute efficiency: 0.69:  49%|####8     | 2027/4169 [00:10<00:11, 190.98it/s]
Compute efficiency: 0.67:  49%|####8     | 2027/4169 [00:10<00:11, 190.98it/s]
Compute efficiency: 0.65:  49%|####8     | 2027/4169 [00:10<00:11, 190.98it/s]
Compute efficiency: 0.79:  49%|####8     | 2027/4169 [00:10<00:11, 190.98it/s]
Compute efficiency: 0.67:  49%|####8     | 2027/4169 [00:10<00:11, 190.98it/s]
Compute efficiency: 0.72:  49%|####8     | 2027/4169 [00:10<00:11, 190.98it/s]
Compute efficiency: 0.74:  49%|####8     | 2027/4169 [00:10<00:11, 190.98it/s]
Compute efficiency: 0.69:  49%|####8     | 2027/4169 [00:10<00:11, 190.98it/s]
Compute efficiency: 0.68:  49%|####8     | 2027/4169 [00:10<00:11, 190.98it/s]
Compute efficiency: 0.51:  49%|####8     | 2027/4169 [00:10<00:11, 190.98it/s]
Compute efficiency: 0.74:  49%|####8     | 2027/4169 [00:10<00:11, 190.98it/s]
Compute efficiency: 0.79:  49%|####8     | 2027/4169 [00:10<00:11, 190.98it/s]
Compute efficiency: 0.79:  49%|####9     | 2048/4169 [00:10<00:10, 193.67it/s]
Compute efficiency: 0.66:  49%|####9     | 2048/4169 [00:10<00:10, 193.67it/s]
Compute efficiency: 0.73:  49%|####9     | 2048/4169 [00:10<00:10, 193.67it/s]
Compute efficiency: 0.65:  49%|####9     | 2048/4169 [00:10<00:10, 193.67it/s]
Compute efficiency: 0.67:  49%|####9     | 2048/4169 [00:11<00:10, 193.67it/s]
Compute efficiency: 0.66:  49%|####9     | 2048/4169 [00:11<00:10, 193.67it/s]
Compute efficiency: 0.52:  49%|####9     | 2048/4169 [00:11<00:10, 193.67it/s]
Compute efficiency: 0.88:  49%|####9     | 2048/4169 [00:11<00:10, 193.67it/s]
Compute efficiency: 0.70:  49%|####9     | 2048/4169 [00:11<00:10, 193.67it/s]
Compute efficiency: 0.70:  49%|####9     | 2048/4169 [00:11<00:10, 193.67it/s]
Compute efficiency: 0.64:  49%|####9     | 2048/4169 [00:11<00:10, 193.67it/s]
Compute efficiency: 0.66:  49%|####9     | 2048/4169 [00:11<00:10, 193.67it/s]
Compute efficiency: 0.67:  49%|####9     | 2048/4169 [00:11<00:10, 193.67it/s]
Compute efficiency: 0.69:  49%|####9     | 2048/4169 [00:11<00:10, 193.67it/s]
Compute efficiency: 0.52:  49%|####9     | 2048/4169 [00:11<00:10, 193.67it/s]
Compute efficiency: 0.88:  49%|####9     | 2048/4169 [00:11<00:10, 193.67it/s]
Compute efficiency: 0.69:  49%|####9     | 2048/4169 [00:11<00:10, 193.67it/s]
Compute efficiency: 0.72:  49%|####9     | 2048/4169 [00:11<00:10, 193.67it/s]
Compute efficiency: 0.64:  49%|####9     | 2048/4169 [00:11<00:10, 193.67it/s]
Compute efficiency: 0.68:  49%|####9     | 2048/4169 [00:11<00:10, 193.67it/s]
Compute efficiency: 0.66:  49%|####9     | 2048/4169 [00:11<00:10, 193.67it/s]
Compute efficiency: 0.67:  49%|####9     | 2048/4169 [00:11<00:10, 193.67it/s]
Compute efficiency: 0.67:  50%|####9     | 2069/4169 [00:11<00:10, 196.09it/s]
Compute efficiency: 0.72:  50%|####9     | 2069/4169 [00:11<00:10, 196.09it/s]
Compute efficiency: 0.65:  50%|####9     | 2069/4169 [00:11<00:10, 196.09it/s]
Compute efficiency: 0.81:  50%|####9     | 2069/4169 [00:11<00:10, 196.09it/s]
Compute efficiency: 0.69:  50%|####9     | 2069/4169 [00:11<00:10, 196.09it/s]
Compute efficiency: 0.72:  50%|####9     | 2069/4169 [00:11<00:10, 196.09it/s]
Compute efficiency: 0.78:  50%|####9     | 2069/4169 [00:11<00:10, 196.09it/s]
Compute efficiency: 0.72:  50%|####9     | 2069/4169 [00:11<00:10, 196.09it/s]
Compute efficiency: 0.72:  50%|####9     | 2069/4169 [00:11<00:10, 196.09it/s]
Compute efficiency: 0.71:  50%|####9     | 2069/4169 [00:11<00:10, 196.09it/s]
Compute efficiency: 0.79:  50%|####9     | 2069/4169 [00:11<00:10, 196.09it/s]
Compute efficiency: 0.65:  50%|####9     | 2069/4169 [00:11<00:10, 196.09it/s]
Compute efficiency: 0.75:  50%|####9     | 2069/4169 [00:11<00:10, 196.09it/s]
Compute efficiency: 0.64:  50%|####9     | 2069/4169 [00:11<00:10, 196.09it/s]
Compute efficiency: 0.80:  50%|####9     | 2069/4169 [00:11<00:10, 196.09it/s]
Compute efficiency: 0.66:  50%|####9     | 2069/4169 [00:11<00:10, 196.09it/s]
Compute efficiency: 0.73:  50%|####9     | 2069/4169 [00:11<00:10, 196.09it/s]
Compute efficiency: 0.74:  50%|####9     | 2069/4169 [00:11<00:10, 196.09it/s]
Compute efficiency: 0.68:  50%|####9     | 2069/4169 [00:11<00:10, 196.09it/s]
Compute efficiency: 0.68:  50%|####9     | 2069/4169 [00:11<00:10, 196.09it/s]
Compute efficiency: 0.81:  50%|####9     | 2069/4169 [00:11<00:10, 196.09it/s]
Compute efficiency: 0.81:  50%|#####     | 2089/4169 [00:11<00:10, 190.78it/s]
Compute efficiency: 0.68:  50%|#####     | 2089/4169 [00:11<00:10, 190.78it/s]
Compute efficiency: 0.71:  50%|#####     | 2089/4169 [00:11<00:10, 190.78it/s]
Compute efficiency: 0.67:  50%|#####     | 2089/4169 [00:11<00:10, 190.78it/s]
Compute efficiency: 0.65:  50%|#####     | 2089/4169 [00:11<00:10, 190.78it/s]
Compute efficiency: 0.66:  50%|#####     | 2089/4169 [00:11<00:10, 190.78it/s]
Compute efficiency: 0.68:  50%|#####     | 2089/4169 [00:11<00:10, 190.78it/s]
Compute efficiency: 0.81:  50%|#####     | 2089/4169 [00:11<00:10, 190.78it/s]
Compute efficiency: 0.67:  50%|#####     | 2089/4169 [00:11<00:10, 190.78it/s]
Compute efficiency: 0.68:  50%|#####     | 2089/4169 [00:11<00:10, 190.78it/s]
Compute efficiency: 0.76:  50%|#####     | 2089/4169 [00:11<00:10, 190.78it/s]
Compute efficiency: 0.70:  50%|#####     | 2089/4169 [00:11<00:10, 190.78it/s]
Compute efficiency: 0.65:  50%|#####     | 2089/4169 [00:11<00:10, 190.78it/s]
Compute efficiency: 0.64:  50%|#####     | 2089/4169 [00:11<00:10, 190.78it/s]
Compute efficiency: 0.64:  50%|#####     | 2089/4169 [00:11<00:10, 190.78it/s]
Compute efficiency: 0.82:  50%|#####     | 2089/4169 [00:11<00:10, 190.78it/s]
Compute efficiency: 0.68:  50%|#####     | 2089/4169 [00:11<00:10, 190.78it/s]
Compute efficiency: 0.72:  50%|#####     | 2089/4169 [00:11<00:10, 190.78it/s]
Compute efficiency: 0.74:  50%|#####     | 2089/4169 [00:11<00:10, 190.78it/s]
Compute efficiency: 0.68:  50%|#####     | 2089/4169 [00:11<00:10, 190.78it/s]
Compute efficiency: 0.65:  50%|#####     | 2089/4169 [00:11<00:10, 190.78it/s]
Compute efficiency: 0.65:  51%|#####     | 2109/4169 [00:11<00:10, 188.77it/s]
Compute efficiency: 0.64:  51%|#####     | 2109/4169 [00:11<00:10, 188.77it/s]
Compute efficiency: 0.79:  51%|#####     | 2109/4169 [00:11<00:10, 188.77it/s]
Compute efficiency: 0.70:  51%|#####     | 2109/4169 [00:11<00:10, 188.77it/s]
Compute efficiency: 0.73:  51%|#####     | 2109/4169 [00:11<00:10, 188.77it/s]
Compute efficiency: 0.69:  51%|#####     | 2109/4169 [00:11<00:10, 188.77it/s]
Compute efficiency: 0.68:  51%|#####     | 2109/4169 [00:11<00:10, 188.77it/s]
Compute efficiency: 0.70:  51%|#####     | 2109/4169 [00:11<00:10, 188.77it/s]
Compute efficiency: 0.66:  51%|#####     | 2109/4169 [00:11<00:10, 188.77it/s]
Compute efficiency: 0.65:  51%|#####     | 2109/4169 [00:11<00:10, 188.77it/s]
Compute efficiency: 0.64:  51%|#####     | 2109/4169 [00:11<00:10, 188.77it/s]
Compute efficiency: 0.65:  51%|#####     | 2109/4169 [00:11<00:10, 188.77it/s]
Compute efficiency: 0.63:  51%|#####     | 2109/4169 [00:11<00:10, 188.77it/s]
Compute efficiency: 0.68:  51%|#####     | 2109/4169 [00:11<00:10, 188.77it/s]
Compute efficiency: 0.79:  51%|#####     | 2109/4169 [00:11<00:10, 188.77it/s]
Compute efficiency: 0.70:  51%|#####     | 2109/4169 [00:11<00:10, 188.77it/s]
Compute efficiency: 0.74:  51%|#####     | 2109/4169 [00:11<00:10, 188.77it/s]
Compute efficiency: 0.66:  51%|#####     | 2109/4169 [00:11<00:10, 188.77it/s]
Compute efficiency: 0.82:  51%|#####     | 2109/4169 [00:11<00:10, 188.77it/s]
Compute efficiency: 0.70:  51%|#####     | 2109/4169 [00:11<00:10, 188.77it/s]
Compute efficiency: 0.71:  51%|#####     | 2109/4169 [00:11<00:10, 188.77it/s]
Compute efficiency: 0.71:  51%|#####1    | 2129/4169 [00:11<00:10, 191.43it/s]
Compute efficiency: 0.64:  51%|#####1    | 2129/4169 [00:11<00:10, 191.43it/s]
Compute efficiency: 0.69:  51%|#####1    | 2129/4169 [00:11<00:10, 191.43it/s]
Compute efficiency: 0.70:  51%|#####1    | 2129/4169 [00:11<00:10, 191.43it/s]
Compute efficiency: 0.66:  51%|#####1    | 2129/4169 [00:11<00:10, 191.43it/s]
Compute efficiency: 0.80:  51%|#####1    | 2129/4169 [00:11<00:10, 191.43it/s]
Compute efficiency: 0.67:  51%|#####1    | 2129/4169 [00:11<00:10, 191.43it/s]
Compute efficiency: 0.70:  51%|#####1    | 2129/4169 [00:11<00:10, 191.43it/s]
Compute efficiency: 0.70:  51%|#####1    | 2129/4169 [00:11<00:10, 191.43it/s]
Compute efficiency: 0.78:  51%|#####1    | 2129/4169 [00:11<00:10, 191.43it/s]
Compute efficiency: 0.68:  51%|#####1    | 2129/4169 [00:11<00:10, 191.43it/s]
Compute efficiency: 0.77:  51%|#####1    | 2129/4169 [00:11<00:10, 191.43it/s]
Compute efficiency: 0.68:  51%|#####1    | 2129/4169 [00:11<00:10, 191.43it/s]
Compute efficiency: 0.74:  51%|#####1    | 2129/4169 [00:11<00:10, 191.43it/s]
Compute efficiency: 0.62:  51%|#####1    | 2129/4169 [00:11<00:10, 191.43it/s]
Compute efficiency: 0.69:  51%|#####1    | 2129/4169 [00:11<00:10, 191.43it/s]
Compute efficiency: 0.73:  51%|#####1    | 2129/4169 [00:11<00:10, 191.43it/s]
Compute efficiency: 0.77:  51%|#####1    | 2129/4169 [00:11<00:10, 191.43it/s]
Compute efficiency: 0.54:  51%|#####1    | 2129/4169 [00:11<00:10, 191.43it/s]
Compute efficiency: 0.84:  51%|#####1    | 2129/4169 [00:11<00:10, 191.43it/s]
Compute efficiency: 0.63:  51%|#####1    | 2129/4169 [00:11<00:10, 191.43it/s]
Compute efficiency: 0.63:  52%|#####1    | 2149/4169 [00:11<00:10, 190.02it/s]
Compute efficiency: 0.62:  52%|#####1    | 2149/4169 [00:11<00:10, 190.02it/s]
Compute efficiency: 0.73:  52%|#####1    | 2149/4169 [00:11<00:10, 190.02it/s]
Compute efficiency: 0.70:  52%|#####1    | 2149/4169 [00:11<00:10, 190.02it/s]
Compute efficiency: 0.71:  52%|#####1    | 2149/4169 [00:11<00:10, 190.02it/s]
Compute efficiency: 0.65:  52%|#####1    | 2149/4169 [00:11<00:10, 190.02it/s]
Compute efficiency: 0.65:  52%|#####1    | 2149/4169 [00:11<00:10, 190.02it/s]
Compute efficiency: 0.69:  52%|#####1    | 2149/4169 [00:11<00:10, 190.02it/s]
Compute efficiency: 0.75:  52%|#####1    | 2149/4169 [00:11<00:10, 190.02it/s]
Compute efficiency: 0.77:  52%|#####1    | 2149/4169 [00:11<00:10, 190.02it/s]
Compute efficiency: 0.65:  52%|#####1    | 2149/4169 [00:11<00:10, 190.02it/s]
Compute efficiency: 0.76:  52%|#####1    | 2149/4169 [00:11<00:10, 190.02it/s]
Compute efficiency: 0.66:  52%|#####1    | 2149/4169 [00:11<00:10, 190.02it/s]
Compute efficiency: 0.67:  52%|#####1    | 2149/4169 [00:11<00:10, 190.02it/s]
Compute efficiency: 0.58:  52%|#####1    | 2149/4169 [00:11<00:10, 190.02it/s]
Compute efficiency: 0.87:  52%|#####1    | 2149/4169 [00:11<00:10, 190.02it/s]
Compute efficiency: 0.57:  52%|#####1    | 2149/4169 [00:11<00:10, 190.02it/s]
Compute efficiency: 0.90:  52%|#####1    | 2149/4169 [00:11<00:10, 190.02it/s]
Compute efficiency: 0.70:  52%|#####1    | 2149/4169 [00:11<00:10, 190.02it/s]
Compute efficiency: 0.69:  52%|#####1    | 2149/4169 [00:11<00:10, 190.02it/s]
Compute efficiency: 0.66:  52%|#####1    | 2149/4169 [00:11<00:10, 190.02it/s]
Compute efficiency: 0.66:  52%|#####2    | 2169/4169 [00:11<00:10, 191.65it/s]
Compute efficiency: 0.63:  52%|#####2    | 2169/4169 [00:11<00:10, 191.65it/s]
Compute efficiency: 0.69:  52%|#####2    | 2169/4169 [00:11<00:10, 191.65it/s]
Compute efficiency: 0.78:  52%|#####2    | 2169/4169 [00:11<00:10, 191.65it/s]
Compute efficiency: 0.69:  52%|#####2    | 2169/4169 [00:11<00:10, 191.65it/s]
Compute efficiency: 0.72:  52%|#####2    | 2169/4169 [00:11<00:10, 191.65it/s]
Compute efficiency: 0.72:  52%|#####2    | 2169/4169 [00:11<00:10, 191.65it/s]
Compute efficiency: 0.67:  52%|#####2    | 2169/4169 [00:11<00:10, 191.65it/s]
Compute efficiency: 0.68:  52%|#####2    | 2169/4169 [00:11<00:10, 191.65it/s]
Compute efficiency: 0.65:  52%|#####2    | 2169/4169 [00:11<00:10, 191.65it/s]
Compute efficiency: 0.67:  52%|#####2    | 2169/4169 [00:11<00:10, 191.65it/s]
Compute efficiency: 0.82:  52%|#####2    | 2169/4169 [00:11<00:10, 191.65it/s]
Compute efficiency: 0.68:  52%|#####2    | 2169/4169 [00:11<00:10, 191.65it/s]
Compute efficiency: 0.72:  52%|#####2    | 2169/4169 [00:11<00:10, 191.65it/s]
Compute efficiency: 0.74:  52%|#####2    | 2169/4169 [00:11<00:10, 191.65it/s]
Compute efficiency: 0.69:  52%|#####2    | 2169/4169 [00:11<00:10, 191.65it/s]
Compute efficiency: 0.65:  52%|#####2    | 2169/4169 [00:11<00:10, 191.65it/s]
Compute efficiency: 0.64:  52%|#####2    | 2169/4169 [00:11<00:10, 191.65it/s]
Compute efficiency: 0.66:  52%|#####2    | 2169/4169 [00:11<00:10, 191.65it/s]
Compute efficiency: 0.80:  52%|#####2    | 2169/4169 [00:11<00:10, 191.65it/s]
Compute efficiency: 0.58:  52%|#####2    | 2169/4169 [00:11<00:10, 191.65it/s]
Compute efficiency: 0.91:  52%|#####2    | 2169/4169 [00:11<00:10, 191.65it/s]
Compute efficiency: 0.91:  53%|#####2    | 2190/4169 [00:11<00:10, 194.93it/s]
Compute efficiency: 0.73:  53%|#####2    | 2190/4169 [00:11<00:10, 194.93it/s]
Compute efficiency: 0.66:  53%|#####2    | 2190/4169 [00:11<00:10, 194.93it/s]
Compute efficiency: 0.65:  53%|#####2    | 2190/4169 [00:11<00:10, 194.93it/s]
Compute efficiency: 0.66:  53%|#####2    | 2190/4169 [00:11<00:10, 194.93it/s]
Compute efficiency: 0.68:  53%|#####2    | 2190/4169 [00:11<00:10, 194.93it/s]
Compute efficiency: 0.82:  53%|#####2    | 2190/4169 [00:11<00:10, 194.93it/s]
Compute efficiency: 0.69:  53%|#####2    | 2190/4169 [00:11<00:10, 194.93it/s]
Compute efficiency: 0.71:  53%|#####2    | 2190/4169 [00:11<00:10, 194.93it/s]
Compute efficiency: 0.54:  53%|#####2    | 2190/4169 [00:11<00:10, 194.93it/s]
Compute efficiency: 0.80:  53%|#####2    | 2190/4169 [00:11<00:10, 194.93it/s]
Compute efficiency: 0.68:  53%|#####2    | 2190/4169 [00:11<00:10, 194.93it/s]
Compute efficiency: 0.79:  53%|#####2    | 2190/4169 [00:11<00:10, 194.93it/s]
Compute efficiency: 0.68:  53%|#####2    | 2190/4169 [00:11<00:10, 194.93it/s]
Compute efficiency: 0.71:  53%|#####2    | 2190/4169 [00:11<00:10, 194.93it/s]
Compute efficiency: 0.75:  53%|#####2    | 2190/4169 [00:11<00:10, 194.93it/s]
Compute efficiency: 0.60:  53%|#####2    | 2190/4169 [00:11<00:10, 194.93it/s]
Compute efficiency: 0.59:  53%|#####2    | 2190/4169 [00:11<00:10, 194.93it/s]
Compute efficiency: 0.88:  53%|#####2    | 2190/4169 [00:11<00:10, 194.93it/s]
Compute efficiency: 0.70:  53%|#####2    | 2190/4169 [00:11<00:10, 194.93it/s]
Compute efficiency: 0.71:  53%|#####2    | 2190/4169 [00:11<00:10, 194.93it/s]
Compute efficiency: 0.71:  53%|#####3    | 2210/4169 [00:11<00:10, 194.37it/s]
Compute efficiency: 0.61:  53%|#####3    | 2210/4169 [00:11<00:10, 194.37it/s]
Compute efficiency: 0.63:  53%|#####3    | 2210/4169 [00:11<00:10, 194.37it/s]
Compute efficiency: 0.68:  53%|#####3    | 2210/4169 [00:11<00:10, 194.37it/s]
Compute efficiency: 0.67:  53%|#####3    | 2210/4169 [00:11<00:10, 194.37it/s]
Compute efficiency: 0.55:  53%|#####3    | 2210/4169 [00:11<00:10, 194.37it/s]
Compute efficiency: 0.65:  53%|#####3    | 2210/4169 [00:11<00:10, 194.37it/s]
Compute efficiency: 0.79:  53%|#####3    | 2210/4169 [00:11<00:10, 194.37it/s]
Compute efficiency: 0.73:  53%|#####3    | 2210/4169 [00:11<00:10, 194.37it/s]
Compute efficiency: 0.89:  53%|#####3    | 2210/4169 [00:11<00:10, 194.37it/s]
Compute efficiency: 0.71:  53%|#####3    | 2210/4169 [00:11<00:10, 194.37it/s]
Compute efficiency: 0.75:  53%|#####3    | 2210/4169 [00:11<00:10, 194.37it/s]
Compute efficiency: 0.65:  53%|#####3    | 2210/4169 [00:11<00:10, 194.37it/s]
Compute efficiency: 0.79:  53%|#####3    | 2210/4169 [00:11<00:10, 194.37it/s]
Compute efficiency: 0.66:  53%|#####3    | 2210/4169 [00:11<00:10, 194.37it/s]
Compute efficiency: 0.72:  53%|#####3    | 2210/4169 [00:11<00:10, 194.37it/s]
Compute efficiency: 0.75:  53%|#####3    | 2210/4169 [00:11<00:10, 194.37it/s]
Compute efficiency: 0.65:  53%|#####3    | 2210/4169 [00:11<00:10, 194.37it/s]
Compute efficiency: 0.66:  53%|#####3    | 2210/4169 [00:11<00:10, 194.37it/s]
Compute efficiency: 0.82:  53%|#####3    | 2210/4169 [00:11<00:10, 194.37it/s]
Compute efficiency: 0.70:  53%|#####3    | 2210/4169 [00:11<00:10, 194.37it/s]
Compute efficiency: 0.70:  53%|#####3    | 2230/4169 [00:11<00:09, 194.74it/s]
Compute efficiency: 0.71:  53%|#####3    | 2230/4169 [00:11<00:09, 194.74it/s]
Compute efficiency: 0.68:  53%|#####3    | 2230/4169 [00:11<00:09, 194.74it/s]
Compute efficiency: 0.66:  53%|#####3    | 2230/4169 [00:11<00:09, 194.74it/s]
Compute efficiency: 0.54:  53%|#####3    | 2230/4169 [00:11<00:09, 194.74it/s]
Compute efficiency: 0.79:  53%|#####3    | 2230/4169 [00:11<00:09, 194.74it/s]
Compute efficiency: 0.83:  53%|#####3    | 2230/4169 [00:11<00:09, 194.74it/s]
Compute efficiency: 0.68:  53%|#####3    | 2230/4169 [00:11<00:09, 194.74it/s]
Compute efficiency: 0.72:  53%|#####3    | 2230/4169 [00:11<00:09, 194.74it/s]
Compute efficiency: 0.68:  53%|#####3    | 2230/4169 [00:11<00:09, 194.74it/s]
Compute efficiency: 0.81:  53%|#####3    | 2230/4169 [00:11<00:09, 194.74it/s]
Compute efficiency: 0.67:  53%|#####3    | 2230/4169 [00:11<00:09, 194.74it/s]
Compute efficiency: 0.62:  53%|#####3    | 2230/4169 [00:11<00:09, 194.74it/s]
Compute efficiency: 0.89:  53%|#####3    | 2230/4169 [00:11<00:09, 194.74it/s]
Compute efficiency: 0.67:  53%|#####3    | 2230/4169 [00:12<00:09, 194.74it/s]
Compute efficiency: 0.71:  53%|#####3    | 2230/4169 [00:12<00:09, 194.74it/s]
Compute efficiency: 0.66:  53%|#####3    | 2230/4169 [00:12<00:09, 194.74it/s]
Compute efficiency: 0.58:  53%|#####3    | 2230/4169 [00:12<00:09, 194.74it/s]
Compute efficiency: 0.90:  53%|#####3    | 2230/4169 [00:12<00:09, 194.74it/s]
Compute efficiency: 0.79:  53%|#####3    | 2230/4169 [00:12<00:09, 194.74it/s]
Compute efficiency: 0.68:  53%|#####3    | 2230/4169 [00:12<00:09, 194.74it/s]
Compute efficiency: 0.68:  54%|#####3    | 2250/4169 [00:12<00:09, 194.64it/s]
Compute efficiency: 0.64:  54%|#####3    | 2250/4169 [00:12<00:09, 194.64it/s]
Compute efficiency: 0.65:  54%|#####3    | 2250/4169 [00:12<00:09, 194.64it/s]
Compute efficiency: 0.80:  54%|#####3    | 2250/4169 [00:12<00:09, 194.64it/s]
Compute efficiency: 0.66:  54%|#####3    | 2250/4169 [00:12<00:09, 194.64it/s]
Compute efficiency: 0.72:  54%|#####3    | 2250/4169 [00:12<00:09, 194.64it/s]
Compute efficiency: 0.75:  54%|#####3    | 2250/4169 [00:12<00:09, 194.64it/s]
Compute efficiency: 0.68:  54%|#####3    | 2250/4169 [00:12<00:09, 194.64it/s]
Compute efficiency: 0.68:  54%|#####3    | 2250/4169 [00:12<00:09, 194.64it/s]
Compute efficiency: 0.67:  54%|#####3    | 2250/4169 [00:12<00:09, 194.64it/s]
Compute efficiency: 0.78:  54%|#####3    | 2250/4169 [00:12<00:09, 194.64it/s]
Compute efficiency: 0.69:  54%|#####3    | 2250/4169 [00:12<00:09, 194.64it/s]
Compute efficiency: 0.89:  54%|#####3    | 2250/4169 [00:12<00:09, 194.64it/s]
Compute efficiency: 0.60:  54%|#####3    | 2250/4169 [00:12<00:09, 194.64it/s]
Compute efficiency: 0.92:  54%|#####3    | 2250/4169 [00:12<00:09, 194.64it/s]
Compute efficiency: 0.64:  54%|#####3    | 2250/4169 [00:12<00:09, 194.64it/s]
Compute efficiency: 0.66:  54%|#####3    | 2250/4169 [00:12<00:09, 194.64it/s]
Compute efficiency: 0.79:  54%|#####3    | 2250/4169 [00:12<00:09, 194.64it/s]
Compute efficiency: 0.68:  54%|#####3    | 2250/4169 [00:12<00:09, 194.64it/s]
Compute efficiency: 0.55:  54%|#####3    | 2250/4169 [00:12<00:09, 194.64it/s]
Compute efficiency: 0.87:  54%|#####3    | 2250/4169 [00:12<00:09, 194.64it/s]
Compute efficiency: 0.87:  54%|#####4    | 2270/4169 [00:12<00:09, 190.78it/s]
Compute efficiency: 0.78:  54%|#####4    | 2270/4169 [00:12<00:09, 190.78it/s]
Compute efficiency: 0.66:  54%|#####4    | 2270/4169 [00:12<00:09, 190.78it/s]
Compute efficiency: 0.60:  54%|#####4    | 2270/4169 [00:12<00:09, 190.78it/s]
Compute efficiency: 0.91:  54%|#####4    | 2270/4169 [00:12<00:09, 190.78it/s]
Compute efficiency: 0.66:  54%|#####4    | 2270/4169 [00:12<00:09, 190.78it/s]
Compute efficiency: 0.68:  54%|#####4    | 2270/4169 [00:12<00:09, 190.78it/s]
Compute efficiency: 0.56:  54%|#####4    | 2270/4169 [00:12<00:09, 190.78it/s]
Compute efficiency: 0.87:  54%|#####4    | 2270/4169 [00:12<00:09, 190.78it/s]
Compute efficiency: 0.80:  54%|#####4    | 2270/4169 [00:12<00:09, 190.78it/s]
Compute efficiency: 0.69:  54%|#####4    | 2270/4169 [00:12<00:09, 190.78it/s]
Compute efficiency: 0.71:  54%|#####4    | 2270/4169 [00:12<00:09, 190.78it/s]
Compute efficiency: 0.77:  54%|#####4    | 2270/4169 [00:12<00:09, 190.78it/s]
Compute efficiency: 0.69:  54%|#####4    | 2270/4169 [00:12<00:09, 190.78it/s]
Compute efficiency: 0.73:  54%|#####4    | 2270/4169 [00:12<00:09, 190.78it/s]
Compute efficiency: 0.65:  54%|#####4    | 2270/4169 [00:12<00:09, 190.78it/s]
Compute efficiency: 0.66:  54%|#####4    | 2270/4169 [00:12<00:09, 190.78it/s]
Compute efficiency: 0.64:  54%|#####4    | 2270/4169 [00:12<00:09, 190.78it/s]
Compute efficiency: 0.65:  54%|#####4    | 2270/4169 [00:12<00:09, 190.78it/s]
Compute efficiency: 0.68:  54%|#####4    | 2270/4169 [00:12<00:09, 190.78it/s]
Compute efficiency: 0.79:  54%|#####4    | 2270/4169 [00:12<00:09, 190.78it/s]
Compute efficiency: 0.79:  55%|#####4    | 2290/4169 [00:12<00:09, 191.41it/s]
Compute efficiency: 0.64:  55%|#####4    | 2290/4169 [00:12<00:09, 191.41it/s]
Compute efficiency: 0.72:  55%|#####4    | 2290/4169 [00:12<00:09, 191.41it/s]
Compute efficiency: 0.72:  55%|#####4    | 2290/4169 [00:12<00:09, 191.41it/s]
Compute efficiency: 0.79:  55%|#####4    | 2290/4169 [00:12<00:09, 191.41it/s]
Compute efficiency: 0.72:  55%|#####4    | 2290/4169 [00:12<00:09, 191.41it/s]
Compute efficiency: 0.70:  55%|#####4    | 2290/4169 [00:12<00:09, 191.41it/s]
Compute efficiency: 0.64:  55%|#####4    | 2290/4169 [00:12<00:09, 191.41it/s]
Compute efficiency: 0.71:  55%|#####4    | 2290/4169 [00:12<00:09, 191.41it/s]
Compute efficiency: 0.63:  55%|#####4    | 2290/4169 [00:12<00:09, 191.41it/s]
Compute efficiency: 0.66:  55%|#####4    | 2290/4169 [00:12<00:09, 191.41it/s]
Compute efficiency: 0.69:  55%|#####4    | 2290/4169 [00:12<00:09, 191.41it/s]
Compute efficiency: 0.62:  55%|#####4    | 2290/4169 [00:12<00:09, 191.41it/s]
Compute efficiency: 0.69:  55%|#####4    | 2290/4169 [00:12<00:09, 191.41it/s]
Compute efficiency: 0.70:  55%|#####4    | 2290/4169 [00:12<00:09, 191.41it/s]
Compute efficiency: 0.67:  55%|#####4    | 2290/4169 [00:12<00:09, 191.41it/s]
Compute efficiency: 0.65:  55%|#####4    | 2290/4169 [00:12<00:09, 191.41it/s]
Compute efficiency: 0.67:  55%|#####4    | 2290/4169 [00:12<00:09, 191.41it/s]
Compute efficiency: 0.79:  55%|#####4    | 2290/4169 [00:12<00:09, 191.41it/s]
Compute efficiency: 0.69:  55%|#####4    | 2290/4169 [00:12<00:09, 191.41it/s]
Compute efficiency: 0.71:  55%|#####4    | 2290/4169 [00:12<00:09, 191.41it/s]
Compute efficiency: 0.70:  55%|#####4    | 2290/4169 [00:12<00:09, 191.41it/s]
Compute efficiency: 0.70:  55%|#####5    | 2311/4169 [00:12<00:09, 193.94it/s]
Compute efficiency: 0.69:  55%|#####5    | 2311/4169 [00:12<00:09, 193.94it/s]
Compute efficiency: 0.71:  55%|#####5    | 2311/4169 [00:12<00:09, 193.94it/s]
Compute efficiency: 0.62:  55%|#####5    | 2311/4169 [00:12<00:09, 193.94it/s]
Compute efficiency: 0.65:  55%|#####5    | 2311/4169 [00:12<00:09, 193.94it/s]
Compute efficiency: 0.79:  55%|#####5    | 2311/4169 [00:12<00:09, 193.94it/s]
Compute efficiency: 0.65:  55%|#####5    | 2311/4169 [00:12<00:09, 193.94it/s]
Compute efficiency: 0.70:  55%|#####5    | 2311/4169 [00:12<00:09, 193.94it/s]
Compute efficiency: 0.56:  55%|#####5    | 2311/4169 [00:12<00:09, 193.94it/s]
Compute efficiency: 0.89:  55%|#####5    | 2311/4169 [00:12<00:09, 193.94it/s]
Compute efficiency: 0.62:  55%|#####5    | 2311/4169 [00:12<00:09, 193.94it/s]
Compute efficiency: 0.64:  55%|#####5    | 2311/4169 [00:12<00:09, 193.94it/s]
Compute efficiency: 0.65:  55%|#####5    | 2311/4169 [00:12<00:09, 193.94it/s]
Compute efficiency: 0.76:  55%|#####5    | 2311/4169 [00:12<00:09, 193.94it/s]
Compute efficiency: 0.79:  55%|#####5    | 2311/4169 [00:12<00:09, 193.94it/s]
Compute efficiency: 0.71:  55%|#####5    | 2311/4169 [00:12<00:09, 193.94it/s]
Compute efficiency: 0.72:  55%|#####5    | 2311/4169 [00:12<00:09, 193.94it/s]
Compute efficiency: 0.57:  55%|#####5    | 2311/4169 [00:12<00:09, 193.94it/s]
Compute efficiency: 0.86:  55%|#####5    | 2311/4169 [00:12<00:09, 193.94it/s]
Compute efficiency: 0.67:  55%|#####5    | 2311/4169 [00:12<00:09, 193.94it/s]
Compute efficiency: 0.66:  55%|#####5    | 2311/4169 [00:12<00:09, 193.94it/s]
Compute efficiency: 0.66:  56%|#####5    | 2331/4169 [00:12<00:09, 194.97it/s]
Compute efficiency: 0.61:  56%|#####5    | 2331/4169 [00:12<00:09, 194.97it/s]
Compute efficiency: 0.81:  56%|#####5    | 2331/4169 [00:12<00:09, 194.97it/s]
Compute efficiency: 0.69:  56%|#####5    | 2331/4169 [00:12<00:09, 194.97it/s]
Compute efficiency: 0.71:  56%|#####5    | 2331/4169 [00:12<00:09, 194.97it/s]
Compute efficiency: 0.70:  56%|#####5    | 2331/4169 [00:12<00:09, 194.97it/s]
Compute efficiency: 0.70:  56%|#####5    | 2331/4169 [00:12<00:09, 194.97it/s]
Compute efficiency: 0.68:  56%|#####5    | 2331/4169 [00:12<00:09, 194.97it/s]
Compute efficiency: 0.67:  56%|#####5    | 2331/4169 [00:12<00:09, 194.97it/s]
Compute efficiency: 0.65:  56%|#####5    | 2331/4169 [00:12<00:09, 194.97it/s]
Compute efficiency: 0.80:  56%|#####5    | 2331/4169 [00:12<00:09, 194.97it/s]
Compute efficiency: 0.68:  56%|#####5    | 2331/4169 [00:12<00:09, 194.97it/s]
Compute efficiency: 0.68:  56%|#####5    | 2331/4169 [00:12<00:09, 194.97it/s]
Compute efficiency: 0.69:  56%|#####5    | 2331/4169 [00:12<00:09, 194.97it/s]
Compute efficiency: 0.68:  56%|#####5    | 2331/4169 [00:12<00:09, 194.97it/s]
Compute efficiency: 0.71:  56%|#####5    | 2331/4169 [00:12<00:09, 194.97it/s]
Compute efficiency: 0.82:  56%|#####5    | 2331/4169 [00:12<00:09, 194.97it/s]
Compute efficiency: 0.71:  56%|#####5    | 2331/4169 [00:12<00:09, 194.97it/s]
Compute efficiency: 0.74:  56%|#####5    | 2331/4169 [00:12<00:09, 194.97it/s]
Compute efficiency: 0.61:  56%|#####5    | 2331/4169 [00:12<00:09, 194.97it/s]
Compute efficiency: 0.67:  56%|#####5    | 2331/4169 [00:12<00:09, 194.97it/s]
Compute efficiency: 0.67:  56%|#####6    | 2351/4169 [00:12<00:09, 194.73it/s]
Compute efficiency: 0.78:  56%|#####6    | 2351/4169 [00:12<00:09, 194.73it/s]
Compute efficiency: 0.69:  56%|#####6    | 2351/4169 [00:12<00:09, 194.73it/s]
Compute efficiency: 0.74:  56%|#####6    | 2351/4169 [00:12<00:09, 194.73it/s]
Compute efficiency: 0.77:  56%|#####6    | 2351/4169 [00:12<00:09, 194.73it/s]
Compute efficiency: 0.67:  56%|#####6    | 2351/4169 [00:12<00:09, 194.73it/s]
Compute efficiency: 0.80:  56%|#####6    | 2351/4169 [00:12<00:09, 194.73it/s]
Compute efficiency: 0.71:  56%|#####6    | 2351/4169 [00:12<00:09, 194.73it/s]
Compute efficiency: 0.73:  56%|#####6    | 2351/4169 [00:12<00:09, 194.73it/s]
Compute efficiency: 0.70:  56%|#####6    | 2351/4169 [00:12<00:09, 194.73it/s]
Compute efficiency: 0.62:  56%|#####6    | 2351/4169 [00:12<00:09, 194.73it/s]
Compute efficiency: 0.66:  56%|#####6    | 2351/4169 [00:12<00:09, 194.73it/s]
Compute efficiency: 0.82:  56%|#####6    | 2351/4169 [00:12<00:09, 194.73it/s]
Compute efficiency: 0.69:  56%|#####6    | 2351/4169 [00:12<00:09, 194.73it/s]
Compute efficiency: 0.69:  56%|#####6    | 2351/4169 [00:12<00:09, 194.73it/s]
Compute efficiency: 0.68:  56%|#####6    | 2351/4169 [00:12<00:09, 194.73it/s]
Compute efficiency: 0.70:  56%|#####6    | 2351/4169 [00:12<00:09, 194.73it/s]
Compute efficiency: 0.65:  56%|#####6    | 2351/4169 [00:12<00:09, 194.73it/s]
Compute efficiency: 0.77:  56%|#####6    | 2351/4169 [00:12<00:09, 194.73it/s]
Compute efficiency: 0.64:  56%|#####6    | 2351/4169 [00:12<00:09, 194.73it/s]
Compute efficiency: 0.80:  56%|#####6    | 2351/4169 [00:12<00:09, 194.73it/s]
Compute efficiency: 0.80:  57%|#####6    | 2371/4169 [00:12<00:09, 192.00it/s]
Compute efficiency: 0.64:  57%|#####6    | 2371/4169 [00:12<00:09, 192.00it/s]
Compute efficiency: 0.73:  57%|#####6    | 2371/4169 [00:12<00:09, 192.00it/s]
Compute efficiency: 0.76:  57%|#####6    | 2371/4169 [00:12<00:09, 192.00it/s]
Compute efficiency: 0.64:  57%|#####6    | 2371/4169 [00:12<00:09, 192.00it/s]
Compute efficiency: 0.63:  57%|#####6    | 2371/4169 [00:12<00:09, 192.00it/s]
Compute efficiency: 0.68:  57%|#####6    | 2371/4169 [00:12<00:09, 192.00it/s]
Compute efficiency: 0.74:  57%|#####6    | 2371/4169 [00:12<00:09, 192.00it/s]
Compute efficiency: 0.79:  57%|#####6    | 2371/4169 [00:12<00:09, 192.00it/s]
Compute efficiency: 0.69:  57%|#####6    | 2371/4169 [00:12<00:09, 192.00it/s]
Compute efficiency: 0.74:  57%|#####6    | 2371/4169 [00:12<00:09, 192.00it/s]
Compute efficiency: 0.65:  57%|#####6    | 2371/4169 [00:12<00:09, 192.00it/s]
Compute efficiency: 0.69:  57%|#####6    | 2371/4169 [00:12<00:09, 192.00it/s]
Compute efficiency: 0.64:  57%|#####6    | 2371/4169 [00:12<00:09, 192.00it/s]
Compute efficiency: 0.67:  57%|#####6    | 2371/4169 [00:12<00:09, 192.00it/s]
Compute efficiency: 0.65:  57%|#####6    | 2371/4169 [00:12<00:09, 192.00it/s]
Compute efficiency: 0.79:  57%|#####6    | 2371/4169 [00:12<00:09, 192.00it/s]
Compute efficiency: 0.67:  57%|#####6    | 2371/4169 [00:12<00:09, 192.00it/s]
Compute efficiency: 0.65:  57%|#####6    | 2371/4169 [00:12<00:09, 192.00it/s]
Compute efficiency: 0.80:  57%|#####6    | 2371/4169 [00:12<00:09, 192.00it/s]
Compute efficiency: 0.68:  57%|#####6    | 2371/4169 [00:12<00:09, 192.00it/s]
Compute efficiency: 0.68:  57%|#####7    | 2391/4169 [00:12<00:09, 193.44it/s]
Compute efficiency: 0.58:  57%|#####7    | 2391/4169 [00:12<00:09, 193.44it/s]
Compute efficiency: 0.91:  57%|#####7    | 2391/4169 [00:12<00:09, 193.44it/s]
Compute efficiency: 0.64:  57%|#####7    | 2391/4169 [00:12<00:09, 193.44it/s]
Compute efficiency: 0.62:  57%|#####7    | 2391/4169 [00:12<00:09, 193.44it/s]
Compute efficiency: 0.81:  57%|#####7    | 2391/4169 [00:12<00:09, 193.44it/s]
Compute efficiency: 0.62:  57%|#####7    | 2391/4169 [00:12<00:09, 193.44it/s]
Compute efficiency: 0.81:  57%|#####7    | 2391/4169 [00:12<00:09, 193.44it/s]
Compute efficiency: 0.69:  57%|#####7    | 2391/4169 [00:12<00:09, 193.44it/s]
Compute efficiency: 0.74:  57%|#####7    | 2391/4169 [00:12<00:09, 193.44it/s]
Compute efficiency: 0.65:  57%|#####7    | 2391/4169 [00:12<00:09, 193.44it/s]
Compute efficiency: 0.65:  57%|#####7    | 2391/4169 [00:12<00:09, 193.44it/s]
Compute efficiency: 0.68:  57%|#####7    | 2391/4169 [00:12<00:09, 193.44it/s]
Compute efficiency: 0.65:  57%|#####7    | 2391/4169 [00:12<00:09, 193.44it/s]
Compute efficiency: 0.67:  57%|#####7    | 2391/4169 [00:12<00:09, 193.44it/s]
Compute efficiency: 0.79:  57%|#####7    | 2391/4169 [00:12<00:09, 193.44it/s]
Compute efficiency: 0.68:  57%|#####7    | 2391/4169 [00:12<00:09, 193.44it/s]
Compute efficiency: 0.61:  57%|#####7    | 2391/4169 [00:12<00:09, 193.44it/s]
Compute efficiency: 0.87:  57%|#####7    | 2391/4169 [00:12<00:09, 193.44it/s]
Compute efficiency: 0.66:  57%|#####7    | 2391/4169 [00:12<00:09, 193.44it/s]
Compute efficiency: 0.68:  57%|#####7    | 2391/4169 [00:12<00:09, 193.44it/s]
Compute efficiency: 0.68:  58%|#####7    | 2411/4169 [00:12<00:09, 195.07it/s]
Compute efficiency: 0.62:  58%|#####7    | 2411/4169 [00:12<00:09, 195.07it/s]
Compute efficiency: 0.83:  58%|#####7    | 2411/4169 [00:12<00:09, 195.07it/s]
Compute efficiency: 0.71:  58%|#####7    | 2411/4169 [00:12<00:09, 195.07it/s]
Compute efficiency: 0.72:  58%|#####7    | 2411/4169 [00:12<00:09, 195.07it/s]
Compute efficiency: 0.72:  58%|#####7    | 2411/4169 [00:12<00:09, 195.07it/s]
Compute efficiency: 0.71:  58%|#####7    | 2411/4169 [00:12<00:09, 195.07it/s]
Compute efficiency: 0.64:  58%|#####7    | 2411/4169 [00:12<00:09, 195.07it/s]
Compute efficiency: 0.68:  58%|#####7    | 2411/4169 [00:12<00:09, 195.07it/s]
Compute efficiency: 0.65:  58%|#####7    | 2411/4169 [00:12<00:09, 195.07it/s]
Compute efficiency: 0.82:  58%|#####7    | 2411/4169 [00:12<00:09, 195.07it/s]
Compute efficiency: 0.58:  58%|#####7    | 2411/4169 [00:12<00:09, 195.07it/s]
Compute efficiency: 0.84:  58%|#####7    | 2411/4169 [00:12<00:09, 195.07it/s]
Compute efficiency: 0.82:  58%|#####7    | 2411/4169 [00:12<00:09, 195.07it/s]
Compute efficiency: 0.71:  58%|#####7    | 2411/4169 [00:12<00:09, 195.07it/s]
Compute efficiency: 0.74:  58%|#####7    | 2411/4169 [00:12<00:09, 195.07it/s]
Compute efficiency: 0.65:  58%|#####7    | 2411/4169 [00:12<00:09, 195.07it/s]
Compute efficiency: 0.70:  58%|#####7    | 2411/4169 [00:12<00:09, 195.07it/s]
Compute efficiency: 0.64:  58%|#####7    | 2411/4169 [00:12<00:09, 195.07it/s]
Compute efficiency: 0.66:  58%|#####7    | 2411/4169 [00:12<00:09, 195.07it/s]
Compute efficiency: 0.68:  58%|#####7    | 2411/4169 [00:12<00:09, 195.07it/s]
Compute efficiency: 0.68:  58%|#####8    | 2431/4169 [00:12<00:08, 196.44it/s]
Compute efficiency: 0.79:  58%|#####8    | 2431/4169 [00:12<00:08, 196.44it/s]
Compute efficiency: 0.70:  58%|#####8    | 2431/4169 [00:12<00:08, 196.44it/s]
Compute efficiency: 0.71:  58%|#####8    | 2431/4169 [00:12<00:08, 196.44it/s]
Compute efficiency: 0.68:  58%|#####8    | 2431/4169 [00:12<00:08, 196.44it/s]
Compute efficiency: 0.68:  58%|#####8    | 2431/4169 [00:12<00:08, 196.44it/s]
Compute efficiency: 0.81:  58%|#####8    | 2431/4169 [00:12<00:08, 196.44it/s]
Compute efficiency: 0.67:  58%|#####8    | 2431/4169 [00:13<00:08, 196.44it/s]
Compute efficiency: 0.72:  58%|#####8    | 2431/4169 [00:13<00:08, 196.44it/s]
Compute efficiency: 0.74:  58%|#####8    | 2431/4169 [00:13<00:08, 196.44it/s]
Compute efficiency: 0.63:  58%|#####8    | 2431/4169 [00:13<00:08, 196.44it/s]
Compute efficiency: 0.66:  58%|#####8    | 2431/4169 [00:13<00:08, 196.44it/s]
Compute efficiency: 0.62:  58%|#####8    | 2431/4169 [00:13<00:08, 196.44it/s]
Compute efficiency: 0.78:  58%|#####8    | 2431/4169 [00:13<00:08, 196.44it/s]
Compute efficiency: 0.69:  58%|#####8    | 2431/4169 [00:13<00:08, 196.44it/s]
Compute efficiency: 0.71:  58%|#####8    | 2431/4169 [00:13<00:08, 196.44it/s]
Compute efficiency: 0.70:  58%|#####8    | 2431/4169 [00:13<00:08, 196.44it/s]
Compute efficiency: 0.64:  58%|#####8    | 2431/4169 [00:13<00:08, 196.44it/s]
Compute efficiency: 0.68:  58%|#####8    | 2431/4169 [00:13<00:08, 196.44it/s]
Compute efficiency: 0.66:  58%|#####8    | 2431/4169 [00:13<00:08, 196.44it/s]
Compute efficiency: 0.79:  58%|#####8    | 2431/4169 [00:13<00:08, 196.44it/s]
Compute efficiency: 0.79:  59%|#####8    | 2451/4169 [00:13<00:08, 194.43it/s]
Compute efficiency: 0.67:  59%|#####8    | 2451/4169 [00:13<00:08, 194.43it/s]
Compute efficiency: 0.76:  59%|#####8    | 2451/4169 [00:13<00:08, 194.43it/s]
Compute efficiency: 0.65:  59%|#####8    | 2451/4169 [00:13<00:08, 194.43it/s]
Compute efficiency: 0.70:  59%|#####8    | 2451/4169 [00:13<00:08, 194.43it/s]
Compute efficiency: 0.79:  59%|#####8    | 2451/4169 [00:13<00:08, 194.43it/s]
Compute efficiency: 0.66:  59%|#####8    | 2451/4169 [00:13<00:08, 194.43it/s]
Compute efficiency: 0.67:  59%|#####8    | 2451/4169 [00:13<00:08, 194.43it/s]
Compute efficiency: 0.76:  59%|#####8    | 2451/4169 [00:13<00:08, 194.43it/s]
Compute efficiency: 0.77:  59%|#####8    | 2451/4169 [00:13<00:08, 194.43it/s]
Compute efficiency: 0.70:  59%|#####8    | 2451/4169 [00:13<00:08, 194.43it/s]
Compute efficiency: 0.70:  59%|#####8    | 2451/4169 [00:13<00:08, 194.43it/s]
Compute efficiency: 0.68:  59%|#####8    | 2451/4169 [00:13<00:08, 194.43it/s]
Compute efficiency: 0.68:  59%|#####8    | 2451/4169 [00:13<00:08, 194.43it/s]
Compute efficiency: 0.70:  59%|#####8    | 2451/4169 [00:13<00:08, 194.43it/s]
Compute efficiency: 0.88:  59%|#####8    | 2451/4169 [00:13<00:08, 194.43it/s]
Compute efficiency: 0.71:  59%|#####8    | 2451/4169 [00:13<00:08, 194.43it/s]
Compute efficiency: 0.71:  59%|#####8    | 2451/4169 [00:13<00:08, 194.43it/s]
Compute efficiency: 0.65:  59%|#####8    | 2451/4169 [00:13<00:08, 194.43it/s]
Compute efficiency: 0.65:  59%|#####8    | 2451/4169 [00:13<00:08, 194.43it/s]
Compute efficiency: 0.65:  59%|#####8    | 2451/4169 [00:13<00:08, 194.43it/s]
Compute efficiency: 0.65:  59%|#####9    | 2471/4169 [00:13<00:08, 189.69it/s]
Compute efficiency: 0.65:  59%|#####9    | 2471/4169 [00:13<00:08, 189.69it/s]
Compute efficiency: 0.80:  59%|#####9    | 2471/4169 [00:13<00:08, 189.69it/s]
Compute efficiency: 0.68:  59%|#####9    | 2471/4169 [00:13<00:08, 189.69it/s]
Compute efficiency: 0.73:  59%|#####9    | 2471/4169 [00:13<00:08, 189.69it/s]
Compute efficiency: 0.63:  59%|#####9    | 2471/4169 [00:13<00:08, 189.69it/s]
Compute efficiency: 0.63:  59%|#####9    | 2471/4169 [00:13<00:08, 189.69it/s]
Compute efficiency: 0.67:  59%|#####9    | 2471/4169 [00:13<00:08, 189.69it/s]
Compute efficiency: 0.52:  59%|#####9    | 2471/4169 [00:13<00:08, 189.69it/s]
Compute efficiency: 0.79:  59%|#####9    | 2471/4169 [00:13<00:08, 189.69it/s]
Compute efficiency: 0.79:  59%|#####9    | 2471/4169 [00:13<00:08, 189.69it/s]
Compute efficiency: 0.67:  59%|#####9    | 2471/4169 [00:13<00:08, 189.69it/s]
Compute efficiency: 0.59:  59%|#####9    | 2471/4169 [00:13<00:08, 189.69it/s]
Compute efficiency: 0.89:  59%|#####9    | 2471/4169 [00:13<00:08, 189.69it/s]
Compute efficiency: 0.52:  59%|#####9    | 2471/4169 [00:13<00:08, 189.69it/s]
Compute efficiency: 0.80:  59%|#####9    | 2471/4169 [00:13<00:08, 189.69it/s]
Compute efficiency: 0.62:  59%|#####9    | 2471/4169 [00:13<00:08, 189.69it/s]
Compute efficiency: 0.66:  59%|#####9    | 2471/4169 [00:13<00:08, 189.69it/s]
Compute efficiency: 0.79:  59%|#####9    | 2471/4169 [00:13<00:08, 189.69it/s]
Compute efficiency: 0.68:  59%|#####9    | 2471/4169 [00:13<00:08, 189.69it/s]
Compute efficiency: 0.72:  59%|#####9    | 2471/4169 [00:13<00:08, 189.69it/s]
Compute efficiency: 0.72:  60%|#####9    | 2491/4169 [00:13<00:08, 190.26it/s]
Compute efficiency: 0.65:  60%|#####9    | 2491/4169 [00:13<00:08, 190.26it/s]
Compute efficiency: 0.68:  60%|#####9    | 2491/4169 [00:13<00:08, 190.26it/s]
Compute efficiency: 0.66:  60%|#####9    | 2491/4169 [00:13<00:08, 190.26it/s]
Compute efficiency: 0.64:  60%|#####9    | 2491/4169 [00:13<00:08, 190.26it/s]
Compute efficiency: 0.69:  60%|#####9    | 2491/4169 [00:13<00:08, 190.26it/s]
Compute efficiency: 0.80:  60%|#####9    | 2491/4169 [00:13<00:08, 190.26it/s]
Compute efficiency: 0.68:  60%|#####9    | 2491/4169 [00:13<00:08, 190.26it/s]
Compute efficiency: 0.71:  60%|#####9    | 2491/4169 [00:13<00:08, 190.26it/s]
Compute efficiency: 0.63:  60%|#####9    | 2491/4169 [00:13<00:08, 190.26it/s]
Compute efficiency: 0.53:  60%|#####9    | 2491/4169 [00:13<00:08, 190.26it/s]
Compute efficiency: 0.76:  60%|#####9    | 2491/4169 [00:13<00:08, 190.26it/s]
Compute efficiency: 0.54:  60%|#####9    | 2491/4169 [00:13<00:08, 190.26it/s]
Compute efficiency: 0.77:  60%|#####9    | 2491/4169 [00:13<00:08, 190.26it/s]
Compute efficiency: 0.79:  60%|#####9    | 2491/4169 [00:13<00:08, 190.26it/s]
Compute efficiency: 0.65:  60%|#####9    | 2491/4169 [00:13<00:08, 190.26it/s]
Compute efficiency: 0.81:  60%|#####9    | 2491/4169 [00:13<00:08, 190.26it/s]
Compute efficiency: 0.69:  60%|#####9    | 2491/4169 [00:13<00:08, 190.26it/s]
Compute efficiency: 0.68:  60%|#####9    | 2491/4169 [00:13<00:08, 190.26it/s]
Compute efficiency: 0.70:  60%|#####9    | 2491/4169 [00:13<00:08, 190.26it/s]
Compute efficiency: 0.69:  60%|#####9    | 2491/4169 [00:13<00:08, 190.26it/s]
Compute efficiency: 0.69:  60%|######    | 2511/4169 [00:13<00:08, 191.58it/s]
Compute efficiency: 0.72:  60%|######    | 2511/4169 [00:13<00:08, 191.58it/s]
Compute efficiency: 0.72:  60%|######    | 2511/4169 [00:13<00:08, 191.58it/s]
Compute efficiency: 0.73:  60%|######    | 2511/4169 [00:13<00:08, 191.58it/s]
Compute efficiency: 0.80:  60%|######    | 2511/4169 [00:13<00:08, 191.58it/s]
Compute efficiency: 0.68:  60%|######    | 2511/4169 [00:13<00:08, 191.58it/s]
Compute efficiency: 0.72:  60%|######    | 2511/4169 [00:13<00:08, 191.58it/s]
Compute efficiency: 0.70:  60%|######    | 2511/4169 [00:13<00:08, 191.58it/s]
Compute efficiency: 0.82:  60%|######    | 2511/4169 [00:13<00:08, 191.58it/s]
Compute efficiency: 0.70:  60%|######    | 2511/4169 [00:13<00:08, 191.58it/s]
Compute efficiency: 0.69:  60%|######    | 2511/4169 [00:13<00:08, 191.58it/s]
Compute efficiency: 0.70:  60%|######    | 2511/4169 [00:13<00:08, 191.58it/s]
Compute efficiency: 0.71:  60%|######    | 2511/4169 [00:13<00:08, 191.58it/s]
Compute efficiency: 0.65:  60%|######    | 2511/4169 [00:13<00:08, 191.58it/s]
Compute efficiency: 0.66:  60%|######    | 2511/4169 [00:13<00:08, 191.58it/s]
Compute efficiency: 0.68:  60%|######    | 2511/4169 [00:13<00:08, 191.58it/s]
Compute efficiency: 0.65:  60%|######    | 2511/4169 [00:13<00:08, 191.58it/s]
Compute efficiency: 0.70:  60%|######    | 2511/4169 [00:13<00:08, 191.58it/s]
Compute efficiency: 0.80:  60%|######    | 2511/4169 [00:13<00:08, 191.58it/s]
Compute efficiency: 0.70:  60%|######    | 2511/4169 [00:13<00:08, 191.58it/s]
Compute efficiency: 0.73:  60%|######    | 2511/4169 [00:13<00:08, 191.58it/s]
Compute efficiency: 0.73:  61%|######    | 2531/4169 [00:13<00:08, 189.41it/s]
Compute efficiency: 0.64:  61%|######    | 2531/4169 [00:13<00:08, 189.41it/s]
Compute efficiency: 0.68:  61%|######    | 2531/4169 [00:13<00:08, 189.41it/s]
Compute efficiency: 0.66:  61%|######    | 2531/4169 [00:13<00:08, 189.41it/s]
Compute efficiency: 0.64:  61%|######    | 2531/4169 [00:13<00:08, 189.41it/s]
Compute efficiency: 0.66:  61%|######    | 2531/4169 [00:13<00:08, 189.41it/s]
Compute efficiency: 0.80:  61%|######    | 2531/4169 [00:13<00:08, 189.41it/s]
Compute efficiency: 0.71:  61%|######    | 2531/4169 [00:13<00:08, 189.41it/s]
Compute efficiency: 0.71:  61%|######    | 2531/4169 [00:13<00:08, 189.41it/s]
Compute efficiency: 0.71:  61%|######    | 2531/4169 [00:13<00:08, 189.41it/s]
Compute efficiency: 0.70:  61%|######    | 2531/4169 [00:13<00:08, 189.41it/s]
Compute efficiency: 0.52:  61%|######    | 2531/4169 [00:13<00:08, 189.41it/s]
Compute efficiency: 0.76:  61%|######    | 2531/4169 [00:13<00:08, 189.41it/s]
Compute efficiency: 0.66:  61%|######    | 2531/4169 [00:13<00:08, 189.41it/s]
Compute efficiency: 0.78:  61%|######    | 2531/4169 [00:13<00:08, 189.41it/s]
Compute efficiency: 0.72:  61%|######    | 2531/4169 [00:13<00:08, 189.41it/s]
Compute efficiency: 0.64:  61%|######    | 2531/4169 [00:13<00:08, 189.41it/s]
Compute efficiency: 0.62:  61%|######    | 2531/4169 [00:13<00:08, 189.41it/s]
Compute efficiency: 0.70:  61%|######    | 2531/4169 [00:13<00:08, 189.41it/s]
Compute efficiency: 0.70:  61%|######    | 2531/4169 [00:13<00:08, 189.41it/s]
Compute efficiency: 0.70:  61%|######    | 2531/4169 [00:13<00:08, 189.41it/s]
Compute efficiency: 0.67:  61%|######    | 2531/4169 [00:13<00:08, 189.41it/s]
Compute efficiency: 0.67:  61%|######1   | 2552/4169 [00:13<00:08, 193.53it/s]
Compute efficiency: 0.64:  61%|######1   | 2552/4169 [00:13<00:08, 193.53it/s]
Compute efficiency: 0.70:  61%|######1   | 2552/4169 [00:13<00:08, 193.53it/s]
Compute efficiency: 0.61:  61%|######1   | 2552/4169 [00:13<00:08, 193.53it/s]
Compute efficiency: 0.74:  61%|######1   | 2552/4169 [00:13<00:08, 193.53it/s]
Compute efficiency: 0.76:  61%|######1   | 2552/4169 [00:13<00:08, 193.53it/s]
Compute efficiency: 0.74:  61%|######1   | 2552/4169 [00:13<00:08, 193.53it/s]
Compute efficiency: 0.77:  61%|######1   | 2552/4169 [00:13<00:08, 193.53it/s]
Compute efficiency: 0.68:  61%|######1   | 2552/4169 [00:13<00:08, 193.53it/s]
Compute efficiency: 0.70:  61%|######1   | 2552/4169 [00:13<00:08, 193.53it/s]
Compute efficiency: 0.69:  61%|######1   | 2552/4169 [00:13<00:08, 193.53it/s]
Compute efficiency: 0.66:  61%|######1   | 2552/4169 [00:13<00:08, 193.53it/s]
Compute efficiency: 0.65:  61%|######1   | 2552/4169 [00:13<00:08, 193.53it/s]
Compute efficiency: 0.67:  61%|######1   | 2552/4169 [00:13<00:08, 193.53it/s]
Compute efficiency: 0.82:  61%|######1   | 2552/4169 [00:13<00:08, 193.53it/s]
Compute efficiency: 0.68:  61%|######1   | 2552/4169 [00:13<00:08, 193.53it/s]
Compute efficiency: 0.61:  61%|######1   | 2552/4169 [00:13<00:08, 193.53it/s]
Compute efficiency: 0.89:  61%|######1   | 2552/4169 [00:13<00:08, 193.53it/s]
Compute efficiency: 0.68:  61%|######1   | 2552/4169 [00:13<00:08, 193.53it/s]
Compute efficiency: 0.80:  61%|######1   | 2552/4169 [00:13<00:08, 193.53it/s]
Compute efficiency: 0.79:  61%|######1   | 2552/4169 [00:13<00:08, 193.53it/s]
Compute efficiency: 0.79:  62%|######1   | 2572/4169 [00:13<00:08, 189.22it/s]
Compute efficiency: 0.64:  62%|######1   | 2572/4169 [00:13<00:08, 189.22it/s]
Compute efficiency: 0.72:  62%|######1   | 2572/4169 [00:13<00:08, 189.22it/s]
Compute efficiency: 0.73:  62%|######1   | 2572/4169 [00:13<00:08, 189.22it/s]
Compute efficiency: 0.66:  62%|######1   | 2572/4169 [00:13<00:08, 189.22it/s]
Compute efficiency: 0.70:  62%|######1   | 2572/4169 [00:13<00:08, 189.22it/s]
Compute efficiency: 0.87:  62%|######1   | 2572/4169 [00:13<00:08, 189.22it/s]
Compute efficiency: 0.71:  62%|######1   | 2572/4169 [00:13<00:08, 189.22it/s]
Compute efficiency: 0.75:  62%|######1   | 2572/4169 [00:13<00:08, 189.22it/s]
Compute efficiency: 0.66:  62%|######1   | 2572/4169 [00:13<00:08, 189.22it/s]
Compute efficiency: 0.65:  62%|######1   | 2572/4169 [00:13<00:08, 189.22it/s]
Compute efficiency: 0.66:  62%|######1   | 2572/4169 [00:13<00:08, 189.22it/s]
Compute efficiency: 0.80:  62%|######1   | 2572/4169 [00:13<00:08, 189.22it/s]
Compute efficiency: 0.76:  62%|######1   | 2572/4169 [00:13<00:08, 189.22it/s]
Compute efficiency: 0.69:  62%|######1   | 2572/4169 [00:13<00:08, 189.22it/s]
Compute efficiency: 0.72:  62%|######1   | 2572/4169 [00:13<00:08, 189.22it/s]
Compute efficiency: 0.72:  62%|######1   | 2572/4169 [00:13<00:08, 189.22it/s]
Compute efficiency: 0.82:  62%|######1   | 2572/4169 [00:13<00:08, 189.22it/s]
Compute efficiency: 0.68:  62%|######1   | 2572/4169 [00:13<00:08, 189.22it/s]
Compute efficiency: 0.70:  62%|######1   | 2572/4169 [00:13<00:08, 189.22it/s]
Compute efficiency: 0.70:  62%|######2   | 2591/4169 [00:13<00:08, 186.12it/s]
Compute efficiency: 0.65:  62%|######2   | 2591/4169 [00:13<00:08, 186.12it/s]
Compute efficiency: 0.82:  62%|######2   | 2591/4169 [00:13<00:08, 186.12it/s]
Compute efficiency: 0.66:  62%|######2   | 2591/4169 [00:13<00:08, 186.12it/s]
Compute efficiency: 0.81:  62%|######2   | 2591/4169 [00:13<00:08, 186.12it/s]
Compute efficiency: 0.70:  62%|######2   | 2591/4169 [00:13<00:08, 186.12it/s]
Compute efficiency: 0.71:  62%|######2   | 2591/4169 [00:13<00:08, 186.12it/s]
Compute efficiency: 0.55:  62%|######2   | 2591/4169 [00:13<00:08, 186.12it/s]
Compute efficiency: 0.90:  62%|######2   | 2591/4169 [00:13<00:08, 186.12it/s]
Compute efficiency: 0.70:  62%|######2   | 2591/4169 [00:13<00:08, 186.12it/s]
Compute efficiency: 0.70:  62%|######2   | 2591/4169 [00:13<00:08, 186.12it/s]
Compute efficiency: 0.70:  62%|######2   | 2591/4169 [00:13<00:08, 186.12it/s]
Compute efficiency: 0.79:  62%|######2   | 2591/4169 [00:13<00:08, 186.12it/s]
Compute efficiency: 0.69:  62%|######2   | 2591/4169 [00:13<00:08, 186.12it/s]
Compute efficiency: 0.71:  62%|######2   | 2591/4169 [00:13<00:08, 186.12it/s]
Compute efficiency: 0.76:  62%|######2   | 2591/4169 [00:13<00:08, 186.12it/s]
Compute efficiency: 0.64:  62%|######2   | 2591/4169 [00:13<00:08, 186.12it/s]
Compute efficiency: 0.69:  62%|######2   | 2591/4169 [00:13<00:08, 186.12it/s]
Compute efficiency: 0.81:  62%|######2   | 2591/4169 [00:13<00:08, 186.12it/s]
Compute efficiency: 0.69:  62%|######2   | 2591/4169 [00:13<00:08, 186.12it/s]
Compute efficiency: 0.69:  63%|######2   | 2610/4169 [00:13<00:08, 185.52it/s]
Compute efficiency: 0.63:  63%|######2   | 2610/4169 [00:13<00:08, 185.52it/s]
Compute efficiency: 0.68:  63%|######2   | 2610/4169 [00:13<00:08, 185.52it/s]
Compute efficiency: 0.68:  63%|######2   | 2610/4169 [00:13<00:08, 185.52it/s]
Compute efficiency: 0.80:  63%|######2   | 2610/4169 [00:13<00:08, 185.52it/s]
Compute efficiency: 0.72:  63%|######2   | 2610/4169 [00:13<00:08, 185.52it/s]
Compute efficiency: 0.70:  63%|######2   | 2610/4169 [00:13<00:08, 185.52it/s]
Compute efficiency: 0.52:  63%|######2   | 2610/4169 [00:13<00:08, 185.52it/s]
Compute efficiency: 0.80:  63%|######2   | 2610/4169 [00:13<00:08, 185.52it/s]
Compute efficiency: 0.67:  63%|######2   | 2610/4169 [00:13<00:08, 185.52it/s]
Compute efficiency: 0.66:  63%|######2   | 2610/4169 [00:13<00:08, 185.52it/s]
Compute efficiency: 0.82:  63%|######2   | 2610/4169 [00:13<00:08, 185.52it/s]
Compute efficiency: 0.65:  63%|######2   | 2610/4169 [00:13<00:08, 185.52it/s]
Compute efficiency: 0.68:  63%|######2   | 2610/4169 [00:13<00:08, 185.52it/s]
Compute efficiency: 0.82:  63%|######2   | 2610/4169 [00:13<00:08, 185.52it/s]
Compute efficiency: 0.71:  63%|######2   | 2610/4169 [00:13<00:08, 185.52it/s]
Compute efficiency: 0.68:  63%|######2   | 2610/4169 [00:14<00:08, 185.52it/s]
Compute efficiency: 0.70:  63%|######2   | 2610/4169 [00:14<00:08, 185.52it/s]
Compute efficiency: 0.74:  63%|######2   | 2610/4169 [00:14<00:08, 185.52it/s]
Compute efficiency: 0.68:  63%|######2   | 2610/4169 [00:14<00:08, 185.52it/s]
Compute efficiency: 0.68:  63%|######3   | 2629/4169 [00:14<00:08, 186.74it/s]
Compute efficiency: 0.68:  63%|######3   | 2629/4169 [00:14<00:08, 186.74it/s]
Compute efficiency: 0.75:  63%|######3   | 2629/4169 [00:14<00:08, 186.74it/s]
Compute efficiency: 0.61:  63%|######3   | 2629/4169 [00:14<00:08, 186.74it/s]
Compute efficiency: 0.80:  63%|######3   | 2629/4169 [00:14<00:08, 186.74it/s]
Compute efficiency: 0.69:  63%|######3   | 2629/4169 [00:14<00:08, 186.74it/s]
Compute efficiency: 0.65:  63%|######3   | 2629/4169 [00:14<00:08, 186.74it/s]
Compute efficiency: 0.82:  63%|######3   | 2629/4169 [00:14<00:08, 186.74it/s]
Compute efficiency: 0.71:  63%|######3   | 2629/4169 [00:14<00:08, 186.74it/s]
Compute efficiency: 0.74:  63%|######3   | 2629/4169 [00:14<00:08, 186.74it/s]
Compute efficiency: 0.63:  63%|######3   | 2629/4169 [00:14<00:08, 186.74it/s]
Compute efficiency: 0.70:  63%|######3   | 2629/4169 [00:14<00:08, 186.74it/s]
Compute efficiency: 0.68:  63%|######3   | 2629/4169 [00:14<00:08, 186.74it/s]
Compute efficiency: 0.68:  63%|######3   | 2629/4169 [00:14<00:08, 186.74it/s]
Compute efficiency: 0.65:  63%|######3   | 2629/4169 [00:14<00:08, 186.74it/s]
Compute efficiency: 0.71:  63%|######3   | 2629/4169 [00:14<00:08, 186.74it/s]
Compute efficiency: 0.89:  63%|######3   | 2629/4169 [00:14<00:08, 186.74it/s]
Compute efficiency: 0.69:  63%|######3   | 2629/4169 [00:14<00:08, 186.74it/s]
Compute efficiency: 0.71:  63%|######3   | 2629/4169 [00:14<00:08, 186.74it/s]
Compute efficiency: 0.70:  63%|######3   | 2629/4169 [00:14<00:08, 186.74it/s]
Compute efficiency: 0.70:  64%|######3   | 2648/4169 [00:14<00:08, 187.61it/s]
Compute efficiency: 0.71:  64%|######3   | 2648/4169 [00:14<00:08, 187.61it/s]
Compute efficiency: 0.61:  64%|######3   | 2648/4169 [00:14<00:08, 187.61it/s]
Compute efficiency: 0.65:  64%|######3   | 2648/4169 [00:14<00:08, 187.61it/s]
Compute efficiency: 0.80:  64%|######3   | 2648/4169 [00:14<00:08, 187.61it/s]
Compute efficiency: 0.68:  64%|######3   | 2648/4169 [00:14<00:08, 187.61it/s]
Compute efficiency: 0.71:  64%|######3   | 2648/4169 [00:14<00:08, 187.61it/s]
Compute efficiency: 0.57:  64%|######3   | 2648/4169 [00:14<00:08, 187.61it/s]
Compute efficiency: 0.86:  64%|######3   | 2648/4169 [00:14<00:08, 187.61it/s]
Compute efficiency: 0.82:  64%|######3   | 2648/4169 [00:14<00:08, 187.61it/s]
Compute efficiency: 0.68:  64%|######3   | 2648/4169 [00:14<00:08, 187.61it/s]
Compute efficiency: 0.72:  64%|######3   | 2648/4169 [00:14<00:08, 187.61it/s]
Compute efficiency: 0.79:  64%|######3   | 2648/4169 [00:14<00:08, 187.61it/s]
Compute efficiency: 0.69:  64%|######3   | 2648/4169 [00:14<00:08, 187.61it/s]
Compute efficiency: 0.73:  64%|######3   | 2648/4169 [00:14<00:08, 187.61it/s]
Compute efficiency: 0.63:  64%|######3   | 2648/4169 [00:14<00:08, 187.61it/s]
Compute efficiency: 0.64:  64%|######3   | 2648/4169 [00:14<00:08, 187.61it/s]
Compute efficiency: 0.69:  64%|######3   | 2648/4169 [00:14<00:08, 187.61it/s]
Compute efficiency: 0.67:  64%|######3   | 2648/4169 [00:14<00:08, 187.61it/s]
Compute efficiency: 0.67:  64%|######3   | 2648/4169 [00:14<00:08, 187.61it/s]
Compute efficiency: 0.66:  64%|######3   | 2648/4169 [00:14<00:08, 187.61it/s]
Compute efficiency: 0.66:  64%|######3   | 2668/4169 [00:14<00:07, 189.67it/s]
Compute efficiency: 0.68:  64%|######3   | 2668/4169 [00:14<00:07, 189.67it/s]
Compute efficiency: 0.71:  64%|######3   | 2668/4169 [00:14<00:07, 189.67it/s]
Compute efficiency: 0.66:  64%|######3   | 2668/4169 [00:14<00:07, 189.67it/s]
Compute efficiency: 0.65:  64%|######3   | 2668/4169 [00:14<00:07, 189.67it/s]
Compute efficiency: 0.71:  64%|######3   | 2668/4169 [00:14<00:07, 189.67it/s]
Compute efficiency: 0.72:  64%|######3   | 2668/4169 [00:14<00:07, 189.67it/s]
Compute efficiency: 0.79:  64%|######3   | 2668/4169 [00:14<00:07, 189.67it/s]
Compute efficiency: 0.70:  64%|######3   | 2668/4169 [00:14<00:07, 189.67it/s]
Compute efficiency: 0.70:  64%|######3   | 2668/4169 [00:14<00:07, 189.67it/s]
Compute efficiency: 0.66:  64%|######3   | 2668/4169 [00:14<00:07, 189.67it/s]
Compute efficiency: 0.78:  64%|######3   | 2668/4169 [00:14<00:07, 189.67it/s]
Compute efficiency: 0.69:  64%|######3   | 2668/4169 [00:14<00:07, 189.67it/s]
Compute efficiency: 0.72:  64%|######3   | 2668/4169 [00:14<00:07, 189.67it/s]
Compute efficiency: 0.70:  64%|######3   | 2668/4169 [00:14<00:07, 189.67it/s]
Compute efficiency: 0.82:  64%|######3   | 2668/4169 [00:14<00:07, 189.67it/s]
Compute efficiency: 0.68:  64%|######3   | 2668/4169 [00:14<00:07, 189.67it/s]
Compute efficiency: 0.69:  64%|######3   | 2668/4169 [00:14<00:07, 189.67it/s]
Compute efficiency: 0.69:  64%|######3   | 2668/4169 [00:14<00:07, 189.67it/s]
Compute efficiency: 0.75:  64%|######3   | 2668/4169 [00:14<00:07, 189.67it/s]
Compute efficiency: 0.75:  64%|######4   | 2687/4169 [00:14<00:07, 188.88it/s]
Compute efficiency: 0.65:  64%|######4   | 2687/4169 [00:14<00:07, 188.88it/s]
Compute efficiency: 0.68:  64%|######4   | 2687/4169 [00:14<00:07, 188.88it/s]
Compute efficiency: 0.80:  64%|######4   | 2687/4169 [00:14<00:07, 188.88it/s]
Compute efficiency: 0.70:  64%|######4   | 2687/4169 [00:14<00:07, 188.88it/s]
Compute efficiency: 0.72:  64%|######4   | 2687/4169 [00:14<00:07, 188.88it/s]
Compute efficiency: 0.69:  64%|######4   | 2687/4169 [00:14<00:07, 188.88it/s]
Compute efficiency: 0.66:  64%|######4   | 2687/4169 [00:14<00:07, 188.88it/s]
Compute efficiency: 0.64:  64%|######4   | 2687/4169 [00:14<00:07, 188.88it/s]
Compute efficiency: 0.67:  64%|######4   | 2687/4169 [00:14<00:07, 188.88it/s]
Compute efficiency: 0.69:  64%|######4   | 2687/4169 [00:14<00:07, 188.88it/s]
Compute efficiency: 0.66:  64%|######4   | 2687/4169 [00:14<00:07, 188.88it/s]
Compute efficiency: 0.67:  64%|######4   | 2687/4169 [00:14<00:07, 188.88it/s]
Compute efficiency: 0.79:  64%|######4   | 2687/4169 [00:14<00:07, 188.88it/s]
Compute efficiency: 0.69:  64%|######4   | 2687/4169 [00:14<00:07, 188.88it/s]
Compute efficiency: 0.74:  64%|######4   | 2687/4169 [00:14<00:07, 188.88it/s]
Compute efficiency: 0.60:  64%|######4   | 2687/4169 [00:14<00:07, 188.88it/s]
Compute efficiency: 0.55:  64%|######4   | 2687/4169 [00:14<00:07, 188.88it/s]
Compute efficiency: 0.83:  64%|######4   | 2687/4169 [00:14<00:07, 188.88it/s]
Compute efficiency: 0.62:  64%|######4   | 2687/4169 [00:14<00:07, 188.88it/s]
Compute efficiency: 0.67:  64%|######4   | 2687/4169 [00:14<00:07, 188.88it/s]
Compute efficiency: 0.79:  64%|######4   | 2687/4169 [00:14<00:07, 188.88it/s]
Compute efficiency: 0.79:  65%|######4   | 2708/4169 [00:14<00:07, 193.83it/s]
Compute efficiency: 0.65:  65%|######4   | 2708/4169 [00:14<00:07, 193.83it/s]
Compute efficiency: 0.76:  65%|######4   | 2708/4169 [00:14<00:07, 193.83it/s]
Compute efficiency: 0.69:  65%|######4   | 2708/4169 [00:14<00:07, 193.83it/s]
Compute efficiency: 0.67:  65%|######4   | 2708/4169 [00:14<00:07, 193.83it/s]
Compute efficiency: 0.69:  65%|######4   | 2708/4169 [00:14<00:07, 193.83it/s]
Compute efficiency: 0.80:  65%|######4   | 2708/4169 [00:14<00:07, 193.83it/s]
Compute efficiency: 0.64:  65%|######4   | 2708/4169 [00:14<00:07, 193.83it/s]
Compute efficiency: 0.69:  65%|######4   | 2708/4169 [00:14<00:07, 193.83it/s]
Compute efficiency: 0.68:  65%|######4   | 2708/4169 [00:14<00:07, 193.83it/s]
Compute efficiency: 0.68:  65%|######4   | 2708/4169 [00:14<00:07, 193.83it/s]
Compute efficiency: 0.68:  65%|######4   | 2708/4169 [00:14<00:07, 193.83it/s]
Compute efficiency: 0.79:  65%|######4   | 2708/4169 [00:14<00:07, 193.83it/s]
Compute efficiency: 0.68:  65%|######4   | 2708/4169 [00:14<00:07, 193.83it/s]
Compute efficiency: 0.70:  65%|######4   | 2708/4169 [00:14<00:07, 193.83it/s]
Compute efficiency: 0.76:  65%|######4   | 2708/4169 [00:14<00:07, 193.83it/s]
Compute efficiency: 0.68:  65%|######4   | 2708/4169 [00:14<00:07, 193.83it/s]
Compute efficiency: 0.69:  65%|######4   | 2708/4169 [00:14<00:07, 193.83it/s]
Compute efficiency: 0.68:  65%|######4   | 2708/4169 [00:14<00:07, 193.83it/s]
Compute efficiency: 0.65:  65%|######4   | 2708/4169 [00:14<00:07, 193.83it/s]
Compute efficiency: 0.65:  65%|######4   | 2708/4169 [00:14<00:07, 193.83it/s]
Compute efficiency: 0.65:  65%|######4   | 2708/4169 [00:14<00:07, 193.83it/s]
Compute efficiency: 0.65:  65%|######5   | 2729/4169 [00:14<00:07, 198.16it/s]
Compute efficiency: 0.60:  65%|######5   | 2729/4169 [00:14<00:07, 198.16it/s]
Compute efficiency: 0.73:  65%|######5   | 2729/4169 [00:14<00:07, 198.16it/s]
Compute efficiency: 0.90:  65%|######5   | 2729/4169 [00:14<00:07, 198.16it/s]
Compute efficiency: 0.71:  65%|######5   | 2729/4169 [00:14<00:07, 198.16it/s]
Compute efficiency: 0.75:  65%|######5   | 2729/4169 [00:14<00:07, 198.16it/s]
Compute efficiency: 0.61:  65%|######5   | 2729/4169 [00:14<00:07, 198.16it/s]
Compute efficiency: 0.70:  65%|######5   | 2729/4169 [00:14<00:07, 198.16it/s]
Compute efficiency: 0.82:  65%|######5   | 2729/4169 [00:14<00:07, 198.16it/s]
Compute efficiency: 0.68:  65%|######5   | 2729/4169 [00:14<00:07, 198.16it/s]
Compute efficiency: 0.69:  65%|######5   | 2729/4169 [00:14<00:07, 198.16it/s]
Compute efficiency: 0.57:  65%|######5   | 2729/4169 [00:14<00:07, 198.16it/s]
Compute efficiency: 0.90:  65%|######5   | 2729/4169 [00:14<00:07, 198.16it/s]
Compute efficiency: 0.58:  65%|######5   | 2729/4169 [00:14<00:07, 198.16it/s]
Compute efficiency: 0.90:  65%|######5   | 2729/4169 [00:14<00:07, 198.16it/s]
Compute efficiency: 0.70:  65%|######5   | 2729/4169 [00:14<00:07, 198.16it/s]
Compute efficiency: 0.69:  65%|######5   | 2729/4169 [00:14<00:07, 198.16it/s]
Compute efficiency: 0.71:  65%|######5   | 2729/4169 [00:14<00:07, 198.16it/s]
Compute efficiency: 0.51:  65%|######5   | 2729/4169 [00:14<00:07, 198.16it/s]
Compute efficiency: 0.68:  65%|######5   | 2729/4169 [00:14<00:07, 198.16it/s]
Compute efficiency: 0.79:  65%|######5   | 2729/4169 [00:14<00:07, 198.16it/s]
Compute efficiency: 0.79:  66%|######5   | 2749/4169 [00:14<00:07, 194.81it/s]
Compute efficiency: 0.64:  66%|######5   | 2749/4169 [00:14<00:07, 194.81it/s]
Compute efficiency: 0.71:  66%|######5   | 2749/4169 [00:14<00:07, 194.81it/s]
Compute efficiency: 0.78:  66%|######5   | 2749/4169 [00:14<00:07, 194.81it/s]
Compute efficiency: 0.68:  66%|######5   | 2749/4169 [00:14<00:07, 194.81it/s]
Compute efficiency: 0.65:  66%|######5   | 2749/4169 [00:14<00:07, 194.81it/s]
Compute efficiency: 0.66:  66%|######5   | 2749/4169 [00:14<00:07, 194.81it/s]
Compute efficiency: 0.66:  66%|######5   | 2749/4169 [00:14<00:07, 194.81it/s]
Compute efficiency: 0.80:  66%|######5   | 2749/4169 [00:14<00:07, 194.81it/s]
Compute efficiency: 0.69:  66%|######5   | 2749/4169 [00:14<00:07, 194.81it/s]
Compute efficiency: 0.71:  66%|######5   | 2749/4169 [00:14<00:07, 194.81it/s]
Compute efficiency: 0.70:  66%|######5   | 2749/4169 [00:14<00:07, 194.81it/s]
Compute efficiency: 0.66:  66%|######5   | 2749/4169 [00:14<00:07, 194.81it/s]
Compute efficiency: 0.56:  66%|######5   | 2749/4169 [00:14<00:07, 194.81it/s]
Compute efficiency: 0.79:  66%|######5   | 2749/4169 [00:14<00:07, 194.81it/s]
Compute efficiency: 0.80:  66%|######5   | 2749/4169 [00:14<00:07, 194.81it/s]
Compute efficiency: 0.64:  66%|######5   | 2749/4169 [00:14<00:07, 194.81it/s]
Compute efficiency: 0.70:  66%|######5   | 2749/4169 [00:14<00:07, 194.81it/s]
Compute efficiency: 0.67:  66%|######5   | 2749/4169 [00:14<00:07, 194.81it/s]
Compute efficiency: 0.80:  66%|######5   | 2749/4169 [00:14<00:07, 194.81it/s]
Compute efficiency: 0.69:  66%|######5   | 2749/4169 [00:14<00:07, 194.81it/s]
Compute efficiency: 0.69:  66%|######6   | 2769/4169 [00:14<00:07, 193.56it/s]
Compute efficiency: 0.63:  66%|######6   | 2769/4169 [00:14<00:07, 193.56it/s]
Compute efficiency: 0.67:  66%|######6   | 2769/4169 [00:14<00:07, 193.56it/s]
Compute efficiency: 0.67:  66%|######6   | 2769/4169 [00:14<00:07, 193.56it/s]
Compute efficiency: 0.63:  66%|######6   | 2769/4169 [00:14<00:07, 193.56it/s]
Compute efficiency: 0.68:  66%|######6   | 2769/4169 [00:14<00:07, 193.56it/s]
Compute efficiency: 0.81:  66%|######6   | 2769/4169 [00:14<00:07, 193.56it/s]
Compute efficiency: 0.71:  66%|######6   | 2769/4169 [00:14<00:07, 193.56it/s]
Compute efficiency: 0.73:  66%|######6   | 2769/4169 [00:14<00:07, 193.56it/s]
Compute efficiency: 0.72:  66%|######6   | 2769/4169 [00:14<00:07, 193.56it/s]
Compute efficiency: 0.65:  66%|######6   | 2769/4169 [00:14<00:07, 193.56it/s]
Compute efficiency: 0.68:  66%|######6   | 2769/4169 [00:14<00:07, 193.56it/s]
Compute efficiency: 0.67:  66%|######6   | 2769/4169 [00:14<00:07, 193.56it/s]
Compute efficiency: 0.65:  66%|######6   | 2769/4169 [00:14<00:07, 193.56it/s]
Compute efficiency: 0.82:  66%|######6   | 2769/4169 [00:14<00:07, 193.56it/s]
Compute efficiency: 0.64:  66%|######6   | 2769/4169 [00:14<00:07, 193.56it/s]
Compute efficiency: 0.73:  66%|######6   | 2769/4169 [00:14<00:07, 193.56it/s]
Compute efficiency: 0.74:  66%|######6   | 2769/4169 [00:14<00:07, 193.56it/s]
Compute efficiency: 0.65:  66%|######6   | 2769/4169 [00:14<00:07, 193.56it/s]
Compute efficiency: 0.72:  66%|######6   | 2769/4169 [00:14<00:07, 193.56it/s]
Compute efficiency: 0.71:  66%|######6   | 2769/4169 [00:14<00:07, 193.56it/s]
Compute efficiency: 0.71:  67%|######6   | 2789/4169 [00:14<00:07, 194.74it/s]
Compute efficiency: 0.69:  67%|######6   | 2789/4169 [00:14<00:07, 194.74it/s]
Compute efficiency: 0.74:  67%|######6   | 2789/4169 [00:14<00:07, 194.74it/s]
Compute efficiency: 0.67:  67%|######6   | 2789/4169 [00:14<00:07, 194.74it/s]
Compute efficiency: 0.73:  67%|######6   | 2789/4169 [00:14<00:07, 194.74it/s]
Compute efficiency: 0.67:  67%|######6   | 2789/4169 [00:14<00:07, 194.74it/s]
Compute efficiency: 0.67:  67%|######6   | 2789/4169 [00:14<00:07, 194.74it/s]
Compute efficiency: 0.65:  67%|######6   | 2789/4169 [00:14<00:07, 194.74it/s]
Compute efficiency: 0.78:  67%|######6   | 2789/4169 [00:14<00:07, 194.74it/s]
Compute efficiency: 0.66:  67%|######6   | 2789/4169 [00:14<00:07, 194.74it/s]
Compute efficiency: 0.52:  67%|######6   | 2789/4169 [00:14<00:07, 194.74it/s]
Compute efficiency: 0.81:  67%|######6   | 2789/4169 [00:14<00:07, 194.74it/s]
Compute efficiency: 0.66:  67%|######6   | 2789/4169 [00:14<00:07, 194.74it/s]
Compute efficiency: 0.71:  67%|######6   | 2789/4169 [00:14<00:07, 194.74it/s]
Compute efficiency: 0.73:  67%|######6   | 2789/4169 [00:14<00:07, 194.74it/s]
Compute efficiency: 0.72:  67%|######6   | 2789/4169 [00:14<00:07, 194.74it/s]
Compute efficiency: 0.65:  67%|######6   | 2789/4169 [00:14<00:07, 194.74it/s]
Compute efficiency: 0.70:  67%|######6   | 2789/4169 [00:14<00:07, 194.74it/s]
Compute efficiency: 0.68:  67%|######6   | 2789/4169 [00:14<00:07, 194.74it/s]
Compute efficiency: 0.82:  67%|######6   | 2789/4169 [00:14<00:07, 194.74it/s]
Compute efficiency: 0.71:  67%|######6   | 2789/4169 [00:14<00:07, 194.74it/s]
Compute efficiency: 0.80:  67%|######6   | 2789/4169 [00:14<00:07, 194.74it/s]
Compute efficiency: 0.80:  67%|######7   | 2810/4169 [00:14<00:06, 196.17it/s]
Compute efficiency: 0.67:  67%|######7   | 2810/4169 [00:14<00:06, 196.17it/s]
Compute efficiency: 0.65:  67%|######7   | 2810/4169 [00:14<00:06, 196.17it/s]
Compute efficiency: 0.66:  67%|######7   | 2810/4169 [00:14<00:06, 196.17it/s]
Compute efficiency: 0.65:  67%|######7   | 2810/4169 [00:14<00:06, 196.17it/s]
Compute efficiency: 0.65:  67%|######7   | 2810/4169 [00:14<00:06, 196.17it/s]
Compute efficiency: 0.67:  67%|######7   | 2810/4169 [00:14<00:06, 196.17it/s]
Compute efficiency: 0.68:  67%|######7   | 2810/4169 [00:14<00:06, 196.17it/s]
Compute efficiency: 0.89:  67%|######7   | 2810/4169 [00:14<00:06, 196.17it/s]
Compute efficiency: 0.71:  67%|######7   | 2810/4169 [00:14<00:06, 196.17it/s]
Compute efficiency: 0.71:  67%|######7   | 2810/4169 [00:14<00:06, 196.17it/s]
Compute efficiency: 0.70:  67%|######7   | 2810/4169 [00:14<00:06, 196.17it/s]
Compute efficiency: 0.68:  67%|######7   | 2810/4169 [00:15<00:06, 196.17it/s]
Compute efficiency: 0.65:  67%|######7   | 2810/4169 [00:15<00:06, 196.17it/s]
Compute efficiency: 0.70:  67%|######7   | 2810/4169 [00:15<00:06, 196.17it/s]
Compute efficiency: 0.65:  67%|######7   | 2810/4169 [00:15<00:06, 196.17it/s]
Compute efficiency: 0.70:  67%|######7   | 2810/4169 [00:15<00:06, 196.17it/s]
Compute efficiency: 0.79:  67%|######7   | 2810/4169 [00:15<00:06, 196.17it/s]
Compute efficiency: 0.68:  67%|######7   | 2810/4169 [00:15<00:06, 196.17it/s]
Compute efficiency: 0.68:  67%|######7   | 2810/4169 [00:15<00:06, 196.17it/s]
Compute efficiency: 0.69:  67%|######7   | 2810/4169 [00:15<00:06, 196.17it/s]
Compute efficiency: 0.69:  67%|######7   | 2810/4169 [00:15<00:06, 196.17it/s]
Compute efficiency: 0.69:  68%|######7   | 2831/4169 [00:15<00:06, 198.71it/s]
Compute efficiency: 0.67:  68%|######7   | 2831/4169 [00:15<00:06, 198.71it/s]
Compute efficiency: 0.53:  68%|######7   | 2831/4169 [00:15<00:06, 198.71it/s]
Compute efficiency: 0.80:  68%|######7   | 2831/4169 [00:15<00:06, 198.71it/s]
Compute efficiency: 0.78:  68%|######7   | 2831/4169 [00:15<00:06, 198.71it/s]
Compute efficiency: 0.64:  68%|######7   | 2831/4169 [00:15<00:06, 198.71it/s]
Compute efficiency: 0.72:  68%|######7   | 2831/4169 [00:15<00:06, 198.71it/s]
Compute efficiency: 0.71:  68%|######7   | 2831/4169 [00:15<00:06, 198.71it/s]
Compute efficiency: 0.68:  68%|######7   | 2831/4169 [00:15<00:06, 198.71it/s]
Compute efficiency: 0.67:  68%|######7   | 2831/4169 [00:15<00:06, 198.71it/s]
Compute efficiency: 0.51:  68%|######7   | 2831/4169 [00:15<00:06, 198.71it/s]
Compute efficiency: 0.84:  68%|######7   | 2831/4169 [00:15<00:06, 198.71it/s]
Compute efficiency: 0.78:  68%|######7   | 2831/4169 [00:15<00:06, 198.71it/s]
Compute efficiency: 0.70:  68%|######7   | 2831/4169 [00:15<00:06, 198.71it/s]
Compute efficiency: 0.64:  68%|######7   | 2831/4169 [00:15<00:06, 198.71it/s]
Compute efficiency: 0.81:  68%|######7   | 2831/4169 [00:15<00:06, 198.71it/s]
Compute efficiency: 0.68:  68%|######7   | 2831/4169 [00:15<00:06, 198.71it/s]
Compute efficiency: 0.67:  68%|######7   | 2831/4169 [00:15<00:06, 198.71it/s]
Compute efficiency: 0.65:  68%|######7   | 2831/4169 [00:15<00:06, 198.71it/s]
Compute efficiency: 0.65:  68%|######7   | 2831/4169 [00:15<00:06, 198.71it/s]
Compute efficiency: 0.82:  68%|######7   | 2831/4169 [00:15<00:06, 198.71it/s]
Compute efficiency: 0.82:  68%|######8   | 2851/4169 [00:15<00:06, 198.66it/s]
Compute efficiency: 0.66:  68%|######8   | 2851/4169 [00:15<00:06, 198.66it/s]
Compute efficiency: 0.69:  68%|######8   | 2851/4169 [00:15<00:06, 198.66it/s]
Compute efficiency: 0.79:  68%|######8   | 2851/4169 [00:15<00:06, 198.66it/s]
Compute efficiency: 0.70:  68%|######8   | 2851/4169 [00:15<00:06, 198.66it/s]
Compute efficiency: 0.73:  68%|######8   | 2851/4169 [00:15<00:06, 198.66it/s]
Compute efficiency: 0.75:  68%|######8   | 2851/4169 [00:15<00:06, 198.66it/s]
Compute efficiency: 0.72:  68%|######8   | 2851/4169 [00:15<00:06, 198.66it/s]
Compute efficiency: 0.71:  68%|######8   | 2851/4169 [00:15<00:06, 198.66it/s]
Compute efficiency: 0.69:  68%|######8   | 2851/4169 [00:15<00:06, 198.66it/s]
Compute efficiency: 0.68:  68%|######8   | 2851/4169 [00:15<00:06, 198.66it/s]
Compute efficiency: 0.65:  68%|######8   | 2851/4169 [00:15<00:06, 198.66it/s]
Compute efficiency: 0.52:  68%|######8   | 2851/4169 [00:15<00:06, 198.66it/s]
Compute efficiency: 0.76:  68%|######8   | 2851/4169 [00:15<00:06, 198.66it/s]
Compute efficiency: 0.67:  68%|######8   | 2851/4169 [00:15<00:06, 198.66it/s]
Compute efficiency: 0.73:  68%|######8   | 2851/4169 [00:15<00:06, 198.66it/s]
Compute efficiency: 0.71:  68%|######8   | 2851/4169 [00:15<00:06, 198.66it/s]
Compute efficiency: 0.68:  68%|######8   | 2851/4169 [00:15<00:06, 198.66it/s]
Compute efficiency: 0.68:  68%|######8   | 2851/4169 [00:15<00:06, 198.66it/s]
Compute efficiency: 0.65:  68%|######8   | 2851/4169 [00:15<00:06, 198.66it/s]
Compute efficiency: 0.63:  68%|######8   | 2851/4169 [00:15<00:06, 198.66it/s]
Compute efficiency: 0.65:  68%|######8   | 2851/4169 [00:15<00:06, 198.66it/s]
Compute efficiency: 0.65:  69%|######8   | 2872/4169 [00:15<00:06, 200.93it/s]
Compute efficiency: 0.76:  69%|######8   | 2872/4169 [00:15<00:06, 200.93it/s]
Compute efficiency: 0.60:  69%|######8   | 2872/4169 [00:15<00:06, 200.93it/s]
Compute efficiency: 0.91:  69%|######8   | 2872/4169 [00:15<00:06, 200.93it/s]
Compute efficiency: 0.64:  69%|######8   | 2872/4169 [00:15<00:06, 200.93it/s]
Compute efficiency: 0.66:  69%|######8   | 2872/4169 [00:15<00:06, 200.93it/s]
Compute efficiency: 0.68:  69%|######8   | 2872/4169 [00:15<00:06, 200.93it/s]
Compute efficiency: 0.65:  69%|######8   | 2872/4169 [00:15<00:06, 200.93it/s]
Compute efficiency: 0.65:  69%|######8   | 2872/4169 [00:15<00:06, 200.93it/s]
Compute efficiency: 0.67:  69%|######8   | 2872/4169 [00:15<00:06, 200.93it/s]
Compute efficiency: 0.71:  69%|######8   | 2872/4169 [00:15<00:06, 200.93it/s]
Compute efficiency: 0.67:  69%|######8   | 2872/4169 [00:15<00:06, 200.93it/s]
Compute efficiency: 0.55:  69%|######8   | 2872/4169 [00:15<00:06, 200.93it/s]
Compute efficiency: 0.86:  69%|######8   | 2872/4169 [00:15<00:06, 200.93it/s]
Compute efficiency: 0.66:  69%|######8   | 2872/4169 [00:15<00:06, 200.93it/s]
Compute efficiency: 0.64:  69%|######8   | 2872/4169 [00:15<00:06, 200.93it/s]
Compute efficiency: 0.69:  69%|######8   | 2872/4169 [00:15<00:06, 200.93it/s]
Compute efficiency: 0.68:  69%|######8   | 2872/4169 [00:15<00:06, 200.93it/s]
Compute efficiency: 0.83:  69%|######8   | 2872/4169 [00:15<00:06, 200.93it/s]
Compute efficiency: 0.70:  69%|######8   | 2872/4169 [00:15<00:06, 200.93it/s]
Compute efficiency: 0.69:  69%|######8   | 2872/4169 [00:15<00:06, 200.93it/s]
Compute efficiency: 0.65:  69%|######8   | 2872/4169 [00:15<00:06, 200.93it/s]
Compute efficiency: 0.65:  69%|######9   | 2893/4169 [00:15<00:06, 202.95it/s]
Compute efficiency: 0.65:  69%|######9   | 2893/4169 [00:15<00:06, 202.95it/s]
Compute efficiency: 0.70:  69%|######9   | 2893/4169 [00:15<00:06, 202.95it/s]
Compute efficiency: 0.68:  69%|######9   | 2893/4169 [00:15<00:06, 202.95it/s]
Compute efficiency: 0.67:  69%|######9   | 2893/4169 [00:15<00:06, 202.95it/s]
Compute efficiency: 0.82:  69%|######9   | 2893/4169 [00:15<00:06, 202.95it/s]
Compute efficiency: 0.67:  69%|######9   | 2893/4169 [00:15<00:06, 202.95it/s]
Compute efficiency: 0.72:  69%|######9   | 2893/4169 [00:15<00:06, 202.95it/s]
Compute efficiency: 0.64:  69%|######9   | 2893/4169 [00:15<00:06, 202.95it/s]
Compute efficiency: 0.66:  69%|######9   | 2893/4169 [00:15<00:06, 202.95it/s]
Compute efficiency: 0.68:  69%|######9   | 2893/4169 [00:15<00:06, 202.95it/s]
Compute efficiency: 0.64:  69%|######9   | 2893/4169 [00:15<00:06, 202.95it/s]
Compute efficiency: 0.67:  69%|######9   | 2893/4169 [00:15<00:06, 202.95it/s]
Compute efficiency: 0.65:  69%|######9   | 2893/4169 [00:15<00:06, 202.95it/s]
Compute efficiency: 0.70:  69%|######9   | 2893/4169 [00:15<00:06, 202.95it/s]
Compute efficiency: 0.66:  69%|######9   | 2893/4169 [00:15<00:06, 202.95it/s]
Compute efficiency: 0.68:  69%|######9   | 2893/4169 [00:15<00:06, 202.95it/s]
Compute efficiency: 0.53:  69%|######9   | 2893/4169 [00:15<00:06, 202.95it/s]
Compute efficiency: 0.82:  69%|######9   | 2893/4169 [00:15<00:06, 202.95it/s]
Compute efficiency: 0.79:  69%|######9   | 2893/4169 [00:15<00:06, 202.95it/s]
Compute efficiency: 0.68:  69%|######9   | 2893/4169 [00:15<00:06, 202.95it/s]
Compute efficiency: 0.73:  69%|######9   | 2893/4169 [00:15<00:06, 202.95it/s]
Compute efficiency: 0.73:  70%|######9   | 2914/4169 [00:15<00:06, 203.65it/s]
Compute efficiency: 0.62:  70%|######9   | 2914/4169 [00:15<00:06, 203.65it/s]
Compute efficiency: 0.72:  70%|######9   | 2914/4169 [00:15<00:06, 203.65it/s]
Compute efficiency: 0.70:  70%|######9   | 2914/4169 [00:15<00:06, 203.65it/s]
Compute efficiency: 0.80:  70%|######9   | 2914/4169 [00:15<00:06, 203.65it/s]
Compute efficiency: 0.70:  70%|######9   | 2914/4169 [00:15<00:06, 203.65it/s]
Compute efficiency: 0.72:  70%|######9   | 2914/4169 [00:15<00:06, 203.65it/s]
Compute efficiency: 0.75:  70%|######9   | 2914/4169 [00:15<00:06, 203.65it/s]
Compute efficiency: 0.81:  70%|######9   | 2914/4169 [00:15<00:06, 203.65it/s]
Compute efficiency: 0.70:  70%|######9   | 2914/4169 [00:15<00:06, 203.65it/s]
Compute efficiency: 0.68:  70%|######9   | 2914/4169 [00:15<00:06, 203.65it/s]
Compute efficiency: 0.81:  70%|######9   | 2914/4169 [00:15<00:06, 203.65it/s]
Compute efficiency: 0.71:  70%|######9   | 2914/4169 [00:15<00:06, 203.65it/s]
Compute efficiency: 0.70:  70%|######9   | 2914/4169 [00:15<00:06, 203.65it/s]
Compute efficiency: 0.78:  70%|######9   | 2914/4169 [00:15<00:06, 203.65it/s]
Compute efficiency: 0.71:  70%|######9   | 2914/4169 [00:15<00:06, 203.65it/s]
Compute efficiency: 0.74:  70%|######9   | 2914/4169 [00:15<00:06, 203.65it/s]
Compute efficiency: 0.66:  70%|######9   | 2914/4169 [00:15<00:06, 203.65it/s]
Compute efficiency: 0.69:  70%|######9   | 2914/4169 [00:15<00:06, 203.65it/s]
Compute efficiency: 0.68:  70%|######9   | 2914/4169 [00:15<00:06, 203.65it/s]
Compute efficiency: 0.68:  70%|######9   | 2914/4169 [00:15<00:06, 203.65it/s]
Compute efficiency: 0.68:  70%|######9   | 2914/4169 [00:15<00:06, 203.65it/s]
Compute efficiency: 0.68:  70%|#######   | 2935/4169 [00:15<00:06, 199.05it/s]
Compute efficiency: 0.62:  70%|#######   | 2935/4169 [00:15<00:06, 199.05it/s]
Compute efficiency: 0.68:  70%|#######   | 2935/4169 [00:15<00:06, 199.05it/s]
Compute efficiency: 0.82:  70%|#######   | 2935/4169 [00:15<00:06, 199.05it/s]
Compute efficiency: 0.67:  70%|#######   | 2935/4169 [00:15<00:06, 199.05it/s]
Compute efficiency: 0.72:  70%|#######   | 2935/4169 [00:15<00:06, 199.05it/s]
Compute efficiency: 0.71:  70%|#######   | 2935/4169 [00:15<00:06, 199.05it/s]
Compute efficiency: 0.83:  70%|#######   | 2935/4169 [00:15<00:06, 199.05it/s]
Compute efficiency: 0.65:  70%|#######   | 2935/4169 [00:15<00:06, 199.05it/s]
Compute efficiency: 0.72:  70%|#######   | 2935/4169 [00:15<00:06, 199.05it/s]
Compute efficiency: 0.69:  70%|#######   | 2935/4169 [00:15<00:06, 199.05it/s]
Compute efficiency: 0.74:  70%|#######   | 2935/4169 [00:15<00:06, 199.05it/s]
Compute efficiency: 0.67:  70%|#######   | 2935/4169 [00:15<00:06, 199.05it/s]
Compute efficiency: 0.65:  70%|#######   | 2935/4169 [00:15<00:06, 199.05it/s]
Compute efficiency: 0.65:  70%|#######   | 2935/4169 [00:15<00:06, 199.05it/s]
Compute efficiency: 0.65:  70%|#######   | 2935/4169 [00:15<00:06, 199.05it/s]
Compute efficiency: 0.64:  70%|#######   | 2935/4169 [00:15<00:06, 199.05it/s]
Compute efficiency: 0.81:  70%|#######   | 2935/4169 [00:15<00:06, 199.05it/s]
Compute efficiency: 0.69:  70%|#######   | 2935/4169 [00:15<00:06, 199.05it/s]
Compute efficiency: 0.72:  70%|#######   | 2935/4169 [00:15<00:06, 199.05it/s]
Compute efficiency: 0.70:  70%|#######   | 2935/4169 [00:15<00:06, 199.05it/s]
Compute efficiency: 0.70:  71%|#######   | 2955/4169 [00:15<00:06, 195.63it/s]
Compute efficiency: 0.77:  71%|#######   | 2955/4169 [00:15<00:06, 195.63it/s]
Compute efficiency: 0.69:  71%|#######   | 2955/4169 [00:15<00:06, 195.63it/s]
Compute efficiency: 0.69:  71%|#######   | 2955/4169 [00:15<00:06, 195.63it/s]
Compute efficiency: 0.75:  71%|#######   | 2955/4169 [00:15<00:06, 195.63it/s]
Compute efficiency: 0.74:  71%|#######   | 2955/4169 [00:15<00:06, 195.63it/s]
Compute efficiency: 0.61:  71%|#######   | 2955/4169 [00:15<00:06, 195.63it/s]
Compute efficiency: 0.93:  71%|#######   | 2955/4169 [00:15<00:06, 195.63it/s]
Compute efficiency: 0.68:  71%|#######   | 2955/4169 [00:15<00:06, 195.63it/s]
Compute efficiency: 0.68:  71%|#######   | 2955/4169 [00:15<00:06, 195.63it/s]
Compute efficiency: 0.67:  71%|#######   | 2955/4169 [00:15<00:06, 195.63it/s]
Compute efficiency: 0.66:  71%|#######   | 2955/4169 [00:15<00:06, 195.63it/s]
Compute efficiency: 0.80:  71%|#######   | 2955/4169 [00:15<00:06, 195.63it/s]
Compute efficiency: 0.66:  71%|#######   | 2955/4169 [00:15<00:06, 195.63it/s]
Compute efficiency: 0.71:  71%|#######   | 2955/4169 [00:15<00:06, 195.63it/s]
Compute efficiency: 0.69:  71%|#######   | 2955/4169 [00:15<00:06, 195.63it/s]
Compute efficiency: 0.67:  71%|#######   | 2955/4169 [00:15<00:06, 195.63it/s]
Compute efficiency: 0.66:  71%|#######   | 2955/4169 [00:15<00:06, 195.63it/s]
Compute efficiency: 0.79:  71%|#######   | 2955/4169 [00:15<00:06, 195.63it/s]
Compute efficiency: 0.68:  71%|#######   | 2955/4169 [00:15<00:06, 195.63it/s]
Compute efficiency: 0.71:  71%|#######   | 2955/4169 [00:15<00:06, 195.63it/s]
Compute efficiency: 0.71:  71%|#######1  | 2975/4169 [00:15<00:06, 187.21it/s]
Compute efficiency: 0.68:  71%|#######1  | 2975/4169 [00:15<00:06, 187.21it/s]
Compute efficiency: 0.63:  71%|#######1  | 2975/4169 [00:15<00:06, 187.21it/s]
Compute efficiency: 0.68:  71%|#######1  | 2975/4169 [00:15<00:06, 187.21it/s]
Compute efficiency: 0.64:  71%|#######1  | 2975/4169 [00:15<00:06, 187.21it/s]
Compute efficiency: 0.68:  71%|#######1  | 2975/4169 [00:15<00:06, 187.21it/s]
Compute efficiency: 0.65:  71%|#######1  | 2975/4169 [00:15<00:06, 187.21it/s]
Compute efficiency: 0.64:  71%|#######1  | 2975/4169 [00:15<00:06, 187.21it/s]
Compute efficiency: 0.80:  71%|#######1  | 2975/4169 [00:15<00:06, 187.21it/s]
Compute efficiency: 0.66:  71%|#######1  | 2975/4169 [00:15<00:06, 187.21it/s]
Compute efficiency: 0.69:  71%|#######1  | 2975/4169 [00:15<00:06, 187.21it/s]
Compute efficiency: 0.70:  71%|#######1  | 2975/4169 [00:15<00:06, 187.21it/s]
Compute efficiency: 0.52:  71%|#######1  | 2975/4169 [00:15<00:06, 187.21it/s]
Compute efficiency: 0.73:  71%|#######1  | 2975/4169 [00:15<00:06, 187.21it/s]
Compute efficiency: 0.67:  71%|#######1  | 2975/4169 [00:15<00:06, 187.21it/s]
Compute efficiency: 0.66:  71%|#######1  | 2975/4169 [00:15<00:06, 187.21it/s]
Compute efficiency: 0.84:  71%|#######1  | 2975/4169 [00:15<00:06, 187.21it/s]
Compute efficiency: 0.73:  71%|#######1  | 2975/4169 [00:15<00:06, 187.21it/s]
Compute efficiency: 0.76:  71%|#######1  | 2975/4169 [00:15<00:06, 187.21it/s]
Compute efficiency: 0.78:  71%|#######1  | 2975/4169 [00:15<00:06, 187.21it/s]
Compute efficiency: 0.78:  72%|#######1  | 2994/4169 [00:15<00:06, 186.91it/s]
Compute efficiency: 0.67:  72%|#######1  | 2994/4169 [00:15<00:06, 186.91it/s]
Compute efficiency: 0.74:  72%|#######1  | 2994/4169 [00:15<00:06, 186.91it/s]
Compute efficiency: 0.71:  72%|#######1  | 2994/4169 [00:15<00:06, 186.91it/s]
Compute efficiency: 0.66:  72%|#######1  | 2994/4169 [00:15<00:06, 186.91it/s]
Compute efficiency: 0.69:  72%|#######1  | 2994/4169 [00:15<00:06, 186.91it/s]
Compute efficiency: 0.65:  72%|#######1  | 2994/4169 [00:15<00:06, 186.91it/s]
Compute efficiency: 0.68:  72%|#######1  | 2994/4169 [00:15<00:06, 186.91it/s]
Compute efficiency: 0.65:  72%|#######1  | 2994/4169 [00:15<00:06, 186.91it/s]
Compute efficiency: 0.68:  72%|#######1  | 2994/4169 [00:15<00:06, 186.91it/s]
Compute efficiency: 0.56:  72%|#######1  | 2994/4169 [00:15<00:06, 186.91it/s]
Compute efficiency: 0.87:  72%|#######1  | 2994/4169 [00:15<00:06, 186.91it/s]
Compute efficiency: 0.80:  72%|#######1  | 2994/4169 [00:15<00:06, 186.91it/s]
Compute efficiency: 0.70:  72%|#######1  | 2994/4169 [00:15<00:06, 186.91it/s]
Compute efficiency: 0.72:  72%|#######1  | 2994/4169 [00:15<00:06, 186.91it/s]
Compute efficiency: 0.70:  72%|#######1  | 2994/4169 [00:15<00:06, 186.91it/s]
Compute efficiency: 0.62:  72%|#######1  | 2994/4169 [00:15<00:06, 186.91it/s]
Compute efficiency: 0.68:  72%|#######1  | 2994/4169 [00:15<00:06, 186.91it/s]
Compute efficiency: 0.63:  72%|#######1  | 2994/4169 [00:15<00:06, 186.91it/s]
Compute efficiency: 0.68:  72%|#######1  | 2994/4169 [00:15<00:06, 186.91it/s]
Compute efficiency: 0.78:  72%|#######1  | 2994/4169 [00:15<00:06, 186.91it/s]
Compute efficiency: 0.67:  72%|#######1  | 2994/4169 [00:15<00:06, 186.91it/s]
Compute efficiency: 0.67:  72%|#######2  | 3015/4169 [00:15<00:06, 191.33it/s]
Compute efficiency: 0.59:  72%|#######2  | 3015/4169 [00:15<00:06, 191.33it/s]
Compute efficiency: 0.91:  72%|#######2  | 3015/4169 [00:16<00:06, 191.33it/s]
Compute efficiency: 0.64:  72%|#######2  | 3015/4169 [00:16<00:06, 191.33it/s]
Compute efficiency: 0.68:  72%|#######2  | 3015/4169 [00:16<00:06, 191.33it/s]
Compute efficiency: 0.67:  72%|#######2  | 3015/4169 [00:16<00:06, 191.33it/s]
Compute efficiency: 0.65:  72%|#######2  | 3015/4169 [00:16<00:06, 191.33it/s]
Compute efficiency: 0.80:  72%|#######2  | 3015/4169 [00:16<00:06, 191.33it/s]
Compute efficiency: 0.67:  72%|#######2  | 3015/4169 [00:16<00:06, 191.33it/s]
Compute efficiency: 0.66:  72%|#######2  | 3015/4169 [00:16<00:06, 191.33it/s]
Compute efficiency: 0.75:  72%|#######2  | 3015/4169 [00:16<00:06, 191.33it/s]
Compute efficiency: 0.65:  72%|#######2  | 3015/4169 [00:16<00:06, 191.33it/s]
Compute efficiency: 0.69:  72%|#######2  | 3015/4169 [00:16<00:06, 191.33it/s]
Compute efficiency: 0.64:  72%|#######2  | 3015/4169 [00:16<00:06, 191.33it/s]
Compute efficiency: 0.67:  72%|#######2  | 3015/4169 [00:16<00:06, 191.33it/s]
Compute efficiency: 0.80:  72%|#######2  | 3015/4169 [00:16<00:06, 191.33it/s]
Compute efficiency: 0.70:  72%|#######2  | 3015/4169 [00:16<00:06, 191.33it/s]
Compute efficiency: 0.68:  72%|#######2  | 3015/4169 [00:16<00:06, 191.33it/s]
Compute efficiency: 0.75:  72%|#######2  | 3015/4169 [00:16<00:06, 191.33it/s]
Compute efficiency: 0.70:  72%|#######2  | 3015/4169 [00:16<00:06, 191.33it/s]
Compute efficiency: 0.68:  72%|#######2  | 3015/4169 [00:16<00:06, 191.33it/s]
Compute efficiency: 0.71:  72%|#######2  | 3015/4169 [00:16<00:06, 191.33it/s]
Compute efficiency: 0.71:  73%|#######2  | 3036/4169 [00:16<00:05, 194.00it/s]
Compute efficiency: 0.63:  73%|#######2  | 3036/4169 [00:16<00:05, 194.00it/s]
Compute efficiency: 0.72:  73%|#######2  | 3036/4169 [00:16<00:05, 194.00it/s]
Compute efficiency: 0.88:  73%|#######2  | 3036/4169 [00:16<00:05, 194.00it/s]
Compute efficiency: 0.69:  73%|#######2  | 3036/4169 [00:16<00:05, 194.00it/s]
Compute efficiency: 0.70:  73%|#######2  | 3036/4169 [00:16<00:05, 194.00it/s]
Compute efficiency: 0.67:  73%|#######2  | 3036/4169 [00:16<00:05, 194.00it/s]
Compute efficiency: 0.68:  73%|#######2  | 3036/4169 [00:16<00:05, 194.00it/s]
Compute efficiency: 0.64:  73%|#######2  | 3036/4169 [00:16<00:05, 194.00it/s]
Compute efficiency: 0.63:  73%|#######2  | 3036/4169 [00:16<00:05, 194.00it/s]
Compute efficiency: 0.80:  73%|#######2  | 3036/4169 [00:16<00:05, 194.00it/s]
Compute efficiency: 0.70:  73%|#######2  | 3036/4169 [00:16<00:05, 194.00it/s]
Compute efficiency: 0.71:  73%|#######2  | 3036/4169 [00:16<00:05, 194.00it/s]
Compute efficiency: 0.69:  73%|#######2  | 3036/4169 [00:16<00:05, 194.00it/s]
Compute efficiency: 0.82:  73%|#######2  | 3036/4169 [00:16<00:05, 194.00it/s]
Compute efficiency: 0.66:  73%|#######2  | 3036/4169 [00:16<00:05, 194.00it/s]
Compute efficiency: 0.58:  73%|#######2  | 3036/4169 [00:16<00:05, 194.00it/s]
Compute efficiency: 0.92:  73%|#######2  | 3036/4169 [00:16<00:05, 194.00it/s]
Compute efficiency: 0.66:  73%|#######2  | 3036/4169 [00:16<00:05, 194.00it/s]
Compute efficiency: 0.67:  73%|#######2  | 3036/4169 [00:16<00:05, 194.00it/s]
Compute efficiency: 0.69:  73%|#######2  | 3036/4169 [00:16<00:05, 194.00it/s]
Compute efficiency: 0.69:  73%|#######3  | 3056/4169 [00:16<00:05, 194.22it/s]
Compute efficiency: 0.51:  73%|#######3  | 3056/4169 [00:16<00:05, 194.22it/s]
Compute efficiency: 0.86:  73%|#######3  | 3056/4169 [00:16<00:05, 194.22it/s]
Compute efficiency: 0.73:  73%|#######3  | 3056/4169 [00:16<00:05, 194.22it/s]
Compute efficiency: 0.73:  73%|#######3  | 3056/4169 [00:16<00:05, 194.22it/s]
Compute efficiency: 0.64:  73%|#######3  | 3056/4169 [00:16<00:05, 194.22it/s]
Compute efficiency: 0.71:  73%|#######3  | 3056/4169 [00:16<00:05, 194.22it/s]
Compute efficiency: 0.66:  73%|#######3  | 3056/4169 [00:16<00:05, 194.22it/s]
Compute efficiency: 0.69:  73%|#######3  | 3056/4169 [00:16<00:05, 194.22it/s]
Compute efficiency: 0.67:  73%|#######3  | 3056/4169 [00:16<00:05, 194.22it/s]
Compute efficiency: 0.82:  73%|#######3  | 3056/4169 [00:16<00:05, 194.22it/s]
Compute efficiency: 0.71:  73%|#######3  | 3056/4169 [00:16<00:05, 194.22it/s]
Compute efficiency: 0.72:  73%|#######3  | 3056/4169 [00:16<00:05, 194.22it/s]
Compute efficiency: 0.67:  73%|#######3  | 3056/4169 [00:16<00:05, 194.22it/s]
Compute efficiency: 0.69:  73%|#######3  | 3056/4169 [00:16<00:05, 194.22it/s]
Compute efficiency: 0.82:  73%|#######3  | 3056/4169 [00:16<00:05, 194.22it/s]
Compute efficiency: 0.63:  73%|#######3  | 3056/4169 [00:16<00:05, 194.22it/s]
Compute efficiency: 0.66:  73%|#######3  | 3056/4169 [00:16<00:05, 194.22it/s]
Compute efficiency: 0.82:  73%|#######3  | 3056/4169 [00:16<00:05, 194.22it/s]
Compute efficiency: 0.70:  73%|#######3  | 3056/4169 [00:16<00:05, 194.22it/s]
Compute efficiency: 0.71:  73%|#######3  | 3056/4169 [00:16<00:05, 194.22it/s]
Compute efficiency: 0.71:  74%|#######3  | 3076/4169 [00:16<00:05, 194.32it/s]
Compute efficiency: 0.67:  74%|#######3  | 3076/4169 [00:16<00:05, 194.32it/s]
Compute efficiency: 0.69:  74%|#######3  | 3076/4169 [00:16<00:05, 194.32it/s]
Compute efficiency: 0.66:  74%|#######3  | 3076/4169 [00:16<00:05, 194.32it/s]
Compute efficiency: 0.69:  74%|#######3  | 3076/4169 [00:16<00:05, 194.32it/s]
Compute efficiency: 0.65:  74%|#######3  | 3076/4169 [00:16<00:05, 194.32it/s]
Compute efficiency: 0.81:  74%|#######3  | 3076/4169 [00:16<00:05, 194.32it/s]
Compute efficiency: 0.69:  74%|#######3  | 3076/4169 [00:16<00:05, 194.32it/s]
Compute efficiency: 0.73:  74%|#######3  | 3076/4169 [00:16<00:05, 194.32it/s]
Compute efficiency: 0.77:  74%|#######3  | 3076/4169 [00:16<00:05, 194.32it/s]
Compute efficiency: 0.69:  74%|#######3  | 3076/4169 [00:16<00:05, 194.32it/s]
Compute efficiency: 0.65:  74%|#######3  | 3076/4169 [00:16<00:05, 194.32it/s]
Compute efficiency: 0.81:  74%|#######3  | 3076/4169 [00:16<00:05, 194.32it/s]
Compute efficiency: 0.71:  74%|#######3  | 3076/4169 [00:16<00:05, 194.32it/s]
Compute efficiency: 0.70:  74%|#######3  | 3076/4169 [00:16<00:05, 194.32it/s]
Compute efficiency: 0.64:  74%|#######3  | 3076/4169 [00:16<00:05, 194.32it/s]
Compute efficiency: 0.64:  74%|#######3  | 3076/4169 [00:16<00:05, 194.32it/s]
Compute efficiency: 0.65:  74%|#######3  | 3076/4169 [00:16<00:05, 194.32it/s]
Compute efficiency: 0.65:  74%|#######3  | 3076/4169 [00:16<00:05, 194.32it/s]
Compute efficiency: 0.80:  74%|#######3  | 3076/4169 [00:16<00:05, 194.32it/s]
Compute efficiency: 0.70:  74%|#######3  | 3076/4169 [00:16<00:05, 194.32it/s]
Compute efficiency: 0.72:  74%|#######3  | 3076/4169 [00:16<00:05, 194.32it/s]
Compute efficiency: 0.72:  74%|#######4  | 3097/4169 [00:16<00:05, 196.58it/s]
Compute efficiency: 0.68:  74%|#######4  | 3097/4169 [00:16<00:05, 196.58it/s]
Compute efficiency: 0.83:  74%|#######4  | 3097/4169 [00:16<00:05, 196.58it/s]
Compute efficiency: 0.69:  74%|#######4  | 3097/4169 [00:16<00:05, 196.58it/s]
Compute efficiency: 0.71:  74%|#######4  | 3097/4169 [00:16<00:05, 196.58it/s]
Compute efficiency: 0.75:  74%|#######4  | 3097/4169 [00:16<00:05, 196.58it/s]
Compute efficiency: 0.68:  74%|#######4  | 3097/4169 [00:16<00:05, 196.58it/s]
Compute efficiency: 0.70:  74%|#######4  | 3097/4169 [00:16<00:05, 196.58it/s]
Compute efficiency: 0.66:  74%|#######4  | 3097/4169 [00:16<00:05, 196.58it/s]
Compute efficiency: 0.80:  74%|#######4  | 3097/4169 [00:16<00:05, 196.58it/s]
Compute efficiency: 0.70:  74%|#######4  | 3097/4169 [00:16<00:05, 196.58it/s]
Compute efficiency: 0.72:  74%|#######4  | 3097/4169 [00:16<00:05, 196.58it/s]
Compute efficiency: 0.63:  74%|#######4  | 3097/4169 [00:16<00:05, 196.58it/s]
Compute efficiency: 0.70:  74%|#######4  | 3097/4169 [00:16<00:05, 196.58it/s]
Compute efficiency: 0.67:  74%|#######4  | 3097/4169 [00:16<00:05, 196.58it/s]
Compute efficiency: 0.66:  74%|#######4  | 3097/4169 [00:16<00:05, 196.58it/s]
Compute efficiency: 0.53:  74%|#######4  | 3097/4169 [00:16<00:05, 196.58it/s]
Compute efficiency: 0.74:  74%|#######4  | 3097/4169 [00:16<00:05, 196.58it/s]
Compute efficiency: 0.79:  74%|#######4  | 3097/4169 [00:16<00:05, 196.58it/s]
Compute efficiency: 0.67:  74%|#######4  | 3097/4169 [00:16<00:05, 196.58it/s]
Compute efficiency: 0.72:  74%|#######4  | 3097/4169 [00:16<00:05, 196.58it/s]
Compute efficiency: 0.72:  75%|#######4  | 3117/4169 [00:16<00:05, 195.98it/s]
Compute efficiency: 0.66:  75%|#######4  | 3117/4169 [00:16<00:05, 195.98it/s]
Compute efficiency: 0.69:  75%|#######4  | 3117/4169 [00:16<00:05, 195.98it/s]
Compute efficiency: 0.68:  75%|#######4  | 3117/4169 [00:16<00:05, 195.98it/s]
Compute efficiency: 0.68:  75%|#######4  | 3117/4169 [00:16<00:05, 195.98it/s]
Compute efficiency: 0.64:  75%|#######4  | 3117/4169 [00:16<00:05, 195.98it/s]
Compute efficiency: 0.79:  75%|#######4  | 3117/4169 [00:16<00:05, 195.98it/s]
Compute efficiency: 0.67:  75%|#######4  | 3117/4169 [00:16<00:05, 195.98it/s]
Compute efficiency: 0.71:  75%|#######4  | 3117/4169 [00:16<00:05, 195.98it/s]
Compute efficiency: 0.70:  75%|#######4  | 3117/4169 [00:16<00:05, 195.98it/s]
Compute efficiency: 0.68:  75%|#######4  | 3117/4169 [00:16<00:05, 195.98it/s]
Compute efficiency: 0.79:  75%|#######4  | 3117/4169 [00:16<00:05, 195.98it/s]
Compute efficiency: 0.69:  75%|#######4  | 3117/4169 [00:16<00:05, 195.98it/s]
Compute efficiency: 0.67:  75%|#######4  | 3117/4169 [00:16<00:05, 195.98it/s]
Compute efficiency: 0.69:  75%|#######4  | 3117/4169 [00:16<00:05, 195.98it/s]
Compute efficiency: 0.70:  75%|#######4  | 3117/4169 [00:16<00:05, 195.98it/s]
Compute efficiency: 0.79:  75%|#######4  | 3117/4169 [00:16<00:05, 195.98it/s]
Compute efficiency: 0.70:  75%|#######4  | 3117/4169 [00:16<00:05, 195.98it/s]
Compute efficiency: 0.77:  75%|#######4  | 3117/4169 [00:16<00:05, 195.98it/s]
Compute efficiency: 0.65:  75%|#######4  | 3117/4169 [00:16<00:05, 195.98it/s]
Compute efficiency: 0.65:  75%|#######4  | 3117/4169 [00:16<00:05, 195.98it/s]
Compute efficiency: 0.65:  75%|#######5  | 3137/4169 [00:16<00:05, 196.41it/s]
Compute efficiency: 0.77:  75%|#######5  | 3137/4169 [00:16<00:05, 196.41it/s]
Compute efficiency: 0.71:  75%|#######5  | 3137/4169 [00:16<00:05, 196.41it/s]
Compute efficiency: 0.68:  75%|#######5  | 3137/4169 [00:16<00:05, 196.41it/s]
Compute efficiency: 0.65:  75%|#######5  | 3137/4169 [00:16<00:05, 196.41it/s]
Compute efficiency: 0.82:  75%|#######5  | 3137/4169 [00:16<00:05, 196.41it/s]
Compute efficiency: 0.65:  75%|#######5  | 3137/4169 [00:16<00:05, 196.41it/s]
Compute efficiency: 0.71:  75%|#######5  | 3137/4169 [00:16<00:05, 196.41it/s]
Compute efficiency: 0.71:  75%|#######5  | 3137/4169 [00:16<00:05, 196.41it/s]
Compute efficiency: 0.82:  75%|#######5  | 3137/4169 [00:16<00:05, 196.41it/s]
Compute efficiency: 0.70:  75%|#######5  | 3137/4169 [00:16<00:05, 196.41it/s]
Compute efficiency: 0.72:  75%|#######5  | 3137/4169 [00:16<00:05, 196.41it/s]
Compute efficiency: 0.63:  75%|#######5  | 3137/4169 [00:16<00:05, 196.41it/s]
Compute efficiency: 0.80:  75%|#######5  | 3137/4169 [00:16<00:05, 196.41it/s]
Compute efficiency: 0.70:  75%|#######5  | 3137/4169 [00:16<00:05, 196.41it/s]
Compute efficiency: 0.68:  75%|#######5  | 3137/4169 [00:16<00:05, 196.41it/s]
Compute efficiency: 0.64:  75%|#######5  | 3137/4169 [00:16<00:05, 196.41it/s]
Compute efficiency: 0.64:  75%|#######5  | 3137/4169 [00:16<00:05, 196.41it/s]
Compute efficiency: 0.66:  75%|#######5  | 3137/4169 [00:16<00:05, 196.41it/s]
Compute efficiency: 0.65:  75%|#######5  | 3137/4169 [00:16<00:05, 196.41it/s]
Compute efficiency: 0.64:  75%|#######5  | 3137/4169 [00:16<00:05, 196.41it/s]
Compute efficiency: 0.64:  76%|#######5  | 3157/4169 [00:16<00:05, 193.94it/s]
Compute efficiency: 0.60:  76%|#######5  | 3157/4169 [00:16<00:05, 193.94it/s]
Compute efficiency: 0.81:  76%|#######5  | 3157/4169 [00:16<00:05, 193.94it/s]
Compute efficiency: 0.71:  76%|#######5  | 3157/4169 [00:16<00:05, 193.94it/s]
Compute efficiency: 0.70:  76%|#######5  | 3157/4169 [00:16<00:05, 193.94it/s]
Compute efficiency: 0.70:  76%|#######5  | 3157/4169 [00:16<00:05, 193.94it/s]
Compute efficiency: 0.69:  76%|#######5  | 3157/4169 [00:16<00:05, 193.94it/s]
Compute efficiency: 0.67:  76%|#######5  | 3157/4169 [00:16<00:05, 193.94it/s]
Compute efficiency: 0.64:  76%|#######5  | 3157/4169 [00:16<00:05, 193.94it/s]
Compute efficiency: 0.64:  76%|#######5  | 3157/4169 [00:16<00:05, 193.94it/s]
Compute efficiency: 0.76:  76%|#######5  | 3157/4169 [00:16<00:05, 193.94it/s]
Compute efficiency: 0.64:  76%|#######5  | 3157/4169 [00:16<00:05, 193.94it/s]
Compute efficiency: 0.67:  76%|#######5  | 3157/4169 [00:16<00:05, 193.94it/s]
Compute efficiency: 0.65:  76%|#######5  | 3157/4169 [00:16<00:05, 193.94it/s]
Compute efficiency: 0.79:  76%|#######5  | 3157/4169 [00:16<00:05, 193.94it/s]
Compute efficiency: 0.69:  76%|#######5  | 3157/4169 [00:16<00:05, 193.94it/s]
Compute efficiency: 0.72:  76%|#######5  | 3157/4169 [00:16<00:05, 193.94it/s]
Compute efficiency: 0.64:  76%|#######5  | 3157/4169 [00:16<00:05, 193.94it/s]
Compute efficiency: 0.79:  76%|#######5  | 3157/4169 [00:16<00:05, 193.94it/s]
Compute efficiency: 0.70:  76%|#######5  | 3157/4169 [00:16<00:05, 193.94it/s]
Compute efficiency: 0.70:  76%|#######5  | 3157/4169 [00:16<00:05, 193.94it/s]
Compute efficiency: 0.70:  76%|#######6  | 3177/4169 [00:16<00:05, 194.86it/s]
Compute efficiency: 0.63:  76%|#######6  | 3177/4169 [00:16<00:05, 194.86it/s]
Compute efficiency: 0.66:  76%|#######6  | 3177/4169 [00:16<00:05, 194.86it/s]
Compute efficiency: 0.69:  76%|#######6  | 3177/4169 [00:16<00:05, 194.86it/s]
Compute efficiency: 0.80:  76%|#######6  | 3177/4169 [00:16<00:05, 194.86it/s]
Compute efficiency: 0.71:  76%|#######6  | 3177/4169 [00:16<00:05, 194.86it/s]
Compute efficiency: 0.72:  76%|#######6  | 3177/4169 [00:16<00:05, 194.86it/s]
Compute efficiency: 0.72:  76%|#######6  | 3177/4169 [00:16<00:05, 194.86it/s]
Compute efficiency: 0.64:  76%|#######6  | 3177/4169 [00:16<00:05, 194.86it/s]
Compute efficiency: 0.65:  76%|#######6  | 3177/4169 [00:16<00:05, 194.86it/s]
Compute efficiency: 0.66:  76%|#######6  | 3177/4169 [00:16<00:05, 194.86it/s]
Compute efficiency: 0.82:  76%|#######6  | 3177/4169 [00:16<00:05, 194.86it/s]
Compute efficiency: 0.69:  76%|#######6  | 3177/4169 [00:16<00:05, 194.86it/s]
Compute efficiency: 0.74:  76%|#######6  | 3177/4169 [00:16<00:05, 194.86it/s]
Compute efficiency: 0.69:  76%|#######6  | 3177/4169 [00:16<00:05, 194.86it/s]
Compute efficiency: 0.69:  76%|#######6  | 3177/4169 [00:16<00:05, 194.86it/s]
Compute efficiency: 0.68:  76%|#######6  | 3177/4169 [00:16<00:05, 194.86it/s]
Compute efficiency: 0.83:  76%|#######6  | 3177/4169 [00:16<00:05, 194.86it/s]
Compute efficiency: 0.59:  76%|#######6  | 3177/4169 [00:16<00:05, 194.86it/s]
Compute efficiency: 0.90:  76%|#######6  | 3177/4169 [00:16<00:05, 194.86it/s]
Compute efficiency: 0.63:  76%|#######6  | 3177/4169 [00:16<00:05, 194.86it/s]
Compute efficiency: 0.63:  77%|#######6  | 3197/4169 [00:16<00:04, 195.13it/s]
Compute efficiency: 0.47:  77%|#######6  | 3197/4169 [00:16<00:04, 195.13it/s]
Compute efficiency: 0.79:  77%|#######6  | 3197/4169 [00:16<00:04, 195.13it/s]
Compute efficiency: 0.68:  77%|#######6  | 3197/4169 [00:16<00:04, 195.13it/s]
Compute efficiency: 0.79:  77%|#######6  | 3197/4169 [00:16<00:04, 195.13it/s]
Compute efficiency: 0.68:  77%|#######6  | 3197/4169 [00:16<00:04, 195.13it/s]
Compute efficiency: 0.74:  77%|#######6  | 3197/4169 [00:16<00:04, 195.13it/s]
Compute efficiency: 0.62:  77%|#######6  | 3197/4169 [00:16<00:04, 195.13it/s]
Compute efficiency: 0.68:  77%|#######6  | 3197/4169 [00:16<00:04, 195.13it/s]
Compute efficiency: 0.66:  77%|#######6  | 3197/4169 [00:16<00:04, 195.13it/s]
Compute efficiency: 0.80:  77%|#######6  | 3197/4169 [00:16<00:04, 195.13it/s]
Compute efficiency: 0.65:  77%|#######6  | 3197/4169 [00:16<00:04, 195.13it/s]
Compute efficiency: 0.80:  77%|#######6  | 3197/4169 [00:16<00:04, 195.13it/s]
Compute efficiency: 0.68:  77%|#######6  | 3197/4169 [00:16<00:04, 195.13it/s]
Compute efficiency: 0.70:  77%|#######6  | 3197/4169 [00:16<00:04, 195.13it/s]
Compute efficiency: 0.70:  77%|#######6  | 3197/4169 [00:17<00:04, 195.13it/s]
Compute efficiency: 0.66:  77%|#######6  | 3197/4169 [00:17<00:04, 195.13it/s]
Compute efficiency: 0.65:  77%|#######6  | 3197/4169 [00:17<00:04, 195.13it/s]
Compute efficiency: 0.80:  77%|#######6  | 3197/4169 [00:17<00:04, 195.13it/s]
Compute efficiency: 0.69:  77%|#######6  | 3197/4169 [00:17<00:04, 195.13it/s]
Compute efficiency: 0.73:  77%|#######6  | 3197/4169 [00:17<00:04, 195.13it/s]
Compute efficiency: 0.73:  77%|#######7  | 3217/4169 [00:17<00:04, 193.11it/s]
Compute efficiency: 0.62:  77%|#######7  | 3217/4169 [00:17<00:04, 193.11it/s]
Compute efficiency: 0.65:  77%|#######7  | 3217/4169 [00:17<00:04, 193.11it/s]
Compute efficiency: 0.69:  77%|#######7  | 3217/4169 [00:17<00:04, 193.11it/s]
Compute efficiency: 0.67:  77%|#######7  | 3217/4169 [00:17<00:04, 193.11it/s]
Compute efficiency: 0.81:  77%|#######7  | 3217/4169 [00:17<00:04, 193.11it/s]
Compute efficiency: 0.66:  77%|#######7  | 3217/4169 [00:17<00:04, 193.11it/s]
Compute efficiency: 0.80:  77%|#######7  | 3217/4169 [00:17<00:04, 193.11it/s]
Compute efficiency: 0.71:  77%|#######7  | 3217/4169 [00:17<00:04, 193.11it/s]
Compute efficiency: 0.73:  77%|#######7  | 3217/4169 [00:17<00:04, 193.11it/s]
Compute efficiency: 0.68:  77%|#######7  | 3217/4169 [00:17<00:04, 193.11it/s]
Compute efficiency: 0.66:  77%|#######7  | 3217/4169 [00:17<00:04, 193.11it/s]
Compute efficiency: 0.82:  77%|#######7  | 3217/4169 [00:17<00:04, 193.11it/s]
Compute efficiency: 0.70:  77%|#######7  | 3217/4169 [00:17<00:04, 193.11it/s]
Compute efficiency: 0.72:  77%|#######7  | 3217/4169 [00:17<00:04, 193.11it/s]
Compute efficiency: 0.67:  77%|#######7  | 3217/4169 [00:17<00:04, 193.11it/s]
Compute efficiency: 0.66:  77%|#######7  | 3217/4169 [00:17<00:04, 193.11it/s]
Compute efficiency: 0.68:  77%|#######7  | 3217/4169 [00:17<00:04, 193.11it/s]
Compute efficiency: 0.68:  77%|#######7  | 3217/4169 [00:17<00:04, 193.11it/s]
Compute efficiency: 0.69:  77%|#######7  | 3217/4169 [00:17<00:04, 193.11it/s]
Compute efficiency: 0.81:  77%|#######7  | 3217/4169 [00:17<00:04, 193.11it/s]
Compute efficiency: 0.81:  78%|#######7  | 3237/4169 [00:17<00:04, 193.64it/s]
Compute efficiency: 0.66:  78%|#######7  | 3237/4169 [00:17<00:04, 193.64it/s]
Compute efficiency: 0.72:  78%|#######7  | 3237/4169 [00:17<00:04, 193.64it/s]
Compute efficiency: 0.68:  78%|#######7  | 3237/4169 [00:17<00:04, 193.64it/s]
Compute efficiency: 0.63:  78%|#######7  | 3237/4169 [00:17<00:04, 193.64it/s]
Compute efficiency: 0.82:  78%|#######7  | 3237/4169 [00:17<00:04, 193.64it/s]
Compute efficiency: 0.70:  78%|#######7  | 3237/4169 [00:17<00:04, 193.64it/s]
Compute efficiency: 0.72:  78%|#######7  | 3237/4169 [00:17<00:04, 193.64it/s]
Compute efficiency: 0.70:  78%|#######7  | 3237/4169 [00:17<00:04, 193.64it/s]
Compute efficiency: 0.83:  78%|#######7  | 3237/4169 [00:17<00:04, 193.64it/s]
Compute efficiency: 0.67:  78%|#######7  | 3237/4169 [00:17<00:04, 193.64it/s]
Compute efficiency: 0.70:  78%|#######7  | 3237/4169 [00:17<00:04, 193.64it/s]
Compute efficiency: 0.70:  78%|#######7  | 3237/4169 [00:17<00:04, 193.64it/s]
Compute efficiency: 0.71:  78%|#######7  | 3237/4169 [00:17<00:04, 193.64it/s]
Compute efficiency: 0.65:  78%|#######7  | 3237/4169 [00:17<00:04, 193.64it/s]
Compute efficiency: 0.67:  78%|#######7  | 3237/4169 [00:17<00:04, 193.64it/s]
Compute efficiency: 0.66:  78%|#######7  | 3237/4169 [00:17<00:04, 193.64it/s]
Compute efficiency: 0.68:  78%|#######7  | 3237/4169 [00:17<00:04, 193.64it/s]
Compute efficiency: 0.80:  78%|#######7  | 3237/4169 [00:17<00:04, 193.64it/s]
Compute efficiency: 0.69:  78%|#######7  | 3237/4169 [00:17<00:04, 193.64it/s]
Compute efficiency: 0.69:  78%|#######7  | 3237/4169 [00:17<00:04, 193.64it/s]
Compute efficiency: 0.69:  78%|#######8  | 3257/4169 [00:17<00:04, 190.67it/s]
Compute efficiency: 0.62:  78%|#######8  | 3257/4169 [00:17<00:04, 190.67it/s]
Compute efficiency: 0.66:  78%|#######8  | 3257/4169 [00:17<00:04, 190.67it/s]
Compute efficiency: 0.68:  78%|#######8  | 3257/4169 [00:17<00:04, 190.67it/s]
Compute efficiency: 0.66:  78%|#######8  | 3257/4169 [00:17<00:04, 190.67it/s]
Compute efficiency: 0.69:  78%|#######8  | 3257/4169 [00:17<00:04, 190.67it/s]
Compute efficiency: 0.65:  78%|#######8  | 3257/4169 [00:17<00:04, 190.67it/s]
Compute efficiency: 0.68:  78%|#######8  | 3257/4169 [00:17<00:04, 190.67it/s]
Compute efficiency: 0.82:  78%|#######8  | 3257/4169 [00:17<00:04, 190.67it/s]
Compute efficiency: 0.69:  78%|#######8  | 3257/4169 [00:17<00:04, 190.67it/s]
Compute efficiency: 0.71:  78%|#######8  | 3257/4169 [00:17<00:04, 190.67it/s]
Compute efficiency: 0.70:  78%|#######8  | 3257/4169 [00:17<00:04, 190.67it/s]
Compute efficiency: 0.69:  78%|#######8  | 3257/4169 [00:17<00:04, 190.67it/s]
Compute efficiency: 0.70:  78%|#######8  | 3257/4169 [00:17<00:04, 190.67it/s]
Compute efficiency: 0.67:  78%|#######8  | 3257/4169 [00:17<00:04, 190.67it/s]
Compute efficiency: 0.65:  78%|#######8  | 3257/4169 [00:17<00:04, 190.67it/s]
Compute efficiency: 0.66:  78%|#######8  | 3257/4169 [00:17<00:04, 190.67it/s]
Compute efficiency: 0.81:  78%|#######8  | 3257/4169 [00:17<00:04, 190.67it/s]
Compute efficiency: 0.66:  78%|#######8  | 3257/4169 [00:17<00:04, 190.67it/s]
Compute efficiency: 0.68:  78%|#######8  | 3257/4169 [00:17<00:04, 190.67it/s]
Compute efficiency: 0.73:  78%|#######8  | 3257/4169 [00:17<00:04, 190.67it/s]
Compute efficiency: 0.72:  78%|#######8  | 3257/4169 [00:17<00:04, 190.67it/s]
Compute efficiency: 0.72:  79%|#######8  | 3278/4169 [00:17<00:04, 194.80it/s]
Compute efficiency: 0.61:  79%|#######8  | 3278/4169 [00:17<00:04, 194.80it/s]
Compute efficiency: 0.64:  79%|#######8  | 3278/4169 [00:17<00:04, 194.80it/s]
Compute efficiency: 0.65:  79%|#######8  | 3278/4169 [00:17<00:04, 194.80it/s]
Compute efficiency: 0.66:  79%|#######8  | 3278/4169 [00:17<00:04, 194.80it/s]
Compute efficiency: 0.79:  79%|#######8  | 3278/4169 [00:17<00:04, 194.80it/s]
Compute efficiency: 0.67:  79%|#######8  | 3278/4169 [00:17<00:04, 194.80it/s]
Compute efficiency: 0.73:  79%|#######8  | 3278/4169 [00:17<00:04, 194.80it/s]
Compute efficiency: 0.62:  79%|#######8  | 3278/4169 [00:17<00:04, 194.80it/s]
Compute efficiency: 0.65:  79%|#######8  | 3278/4169 [00:17<00:04, 194.80it/s]
Compute efficiency: 0.51:  79%|#######8  | 3278/4169 [00:17<00:04, 194.80it/s]
Compute efficiency: 0.77:  79%|#######8  | 3278/4169 [00:17<00:04, 194.80it/s]
Compute efficiency: 0.64:  79%|#######8  | 3278/4169 [00:17<00:04, 194.80it/s]
Compute efficiency: 0.80:  79%|#######8  | 3278/4169 [00:17<00:04, 194.80it/s]
Compute efficiency: 0.67:  79%|#######8  | 3278/4169 [00:17<00:04, 194.80it/s]
Compute efficiency: 0.67:  79%|#######8  | 3278/4169 [00:17<00:04, 194.80it/s]
Compute efficiency: 0.67:  79%|#######8  | 3278/4169 [00:17<00:04, 194.80it/s]
Compute efficiency: 0.66:  79%|#######8  | 3278/4169 [00:17<00:04, 194.80it/s]
Compute efficiency: 0.66:  79%|#######8  | 3278/4169 [00:17<00:04, 194.80it/s]
Compute efficiency: 0.65:  79%|#######8  | 3278/4169 [00:17<00:04, 194.80it/s]
Compute efficiency: 0.80:  79%|#######8  | 3278/4169 [00:17<00:04, 194.80it/s]
Compute efficiency: 0.69:  79%|#######8  | 3278/4169 [00:17<00:04, 194.80it/s]
Compute efficiency: 0.69:  79%|#######9  | 3299/4169 [00:17<00:04, 197.79it/s]
Compute efficiency: 0.65:  79%|#######9  | 3299/4169 [00:17<00:04, 197.79it/s]
Compute efficiency: 0.68:  79%|#######9  | 3299/4169 [00:17<00:04, 197.79it/s]
Compute efficiency: 0.74:  79%|#######9  | 3299/4169 [00:17<00:04, 197.79it/s]
Compute efficiency: 0.67:  79%|#######9  | 3299/4169 [00:17<00:04, 197.79it/s]
Compute efficiency: 0.62:  79%|#######9  | 3299/4169 [00:17<00:04, 197.79it/s]
Compute efficiency: 0.58:  79%|#######9  | 3299/4169 [00:17<00:04, 197.79it/s]
Compute efficiency: 0.77:  79%|#######9  | 3299/4169 [00:17<00:04, 197.79it/s]
Compute efficiency: 0.80:  79%|#######9  | 3299/4169 [00:17<00:04, 197.79it/s]
Compute efficiency: 0.70:  79%|#######9  | 3299/4169 [00:17<00:04, 197.79it/s]
Compute efficiency: 0.68:  79%|#######9  | 3299/4169 [00:17<00:04, 197.79it/s]
Compute efficiency: 0.67:  79%|#######9  | 3299/4169 [00:17<00:04, 197.79it/s]
Compute efficiency: 0.59:  79%|#######9  | 3299/4169 [00:17<00:04, 197.79it/s]
Compute efficiency: 0.88:  79%|#######9  | 3299/4169 [00:17<00:04, 197.79it/s]
Compute efficiency: 0.80:  79%|#######9  | 3299/4169 [00:17<00:04, 197.79it/s]
Compute efficiency: 0.71:  79%|#######9  | 3299/4169 [00:17<00:04, 197.79it/s]
Compute efficiency: 0.72:  79%|#######9  | 3299/4169 [00:17<00:04, 197.79it/s]
Compute efficiency: 0.69:  79%|#######9  | 3299/4169 [00:17<00:04, 197.79it/s]
Compute efficiency: 0.65:  79%|#######9  | 3299/4169 [00:17<00:04, 197.79it/s]
Compute efficiency: 0.67:  79%|#######9  | 3299/4169 [00:17<00:04, 197.79it/s]
Compute efficiency: 0.67:  79%|#######9  | 3299/4169 [00:17<00:04, 197.79it/s]
Compute efficiency: 0.79:  79%|#######9  | 3299/4169 [00:17<00:04, 197.79it/s]
Compute efficiency: 0.79:  80%|#######9  | 3320/4169 [00:17<00:04, 198.29it/s]
Compute efficiency: 0.62:  80%|#######9  | 3320/4169 [00:17<00:04, 198.29it/s]
Compute efficiency: 0.71:  80%|#######9  | 3320/4169 [00:17<00:04, 198.29it/s]
Compute efficiency: 0.69:  80%|#######9  | 3320/4169 [00:17<00:04, 198.29it/s]
Compute efficiency: 0.81:  80%|#######9  | 3320/4169 [00:17<00:04, 198.29it/s]
Compute efficiency: 0.69:  80%|#######9  | 3320/4169 [00:17<00:04, 198.29it/s]
Compute efficiency: 0.70:  80%|#######9  | 3320/4169 [00:17<00:04, 198.29it/s]
Compute efficiency: 0.71:  80%|#######9  | 3320/4169 [00:17<00:04, 198.29it/s]
Compute efficiency: 0.77:  80%|#######9  | 3320/4169 [00:17<00:04, 198.29it/s]
Compute efficiency: 0.70:  80%|#######9  | 3320/4169 [00:17<00:04, 198.29it/s]
Compute efficiency: 0.68:  80%|#######9  | 3320/4169 [00:17<00:04, 198.29it/s]
Compute efficiency: 0.66:  80%|#######9  | 3320/4169 [00:17<00:04, 198.29it/s]
Compute efficiency: 0.65:  80%|#######9  | 3320/4169 [00:17<00:04, 198.29it/s]
Compute efficiency: 0.68:  80%|#######9  | 3320/4169 [00:17<00:04, 198.29it/s]
Compute efficiency: 0.80:  80%|#######9  | 3320/4169 [00:17<00:04, 198.29it/s]
Compute efficiency: 0.67:  80%|#######9  | 3320/4169 [00:17<00:04, 198.29it/s]
Compute efficiency: 0.68:  80%|#######9  | 3320/4169 [00:17<00:04, 198.29it/s]
Compute efficiency: 0.67:  80%|#######9  | 3320/4169 [00:17<00:04, 198.29it/s]
Compute efficiency: 0.81:  80%|#######9  | 3320/4169 [00:17<00:04, 198.29it/s]
Compute efficiency: 0.66:  80%|#######9  | 3320/4169 [00:17<00:04, 198.29it/s]
Compute efficiency: 0.68:  80%|#######9  | 3320/4169 [00:17<00:04, 198.29it/s]
Compute efficiency: 0.68:  80%|########  | 3340/4169 [00:17<00:04, 194.71it/s]
Compute efficiency: 0.60:  80%|########  | 3340/4169 [00:17<00:04, 194.71it/s]
Compute efficiency: 0.53:  80%|########  | 3340/4169 [00:17<00:04, 194.71it/s]
Compute efficiency: 0.85:  80%|########  | 3340/4169 [00:17<00:04, 194.71it/s]
Compute efficiency: 0.69:  80%|########  | 3340/4169 [00:17<00:04, 194.71it/s]
Compute efficiency: 0.70:  80%|########  | 3340/4169 [00:17<00:04, 194.71it/s]
Compute efficiency: 0.65:  80%|########  | 3340/4169 [00:17<00:04, 194.71it/s]
Compute efficiency: 0.56:  80%|########  | 3340/4169 [00:17<00:04, 194.71it/s]
Compute efficiency: 0.82:  80%|########  | 3340/4169 [00:17<00:04, 194.71it/s]
Compute efficiency: 0.66:  80%|########  | 3340/4169 [00:17<00:04, 194.71it/s]
Compute efficiency: 0.81:  80%|########  | 3340/4169 [00:17<00:04, 194.71it/s]
Compute efficiency: 0.56:  80%|########  | 3340/4169 [00:17<00:04, 194.71it/s]
Compute efficiency: 0.91:  80%|########  | 3340/4169 [00:17<00:04, 194.71it/s]
Compute efficiency: 0.70:  80%|########  | 3340/4169 [00:17<00:04, 194.71it/s]
Compute efficiency: 0.62:  80%|########  | 3340/4169 [00:17<00:04, 194.71it/s]
Compute efficiency: 0.67:  80%|########  | 3340/4169 [00:17<00:04, 194.71it/s]
Compute efficiency: 0.68:  80%|########  | 3340/4169 [00:17<00:04, 194.71it/s]
Compute efficiency: 0.71:  80%|########  | 3340/4169 [00:17<00:04, 194.71it/s]
Compute efficiency: 0.63:  80%|########  | 3340/4169 [00:17<00:04, 194.71it/s]
Compute efficiency: 0.67:  80%|########  | 3340/4169 [00:17<00:04, 194.71it/s]
Compute efficiency: 0.66:  80%|########  | 3340/4169 [00:17<00:04, 194.71it/s]
Compute efficiency: 0.78:  80%|########  | 3340/4169 [00:17<00:04, 194.71it/s]
Compute efficiency: 0.78:  81%|########  | 3361/4169 [00:17<00:04, 198.22it/s]
Compute efficiency: 0.65:  81%|########  | 3361/4169 [00:17<00:04, 198.22it/s]
Compute efficiency: 0.64:  81%|########  | 3361/4169 [00:17<00:04, 198.22it/s]
Compute efficiency: 0.87:  81%|########  | 3361/4169 [00:17<00:04, 198.22it/s]
Compute efficiency: 0.81:  81%|########  | 3361/4169 [00:17<00:04, 198.22it/s]
Compute efficiency: 0.71:  81%|########  | 3361/4169 [00:17<00:04, 198.22it/s]
Compute efficiency: 0.74:  81%|########  | 3361/4169 [00:17<00:04, 198.22it/s]
Compute efficiency: 0.75:  81%|########  | 3361/4169 [00:17<00:04, 198.22it/s]
Compute efficiency: 0.74:  81%|########  | 3361/4169 [00:17<00:04, 198.22it/s]
Compute efficiency: 0.70:  81%|########  | 3361/4169 [00:17<00:04, 198.22it/s]
Compute efficiency: 0.68:  81%|########  | 3361/4169 [00:17<00:04, 198.22it/s]
Compute efficiency: 0.71:  81%|########  | 3361/4169 [00:17<00:04, 198.22it/s]
Compute efficiency: 0.70:  81%|########  | 3361/4169 [00:17<00:04, 198.22it/s]
Compute efficiency: 0.70:  81%|########  | 3361/4169 [00:17<00:04, 198.22it/s]
Compute efficiency: 0.73:  81%|########  | 3361/4169 [00:17<00:04, 198.22it/s]
Compute efficiency: 0.74:  81%|########  | 3361/4169 [00:17<00:04, 198.22it/s]
Compute efficiency: 0.64:  81%|########  | 3361/4169 [00:17<00:04, 198.22it/s]
Compute efficiency: 0.81:  81%|########  | 3361/4169 [00:17<00:04, 198.22it/s]
Compute efficiency: 0.68:  81%|########  | 3361/4169 [00:17<00:04, 198.22it/s]
Compute efficiency: 0.73:  81%|########  | 3361/4169 [00:17<00:04, 198.22it/s]
Compute efficiency: 0.72:  81%|########  | 3361/4169 [00:17<00:04, 198.22it/s]
Compute efficiency: 0.72:  81%|########1 | 3381/4169 [00:17<00:04, 193.41it/s]
Compute efficiency: 0.65:  81%|########1 | 3381/4169 [00:17<00:04, 193.41it/s]
Compute efficiency: 0.70:  81%|########1 | 3381/4169 [00:17<00:04, 193.41it/s]
Compute efficiency: 0.72:  81%|########1 | 3381/4169 [00:17<00:04, 193.41it/s]
Compute efficiency: 0.67:  81%|########1 | 3381/4169 [00:17<00:04, 193.41it/s]
Compute efficiency: 0.81:  81%|########1 | 3381/4169 [00:17<00:04, 193.41it/s]
Compute efficiency: 0.77:  81%|########1 | 3381/4169 [00:17<00:04, 193.41it/s]
Compute efficiency: 0.68:  81%|########1 | 3381/4169 [00:17<00:04, 193.41it/s]
Compute efficiency: 0.72:  81%|########1 | 3381/4169 [00:17<00:04, 193.41it/s]
Compute efficiency: 0.71:  81%|########1 | 3381/4169 [00:17<00:04, 193.41it/s]
Compute efficiency: 0.76:  81%|########1 | 3381/4169 [00:17<00:04, 193.41it/s]
Compute efficiency: 0.65:  81%|########1 | 3381/4169 [00:17<00:04, 193.41it/s]
Compute efficiency: 0.68:  81%|########1 | 3381/4169 [00:17<00:04, 193.41it/s]
Compute efficiency: 0.68:  81%|########1 | 3381/4169 [00:17<00:04, 193.41it/s]
Compute efficiency: 0.61:  81%|########1 | 3381/4169 [00:17<00:04, 193.41it/s]
Compute efficiency: 0.77:  81%|########1 | 3381/4169 [00:17<00:04, 193.41it/s]
Compute efficiency: 0.68:  81%|########1 | 3381/4169 [00:17<00:04, 193.41it/s]
Compute efficiency: 0.72:  81%|########1 | 3381/4169 [00:17<00:04, 193.41it/s]
Compute efficiency: 0.70:  81%|########1 | 3381/4169 [00:17<00:04, 193.41it/s]
Compute efficiency: 0.66:  81%|########1 | 3381/4169 [00:17<00:04, 193.41it/s]
Compute efficiency: 0.69:  81%|########1 | 3381/4169 [00:17<00:04, 193.41it/s]
Compute efficiency: 0.75:  81%|########1 | 3381/4169 [00:17<00:04, 193.41it/s]
Compute efficiency: 0.75:  82%|########1 | 3402/4169 [00:17<00:03, 195.36it/s]
Compute efficiency: 0.69:  82%|########1 | 3402/4169 [00:17<00:03, 195.36it/s]
Compute efficiency: 0.63:  82%|########1 | 3402/4169 [00:17<00:03, 195.36it/s]
Compute efficiency: 0.80:  82%|########1 | 3402/4169 [00:17<00:03, 195.36it/s]
Compute efficiency: 0.69:  82%|########1 | 3402/4169 [00:17<00:03, 195.36it/s]
Compute efficiency: 0.74:  82%|########1 | 3402/4169 [00:17<00:03, 195.36it/s]
Compute efficiency: 0.67:  82%|########1 | 3402/4169 [00:18<00:03, 195.36it/s]
Compute efficiency: 0.82:  82%|########1 | 3402/4169 [00:18<00:03, 195.36it/s]
Compute efficiency: 0.67:  82%|########1 | 3402/4169 [00:18<00:03, 195.36it/s]
Compute efficiency: 0.68:  82%|########1 | 3402/4169 [00:18<00:03, 195.36it/s]
Compute efficiency: 0.64:  82%|########1 | 3402/4169 [00:18<00:03, 195.36it/s]
Compute efficiency: 0.68:  82%|########1 | 3402/4169 [00:18<00:03, 195.36it/s]
Compute efficiency: 0.66:  82%|########1 | 3402/4169 [00:18<00:03, 195.36it/s]
Compute efficiency: 0.69:  82%|########1 | 3402/4169 [00:18<00:03, 195.36it/s]
Compute efficiency: 0.66:  82%|########1 | 3402/4169 [00:18<00:03, 195.36it/s]
Compute efficiency: 0.80:  82%|########1 | 3402/4169 [00:18<00:03, 195.36it/s]
Compute efficiency: 0.71:  82%|########1 | 3402/4169 [00:18<00:03, 195.36it/s]
Compute efficiency: 0.69:  82%|########1 | 3402/4169 [00:18<00:03, 195.36it/s]
Compute efficiency: 0.79:  82%|########1 | 3402/4169 [00:18<00:03, 195.36it/s]
Compute efficiency: 0.64:  82%|########1 | 3402/4169 [00:18<00:03, 195.36it/s]
Compute efficiency: 0.66:  82%|########1 | 3402/4169 [00:18<00:03, 195.36it/s]
Compute efficiency: 0.66:  82%|########2 | 3422/4169 [00:18<00:03, 194.75it/s]
Compute efficiency: 0.66:  82%|########2 | 3422/4169 [00:18<00:03, 194.75it/s]
Compute efficiency: 0.82:  82%|########2 | 3422/4169 [00:18<00:03, 194.75it/s]
Compute efficiency: 0.66:  82%|########2 | 3422/4169 [00:18<00:03, 194.75it/s]
Compute efficiency: 0.70:  82%|########2 | 3422/4169 [00:18<00:03, 194.75it/s]
Compute efficiency: 0.65:  82%|########2 | 3422/4169 [00:18<00:03, 194.75it/s]
Compute efficiency: 0.65:  82%|########2 | 3422/4169 [00:18<00:03, 194.75it/s]
Compute efficiency: 0.79:  82%|########2 | 3422/4169 [00:18<00:03, 194.75it/s]
Compute efficiency: 0.69:  82%|########2 | 3422/4169 [00:18<00:03, 194.75it/s]
Compute efficiency: 0.74:  82%|########2 | 3422/4169 [00:18<00:03, 194.75it/s]
Compute efficiency: 0.80:  82%|########2 | 3422/4169 [00:18<00:03, 194.75it/s]
Compute efficiency: 0.69:  82%|########2 | 3422/4169 [00:18<00:03, 194.75it/s]
Compute efficiency: 0.73:  82%|########2 | 3422/4169 [00:18<00:03, 194.75it/s]
Compute efficiency: 0.80:  82%|########2 | 3422/4169 [00:18<00:03, 194.75it/s]
Compute efficiency: 0.68:  82%|########2 | 3422/4169 [00:18<00:03, 194.75it/s]
Compute efficiency: 0.72:  82%|########2 | 3422/4169 [00:18<00:03, 194.75it/s]
Compute efficiency: 0.68:  82%|########2 | 3422/4169 [00:18<00:03, 194.75it/s]
Compute efficiency: 0.77:  82%|########2 | 3422/4169 [00:18<00:03, 194.75it/s]
Compute efficiency: 0.69:  82%|########2 | 3422/4169 [00:18<00:03, 194.75it/s]
Compute efficiency: 0.70:  82%|########2 | 3422/4169 [00:18<00:03, 194.75it/s]
Compute efficiency: 0.79:  82%|########2 | 3422/4169 [00:18<00:03, 194.75it/s]
Compute efficiency: 0.79:  83%|########2 | 3442/4169 [00:18<00:03, 191.87it/s]
Compute efficiency: 0.66:  83%|########2 | 3442/4169 [00:18<00:03, 191.87it/s]
Compute efficiency: 0.70:  83%|########2 | 3442/4169 [00:18<00:03, 191.87it/s]
Compute efficiency: 0.65:  83%|########2 | 3442/4169 [00:18<00:03, 191.87it/s]
Compute efficiency: 0.66:  83%|########2 | 3442/4169 [00:18<00:03, 191.87it/s]
Compute efficiency: 0.65:  83%|########2 | 3442/4169 [00:18<00:03, 191.87it/s]
Compute efficiency: 0.67:  83%|########2 | 3442/4169 [00:18<00:03, 191.87it/s]
Compute efficiency: 0.67:  83%|########2 | 3442/4169 [00:18<00:03, 191.87it/s]
Compute efficiency: 0.80:  83%|########2 | 3442/4169 [00:18<00:03, 191.87it/s]
Compute efficiency: 0.68:  83%|########2 | 3442/4169 [00:18<00:03, 191.87it/s]
Compute efficiency: 0.73:  83%|########2 | 3442/4169 [00:18<00:03, 191.87it/s]
Compute efficiency: 0.67:  83%|########2 | 3442/4169 [00:18<00:03, 191.87it/s]
Compute efficiency: 0.67:  83%|########2 | 3442/4169 [00:18<00:03, 191.87it/s]
Compute efficiency: 0.53:  83%|########2 | 3442/4169 [00:18<00:03, 191.87it/s]
Compute efficiency: 0.91:  83%|########2 | 3442/4169 [00:18<00:03, 191.87it/s]
Compute efficiency: 0.68:  83%|########2 | 3442/4169 [00:18<00:03, 191.87it/s]
Compute efficiency: 0.80:  83%|########2 | 3442/4169 [00:18<00:03, 191.87it/s]
Compute efficiency: 0.71:  83%|########2 | 3442/4169 [00:18<00:03, 191.87it/s]
Compute efficiency: 0.75:  83%|########2 | 3442/4169 [00:18<00:03, 191.87it/s]
Compute efficiency: 0.65:  83%|########2 | 3442/4169 [00:18<00:03, 191.87it/s]
Compute efficiency: 0.67:  83%|########2 | 3442/4169 [00:18<00:03, 191.87it/s]
Compute efficiency: 0.67:  83%|########3 | 3462/4169 [00:18<00:03, 191.72it/s]
Compute efficiency: 0.60:  83%|########3 | 3462/4169 [00:18<00:03, 191.72it/s]
Compute efficiency: 0.66:  83%|########3 | 3462/4169 [00:18<00:03, 191.72it/s]
Compute efficiency: 0.66:  83%|########3 | 3462/4169 [00:18<00:03, 191.72it/s]
Compute efficiency: 0.78:  83%|########3 | 3462/4169 [00:18<00:03, 191.72it/s]
Compute efficiency: 0.68:  83%|########3 | 3462/4169 [00:18<00:03, 191.72it/s]
Compute efficiency: 0.67:  83%|########3 | 3462/4169 [00:18<00:03, 191.72it/s]
Compute efficiency: 0.67:  83%|########3 | 3462/4169 [00:18<00:03, 191.72it/s]
Compute efficiency: 0.66:  83%|########3 | 3462/4169 [00:18<00:03, 191.72it/s]
Compute efficiency: 0.69:  83%|########3 | 3462/4169 [00:18<00:03, 191.72it/s]
Compute efficiency: 0.67:  83%|########3 | 3462/4169 [00:18<00:03, 191.72it/s]
Compute efficiency: 0.79:  83%|########3 | 3462/4169 [00:18<00:03, 191.72it/s]
Compute efficiency: 0.69:  83%|########3 | 3462/4169 [00:18<00:03, 191.72it/s]
Compute efficiency: 0.71:  83%|########3 | 3462/4169 [00:18<00:03, 191.72it/s]
Compute efficiency: 0.68:  83%|########3 | 3462/4169 [00:18<00:03, 191.72it/s]
Compute efficiency: 0.59:  83%|########3 | 3462/4169 [00:18<00:03, 191.72it/s]
Compute efficiency: 0.68:  83%|########3 | 3462/4169 [00:18<00:03, 191.72it/s]
Compute efficiency: 0.63:  83%|########3 | 3462/4169 [00:18<00:03, 191.72it/s]
Compute efficiency: 0.64:  83%|########3 | 3462/4169 [00:18<00:03, 191.72it/s]
Compute efficiency: 0.80:  83%|########3 | 3462/4169 [00:18<00:03, 191.72it/s]
Compute efficiency: 0.68:  83%|########3 | 3462/4169 [00:18<00:03, 191.72it/s]
Compute efficiency: 0.71:  83%|########3 | 3462/4169 [00:18<00:03, 191.72it/s]
Compute efficiency: 0.71:  84%|########3 | 3483/4169 [00:18<00:03, 194.39it/s]
Compute efficiency: 0.67:  84%|########3 | 3483/4169 [00:18<00:03, 194.39it/s]
Compute efficiency: 0.67:  84%|########3 | 3483/4169 [00:18<00:03, 194.39it/s]
Compute efficiency: 0.72:  84%|########3 | 3483/4169 [00:18<00:03, 194.39it/s]
Compute efficiency: 0.65:  84%|########3 | 3483/4169 [00:18<00:03, 194.39it/s]
Compute efficiency: 0.68:  84%|########3 | 3483/4169 [00:18<00:03, 194.39it/s]
Compute efficiency: 0.72:  84%|########3 | 3483/4169 [00:18<00:03, 194.39it/s]
Compute efficiency: 0.79:  84%|########3 | 3483/4169 [00:18<00:03, 194.39it/s]
Compute efficiency: 0.68:  84%|########3 | 3483/4169 [00:18<00:03, 194.39it/s]
Compute efficiency: 0.72:  84%|########3 | 3483/4169 [00:18<00:03, 194.39it/s]
Compute efficiency: 0.70:  84%|########3 | 3483/4169 [00:18<00:03, 194.39it/s]
Compute efficiency: 0.81:  84%|########3 | 3483/4169 [00:18<00:03, 194.39it/s]
Compute efficiency: 0.72:  84%|########3 | 3483/4169 [00:18<00:03, 194.39it/s]
Compute efficiency: 0.69:  84%|########3 | 3483/4169 [00:18<00:03, 194.39it/s]
Compute efficiency: 0.72:  84%|########3 | 3483/4169 [00:18<00:03, 194.39it/s]
Compute efficiency: 0.75:  84%|########3 | 3483/4169 [00:18<00:03, 194.39it/s]
Compute efficiency: 0.74:  84%|########3 | 3483/4169 [00:18<00:03, 194.39it/s]
Compute efficiency: 0.68:  84%|########3 | 3483/4169 [00:18<00:03, 194.39it/s]
Compute efficiency: 0.73:  84%|########3 | 3483/4169 [00:18<00:03, 194.39it/s]
Compute efficiency: 0.74:  84%|########3 | 3483/4169 [00:18<00:03, 194.39it/s]
Compute efficiency: 0.71:  84%|########3 | 3483/4169 [00:18<00:03, 194.39it/s]
Compute efficiency: 0.71:  84%|########4 | 3503/4169 [00:18<00:03, 192.98it/s]
Compute efficiency: 0.79:  84%|########4 | 3503/4169 [00:18<00:03, 192.98it/s]
Compute efficiency: 0.68:  84%|########4 | 3503/4169 [00:18<00:03, 192.98it/s]
Compute efficiency: 0.72:  84%|########4 | 3503/4169 [00:18<00:03, 192.98it/s]
Compute efficiency: 0.67:  84%|########4 | 3503/4169 [00:18<00:03, 192.98it/s]
Compute efficiency: 0.70:  84%|########4 | 3503/4169 [00:18<00:03, 192.98it/s]
Compute efficiency: 0.65:  84%|########4 | 3503/4169 [00:18<00:03, 192.98it/s]
Compute efficiency: 0.65:  84%|########4 | 3503/4169 [00:18<00:03, 192.98it/s]
Compute efficiency: 0.70:  84%|########4 | 3503/4169 [00:18<00:03, 192.98it/s]
Compute efficiency: 0.82:  84%|########4 | 3503/4169 [00:18<00:03, 192.98it/s]
Compute efficiency: 0.68:  84%|########4 | 3503/4169 [00:18<00:03, 192.98it/s]
Compute efficiency: 0.67:  84%|########4 | 3503/4169 [00:18<00:03, 192.98it/s]
Compute efficiency: 0.75:  84%|########4 | 3503/4169 [00:18<00:03, 192.98it/s]
Compute efficiency: 0.64:  84%|########4 | 3503/4169 [00:18<00:03, 192.98it/s]
Compute efficiency: 0.66:  84%|########4 | 3503/4169 [00:18<00:03, 192.98it/s]
Compute efficiency: 0.81:  84%|########4 | 3503/4169 [00:18<00:03, 192.98it/s]
Compute efficiency: 0.70:  84%|########4 | 3503/4169 [00:18<00:03, 192.98it/s]
Compute efficiency: 0.70:  84%|########4 | 3503/4169 [00:18<00:03, 192.98it/s]
Compute efficiency: 0.69:  84%|########4 | 3503/4169 [00:18<00:03, 192.98it/s]
Compute efficiency: 0.65:  84%|########4 | 3503/4169 [00:18<00:03, 192.98it/s]
Compute efficiency: 0.68:  84%|########4 | 3503/4169 [00:18<00:03, 192.98it/s]
Compute efficiency: 0.68:  85%|########4 | 3523/4169 [00:18<00:03, 193.17it/s]
Compute efficiency: 0.66:  85%|########4 | 3523/4169 [00:18<00:03, 193.17it/s]
Compute efficiency: 0.80:  85%|########4 | 3523/4169 [00:18<00:03, 193.17it/s]
Compute efficiency: 0.69:  85%|########4 | 3523/4169 [00:18<00:03, 193.17it/s]
Compute efficiency: 0.70:  85%|########4 | 3523/4169 [00:18<00:03, 193.17it/s]
Compute efficiency: 0.63:  85%|########4 | 3523/4169 [00:18<00:03, 193.17it/s]
Compute efficiency: 0.65:  85%|########4 | 3523/4169 [00:18<00:03, 193.17it/s]
Compute efficiency: 0.80:  85%|########4 | 3523/4169 [00:18<00:03, 193.17it/s]
Compute efficiency: 0.70:  85%|########4 | 3523/4169 [00:18<00:03, 193.17it/s]
Compute efficiency: 0.69:  85%|########4 | 3523/4169 [00:18<00:03, 193.17it/s]
Compute efficiency: 0.76:  85%|########4 | 3523/4169 [00:18<00:03, 193.17it/s]
Compute efficiency: 0.64:  85%|########4 | 3523/4169 [00:18<00:03, 193.17it/s]
Compute efficiency: 0.66:  85%|########4 | 3523/4169 [00:18<00:03, 193.17it/s]
Compute efficiency: 0.64:  85%|########4 | 3523/4169 [00:18<00:03, 193.17it/s]
Compute efficiency: 0.68:  85%|########4 | 3523/4169 [00:18<00:03, 193.17it/s]
Compute efficiency: 0.80:  85%|########4 | 3523/4169 [00:18<00:03, 193.17it/s]
Compute efficiency: 0.60:  85%|########4 | 3523/4169 [00:18<00:03, 193.17it/s]
Compute efficiency: 0.90:  85%|########4 | 3523/4169 [00:18<00:03, 193.17it/s]
Compute efficiency: 0.76:  85%|########4 | 3523/4169 [00:18<00:03, 193.17it/s]
Compute efficiency: 0.79:  85%|########4 | 3523/4169 [00:18<00:03, 193.17it/s]
Compute efficiency: 0.68:  85%|########4 | 3523/4169 [00:18<00:03, 193.17it/s]
Compute efficiency: 0.68:  85%|########4 | 3543/4169 [00:18<00:03, 190.90it/s]
Compute efficiency: 0.61:  85%|########4 | 3543/4169 [00:18<00:03, 190.90it/s]
Compute efficiency: 0.65:  85%|########4 | 3543/4169 [00:18<00:03, 190.90it/s]
Compute efficiency: 0.65:  85%|########4 | 3543/4169 [00:18<00:03, 190.90it/s]
Compute efficiency: 0.67:  85%|########4 | 3543/4169 [00:18<00:03, 190.90it/s]
Compute efficiency: 0.69:  85%|########4 | 3543/4169 [00:18<00:03, 190.90it/s]
Compute efficiency: 0.80:  85%|########4 | 3543/4169 [00:18<00:03, 190.90it/s]
Compute efficiency: 0.69:  85%|########4 | 3543/4169 [00:18<00:03, 190.90it/s]
Compute efficiency: 0.79:  85%|########4 | 3543/4169 [00:18<00:03, 190.90it/s]
Compute efficiency: 0.66:  85%|########4 | 3543/4169 [00:18<00:03, 190.90it/s]
Compute efficiency: 0.73:  85%|########4 | 3543/4169 [00:18<00:03, 190.90it/s]
Compute efficiency: 0.72:  85%|########4 | 3543/4169 [00:18<00:03, 190.90it/s]
Compute efficiency: 0.63:  85%|########4 | 3543/4169 [00:18<00:03, 190.90it/s]
Compute efficiency: 0.69:  85%|########4 | 3543/4169 [00:18<00:03, 190.90it/s]
Compute efficiency: 0.65:  85%|########4 | 3543/4169 [00:18<00:03, 190.90it/s]
Compute efficiency: 0.67:  85%|########4 | 3543/4169 [00:18<00:03, 190.90it/s]
Compute efficiency: 0.65:  85%|########4 | 3543/4169 [00:18<00:03, 190.90it/s]
Compute efficiency: 0.73:  85%|########4 | 3543/4169 [00:18<00:03, 190.90it/s]
Compute efficiency: 0.72:  85%|########4 | 3543/4169 [00:18<00:03, 190.90it/s]
Compute efficiency: 0.75:  85%|########4 | 3543/4169 [00:18<00:03, 190.90it/s]
Compute efficiency: 0.64:  85%|########4 | 3543/4169 [00:18<00:03, 190.90it/s]
Compute efficiency: 0.66:  85%|########4 | 3543/4169 [00:18<00:03, 190.90it/s]
Compute efficiency: 0.66:  85%|########5 | 3564/4169 [00:18<00:03, 194.25it/s]
Compute efficiency: 0.64:  85%|########5 | 3564/4169 [00:18<00:03, 194.25it/s]
Compute efficiency: 0.65:  85%|########5 | 3564/4169 [00:18<00:03, 194.25it/s]
Compute efficiency: 0.77:  85%|########5 | 3564/4169 [00:18<00:03, 194.25it/s]
Compute efficiency: 0.71:  85%|########5 | 3564/4169 [00:18<00:03, 194.25it/s]
Compute efficiency: 0.73:  85%|########5 | 3564/4169 [00:18<00:03, 194.25it/s]
Compute efficiency: 0.68:  85%|########5 | 3564/4169 [00:18<00:03, 194.25it/s]
Compute efficiency: 0.69:  85%|########5 | 3564/4169 [00:18<00:03, 194.25it/s]
Compute efficiency: 0.81:  85%|########5 | 3564/4169 [00:18<00:03, 194.25it/s]
Compute efficiency: 0.69:  85%|########5 | 3564/4169 [00:18<00:03, 194.25it/s]
Compute efficiency: 0.72:  85%|########5 | 3564/4169 [00:18<00:03, 194.25it/s]
Compute efficiency: 0.68:  85%|########5 | 3564/4169 [00:18<00:03, 194.25it/s]
Compute efficiency: 0.67:  85%|########5 | 3564/4169 [00:18<00:03, 194.25it/s]
Compute efficiency: 0.66:  85%|########5 | 3564/4169 [00:18<00:03, 194.25it/s]
Compute efficiency: 0.69:  85%|########5 | 3564/4169 [00:18<00:03, 194.25it/s]
Compute efficiency: 0.54:  85%|########5 | 3564/4169 [00:18<00:03, 194.25it/s]
Compute efficiency: 0.82:  85%|########5 | 3564/4169 [00:18<00:03, 194.25it/s]
Compute efficiency: 0.70:  85%|########5 | 3564/4169 [00:18<00:03, 194.25it/s]
Compute efficiency: 0.89:  85%|########5 | 3564/4169 [00:18<00:03, 194.25it/s]
Compute efficiency: 0.60:  85%|########5 | 3564/4169 [00:18<00:03, 194.25it/s]
Compute efficiency: 0.89:  85%|########5 | 3564/4169 [00:18<00:03, 194.25it/s]
Compute efficiency: 0.89:  86%|########5 | 3584/4169 [00:18<00:02, 195.85it/s]
Compute efficiency: 0.79:  86%|########5 | 3584/4169 [00:18<00:02, 195.85it/s]
Compute efficiency: 0.68:  86%|########5 | 3584/4169 [00:18<00:02, 195.85it/s]
Compute efficiency: 0.71:  86%|########5 | 3584/4169 [00:18<00:02, 195.85it/s]
Compute efficiency: 0.60:  86%|########5 | 3584/4169 [00:18<00:02, 195.85it/s]
Compute efficiency: 0.81:  86%|########5 | 3584/4169 [00:18<00:02, 195.85it/s]
Compute efficiency: 0.69:  86%|########5 | 3584/4169 [00:18<00:02, 195.85it/s]
Compute efficiency: 0.66:  86%|########5 | 3584/4169 [00:18<00:02, 195.85it/s]
Compute efficiency: 0.73:  86%|########5 | 3584/4169 [00:18<00:02, 195.85it/s]
Compute efficiency: 0.70:  86%|########5 | 3584/4169 [00:18<00:02, 195.85it/s]
Compute efficiency: 0.71:  86%|########5 | 3584/4169 [00:18<00:02, 195.85it/s]
Compute efficiency: 0.63:  86%|########5 | 3584/4169 [00:18<00:02, 195.85it/s]
Compute efficiency: 0.79:  86%|########5 | 3584/4169 [00:18<00:02, 195.85it/s]
Compute efficiency: 0.66:  86%|########5 | 3584/4169 [00:18<00:02, 195.85it/s]
Compute efficiency: 0.67:  86%|########5 | 3584/4169 [00:18<00:02, 195.85it/s]
Compute efficiency: 0.68:  86%|########5 | 3584/4169 [00:18<00:02, 195.85it/s]
Compute efficiency: 0.82:  86%|########5 | 3584/4169 [00:18<00:02, 195.85it/s]
Compute efficiency: 0.70:  86%|########5 | 3584/4169 [00:19<00:02, 195.85it/s]
Compute efficiency: 0.66:  86%|########5 | 3584/4169 [00:19<00:02, 195.85it/s]
Compute efficiency: 0.69:  86%|########5 | 3584/4169 [00:19<00:02, 195.85it/s]
Compute efficiency: 0.66:  86%|########5 | 3584/4169 [00:19<00:02, 195.85it/s]
Compute efficiency: 0.66:  86%|########6 | 3604/4169 [00:19<00:02, 193.87it/s]
Compute efficiency: 0.63:  86%|########6 | 3604/4169 [00:19<00:02, 193.87it/s]
Compute efficiency: 0.64:  86%|########6 | 3604/4169 [00:19<00:02, 193.87it/s]
Compute efficiency: 0.64:  86%|########6 | 3604/4169 [00:19<00:02, 193.87it/s]
Compute efficiency: 0.71:  86%|########6 | 3604/4169 [00:19<00:02, 193.87it/s]
Compute efficiency: 0.79:  86%|########6 | 3604/4169 [00:19<00:02, 193.87it/s]
Compute efficiency: 0.69:  86%|########6 | 3604/4169 [00:19<00:02, 193.87it/s]
Compute efficiency: 0.72:  86%|########6 | 3604/4169 [00:19<00:02, 193.87it/s]
Compute efficiency: 0.71:  86%|########6 | 3604/4169 [00:19<00:02, 193.87it/s]
Compute efficiency: 0.71:  86%|########6 | 3604/4169 [00:19<00:02, 193.87it/s]
Compute efficiency: 0.62:  86%|########6 | 3604/4169 [00:19<00:02, 193.87it/s]
Compute efficiency: 0.65:  86%|########6 | 3604/4169 [00:19<00:02, 193.87it/s]
Compute efficiency: 0.66:  86%|########6 | 3604/4169 [00:19<00:02, 193.87it/s]
Compute efficiency: 0.78:  86%|########6 | 3604/4169 [00:19<00:02, 193.87it/s]
Compute efficiency: 0.68:  86%|########6 | 3604/4169 [00:19<00:02, 193.87it/s]
Compute efficiency: 0.71:  86%|########6 | 3604/4169 [00:19<00:02, 193.87it/s]
Compute efficiency: 0.69:  86%|########6 | 3604/4169 [00:19<00:02, 193.87it/s]
Compute efficiency: 0.64:  86%|########6 | 3604/4169 [00:19<00:02, 193.87it/s]
Compute efficiency: 0.58:  86%|########6 | 3604/4169 [00:19<00:02, 193.87it/s]
Compute efficiency: 0.74:  86%|########6 | 3604/4169 [00:19<00:02, 193.87it/s]
Compute efficiency: 0.66:  86%|########6 | 3604/4169 [00:19<00:02, 193.87it/s]
Compute efficiency: 0.79:  86%|########6 | 3604/4169 [00:19<00:02, 193.87it/s]
Compute efficiency: 0.79:  87%|########6 | 3625/4169 [00:19<00:02, 197.17it/s]
Compute efficiency: 0.64:  87%|########6 | 3625/4169 [00:19<00:02, 197.17it/s]
Compute efficiency: 0.70:  87%|########6 | 3625/4169 [00:19<00:02, 197.17it/s]
Compute efficiency: 0.68:  87%|########6 | 3625/4169 [00:19<00:02, 197.17it/s]
Compute efficiency: 0.66:  87%|########6 | 3625/4169 [00:19<00:02, 197.17it/s]
Compute efficiency: 0.65:  87%|########6 | 3625/4169 [00:19<00:02, 197.17it/s]
Compute efficiency: 0.67:  87%|########6 | 3625/4169 [00:19<00:02, 197.17it/s]
Compute efficiency: 0.81:  87%|########6 | 3625/4169 [00:19<00:02, 197.17it/s]
Compute efficiency: 0.70:  87%|########6 | 3625/4169 [00:19<00:02, 197.17it/s]
Compute efficiency: 0.68:  87%|########6 | 3625/4169 [00:19<00:02, 197.17it/s]
Compute efficiency: 0.69:  87%|########6 | 3625/4169 [00:19<00:02, 197.17it/s]
Compute efficiency: 0.66:  87%|########6 | 3625/4169 [00:19<00:02, 197.17it/s]
Compute efficiency: 0.70:  87%|########6 | 3625/4169 [00:19<00:02, 197.17it/s]
Compute efficiency: 0.58:  87%|########6 | 3625/4169 [00:19<00:02, 197.17it/s]
Compute efficiency: 0.83:  87%|########6 | 3625/4169 [00:19<00:02, 197.17it/s]
Compute efficiency: 0.82:  87%|########6 | 3625/4169 [00:19<00:02, 197.17it/s]
Compute efficiency: 0.68:  87%|########6 | 3625/4169 [00:19<00:02, 197.17it/s]
Compute efficiency: 0.73:  87%|########6 | 3625/4169 [00:19<00:02, 197.17it/s]
Compute efficiency: 0.75:  87%|########6 | 3625/4169 [00:19<00:02, 197.17it/s]
Compute efficiency: 0.66:  87%|########6 | 3625/4169 [00:19<00:02, 197.17it/s]
Compute efficiency: 0.70:  87%|########6 | 3625/4169 [00:19<00:02, 197.17it/s]
Compute efficiency: 0.70:  87%|########6 | 3625/4169 [00:19<00:02, 197.17it/s]
Compute efficiency: 0.70:  87%|########7 | 3646/4169 [00:19<00:02, 198.94it/s]
Compute efficiency: 0.59:  87%|########7 | 3646/4169 [00:19<00:02, 198.94it/s]
Compute efficiency: 0.82:  87%|########7 | 3646/4169 [00:19<00:02, 198.94it/s]
Compute efficiency: 0.70:  87%|########7 | 3646/4169 [00:19<00:02, 198.94it/s]
Compute efficiency: 0.73:  87%|########7 | 3646/4169 [00:19<00:02, 198.94it/s]
Compute efficiency: 0.62:  87%|########7 | 3646/4169 [00:19<00:02, 198.94it/s]
Compute efficiency: 0.81:  87%|########7 | 3646/4169 [00:19<00:02, 198.94it/s]
Compute efficiency: 0.67:  87%|########7 | 3646/4169 [00:19<00:02, 198.94it/s]
Compute efficiency: 0.63:  87%|########7 | 3646/4169 [00:19<00:02, 198.94it/s]
Compute efficiency: 0.65:  87%|########7 | 3646/4169 [00:19<00:02, 198.94it/s]
Compute efficiency: 0.66:  87%|########7 | 3646/4169 [00:19<00:02, 198.94it/s]
Compute efficiency: 0.68:  87%|########7 | 3646/4169 [00:19<00:02, 198.94it/s]
Compute efficiency: 0.65:  87%|########7 | 3646/4169 [00:19<00:02, 198.94it/s]
Compute efficiency: 0.54:  87%|########7 | 3646/4169 [00:19<00:02, 198.94it/s]
Compute efficiency: 0.81:  87%|########7 | 3646/4169 [00:19<00:02, 198.94it/s]
Compute efficiency: 0.68:  87%|########7 | 3646/4169 [00:19<00:02, 198.94it/s]
Compute efficiency: 0.68:  87%|########7 | 3646/4169 [00:19<00:02, 198.94it/s]
Compute efficiency: 0.82:  87%|########7 | 3646/4169 [00:19<00:02, 198.94it/s]
Compute efficiency: 0.70:  87%|########7 | 3646/4169 [00:19<00:02, 198.94it/s]
Compute efficiency: 0.68:  87%|########7 | 3646/4169 [00:19<00:02, 198.94it/s]
Compute efficiency: 0.71:  87%|########7 | 3646/4169 [00:19<00:02, 198.94it/s]
Compute efficiency: 0.71:  88%|########7 | 3666/4169 [00:19<00:02, 199.17it/s]
Compute efficiency: 0.64:  88%|########7 | 3666/4169 [00:19<00:02, 199.17it/s]
Compute efficiency: 0.69:  88%|########7 | 3666/4169 [00:19<00:02, 199.17it/s]
Compute efficiency: 0.67:  88%|########7 | 3666/4169 [00:19<00:02, 199.17it/s]
Compute efficiency: 0.66:  88%|########7 | 3666/4169 [00:19<00:02, 199.17it/s]
Compute efficiency: 0.71:  88%|########7 | 3666/4169 [00:19<00:02, 199.17it/s]
Compute efficiency: 0.90:  88%|########7 | 3666/4169 [00:19<00:02, 199.17it/s]
Compute efficiency: 0.70:  88%|########7 | 3666/4169 [00:19<00:02, 199.17it/s]
Compute efficiency: 0.72:  88%|########7 | 3666/4169 [00:19<00:02, 199.17it/s]
Compute efficiency: 0.68:  88%|########7 | 3666/4169 [00:19<00:02, 199.17it/s]
Compute efficiency: 0.78:  88%|########7 | 3666/4169 [00:19<00:02, 199.17it/s]
Compute efficiency: 0.60:  88%|########7 | 3666/4169 [00:19<00:02, 199.17it/s]
Compute efficiency: 0.69:  88%|########7 | 3666/4169 [00:19<00:02, 199.17it/s]
Compute efficiency: 0.65:  88%|########7 | 3666/4169 [00:19<00:02, 199.17it/s]
Compute efficiency: 0.66:  88%|########7 | 3666/4169 [00:19<00:02, 199.17it/s]
Compute efficiency: 0.80:  88%|########7 | 3666/4169 [00:19<00:02, 199.17it/s]
Compute efficiency: 0.69:  88%|########7 | 3666/4169 [00:19<00:02, 199.17it/s]
Compute efficiency: 0.73:  88%|########7 | 3666/4169 [00:19<00:02, 199.17it/s]
Compute efficiency: 0.70:  88%|########7 | 3666/4169 [00:19<00:02, 199.17it/s]
Compute efficiency: 0.70:  88%|########7 | 3666/4169 [00:19<00:02, 199.17it/s]
Compute efficiency: 0.67:  88%|########7 | 3666/4169 [00:19<00:02, 199.17it/s]
Compute efficiency: 0.66:  88%|########7 | 3666/4169 [00:19<00:02, 199.17it/s]
Compute efficiency: 0.66:  88%|########8 | 3687/4169 [00:19<00:02, 201.50it/s]
Compute efficiency: 0.76:  88%|########8 | 3687/4169 [00:19<00:02, 201.50it/s]
Compute efficiency: 0.69:  88%|########8 | 3687/4169 [00:19<00:02, 201.50it/s]
Compute efficiency: 0.69:  88%|########8 | 3687/4169 [00:19<00:02, 201.50it/s]
Compute efficiency: 0.76:  88%|########8 | 3687/4169 [00:19<00:02, 201.50it/s]
Compute efficiency: 0.70:  88%|########8 | 3687/4169 [00:19<00:02, 201.50it/s]
Compute efficiency: 0.63:  88%|########8 | 3687/4169 [00:19<00:02, 201.50it/s]
Compute efficiency: 0.88:  88%|########8 | 3687/4169 [00:19<00:02, 201.50it/s]
Compute efficiency: 0.67:  88%|########8 | 3687/4169 [00:19<00:02, 201.50it/s]
Compute efficiency: 0.83:  88%|########8 | 3687/4169 [00:19<00:02, 201.50it/s]
Compute efficiency: 0.66:  88%|########8 | 3687/4169 [00:19<00:02, 201.50it/s]
Compute efficiency: 0.80:  88%|########8 | 3687/4169 [00:19<00:02, 201.50it/s]
Compute efficiency: 0.67:  88%|########8 | 3687/4169 [00:19<00:02, 201.50it/s]
Compute efficiency: 0.73:  88%|########8 | 3687/4169 [00:19<00:02, 201.50it/s]
Compute efficiency: 0.73:  88%|########8 | 3687/4169 [00:19<00:02, 201.50it/s]
Compute efficiency: 0.68:  88%|########8 | 3687/4169 [00:19<00:02, 201.50it/s]
Compute efficiency: 0.80:  88%|########8 | 3687/4169 [00:19<00:02, 201.50it/s]
Compute efficiency: 0.67:  88%|########8 | 3687/4169 [00:19<00:02, 201.50it/s]
Compute efficiency: 0.65:  88%|########8 | 3687/4169 [00:19<00:02, 201.50it/s]
Compute efficiency: 0.64:  88%|########8 | 3687/4169 [00:19<00:02, 201.50it/s]
Compute efficiency: 0.68:  88%|########8 | 3687/4169 [00:19<00:02, 201.50it/s]
Compute efficiency: 0.72:  88%|########8 | 3687/4169 [00:19<00:02, 201.50it/s]
Compute efficiency: 0.72:  89%|########8 | 3708/4169 [00:19<00:02, 196.49it/s]
Compute efficiency: 0.78:  89%|########8 | 3708/4169 [00:19<00:02, 196.49it/s]
Compute efficiency: 0.68:  89%|########8 | 3708/4169 [00:19<00:02, 196.49it/s]
Compute efficiency: 0.72:  89%|########8 | 3708/4169 [00:19<00:02, 196.49it/s]
Compute efficiency: 0.66:  89%|########8 | 3708/4169 [00:19<00:02, 196.49it/s]
Compute efficiency: 0.66:  89%|########8 | 3708/4169 [00:19<00:02, 196.49it/s]
Compute efficiency: 0.66:  89%|########8 | 3708/4169 [00:19<00:02, 196.49it/s]
Compute efficiency: 0.70:  89%|########8 | 3708/4169 [00:19<00:02, 196.49it/s]
Compute efficiency: 0.66:  89%|########8 | 3708/4169 [00:19<00:02, 196.49it/s]
Compute efficiency: 0.64:  89%|########8 | 3708/4169 [00:19<00:02, 196.49it/s]
Compute efficiency: 0.79:  89%|########8 | 3708/4169 [00:19<00:02, 196.49it/s]
Compute efficiency: 0.67:  89%|########8 | 3708/4169 [00:19<00:02, 196.49it/s]
Compute efficiency: 0.72:  89%|########8 | 3708/4169 [00:19<00:02, 196.49it/s]
Compute efficiency: 0.76:  89%|########8 | 3708/4169 [00:19<00:02, 196.49it/s]
Compute efficiency: 0.67:  89%|########8 | 3708/4169 [00:19<00:02, 196.49it/s]
Compute efficiency: 0.67:  89%|########8 | 3708/4169 [00:19<00:02, 196.49it/s]
Compute efficiency: 0.64:  89%|########8 | 3708/4169 [00:19<00:02, 196.49it/s]
Compute efficiency: 0.65:  89%|########8 | 3708/4169 [00:19<00:02, 196.49it/s]
Compute efficiency: 0.80:  89%|########8 | 3708/4169 [00:19<00:02, 196.49it/s]
Compute efficiency: 0.67:  89%|########8 | 3708/4169 [00:19<00:02, 196.49it/s]
Compute efficiency: 0.69:  89%|########8 | 3708/4169 [00:19<00:02, 196.49it/s]
Compute efficiency: 0.69:  89%|########9 | 3728/4169 [00:19<00:02, 197.20it/s]
Compute efficiency: 0.71:  89%|########9 | 3728/4169 [00:19<00:02, 197.20it/s]
Compute efficiency: 0.69:  89%|########9 | 3728/4169 [00:19<00:02, 197.20it/s]
Compute efficiency: 0.69:  89%|########9 | 3728/4169 [00:19<00:02, 197.20it/s]
Compute efficiency: 0.79:  89%|########9 | 3728/4169 [00:19<00:02, 197.20it/s]
Compute efficiency: 0.68:  89%|########9 | 3728/4169 [00:19<00:02, 197.20it/s]
Compute efficiency: 0.72:  89%|########9 | 3728/4169 [00:19<00:02, 197.20it/s]
Compute efficiency: 0.64:  89%|########9 | 3728/4169 [00:19<00:02, 197.20it/s]
Compute efficiency: 0.67:  89%|########9 | 3728/4169 [00:19<00:02, 197.20it/s]
Compute efficiency: 0.64:  89%|########9 | 3728/4169 [00:19<00:02, 197.20it/s]
Compute efficiency: 0.78:  89%|########9 | 3728/4169 [00:19<00:02, 197.20it/s]
Compute efficiency: 0.63:  89%|########9 | 3728/4169 [00:19<00:02, 197.20it/s]
Compute efficiency: 0.82:  89%|########9 | 3728/4169 [00:19<00:02, 197.20it/s]
Compute efficiency: 0.69:  89%|########9 | 3728/4169 [00:19<00:02, 197.20it/s]
Compute efficiency: 0.72:  89%|########9 | 3728/4169 [00:19<00:02, 197.20it/s]
Compute efficiency: 0.76:  89%|########9 | 3728/4169 [00:19<00:02, 197.20it/s]
Compute efficiency: 0.65:  89%|########9 | 3728/4169 [00:19<00:02, 197.20it/s]
Compute efficiency: 0.81:  89%|########9 | 3728/4169 [00:19<00:02, 197.20it/s]
Compute efficiency: 0.69:  89%|########9 | 3728/4169 [00:19<00:02, 197.20it/s]
Compute efficiency: 0.72:  89%|########9 | 3728/4169 [00:19<00:02, 197.20it/s]
Compute efficiency: 0.70:  89%|########9 | 3728/4169 [00:19<00:02, 197.20it/s]
Compute efficiency: 0.70:  90%|########9 | 3748/4169 [00:19<00:02, 196.08it/s]
Compute efficiency: 0.64:  90%|########9 | 3748/4169 [00:19<00:02, 196.08it/s]
Compute efficiency: 0.67:  90%|########9 | 3748/4169 [00:19<00:02, 196.08it/s]
Compute efficiency: 0.66:  90%|########9 | 3748/4169 [00:19<00:02, 196.08it/s]
Compute efficiency: 0.65:  90%|########9 | 3748/4169 [00:19<00:02, 196.08it/s]
Compute efficiency: 0.76:  90%|########9 | 3748/4169 [00:19<00:02, 196.08it/s]
Compute efficiency: 0.72:  90%|########9 | 3748/4169 [00:19<00:02, 196.08it/s]
Compute efficiency: 0.80:  90%|########9 | 3748/4169 [00:19<00:02, 196.08it/s]
Compute efficiency: 0.71:  90%|########9 | 3748/4169 [00:19<00:02, 196.08it/s]
Compute efficiency: 0.72:  90%|########9 | 3748/4169 [00:19<00:02, 196.08it/s]
Compute efficiency: 0.70:  90%|########9 | 3748/4169 [00:19<00:02, 196.08it/s]
Compute efficiency: 0.68:  90%|########9 | 3748/4169 [00:19<00:02, 196.08it/s]
Compute efficiency: 0.65:  90%|########9 | 3748/4169 [00:19<00:02, 196.08it/s]
Compute efficiency: 0.68:  90%|########9 | 3748/4169 [00:19<00:02, 196.08it/s]
Compute efficiency: 0.70:  90%|########9 | 3748/4169 [00:19<00:02, 196.08it/s]
Compute efficiency: 0.73:  90%|########9 | 3748/4169 [00:19<00:02, 196.08it/s]
Compute efficiency: 0.72:  90%|########9 | 3748/4169 [00:19<00:02, 196.08it/s]
Compute efficiency: 0.81:  90%|########9 | 3748/4169 [00:19<00:02, 196.08it/s]
Compute efficiency: 0.71:  90%|########9 | 3748/4169 [00:19<00:02, 196.08it/s]
Compute efficiency: 0.63:  90%|########9 | 3748/4169 [00:19<00:02, 196.08it/s]
Compute efficiency: 0.57:  90%|########9 | 3748/4169 [00:19<00:02, 196.08it/s]
Compute efficiency: 0.57:  90%|######### | 3768/4169 [00:19<00:02, 196.12it/s]
Compute efficiency: 0.76:  90%|######### | 3768/4169 [00:19<00:02, 196.12it/s]
Compute efficiency: 0.66:  90%|######### | 3768/4169 [00:19<00:02, 196.12it/s]
Compute efficiency: 0.79:  90%|######### | 3768/4169 [00:19<00:02, 196.12it/s]
Compute efficiency: 0.67:  90%|######### | 3768/4169 [00:19<00:02, 196.12it/s]
Compute efficiency: 0.66:  90%|######### | 3768/4169 [00:19<00:02, 196.12it/s]
Compute efficiency: 0.78:  90%|######### | 3768/4169 [00:19<00:02, 196.12it/s]
Compute efficiency: 0.71:  90%|######### | 3768/4169 [00:19<00:02, 196.12it/s]
Compute efficiency: 0.76:  90%|######### | 3768/4169 [00:19<00:02, 196.12it/s]
Compute efficiency: 0.65:  90%|######### | 3768/4169 [00:19<00:02, 196.12it/s]
Compute efficiency: 0.81:  90%|######### | 3768/4169 [00:19<00:02, 196.12it/s]
Compute efficiency: 0.69:  90%|######### | 3768/4169 [00:19<00:02, 196.12it/s]
Compute efficiency: 0.69:  90%|######### | 3768/4169 [00:19<00:02, 196.12it/s]
Compute efficiency: 0.76:  90%|######### | 3768/4169 [00:19<00:02, 196.12it/s]
Compute efficiency: 0.71:  90%|######### | 3768/4169 [00:19<00:02, 196.12it/s]
Compute efficiency: 0.74:  90%|######### | 3768/4169 [00:19<00:02, 196.12it/s]
Compute efficiency: 0.67:  90%|######### | 3768/4169 [00:19<00:02, 196.12it/s]
Compute efficiency: 0.69:  90%|######### | 3768/4169 [00:19<00:02, 196.12it/s]
Compute efficiency: 0.69:  90%|######### | 3768/4169 [00:19<00:02, 196.12it/s]
Compute efficiency: 0.64:  90%|######### | 3768/4169 [00:19<00:02, 196.12it/s]
Compute efficiency: 0.67:  90%|######### | 3768/4169 [00:19<00:02, 196.12it/s]
Compute efficiency: 0.67:  91%|######### | 3788/4169 [00:19<00:01, 192.50it/s]
Compute efficiency: 0.79:  91%|######### | 3788/4169 [00:19<00:01, 192.50it/s]
Compute efficiency: 0.69:  91%|######### | 3788/4169 [00:19<00:01, 192.50it/s]
Compute efficiency: 0.74:  91%|######### | 3788/4169 [00:19<00:01, 192.50it/s]
Compute efficiency: 0.75:  91%|######### | 3788/4169 [00:19<00:01, 192.50it/s]
Compute efficiency: 0.63:  91%|######### | 3788/4169 [00:19<00:01, 192.50it/s]
Compute efficiency: 0.68:  91%|######### | 3788/4169 [00:19<00:01, 192.50it/s]
Compute efficiency: 0.82:  91%|######### | 3788/4169 [00:19<00:01, 192.50it/s]
Compute efficiency: 0.70:  91%|######### | 3788/4169 [00:19<00:01, 192.50it/s]
Compute efficiency: 0.71:  91%|######### | 3788/4169 [00:20<00:01, 192.50it/s]
Compute efficiency: 0.71:  91%|######### | 3788/4169 [00:20<00:01, 192.50it/s]
Compute efficiency: 0.79:  91%|######### | 3788/4169 [00:20<00:01, 192.50it/s]
Compute efficiency: 0.59:  91%|######### | 3788/4169 [00:20<00:01, 192.50it/s]
Compute efficiency: 0.89:  91%|######### | 3788/4169 [00:20<00:01, 192.50it/s]
Compute efficiency: 0.71:  91%|######### | 3788/4169 [00:20<00:01, 192.50it/s]
Compute efficiency: 0.83:  91%|######### | 3788/4169 [00:20<00:01, 192.50it/s]
Compute efficiency: 0.60:  91%|######### | 3788/4169 [00:20<00:01, 192.50it/s]
Compute efficiency: 0.68:  91%|######### | 3788/4169 [00:20<00:01, 192.50it/s]
Compute efficiency: 0.65:  91%|######### | 3788/4169 [00:20<00:01, 192.50it/s]
Compute efficiency: 0.65:  91%|######### | 3788/4169 [00:20<00:01, 192.50it/s]
Compute efficiency: 0.65:  91%|######### | 3788/4169 [00:20<00:01, 192.50it/s]
Compute efficiency: 0.65:  91%|#########1| 3808/4169 [00:20<00:01, 190.88it/s]
Compute efficiency: 0.77:  91%|#########1| 3808/4169 [00:20<00:01, 190.88it/s]
Compute efficiency: 0.67:  91%|#########1| 3808/4169 [00:20<00:01, 190.88it/s]
Compute efficiency: 0.72:  91%|#########1| 3808/4169 [00:20<00:01, 190.88it/s]
Compute efficiency: 0.76:  91%|#########1| 3808/4169 [00:20<00:01, 190.88it/s]
Compute efficiency: 0.66:  91%|#########1| 3808/4169 [00:20<00:01, 190.88it/s]
Compute efficiency: 0.64:  91%|#########1| 3808/4169 [00:20<00:01, 190.88it/s]
Compute efficiency: 0.64:  91%|#########1| 3808/4169 [00:20<00:01, 190.88it/s]
Compute efficiency: 0.68:  91%|#########1| 3808/4169 [00:20<00:01, 190.88it/s]
Compute efficiency: 0.79:  91%|#########1| 3808/4169 [00:20<00:01, 190.88it/s]
Compute efficiency: 0.67:  91%|#########1| 3808/4169 [00:20<00:01, 190.88it/s]
Compute efficiency: 0.72:  91%|#########1| 3808/4169 [00:20<00:01, 190.88it/s]
Compute efficiency: 0.72:  91%|#########1| 3808/4169 [00:20<00:01, 190.88it/s]
Compute efficiency: 0.63:  91%|#########1| 3808/4169 [00:20<00:01, 190.88it/s]
Compute efficiency: 0.65:  91%|#########1| 3808/4169 [00:20<00:01, 190.88it/s]
Compute efficiency: 0.72:  91%|#########1| 3808/4169 [00:20<00:01, 190.88it/s]
Compute efficiency: 0.67:  91%|#########1| 3808/4169 [00:20<00:01, 190.88it/s]
Compute efficiency: 0.65:  91%|#########1| 3808/4169 [00:20<00:01, 190.88it/s]
Compute efficiency: 0.67:  91%|#########1| 3808/4169 [00:20<00:01, 190.88it/s]
Compute efficiency: 0.78:  91%|#########1| 3808/4169 [00:20<00:01, 190.88it/s]
Compute efficiency: 0.66:  91%|#########1| 3808/4169 [00:20<00:01, 190.88it/s]
Compute efficiency: 0.66:  92%|#########1| 3828/4169 [00:20<00:01, 191.81it/s]
Compute efficiency: 0.67:  92%|#########1| 3828/4169 [00:20<00:01, 191.81it/s]
Compute efficiency: 0.75:  92%|#########1| 3828/4169 [00:20<00:01, 191.81it/s]
Compute efficiency: 0.62:  92%|#########1| 3828/4169 [00:20<00:01, 191.81it/s]
Compute efficiency: 0.65:  92%|#########1| 3828/4169 [00:20<00:01, 191.81it/s]
Compute efficiency: 0.66:  92%|#########1| 3828/4169 [00:20<00:01, 191.81it/s]
Compute efficiency: 0.69:  92%|#########1| 3828/4169 [00:20<00:01, 191.81it/s]
Compute efficiency: 0.80:  92%|#########1| 3828/4169 [00:20<00:01, 191.81it/s]
Compute efficiency: 0.69:  92%|#########1| 3828/4169 [00:20<00:01, 191.81it/s]
Compute efficiency: 0.66:  92%|#########1| 3828/4169 [00:20<00:01, 191.81it/s]
Compute efficiency: 0.69:  92%|#########1| 3828/4169 [00:20<00:01, 191.81it/s]
Compute efficiency: 0.64:  92%|#########1| 3828/4169 [00:20<00:01, 191.81it/s]
Compute efficiency: 0.67:  92%|#########1| 3828/4169 [00:20<00:01, 191.81it/s]
Compute efficiency: 0.54:  92%|#########1| 3828/4169 [00:20<00:01, 191.81it/s]
Compute efficiency: 0.81:  92%|#########1| 3828/4169 [00:20<00:01, 191.81it/s]
Compute efficiency: 0.79:  92%|#########1| 3828/4169 [00:20<00:01, 191.81it/s]
Compute efficiency: 0.67:  92%|#########1| 3828/4169 [00:20<00:01, 191.81it/s]
Compute efficiency: 0.74:  92%|#########1| 3828/4169 [00:20<00:01, 191.81it/s]
Compute efficiency: 0.78:  92%|#########1| 3828/4169 [00:20<00:01, 191.81it/s]
Compute efficiency: 0.67:  92%|#########1| 3828/4169 [00:20<00:01, 191.81it/s]
Compute efficiency: 0.62:  92%|#########1| 3828/4169 [00:20<00:01, 191.81it/s]
Compute efficiency: 0.62:  92%|#########2| 3848/4169 [00:20<00:01, 191.11it/s]
Compute efficiency: 0.88:  92%|#########2| 3848/4169 [00:20<00:01, 191.11it/s]
Compute efficiency: 0.65:  92%|#########2| 3848/4169 [00:20<00:01, 191.11it/s]
Compute efficiency: 0.66:  92%|#########2| 3848/4169 [00:20<00:01, 191.11it/s]
Compute efficiency: 0.63:  92%|#########2| 3848/4169 [00:20<00:01, 191.11it/s]
Compute efficiency: 0.65:  92%|#########2| 3848/4169 [00:20<00:01, 191.11it/s]
Compute efficiency: 0.63:  92%|#########2| 3848/4169 [00:20<00:01, 191.11it/s]
Compute efficiency: 0.82:  92%|#########2| 3848/4169 [00:20<00:01, 191.11it/s]
Compute efficiency: 0.67:  92%|#########2| 3848/4169 [00:20<00:01, 191.11it/s]
Compute efficiency: 0.63:  92%|#########2| 3848/4169 [00:20<00:01, 191.11it/s]
Compute efficiency: 0.73:  92%|#########2| 3848/4169 [00:20<00:01, 191.11it/s]
Compute efficiency: 0.80:  92%|#########2| 3848/4169 [00:20<00:01, 191.11it/s]
Compute efficiency: 0.66:  92%|#########2| 3848/4169 [00:20<00:01, 191.11it/s]
Compute efficiency: 0.69:  92%|#########2| 3848/4169 [00:20<00:01, 191.11it/s]
Compute efficiency: 0.70:  92%|#########2| 3848/4169 [00:20<00:01, 191.11it/s]
Compute efficiency: 0.67:  92%|#########2| 3848/4169 [00:20<00:01, 191.11it/s]
Compute efficiency: 0.66:  92%|#########2| 3848/4169 [00:20<00:01, 191.11it/s]
Compute efficiency: 0.67:  92%|#########2| 3848/4169 [00:20<00:01, 191.11it/s]
Compute efficiency: 0.68:  92%|#########2| 3848/4169 [00:20<00:01, 191.11it/s]
Compute efficiency: 0.81:  92%|#########2| 3848/4169 [00:20<00:01, 191.11it/s]
Compute efficiency: 0.58:  92%|#########2| 3848/4169 [00:20<00:01, 191.11it/s]
Compute efficiency: 0.90:  92%|#########2| 3848/4169 [00:20<00:01, 191.11it/s]
Compute efficiency: 0.90:  93%|#########2| 3869/4169 [00:20<00:01, 194.70it/s]
Compute efficiency: 0.68:  93%|#########2| 3869/4169 [00:20<00:01, 194.70it/s]
Compute efficiency: 0.65:  93%|#########2| 3869/4169 [00:20<00:01, 194.70it/s]
Compute efficiency: 0.67:  93%|#########2| 3869/4169 [00:20<00:01, 194.70it/s]
Compute efficiency: 0.65:  93%|#########2| 3869/4169 [00:20<00:01, 194.70it/s]
Compute efficiency: 0.65:  93%|#########2| 3869/4169 [00:20<00:01, 194.70it/s]
Compute efficiency: 0.81:  93%|#########2| 3869/4169 [00:20<00:01, 194.70it/s]
Compute efficiency: 0.70:  93%|#########2| 3869/4169 [00:20<00:01, 194.70it/s]
Compute efficiency: 0.72:  93%|#########2| 3869/4169 [00:20<00:01, 194.70it/s]
Compute efficiency: 0.70:  93%|#########2| 3869/4169 [00:20<00:01, 194.70it/s]
Compute efficiency: 0.87:  93%|#########2| 3869/4169 [00:20<00:01, 194.70it/s]
Compute efficiency: 0.62:  93%|#########2| 3869/4169 [00:20<00:01, 194.70it/s]
Compute efficiency: 0.90:  93%|#########2| 3869/4169 [00:20<00:01, 194.70it/s]
Compute efficiency: 0.63:  93%|#########2| 3869/4169 [00:20<00:01, 194.70it/s]
Compute efficiency: 0.74:  93%|#########2| 3869/4169 [00:20<00:01, 194.70it/s]
Compute efficiency: 0.69:  93%|#########2| 3869/4169 [00:20<00:01, 194.70it/s]
Compute efficiency: 0.81:  93%|#########2| 3869/4169 [00:20<00:01, 194.70it/s]
Compute efficiency: 0.69:  93%|#########2| 3869/4169 [00:20<00:01, 194.70it/s]
Compute efficiency: 0.72:  93%|#########2| 3869/4169 [00:20<00:01, 194.70it/s]
Compute efficiency: 0.75:  93%|#########2| 3869/4169 [00:20<00:01, 194.70it/s]
Compute efficiency: 0.66:  93%|#########2| 3869/4169 [00:20<00:01, 194.70it/s]
Compute efficiency: 0.66:  93%|#########3| 3889/4169 [00:20<00:01, 192.68it/s]
Compute efficiency: 0.60:  93%|#########3| 3889/4169 [00:20<00:01, 192.68it/s]
Compute efficiency: 0.62:  93%|#########3| 3889/4169 [00:20<00:01, 192.68it/s]
Compute efficiency: 0.65:  93%|#########3| 3889/4169 [00:20<00:01, 192.68it/s]
Compute efficiency: 0.67:  93%|#########3| 3889/4169 [00:20<00:01, 192.68it/s]
Compute efficiency: 0.65:  93%|#########3| 3889/4169 [00:20<00:01, 192.68it/s]
Compute efficiency: 0.64:  93%|#########3| 3889/4169 [00:20<00:01, 192.68it/s]
Compute efficiency: 0.79:  93%|#########3| 3889/4169 [00:20<00:01, 192.68it/s]
Compute efficiency: 0.68:  93%|#########3| 3889/4169 [00:20<00:01, 192.68it/s]
Compute efficiency: 0.72:  93%|#########3| 3889/4169 [00:20<00:01, 192.68it/s]
Compute efficiency: 0.75:  93%|#########3| 3889/4169 [00:20<00:01, 192.68it/s]
Compute efficiency: 0.64:  93%|#########3| 3889/4169 [00:20<00:01, 192.68it/s]
Compute efficiency: 0.64:  93%|#########3| 3889/4169 [00:20<00:01, 192.68it/s]
Compute efficiency: 0.64:  93%|#########3| 3889/4169 [00:20<00:01, 192.68it/s]
Compute efficiency: 0.64:  93%|#########3| 3889/4169 [00:20<00:01, 192.68it/s]
Compute efficiency: 0.81:  93%|#########3| 3889/4169 [00:20<00:01, 192.68it/s]
Compute efficiency: 0.69:  93%|#########3| 3889/4169 [00:20<00:01, 192.68it/s]
Compute efficiency: 0.64:  93%|#########3| 3889/4169 [00:20<00:01, 192.68it/s]
Compute efficiency: 0.70:  93%|#########3| 3889/4169 [00:20<00:01, 192.68it/s]
Compute efficiency: 0.58:  93%|#########3| 3889/4169 [00:20<00:01, 192.68it/s]
Compute efficiency: 0.74:  93%|#########3| 3889/4169 [00:20<00:01, 192.68it/s]
Compute efficiency: 0.65:  93%|#########3| 3889/4169 [00:20<00:01, 192.68it/s]
Compute efficiency: 0.65:  94%|#########3| 3910/4169 [00:20<00:01, 197.05it/s]
Compute efficiency: 0.62:  94%|#########3| 3910/4169 [00:20<00:01, 197.05it/s]
Compute efficiency: 0.80:  94%|#########3| 3910/4169 [00:20<00:01, 197.05it/s]
Compute efficiency: 0.68:  94%|#########3| 3910/4169 [00:20<00:01, 197.05it/s]
Compute efficiency: 0.72:  94%|#########3| 3910/4169 [00:20<00:01, 197.05it/s]
Compute efficiency: 0.70:  94%|#########3| 3910/4169 [00:20<00:01, 197.05it/s]
Compute efficiency: 0.69:  94%|#########3| 3910/4169 [00:20<00:01, 197.05it/s]
Compute efficiency: 0.65:  94%|#########3| 3910/4169 [00:20<00:01, 197.05it/s]
Compute efficiency: 0.64:  94%|#########3| 3910/4169 [00:20<00:01, 197.05it/s]
Compute efficiency: 0.64:  94%|#########3| 3910/4169 [00:20<00:01, 197.05it/s]
Compute efficiency: 0.68:  94%|#########3| 3910/4169 [00:20<00:01, 197.05it/s]
Compute efficiency: 0.71:  94%|#########3| 3910/4169 [00:20<00:01, 197.05it/s]
Compute efficiency: 0.70:  94%|#########3| 3910/4169 [00:20<00:01, 197.05it/s]
Compute efficiency: 0.69:  94%|#########3| 3910/4169 [00:20<00:01, 197.05it/s]
Compute efficiency: 0.65:  94%|#########3| 3910/4169 [00:20<00:01, 197.05it/s]
Compute efficiency: 0.64:  94%|#########3| 3910/4169 [00:20<00:01, 197.05it/s]
Compute efficiency: 0.72:  94%|#########3| 3910/4169 [00:20<00:01, 197.05it/s]
Compute efficiency: 0.59:  94%|#########3| 3910/4169 [00:20<00:01, 197.05it/s]
Compute efficiency: 0.71:  94%|#########3| 3910/4169 [00:20<00:01, 197.05it/s]
Compute efficiency: 0.71:  94%|#########3| 3910/4169 [00:20<00:01, 197.05it/s]
Compute efficiency: 0.67:  94%|#########3| 3910/4169 [00:20<00:01, 197.05it/s]
Compute efficiency: 0.72:  94%|#########3| 3910/4169 [00:20<00:01, 197.05it/s]
Compute efficiency: 0.72:  94%|#########4| 3931/4169 [00:20<00:01, 196.39it/s]
Compute efficiency: 0.82:  94%|#########4| 3931/4169 [00:20<00:01, 196.39it/s]
Compute efficiency: 0.72:  94%|#########4| 3931/4169 [00:20<00:01, 196.39it/s]
Compute efficiency: 0.73:  94%|#########4| 3931/4169 [00:20<00:01, 196.39it/s]
Compute efficiency: 0.83:  94%|#########4| 3931/4169 [00:20<00:01, 196.39it/s]
Compute efficiency: 0.67:  94%|#########4| 3931/4169 [00:20<00:01, 196.39it/s]
Compute efficiency: 0.71:  94%|#########4| 3931/4169 [00:20<00:01, 196.39it/s]
Compute efficiency: 0.71:  94%|#########4| 3931/4169 [00:20<00:01, 196.39it/s]
Compute efficiency: 0.81:  94%|#########4| 3931/4169 [00:20<00:01, 196.39it/s]
Compute efficiency: 0.67:  94%|#########4| 3931/4169 [00:20<00:01, 196.39it/s]
Compute efficiency: 0.71:  94%|#########4| 3931/4169 [00:20<00:01, 196.39it/s]
Compute efficiency: 0.70:  94%|#########4| 3931/4169 [00:20<00:01, 196.39it/s]
Compute efficiency: 0.83:  94%|#########4| 3931/4169 [00:20<00:01, 196.39it/s]
Compute efficiency: 0.67:  94%|#########4| 3931/4169 [00:20<00:01, 196.39it/s]
Compute efficiency: 0.67:  94%|#########4| 3931/4169 [00:20<00:01, 196.39it/s]
Compute efficiency: 0.70:  94%|#########4| 3931/4169 [00:20<00:01, 196.39it/s]
Compute efficiency: 0.68:  94%|#########4| 3931/4169 [00:20<00:01, 196.39it/s]
Compute efficiency: 0.79:  94%|#########4| 3931/4169 [00:20<00:01, 196.39it/s]
Compute efficiency: 0.68:  94%|#########4| 3931/4169 [00:20<00:01, 196.39it/s]
Compute efficiency: 0.81:  94%|#########4| 3931/4169 [00:20<00:01, 196.39it/s]
Compute efficiency: 0.67:  94%|#########4| 3931/4169 [00:20<00:01, 196.39it/s]
Compute efficiency: 0.67:  95%|#########4| 3951/4169 [00:20<00:01, 189.84it/s]
Compute efficiency: 0.69:  95%|#########4| 3951/4169 [00:20<00:01, 189.84it/s]
Compute efficiency: 0.64:  95%|#########4| 3951/4169 [00:20<00:01, 189.84it/s]
Compute efficiency: 0.67:  95%|#########4| 3951/4169 [00:20<00:01, 189.84it/s]
Compute efficiency: 0.68:  95%|#########4| 3951/4169 [00:20<00:01, 189.84it/s]
Compute efficiency: 0.81:  95%|#########4| 3951/4169 [00:20<00:01, 189.84it/s]
Compute efficiency: 0.67:  95%|#########4| 3951/4169 [00:20<00:01, 189.84it/s]
Compute efficiency: 0.72:  95%|#########4| 3951/4169 [00:20<00:01, 189.84it/s]
Compute efficiency: 0.80:  95%|#########4| 3951/4169 [00:20<00:01, 189.84it/s]
Compute efficiency: 0.67:  95%|#########4| 3951/4169 [00:20<00:01, 189.84it/s]
Compute efficiency: 0.72:  95%|#########4| 3951/4169 [00:20<00:01, 189.84it/s]
Compute efficiency: 0.63:  95%|#########4| 3951/4169 [00:20<00:01, 189.84it/s]
Compute efficiency: 0.87:  95%|#########4| 3951/4169 [00:20<00:01, 189.84it/s]
Compute efficiency: 0.66:  95%|#########4| 3951/4169 [00:20<00:01, 189.84it/s]
Compute efficiency: 0.66:  95%|#########4| 3951/4169 [00:20<00:01, 189.84it/s]
Compute efficiency: 0.81:  95%|#########4| 3951/4169 [00:20<00:01, 189.84it/s]
Compute efficiency: 0.67:  95%|#########4| 3951/4169 [00:20<00:01, 189.84it/s]
Compute efficiency: 0.71:  95%|#########4| 3951/4169 [00:20<00:01, 189.84it/s]
Compute efficiency: 0.61:  95%|#########4| 3951/4169 [00:20<00:01, 189.84it/s]
Compute efficiency: 0.66:  95%|#########4| 3951/4169 [00:20<00:01, 189.84it/s]
Compute efficiency: 0.65:  95%|#########4| 3951/4169 [00:20<00:01, 189.84it/s]
Compute efficiency: 0.65:  95%|#########5| 3971/4169 [00:20<00:01, 188.14it/s]
Compute efficiency: 0.80:  95%|#########5| 3971/4169 [00:20<00:01, 188.14it/s]
Compute efficiency: 0.70:  95%|#########5| 3971/4169 [00:20<00:01, 188.14it/s]
Compute efficiency: 0.74:  95%|#########5| 3971/4169 [00:20<00:01, 188.14it/s]
Compute efficiency: 0.52:  95%|#########5| 3971/4169 [00:20<00:01, 188.14it/s]
Compute efficiency: 0.80:  95%|#########5| 3971/4169 [00:20<00:01, 188.14it/s]
Compute efficiency: 0.70:  95%|#########5| 3971/4169 [00:20<00:01, 188.14it/s]
Compute efficiency: 0.81:  95%|#########5| 3971/4169 [00:20<00:01, 188.14it/s]
Compute efficiency: 0.56:  95%|#########5| 3971/4169 [00:20<00:01, 188.14it/s]
Compute efficiency: 0.89:  95%|#########5| 3971/4169 [00:20<00:01, 188.14it/s]
Compute efficiency: 0.69:  95%|#########5| 3971/4169 [00:20<00:01, 188.14it/s]
Compute efficiency: 0.66:  95%|#########5| 3971/4169 [00:20<00:01, 188.14it/s]
Compute efficiency: 0.65:  95%|#########5| 3971/4169 [00:20<00:01, 188.14it/s]
Compute efficiency: 0.66:  95%|#########5| 3971/4169 [00:20<00:01, 188.14it/s]
Compute efficiency: 0.65:  95%|#########5| 3971/4169 [00:20<00:01, 188.14it/s]
Compute efficiency: 0.68:  95%|#########5| 3971/4169 [00:20<00:01, 188.14it/s]
Compute efficiency: 0.70:  95%|#########5| 3971/4169 [00:20<00:01, 188.14it/s]
Compute efficiency: 0.79:  95%|#########5| 3971/4169 [00:20<00:01, 188.14it/s]
Compute efficiency: 0.66:  95%|#########5| 3971/4169 [00:21<00:01, 188.14it/s]
Compute efficiency: 0.73:  95%|#########5| 3971/4169 [00:21<00:01, 188.14it/s]
Compute efficiency: 0.75:  95%|#########5| 3971/4169 [00:21<00:01, 188.14it/s]
Compute efficiency: 0.75:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.67:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.68:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.68:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.69:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.68:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.78:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.67:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.71:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.72:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.66:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.54:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.81:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.64:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.65:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.64:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.69:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.65:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.67:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.67:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.66:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.68:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.69:  96%|#########5| 3991/4169 [00:21<00:00, 188.48it/s]
Compute efficiency: 0.69:  96%|#########6| 4013/4169 [00:21<00:00, 194.73it/s]
Compute efficiency: 0.62:  96%|#########6| 4013/4169 [00:21<00:00, 194.73it/s]
Compute efficiency: 0.54:  96%|#########6| 4013/4169 [00:21<00:00, 194.73it/s]
Compute efficiency: 0.79:  96%|#########6| 4013/4169 [00:21<00:00, 194.73it/s]
Compute efficiency: 0.65:  96%|#########6| 4013/4169 [00:21<00:00, 194.73it/s]
Compute efficiency: 0.81:  96%|#########6| 4013/4169 [00:21<00:00, 194.73it/s]
Compute efficiency: 0.68:  96%|#########6| 4013/4169 [00:21<00:00, 194.73it/s]
Compute efficiency: 0.72:  96%|#########6| 4013/4169 [00:21<00:00, 194.73it/s]
Compute efficiency: 0.78:  96%|#########6| 4013/4169 [00:21<00:00, 194.73it/s]
Compute efficiency: 0.69:  96%|#########6| 4013/4169 [00:21<00:00, 194.73it/s]
Compute efficiency: 0.71:  96%|#########6| 4013/4169 [00:21<00:00, 194.73it/s]
Compute efficiency: 0.66:  96%|#########6| 4013/4169 [00:21<00:00, 194.73it/s]
Compute efficiency: 0.60:  96%|#########6| 4013/4169 [00:21<00:00, 194.73it/s]
Compute efficiency: 0.72:  96%|#########6| 4013/4169 [00:21<00:00, 194.73it/s]
Compute efficiency: 0.64:  96%|#########6| 4013/4169 [00:21<00:00, 194.73it/s]
Compute efficiency: 0.74:  96%|#########6| 4013/4169 [00:21<00:00, 194.73it/s]
Compute efficiency: 0.71:  96%|#########6| 4013/4169 [00:21<00:00, 194.73it/s]
Compute efficiency: 0.67:  96%|#########6| 4013/4169 [00:21<00:00, 194.73it/s]
Compute efficiency: 0.69:  96%|#########6| 4013/4169 [00:21<00:00, 194.73it/s]
Compute efficiency: 0.79:  96%|#########6| 4013/4169 [00:21<00:00, 194.73it/s]
Compute efficiency: 0.71:  96%|#########6| 4013/4169 [00:21<00:00, 194.73it/s]
Compute efficiency: 0.71:  97%|#########6| 4033/4169 [00:21<00:00, 194.23it/s]
Compute efficiency: 0.79:  97%|#########6| 4033/4169 [00:21<00:00, 194.23it/s]
Compute efficiency: 0.71:  97%|#########6| 4033/4169 [00:21<00:00, 194.23it/s]
Compute efficiency: 0.71:  97%|#########6| 4033/4169 [00:21<00:00, 194.23it/s]
Compute efficiency: 0.69:  97%|#########6| 4033/4169 [00:21<00:00, 194.23it/s]
Compute efficiency: 0.74:  97%|#########6| 4033/4169 [00:21<00:00, 194.23it/s]
Compute efficiency: 0.64:  97%|#########6| 4033/4169 [00:21<00:00, 194.23it/s]
Compute efficiency: 0.80:  97%|#########6| 4033/4169 [00:21<00:00, 194.23it/s]
Compute efficiency: 0.69:  97%|#########6| 4033/4169 [00:21<00:00, 194.23it/s]
Compute efficiency: 0.71:  97%|#########6| 4033/4169 [00:21<00:00, 194.23it/s]
Compute efficiency: 0.65:  97%|#########6| 4033/4169 [00:21<00:00, 194.23it/s]
Compute efficiency: 0.82:  97%|#########6| 4033/4169 [00:21<00:00, 194.23it/s]
Compute efficiency: 0.69:  97%|#########6| 4033/4169 [00:21<00:00, 194.23it/s]
Compute efficiency: 0.69:  97%|#########6| 4033/4169 [00:21<00:00, 194.23it/s]
Compute efficiency: 0.68:  97%|#########6| 4033/4169 [00:21<00:00, 194.23it/s]
Compute efficiency: 0.68:  97%|#########6| 4033/4169 [00:21<00:00, 194.23it/s]
Compute efficiency: 0.82:  97%|#########6| 4033/4169 [00:21<00:00, 194.23it/s]
Compute efficiency: 0.70:  97%|#########6| 4033/4169 [00:21<00:00, 194.23it/s]
Compute efficiency: 0.73:  97%|#########6| 4033/4169 [00:21<00:00, 194.23it/s]
Compute efficiency: 0.72:  97%|#########6| 4033/4169 [00:21<00:00, 194.23it/s]
Compute efficiency: 0.59:  97%|#########6| 4033/4169 [00:21<00:00, 194.23it/s]
Compute efficiency: 0.59:  97%|#########7| 4053/4169 [00:21<00:00, 192.28it/s]
Compute efficiency: 0.82:  97%|#########7| 4053/4169 [00:21<00:00, 192.28it/s]
Compute efficiency: 0.65:  97%|#########7| 4053/4169 [00:21<00:00, 192.28it/s]
Compute efficiency: 0.66:  97%|#########7| 4053/4169 [00:21<00:00, 192.28it/s]
Compute efficiency: 0.65:  97%|#########7| 4053/4169 [00:21<00:00, 192.28it/s]
Compute efficiency: 0.80:  97%|#########7| 4053/4169 [00:21<00:00, 192.28it/s]
Compute efficiency: 0.70:  97%|#########7| 4053/4169 [00:21<00:00, 192.28it/s]
Compute efficiency: 0.72:  97%|#########7| 4053/4169 [00:21<00:00, 192.28it/s]
Compute efficiency: 0.69:  97%|#########7| 4053/4169 [00:21<00:00, 192.28it/s]
Compute efficiency: 0.81:  97%|#########7| 4053/4169 [00:21<00:00, 192.28it/s]
Compute efficiency: 0.69:  97%|#########7| 4053/4169 [00:21<00:00, 192.28it/s]
Compute efficiency: 0.66:  97%|#########7| 4053/4169 [00:21<00:00, 192.28it/s]
Compute efficiency: 0.65:  97%|#########7| 4053/4169 [00:21<00:00, 192.28it/s]
Compute efficiency: 0.69:  97%|#########7| 4053/4169 [00:21<00:00, 192.28it/s]
Compute efficiency: 0.68:  97%|#########7| 4053/4169 [00:21<00:00, 192.28it/s]
Compute efficiency: 0.65:  97%|#########7| 4053/4169 [00:21<00:00, 192.28it/s]
Compute efficiency: 0.83:  97%|#########7| 4053/4169 [00:21<00:00, 192.28it/s]
Compute efficiency: 0.67:  97%|#########7| 4053/4169 [00:21<00:00, 192.28it/s]
Compute efficiency: 0.72:  97%|#########7| 4053/4169 [00:21<00:00, 192.28it/s]
Compute efficiency: 0.72:  97%|#########7| 4053/4169 [00:21<00:00, 192.28it/s]
Compute efficiency: 0.66:  97%|#########7| 4053/4169 [00:21<00:00, 192.28it/s]
Compute efficiency: 0.66:  98%|#########7| 4073/4169 [00:21<00:00, 194.16it/s]
Compute efficiency: 0.63:  98%|#########7| 4073/4169 [00:21<00:00, 194.16it/s]
Compute efficiency: 0.68:  98%|#########7| 4073/4169 [00:21<00:00, 194.16it/s]
Compute efficiency: 0.65:  98%|#########7| 4073/4169 [00:21<00:00, 194.16it/s]
Compute efficiency: 0.80:  98%|#########7| 4073/4169 [00:21<00:00, 194.16it/s]
Compute efficiency: 0.70:  98%|#########7| 4073/4169 [00:21<00:00, 194.16it/s]
Compute efficiency: 0.66:  98%|#########7| 4073/4169 [00:21<00:00, 194.16it/s]
Compute efficiency: 0.67:  98%|#########7| 4073/4169 [00:21<00:00, 194.16it/s]
Compute efficiency: 0.70:  98%|#########7| 4073/4169 [00:21<00:00, 194.16it/s]
Compute efficiency: 0.69:  98%|#########7| 4073/4169 [00:21<00:00, 194.16it/s]
Compute efficiency: 0.80:  98%|#########7| 4073/4169 [00:21<00:00, 194.16it/s]
Compute efficiency: 0.65:  98%|#########7| 4073/4169 [00:21<00:00, 194.16it/s]
Compute efficiency: 0.73:  98%|#########7| 4073/4169 [00:21<00:00, 194.16it/s]
Compute efficiency: 0.75:  98%|#########7| 4073/4169 [00:21<00:00, 194.16it/s]
Compute efficiency: 0.61:  98%|#########7| 4073/4169 [00:21<00:00, 194.16it/s]
Compute efficiency: 0.64:  98%|#########7| 4073/4169 [00:21<00:00, 194.16it/s]
Compute efficiency: 0.68:  98%|#########7| 4073/4169 [00:21<00:00, 194.16it/s]
Compute efficiency: 0.71:  98%|#########7| 4073/4169 [00:21<00:00, 194.16it/s]
Compute efficiency: 0.69:  98%|#########7| 4073/4169 [00:21<00:00, 194.16it/s]
Compute efficiency: 0.90:  98%|#########7| 4073/4169 [00:21<00:00, 194.16it/s]
Compute efficiency: 0.70:  98%|#########7| 4073/4169 [00:21<00:00, 194.16it/s]
Compute efficiency: 0.70:  98%|#########8| 4093/4169 [00:21<00:00, 192.87it/s]
Compute efficiency: 0.71:  98%|#########8| 4093/4169 [00:21<00:00, 192.87it/s]
Compute efficiency: 0.69:  98%|#########8| 4093/4169 [00:21<00:00, 192.87it/s]
Compute efficiency: 0.80:  98%|#########8| 4093/4169 [00:21<00:00, 192.87it/s]
Compute efficiency: 0.70:  98%|#########8| 4093/4169 [00:21<00:00, 192.87it/s]
Compute efficiency: 0.77:  98%|#########8| 4093/4169 [00:21<00:00, 192.87it/s]
Compute efficiency: 0.68:  98%|#########8| 4093/4169 [00:21<00:00, 192.87it/s]
Compute efficiency: 0.74:  98%|#########8| 4093/4169 [00:21<00:00, 192.87it/s]
Compute efficiency: 0.75:  98%|#########8| 4093/4169 [00:21<00:00, 192.87it/s]
Compute efficiency: 0.65:  98%|#########8| 4093/4169 [00:21<00:00, 192.87it/s]
Compute efficiency: 0.66:  98%|#########8| 4093/4169 [00:21<00:00, 192.87it/s]
Compute efficiency: 0.62:  98%|#########8| 4093/4169 [00:21<00:00, 192.87it/s]
Compute efficiency: 0.81:  98%|#########8| 4093/4169 [00:21<00:00, 192.87it/s]
Compute efficiency: 0.68:  98%|#########8| 4093/4169 [00:21<00:00, 192.87it/s]
Compute efficiency: 0.73:  98%|#########8| 4093/4169 [00:21<00:00, 192.87it/s]
Compute efficiency: 0.68:  98%|#########8| 4093/4169 [00:21<00:00, 192.87it/s]
Compute efficiency: 0.68:  98%|#########8| 4093/4169 [00:21<00:00, 192.87it/s]
Compute efficiency: 0.66:  98%|#########8| 4093/4169 [00:21<00:00, 192.87it/s]
Compute efficiency: 0.80:  98%|#########8| 4093/4169 [00:21<00:00, 192.87it/s]
Compute efficiency: 0.72:  98%|#########8| 4093/4169 [00:21<00:00, 192.87it/s]
Compute efficiency: 0.72:  98%|#########8| 4093/4169 [00:21<00:00, 192.87it/s]
Compute efficiency: 0.72:  99%|#########8| 4113/4169 [00:21<00:00, 189.41it/s]
Compute efficiency: 0.62:  99%|#########8| 4113/4169 [00:21<00:00, 189.41it/s]
Compute efficiency: 0.67:  99%|#########8| 4113/4169 [00:21<00:00, 189.41it/s]
Compute efficiency: 0.71:  99%|#########8| 4113/4169 [00:21<00:00, 189.41it/s]
Compute efficiency: 0.64:  99%|#########8| 4113/4169 [00:21<00:00, 189.41it/s]
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Now, we can use the embeddings to search for nearest neighbors.

We choose three example images. For each example image, we find k nearest neighbors. Then, we plot the critical findings in the example image (dark blue) and the distribution of the critical findings in the nearest neighbor images (light blue) as bar plots.

# transform the original annotations to multiclass labels
fnames = [fname.split('.')[0] for fname in fnames]

df = pandas.read_csv('/datasets/vinbigdata/train.csv')
classes = list(np.unique(df.class_name))
filenames = list(np.unique(df.image_id))

multilabels = np.zeros((len(dataset_test.get_filenames()), len(classes)))
for filename, label in zip(df.image_id, df.class_name):
    try:
        i = fnames.index(filename.split('.')[0])
        j = classes.index(label)
        multilabels[i, j] = 1.
    except:
        pass


def plot_knn_multilabels(embeddings, multilabels, samples_idx, n_neighbors=50):
    """Plots multiple rows of random images with their nearest neighbors
    """
    # lets look at the nearest neighbors for some samples
    # we use the sklearn library
    nbrs = NearestNeighbors(n_neighbors=n_neighbors).fit(embeddings)
    _, indices = nbrs.kneighbors(embeddings)

    # TODO
    bar_width = 0.4
    r1 = np.arange(multilabels.shape[1])
    r2 = r1 + bar_width

    # loop through our randomly picked samples
    for idx in samples_idx:
        fig = plt.figure()

        bars1 = multilabels[idx]
        bars2 = np.mean(multilabels[indices[idx]], axis=0)

        plt.bar(r1, bars1, color='steelblue', edgecolor='black', width=bar_width)
        plt.bar(r2, bars2, color='lightsteelblue', edgecolor='black', width=bar_width)
        plt.xticks(0.5 * (r1 + r2), classes, rotation=90)
        plt.tight_layout()


plot_knn_multilabels(embeddings, multilabels, [4111, 3340, 1796])
  • tutorial custom augmentations
  • tutorial custom augmentations
  • tutorial custom augmentations

Total running time of the script: ( 101 minutes 26.055 seconds)

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